diff --git a/.gitignore b/.gitignore index d052307..cfec289 100644 --- a/.gitignore +++ b/.gitignore @@ -3,6 +3,8 @@ *.pyc /venv/ .env -data/*/output*/ old_* -.DS_Store \ No newline at end of file +.DS_Store + +# data/*/output*/ +# Denne er normalt i .gitignore for å hindre at alle filene som blir lagret hos en bruker pushes til noen andre, nå vil der være med, slik at dataen som er lagret etter kjøring i notebookene blir med. \ No newline at end of file diff --git a/data/figures/output_fig_compare_one_day/correlation_matrix_tromso_Kristiansand.png b/data/figures/output_fig_compare_one_day/correlation_matrix_tromso_Kristiansand.png new file mode 100644 index 0000000..a077fe6 Binary files /dev/null and b/data/figures/output_fig_compare_one_day/correlation_matrix_tromso_Kristiansand.png differ diff --git a/data/figures/output_fig_compare_one_day/weather_compare_plot_tromso_Kristiansand.png b/data/figures/output_fig_compare_one_day/weather_compare_plot_tromso_Kristiansand.png new file mode 100644 index 0000000..c2c4e2e Binary files /dev/null and b/data/figures/output_fig_compare_one_day/weather_compare_plot_tromso_Kristiansand.png differ diff --git a/data/figures/output_fig_compare_one_week/correlation_matrix_sandnes_hamar.png b/data/figures/output_fig_compare_one_week/correlation_matrix_sandnes_hamar.png new file mode 100644 index 0000000..552216a Binary files /dev/null and b/data/figures/output_fig_compare_one_week/correlation_matrix_sandnes_hamar.png differ diff --git a/data/figures/output_fig_compare_one_week/weather_compare_plot_sandnes_hamar.png b/data/figures/output_fig_compare_one_week/weather_compare_plot_sandnes_hamar.png new file mode 100644 index 0000000..83c51b5 Binary files /dev/null and b/data/figures/output_fig_compare_one_week/weather_compare_plot_sandnes_hamar.png differ diff --git a/data/figures/output_fig_compare_statistic/correlation_matrix_Bergen_Oslo.png b/data/figures/output_fig_compare_statistic/correlation_matrix_Bergen_Oslo.png new file mode 100644 index 0000000..3354025 Binary files /dev/null and b/data/figures/output_fig_compare_statistic/correlation_matrix_Bergen_Oslo.png differ diff --git a/data/figures/output_fig_compare_statistic/mean_temp_plot_Bergen_Oslo.png b/data/figures/output_fig_compare_statistic/mean_temp_plot_Bergen_Oslo.png new file mode 100644 index 0000000..7f139f2 Binary files /dev/null and b/data/figures/output_fig_compare_statistic/mean_temp_plot_Bergen_Oslo.png differ diff --git a/data/figures/output_fig_interactive/screenshot_interactive_plot_fredrikstad.png b/data/figures/output_fig_interactive/screenshot_interactive_plot_fredrikstad.png new file mode 100644 index 0000000..3b6901c Binary files /dev/null and b/data/figures/output_fig_interactive/screenshot_interactive_plot_fredrikstad.png differ diff --git a/data/figures/output_fig_interactive/weather_interactive_plot_fredrikstad.png b/data/figures/output_fig_interactive/weather_interactive_plot_fredrikstad.png new file mode 100644 index 0000000..79ba5d9 Binary files /dev/null and b/data/figures/output_fig_interactive/weather_interactive_plot_fredrikstad.png differ diff --git a/data/figures/output_fig_one_day/correlation_matrix_jorpeland.png b/data/figures/output_fig_one_day/correlation_matrix_jorpeland.png new file mode 100644 index 0000000..1a84ab2 Binary files /dev/null and b/data/figures/output_fig_one_day/correlation_matrix_jorpeland.png differ diff --git a/data/figures/output_fig_one_day/regression_jorpeland.png b/data/figures/output_fig_one_day/regression_jorpeland.png new file mode 100644 index 0000000..f33d676 Binary files /dev/null and b/data/figures/output_fig_one_day/regression_jorpeland.png differ diff --git a/data/figures/output_fig_one_day/weather_data_plot_jorpeland.png b/data/figures/output_fig_one_day/weather_data_plot_jorpeland.png new file mode 100644 index 0000000..f333b51 Binary files /dev/null and b/data/figures/output_fig_one_day/weather_data_plot_jorpeland.png differ diff --git a/data/figures/output_fig_one_week/correlation_matrix_kirkenes.png b/data/figures/output_fig_one_week/correlation_matrix_kirkenes.png new file mode 100644 index 0000000..428d62e Binary files /dev/null and b/data/figures/output_fig_one_week/correlation_matrix_kirkenes.png differ diff --git a/data/figures/output_fig_one_week/weather_data_plot_kirkenes.png b/data/figures/output_fig_one_week/weather_data_plot_kirkenes.png new file mode 100644 index 0000000..91366d9 Binary files /dev/null and b/data/figures/output_fig_one_week/weather_data_plot_kirkenes.png differ diff --git a/data/figures/output_fig_statistic/correlation_matrix_maura.png b/data/figures/output_fig_statistic/correlation_matrix_maura.png new file mode 100644 index 0000000..47025a3 Binary files /dev/null and b/data/figures/output_fig_statistic/correlation_matrix_maura.png differ diff --git a/data/figures/output_fig_statistic/regression_maura.png b/data/figures/output_fig_statistic/regression_maura.png new file mode 100644 index 0000000..af21354 Binary files /dev/null and b/data/figures/output_fig_statistic/regression_maura.png differ diff --git a/data/figures/output_fig_statistic/weather_data_plot_maura.png b/data/figures/output_fig_statistic/weather_data_plot_maura.png new file mode 100644 index 0000000..72434de Binary files /dev/null and b/data/figures/output_fig_statistic/weather_data_plot_maura.png differ diff --git a/data/json/output_compare_one_day/data_tromso_kristiansand.json b/data/json/output_compare_one_day/data_tromso_kristiansand.json new file mode 100644 index 0000000..3bc86be --- /dev/null +++ b/data/json/output_compare_one_day/data_tromso_kristiansand.json @@ -0,0 +1,1289 @@ +{ + "city_1": { + "message": "Count: 24", + "cod": "200", + "city_id": 3133895, + "calctime": 0.039334889, + "cnt": 24, + "list": [ + { + "dt": 1740787200, + "main": { + "temp": -2.05, + "feels_like": -2.05, + "pressure": 1016, + "humidity": 86, + "temp_min": -2.05, + "temp_max": -2.05 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740790800, + "main": { + "temp": -1.05, + "feels_like": -1.05, + "pressure": 1016, + "humidity": 80, + "temp_min": -1.05, + "temp_max": -1.05 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740794400, + "main": { + "temp": -1.05, + "feels_like": -1.05, + "pressure": 1016, + "humidity": 80, + "temp_min": -1.05, + "temp_max": -1.05 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740798000, + "main": { + "temp": 0.95, + "feels_like": -4.33, + "pressure": 1016, + "humidity": 69, + "temp_min": 0.95, + "temp_max": 0.95 + }, + "wind": { + "speed": 6.17, + "deg": 190 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740801600, + "main": { + "temp": 0.95, + "feels_like": -3.81, + "pressure": 1015, + "humidity": 75, + "temp_min": 0.95, + "temp_max": 0.95 + }, + "wind": { + "speed": 5.14, + "deg": 200 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740805200, + "main": { + "temp": 0.95, + "feels_like": -3.2, + "pressure": 1015, + "humidity": 80, + "temp_min": 0.95, + "temp_max": 0.95 + }, + "wind": { + "speed": 4.12, + "deg": 230 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740808800, + "main": { + "temp": 0.95, + "feels_like": -4.56, + "pressure": 1014, + "humidity": 75, + "temp_min": 0.95, + "temp_max": 0.95 + }, + "wind": { + "speed": 6.69, + "deg": 210 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1740812400, + "main": { + "temp": 0.95, + "feels_like": -4.56, + "pressure": 1013, + "humidity": 80, + "temp_min": 0.95, + "temp_max": 0.95 + }, + "wind": { + "speed": 6.69, + "deg": 200 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1740816000, + "main": { + "temp": 0.95, + "feels_like": -4.08, + "pressure": 1012, + "humidity": 86, + "temp_min": 0.95, + "temp_max": 0.95 + }, + "wind": { + "speed": 5.66, + "deg": 220 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1740819600, + "main": { + "temp": 0.95, + "feels_like": -3.81, + "pressure": 1011, + "humidity": 80, + "temp_min": 0.95, + "temp_max": 0.95 + }, + "wind": { + "speed": 5.14, + "deg": 200 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1740823200, + "main": { + "temp": 1.95, + "feels_like": -1.96, + "pressure": 1009, + "humidity": 75, + "temp_min": 1.95, + "temp_max": 1.95 + }, + "wind": { + "speed": 4.12, + "deg": 220 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02d" + } + ] + }, + { + "dt": 1740826800, + "main": { + "temp": 1.95, + "feels_like": -3.28, + "pressure": 1008, + "humidity": 69, + "temp_min": 1.95, + "temp_max": 1.95 + }, + "wind": { + "speed": 6.69, + "deg": 180 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02d" + } + ] + }, + { + "dt": 1740830400, + "main": { + "temp": 1.95, + "feels_like": -2.55, + "pressure": 1007, + "humidity": 69, + "temp_min": 1.95, + "temp_max": 1.95 + }, + "wind": { + "speed": 5.14, + "deg": 180 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ], + "rain": { + "1h": 0.1 + } + }, + { + "dt": 1740834000, + "main": { + "temp": 1.95, + "feels_like": -4.05, + "pressure": 1005, + "humidity": 64, + "temp_min": 1.95, + "temp_max": 1.95 + }, + "wind": { + "speed": 8.75, + "deg": 190 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.12 + } + }, + { + "dt": 1740837600, + "main": { + "temp": 2.95, + "feels_like": -2.39, + "pressure": 1004, + "humidity": 60, + "temp_min": 2.95, + "temp_max": 2.95 + }, + "wind": { + "speed": 7.72, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.21 + } + }, + { + "dt": 1740841200, + "main": { + "temp": 0.95, + "feels_like": -6.02, + "pressure": 1002, + "humidity": 80, + "temp_min": 0.95, + "temp_max": 0.95 + }, + "wind": { + "speed": 10.8, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13d" + } + ], + "snow": { + "1h": 0.19 + } + }, + { + "dt": 1740844800, + "main": { + "temp": 0.95, + "feels_like": -5.18, + "pressure": 1002, + "humidity": 86, + "temp_min": 0.95, + "temp_max": 0.95 + }, + "wind": { + "speed": 8.23, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.21 + } + }, + { + "dt": 1740848400, + "main": { + "temp": 1.95, + "feels_like": -4.22, + "pressure": 1002, + "humidity": 80, + "temp_min": 1.95, + "temp_max": 1.95 + }, + "wind": { + "speed": 9.26, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 520, + "main": "Rain", + "description": "light intensity shower rain", + "icon": "09n" + } + ], + "rain": { + "1h": 0.52 + } + }, + { + "dt": 1740852000, + "main": { + "temp": 1.95, + "feels_like": -4.38, + "pressure": 1002, + "humidity": 87, + "temp_min": 1.95, + "temp_max": 1.95 + }, + "wind": { + "speed": 9.77, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 520, + "main": "Rain", + "description": "light intensity shower rain", + "icon": "09n" + } + ], + "rain": { + "1h": 0.22 + } + }, + { + "dt": 1740855600, + "main": { + "temp": 1.95, + "feels_like": -4.05, + "pressure": 1001, + "humidity": 87, + "temp_min": 1.95, + "temp_max": 1.95 + }, + "wind": { + "speed": 8.75, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740859200, + "main": { + "temp": 1.95, + "feels_like": -3.49, + "pressure": 1001, + "humidity": 80, + "temp_min": 1.95, + "temp_max": 1.95 + }, + "wind": { + "speed": 7.2, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740862800, + "main": { + "temp": 1.95, + "feels_like": -3.28, + "pressure": 1000, + "humidity": 80, + "temp_min": 1.95, + "temp_max": 1.95 + }, + "wind": { + "speed": 6.69, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740866400, + "main": { + "temp": 2.95, + "feels_like": -2.2, + "pressure": 999, + "humidity": 70, + "temp_min": 2.95, + "temp_max": 2.95 + }, + "wind": { + "speed": 7.2, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740870000, + "main": { + "temp": 2.95, + "feels_like": -2.57, + "pressure": 998, + "humidity": 70, + "temp_min": 2.95, + "temp_max": 2.95 + }, + "wind": { + "speed": 8.23, + "deg": 190 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + } + ] + }, + "city_2": { + "message": "Count: 24", + "cod": "200", + "city_id": 3149318, + "calctime": 0.056906098, + "cnt": 24, + "list": [ + { + "dt": 1740787200, + "main": { + "temp": -2.87, + "feels_like": -6.5, + "pressure": 1026, + "humidity": 93, + "temp_min": -2.99, + "temp_max": -0.64 + }, + "wind": { + "speed": 2.57, + "deg": 50 + }, + "clouds": { + "all": 11 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1740790800, + "main": { + "temp": -2.87, + "feels_like": -2.87, + "pressure": 1026, + "humidity": 93, + "temp_min": -2.99, + "temp_max": -0.64 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 10 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1740794400, + "main": { + "temp": -3.99, + "feels_like": -6.38, + "pressure": 1026, + "humidity": 100, + "temp_min": -3.99, + "temp_max": -2.04 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 11 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1740798000, + "main": { + "temp": -0.99, + "feels_like": -3.69, + "pressure": 1026, + "humidity": 93, + "temp_min": -2.04, + "temp_max": -0.99 + }, + "wind": { + "speed": 2.06, + "deg": 240 + }, + "clouds": { + "all": 10 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1740801600, + "main": { + "temp": -0.99, + "feels_like": -2.95, + "pressure": 1026, + "humidity": 93, + "temp_min": -0.99, + "temp_max": -0.99 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 11 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1740805200, + "main": { + "temp": -3.99, + "feels_like": -3.99, + "pressure": 1026, + "humidity": 100, + "temp_min": -3.99, + "temp_max": -3.99 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1740808800, + "main": { + "temp": -2.99, + "feels_like": -2.99, + "pressure": 1026, + "humidity": 93, + "temp_min": -2.99, + "temp_max": -2.99 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1740812400, + "main": { + "temp": -2.99, + "feels_like": -5.23, + "pressure": 1026, + "humidity": 100, + "temp_min": -2.99, + "temp_max": -2.99 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1740816000, + "main": { + "temp": -0.99, + "feels_like": -0.99, + "pressure": 1027, + "humidity": 93, + "temp_min": -0.99, + "temp_max": -0.99 + }, + "wind": { + "speed": 1.03, + "deg": 280 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1740819600, + "main": { + "temp": 0.01, + "feels_like": 0.01, + "pressure": 1027, + "humidity": 93, + "temp_min": 0.01, + "temp_max": 2.14 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1740823200, + "main": { + "temp": 2.93, + "feels_like": 2.93, + "pressure": 1027, + "humidity": 86, + "temp_min": 2.4, + "temp_max": 3.25 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1740826800, + "main": { + "temp": 5.17, + "feels_like": 2.65, + "pressure": 1027, + "humidity": 78, + "temp_min": 5.01, + "temp_max": 6.29 + }, + "wind": { + "speed": 3.09, + "deg": 200 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02d" + } + ] + }, + { + "dt": 1740830400, + "main": { + "temp": 7.86, + "feels_like": 4.65, + "pressure": 1027, + "humidity": 62, + "temp_min": 6.85, + "temp_max": 8.01 + }, + "wind": { + "speed": 5.66, + "deg": 270 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1740834000, + "main": { + "temp": 7.93, + "feels_like": 4.94, + "pressure": 1026, + "humidity": 62, + "temp_min": 7.4, + "temp_max": 8.01 + }, + "wind": { + "speed": 5.14, + "deg": 260 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1740837600, + "main": { + "temp": 7.93, + "feels_like": 4.94, + "pressure": 1026, + "humidity": 62, + "temp_min": 7.14, + "temp_max": 8.01 + }, + "wind": { + "speed": 5.14, + "deg": 260 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1740841200, + "main": { + "temp": 7.06, + "feels_like": 4.33, + "pressure": 1026, + "humidity": 65, + "temp_min": 7.01, + "temp_max": 7.4 + }, + "wind": { + "speed": 4.12, + "deg": 250 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1740844800, + "main": { + "temp": 6.99, + "feels_like": 4.84, + "pressure": 1025, + "humidity": 66, + "temp_min": 6.59, + "temp_max": 7.01 + }, + "wind": { + "speed": 3.09, + "deg": 230 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02d" + } + ] + }, + { + "dt": 1740848400, + "main": { + "temp": 6.92, + "feels_like": 4.16, + "pressure": 1026, + "humidity": 67, + "temp_min": 6.03, + "temp_max": 7.01 + }, + "wind": { + "speed": 4.12, + "deg": 240 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1740852000, + "main": { + "temp": 5.97, + "feels_like": 3.61, + "pressure": 1026, + "humidity": 75, + "temp_min": 5.48, + "temp_max": 6.01 + }, + "wind": { + "speed": 3.09, + "deg": 230 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1740855600, + "main": { + "temp": 5.03, + "feels_like": 3.34, + "pressure": 1026, + "humidity": 80, + "temp_min": 5.01, + "temp_max": 5.48 + }, + "wind": { + "speed": 2.06, + "deg": 210 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740859200, + "main": { + "temp": 4.08, + "feels_like": 0.98, + "pressure": 1026, + "humidity": 86, + "temp_min": 4.01, + "temp_max": 4.62 + }, + "wind": { + "speed": 3.6, + "deg": 250 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1740862800, + "main": { + "temp": 3.95, + "feels_like": -0.05, + "pressure": 1026, + "humidity": 87, + "temp_min": 3.51, + "temp_max": 4.01 + }, + "wind": { + "speed": 5.14, + "deg": 210 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1740866400, + "main": { + "temp": 4.89, + "feels_like": 2.71, + "pressure": 1026, + "humidity": 82, + "temp_min": 3.25, + "temp_max": 5.01 + }, + "wind": { + "speed": 2.57, + "deg": 220 + }, + "clouds": { + "all": 84 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1740870000, + "main": { + "temp": 3.21, + "feels_like": 3.21, + "pressure": 1027, + "humidity": 84, + "temp_min": 3.01, + "temp_max": 4.62 + }, + "wind": { + "speed": 1.03, + "deg": 240 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + } + ] + } +} \ No newline at end of file diff --git a/data/json/output_compare_one_week/data_sandnes_hamar.json b/data/json/output_compare_one_week/data_sandnes_hamar.json new file mode 100644 index 0000000..0a954c1 --- /dev/null +++ b/data/json/output_compare_one_week/data_sandnes_hamar.json @@ -0,0 +1,5405 @@ +{ + "city_1": { + "message": "Count: 97", + "cod": "200", + "city_id": 3140321, + "calctime": 0.005637167, + "cnt": 97, + "list": [ + { + "dt": 1730332800, + "main": { + "temp": 10.25, + "feels_like": 9.58, + "pressure": 1019, + "humidity": 86, + "temp_min": 9.82, + "temp_max": 11.16 + }, + "wind": { + "speed": 5.14, + "deg": 220 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.24 + } + }, + { + "dt": 1730336400, + "main": { + "temp": 10.31, + "feels_like": 9.62, + "pressure": 1019, + "humidity": 85, + "temp_min": 9.95, + "temp_max": 11.16 + }, + "wind": { + "speed": 5.14, + "deg": 210 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.15 + } + }, + { + "dt": 1730340000, + "main": { + "temp": 10.57, + "feels_like": 9.98, + "pressure": 1017, + "humidity": 88, + "temp_min": 9.99, + "temp_max": 11.72 + }, + "wind": { + "speed": 6.17, + "deg": 210 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730343600, + "main": { + "temp": 10.96, + "feels_like": 10.44, + "pressure": 1016, + "humidity": 89, + "temp_min": 10.38, + "temp_max": 11.72 + }, + "wind": { + "speed": 6.17, + "deg": 230 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09n" + }, + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.18 + } + }, + { + "dt": 1730347200, + "main": { + "temp": 11, + "feels_like": 10.48, + "pressure": 1015, + "humidity": 89, + "temp_min": 10.55, + "temp_max": 12.27 + }, + "wind": { + "speed": 6.17, + "deg": 210 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730350800, + "main": { + "temp": 11.27, + "feels_like": 10.72, + "pressure": 1015, + "humidity": 87, + "temp_min": 10.55, + "temp_max": 12.27 + }, + "wind": { + "speed": 6.69, + "deg": 230 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.12 + } + }, + { + "dt": 1730354400, + "main": { + "temp": 11.28, + "feels_like": 10.74, + "pressure": 1014, + "humidity": 87, + "temp_min": 10.55, + "temp_max": 12.27 + }, + "wind": { + "speed": 7.72, + "deg": 250 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09n" + }, + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.37 + } + }, + { + "dt": 1730358000, + "main": { + "temp": 11.68, + "feels_like": 11.33, + "pressure": 1013, + "humidity": 93, + "temp_min": 11.06, + "temp_max": 12.83 + }, + "wind": { + "speed": 7.15, + "deg": 300, + "gust": 9.83 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.12 + } + }, + { + "dt": 1730361600, + "main": { + "temp": 11.6, + "feels_like": 11.19, + "pressure": 1013, + "humidity": 91, + "temp_min": 10.93, + "temp_max": 12.27 + }, + "wind": { + "speed": 7.2, + "deg": 260 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09d" + }, + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.21 + } + }, + { + "dt": 1730365200, + "main": { + "temp": 11.6, + "feels_like": 11.17, + "pressure": 1013, + "humidity": 90, + "temp_min": 10.93, + "temp_max": 12.27 + }, + "wind": { + "speed": 7.72, + "deg": 250 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + }, + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09d" + } + ], + "rain": { + "1h": 0.27 + } + }, + { + "dt": 1730368800, + "main": { + "temp": 11.67, + "feels_like": 11.22, + "pressure": 1013, + "humidity": 89, + "temp_min": 11.1, + "temp_max": 12.25 + }, + "wind": { + "speed": 7.2, + "deg": 240 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09d" + }, + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.32 + } + }, + { + "dt": 1730372400, + "main": { + "temp": 11.98, + "feels_like": 11.56, + "pressure": 1013, + "humidity": 89, + "temp_min": 11.1, + "temp_max": 13.38 + }, + "wind": { + "speed": 7.2, + "deg": 250 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09d" + }, + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.15 + } + }, + { + "dt": 1730376000, + "main": { + "temp": 11.73, + "feels_like": 11.33, + "pressure": 1012, + "humidity": 91, + "temp_min": 11.1, + "temp_max": 12.81 + }, + "wind": { + "speed": 8.75, + "deg": 260 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 301, + "main": "Drizzle", + "description": "drizzle", + "icon": "09d" + } + ] + }, + { + "dt": 1730379600, + "main": { + "temp": 12.28, + "feels_like": 11.91, + "pressure": 1012, + "humidity": 90, + "temp_min": 11.49, + "temp_max": 12.87 + }, + "wind": { + "speed": 6.26, + "deg": 284, + "gust": 9.83 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09d" + }, + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.27 + } + }, + { + "dt": 1730383200, + "main": { + "temp": 11.7, + "feels_like": 11.3, + "pressure": 1011, + "humidity": 91, + "temp_min": 11.06, + "temp_max": 12.83 + }, + "wind": { + "speed": 8.75, + "deg": 260 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 301, + "main": "Drizzle", + "description": "drizzle", + "icon": "09d" + }, + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50d" + }, + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.32 + } + }, + { + "dt": 1730386800, + "main": { + "temp": 11.97, + "feels_like": 11.55, + "pressure": 1011, + "humidity": 89, + "temp_min": 11.1, + "temp_max": 12.87 + }, + "wind": { + "speed": 7.2, + "deg": 260 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730390400, + "main": { + "temp": 12.24, + "feels_like": 11.84, + "pressure": 1011, + "humidity": 89, + "temp_min": 11.66, + "temp_max": 12.87 + }, + "wind": { + "speed": 8.05, + "deg": 294, + "gust": 10.73 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730394000, + "main": { + "temp": 12.41, + "feels_like": 12.06, + "pressure": 1011, + "humidity": 90, + "temp_min": 11.49, + "temp_max": 13.15 + }, + "wind": { + "speed": 8.05, + "deg": 289, + "gust": 11.62 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ], + "rain": { + "1h": 0.1 + } + }, + { + "dt": 1730397600, + "main": { + "temp": 12.58, + "feels_like": 12.22, + "pressure": 1010, + "humidity": 89, + "temp_min": 12.17, + "temp_max": 13.38 + }, + "wind": { + "speed": 7.72, + "deg": 260 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730401200, + "main": { + "temp": 12.56, + "feels_like": 12.14, + "pressure": 1010, + "humidity": 87, + "temp_min": 12.17, + "temp_max": 13.38 + }, + "wind": { + "speed": 9.26, + "deg": 260 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730404800, + "main": { + "temp": 12.76, + "feels_like": 12.36, + "pressure": 1009, + "humidity": 87, + "temp_min": 12.17, + "temp_max": 13.38 + }, + "wind": { + "speed": 9.77, + "deg": 260 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730408400, + "main": { + "temp": 12.91, + "feels_like": 12.55, + "pressure": 1009, + "humidity": 88, + "temp_min": 12.6, + "temp_max": 13.38 + }, + "wind": { + "speed": 8.75, + "deg": 260 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730412000, + "main": { + "temp": 12.91, + "feels_like": 12.55, + "pressure": 1009, + "humidity": 88, + "temp_min": 12.6, + "temp_max": 13.38 + }, + "wind": { + "speed": 9.26, + "deg": 260, + "gust": 14.92 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ], + "rain": { + "1h": 0.1 + } + }, + { + "dt": 1730415600, + "main": { + "temp": 12.91, + "feels_like": 12.55, + "pressure": 1009, + "humidity": 88, + "temp_min": 12.73, + "temp_max": 13.94 + }, + "wind": { + "speed": 8.75, + "deg": 260 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730419200, + "main": { + "temp": 12.97, + "feels_like": 12.62, + "pressure": 1008, + "humidity": 88, + "temp_min": 12.73, + "temp_max": 13.92 + }, + "wind": { + "speed": 9.26, + "deg": 260 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730422800, + "main": { + "temp": 12.7, + "feels_like": 12.32, + "pressure": 1007, + "humidity": 88, + "temp_min": 12.17, + "temp_max": 13.38 + }, + "wind": { + "speed": 10.8, + "deg": 260 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09n" + } + ] + }, + { + "dt": 1730426400, + "main": { + "temp": 11.97, + "feels_like": 11.55, + "pressure": 1007, + "humidity": 89, + "temp_min": 11.62, + "temp_max": 12.83 + }, + "wind": { + "speed": 9.39, + "deg": 271, + "gust": 15.65 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09n" + } + ] + }, + { + "dt": 1730430000, + "main": { + "temp": 11.32, + "feels_like": 10.78, + "pressure": 1007, + "humidity": 87, + "temp_min": 10.51, + "temp_max": 11.87 + }, + "wind": { + "speed": 10.29, + "deg": 260 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 301, + "main": "Drizzle", + "description": "drizzle", + "icon": "09n" + } + ] + }, + { + "dt": 1730433600, + "main": { + "temp": 9.93, + "feels_like": 6.46, + "pressure": 1007, + "humidity": 87, + "temp_min": 9.43, + "temp_max": 11.16 + }, + "wind": { + "speed": 8.49, + "deg": 284, + "gust": 12.52 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.65 + } + }, + { + "dt": 1730437200, + "main": { + "temp": 10.31, + "feels_like": 9.56, + "pressure": 1008, + "humidity": 83, + "temp_min": 9.95, + "temp_max": 11.16 + }, + "wind": { + "speed": 9.77, + "deg": 290 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.56 + } + }, + { + "dt": 1730440800, + "main": { + "temp": 9.83, + "feels_like": 6.22, + "pressure": 1008, + "humidity": 87, + "temp_min": 9.39, + "temp_max": 10.61 + }, + "wind": { + "speed": 8.94, + "deg": 281, + "gust": 14.75 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.34 + } + }, + { + "dt": 1730444400, + "main": { + "temp": 9.92, + "feels_like": 5.75, + "pressure": 1009, + "humidity": 84, + "temp_min": 9.43, + "temp_max": 10.38 + }, + "wind": { + "speed": 11.83, + "deg": 290 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.75 + } + }, + { + "dt": 1730448000, + "main": { + "temp": 9.56, + "feels_like": 5.17, + "pressure": 1010, + "humidity": 85, + "temp_min": 8.84, + "temp_max": 10.38 + }, + "wind": { + "speed": 12.35, + "deg": 290 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.52 + } + }, + { + "dt": 1730451600, + "main": { + "temp": 9.14, + "feels_like": 4.8, + "pressure": 1011, + "humidity": 84, + "temp_min": 8.28, + "temp_max": 9.87 + }, + "wind": { + "speed": 11.32, + "deg": 310 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.13 + } + }, + { + "dt": 1730455200, + "main": { + "temp": 7.66, + "feels_like": 2.93, + "pressure": 1013, + "humidity": 86, + "temp_min": 6.62, + "temp_max": 8.36 + }, + "wind": { + "speed": 10.8, + "deg": 330 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730458800, + "main": { + "temp": 6.95, + "feels_like": 2.36, + "pressure": 1014, + "humidity": 87, + "temp_min": 6.49, + "temp_max": 7.87 + }, + "wind": { + "speed": 9.26, + "deg": 330 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 520, + "main": "Rain", + "description": "light intensity shower rain", + "icon": "09d" + } + ], + "rain": { + "1h": 0.56 + } + }, + { + "dt": 1730462400, + "main": { + "temp": 7.92, + "feels_like": 2.96, + "pressure": 1015, + "humidity": 74, + "temp_min": 7.17, + "temp_max": 8.71 + }, + "wind": { + "speed": 12.35, + "deg": 330 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730466000, + "main": { + "temp": 7.7, + "feels_like": 3.1, + "pressure": 1016, + "humidity": 62, + "temp_min": 6.16, + "temp_max": 8.32 + }, + "wind": { + "speed": 10.29, + "deg": 340 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1730469600, + "main": { + "temp": 6.92, + "feels_like": 3.08, + "pressure": 1017, + "humidity": 67, + "temp_min": 6.06, + "temp_max": 7.27 + }, + "wind": { + "speed": 6.69, + "deg": 350, + "gust": 12.35 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ], + "rain": { + "1h": 0.1 + } + }, + { + "dt": 1730473200, + "main": { + "temp": 6.58, + "feels_like": 2.01, + "pressure": 1018, + "humidity": 66, + "temp_min": 6.06, + "temp_max": 7.04 + }, + "wind": { + "speed": 8.75, + "deg": 340, + "gust": 14.92 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730476800, + "main": { + "temp": 5.62, + "feels_like": 0.7, + "pressure": 1019, + "humidity": 77, + "temp_min": 4.94, + "temp_max": 6.49 + }, + "wind": { + "speed": 8.94, + "deg": 353, + "gust": 14.31 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730480400, + "main": { + "temp": 5.62, + "feels_like": 0.61, + "pressure": 1020, + "humidity": 64, + "temp_min": 4.94, + "temp_max": 6.49 + }, + "wind": { + "speed": 9.26, + "deg": 350 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730484000, + "main": { + "temp": 5.42, + "feels_like": -0.18, + "pressure": 1021, + "humidity": 64, + "temp_min": 4.94, + "temp_max": 5.87 + }, + "wind": { + "speed": 11.32, + "deg": 340 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730487600, + "main": { + "temp": 5.82, + "feels_like": 1.01, + "pressure": 1022, + "humidity": 62, + "temp_min": 4.94, + "temp_max": 6.3 + }, + "wind": { + "speed": 8.75, + "deg": 350 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730491200, + "main": { + "temp": 5.21, + "feels_like": 0.22, + "pressure": 1023, + "humidity": 59, + "temp_min": 4.43, + "temp_max": 5.93 + }, + "wind": { + "speed": 8.75, + "deg": 350 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730494800, + "main": { + "temp": 5.21, + "feels_like": 0.71, + "pressure": 1024, + "humidity": 63, + "temp_min": 4.43, + "temp_max": 5.93 + }, + "wind": { + "speed": 7.2, + "deg": 350 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730498400, + "main": { + "temp": 4.84, + "feels_like": 0.62, + "pressure": 1025, + "humidity": 63, + "temp_min": 4.39, + "temp_max": 5.61 + }, + "wind": { + "speed": 6.17, + "deg": 360 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1730502000, + "main": { + "temp": 4.9, + "feels_like": 0.7, + "pressure": 1026, + "humidity": 73, + "temp_min": 4.39, + "temp_max": 5.38 + }, + "wind": { + "speed": 6.17, + "deg": 10 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730505600, + "main": { + "temp": 4.56, + "feels_like": 0.06, + "pressure": 1027, + "humidity": 75, + "temp_min": 4.08, + "temp_max": 5.03 + }, + "wind": { + "speed": 6.69, + "deg": 340 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730509200, + "main": { + "temp": 3.88, + "feels_like": 0.41, + "pressure": 1027, + "humidity": 78, + "temp_min": 3.32, + "temp_max": 4.49 + }, + "wind": { + "speed": 4.12, + "deg": 340 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1730512800, + "main": { + "temp": 4, + "feels_like": 0.88, + "pressure": 1028, + "humidity": 79, + "temp_min": 3.32, + "temp_max": 4.87 + }, + "wind": { + "speed": 3.6, + "deg": 10 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730516400, + "main": { + "temp": 3.89, + "feels_like": 2.01, + "pressure": 1028, + "humidity": 78, + "temp_min": 3.32, + "temp_max": 4.87 + }, + "wind": { + "speed": 2.06, + "deg": 20 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730520000, + "main": { + "temp": 4.43, + "feels_like": 2.16, + "pressure": 1029, + "humidity": 77, + "temp_min": 3.92, + "temp_max": 4.87 + }, + "wind": { + "speed": 2.57, + "deg": 330 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730523600, + "main": { + "temp": 4.3, + "feels_like": 3.1, + "pressure": 1029, + "humidity": 78, + "temp_min": 3.84, + "temp_max": 4.87 + }, + "wind": { + "speed": 1.54, + "deg": 20 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730527200, + "main": { + "temp": 3.45, + "feels_like": 3.45, + "pressure": 1030, + "humidity": 81, + "temp_min": 2.81, + "temp_max": 4.26 + }, + "wind": { + "speed": 0.51, + "deg": 250 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730530800, + "main": { + "temp": 2.89, + "feels_like": 2.89, + "pressure": 1030, + "humidity": 84, + "temp_min": 2.25, + "temp_max": 4.26 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730534400, + "main": { + "temp": 3.01, + "feels_like": 3.01, + "pressure": 1030, + "humidity": 90, + "temp_min": 2.41, + "temp_max": 4.26 + }, + "wind": { + "speed": 0.89, + "deg": 240, + "gust": 1.34 + }, + "clouds": { + "all": 97 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730538000, + "main": { + "temp": 3.17, + "feels_like": 3.17, + "pressure": 1031, + "humidity": 89, + "temp_min": 2.72, + "temp_max": 4.26 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1730541600, + "main": { + "temp": 4.18, + "feels_like": 4.18, + "pressure": 1031, + "humidity": 84, + "temp_min": 3.84, + "temp_max": 4.82 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1730545200, + "main": { + "temp": 5.09, + "feels_like": 3.41, + "pressure": 1031, + "humidity": 82, + "temp_min": 4.87, + "temp_max": 5.38 + }, + "wind": { + "speed": 2.06, + "deg": 140 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1730548800, + "main": { + "temp": 5.31, + "feels_like": 3.5, + "pressure": 1030, + "humidity": 80, + "temp_min": 4.87, + "temp_max": 5.75 + }, + "wind": { + "speed": 2.24, + "deg": 147, + "gust": 2.24 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.13 + } + }, + { + "dt": 1730552400, + "main": { + "temp": 5.94, + "feels_like": 3.87, + "pressure": 1031, + "humidity": 78, + "temp_min": 5.55, + "temp_max": 6.3 + }, + "wind": { + "speed": 2.68, + "deg": 162, + "gust": 3.58 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730556000, + "main": { + "temp": 5.76, + "feels_like": 3.03, + "pressure": 1030, + "humidity": 77, + "temp_min": 5.51, + "temp_max": 6.61 + }, + "wind": { + "speed": 3.6, + "deg": 130 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ], + "rain": { + "1h": 0.1 + } + }, + { + "dt": 1730559600, + "main": { + "temp": 5.83, + "feels_like": 3.12, + "pressure": 1029, + "humidity": 79, + "temp_min": 5.51, + "temp_max": 6.49 + }, + "wind": { + "speed": 3.58, + "deg": 152, + "gust": 4.47 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730563200, + "main": { + "temp": 5.83, + "feels_like": 3.11, + "pressure": 1029, + "humidity": 80, + "temp_min": 5.51, + "temp_max": 6.49 + }, + "wind": { + "speed": 3.6, + "deg": 140 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730566800, + "main": { + "temp": 6.27, + "feels_like": 3.35, + "pressure": 1029, + "humidity": 83, + "temp_min": 5.51, + "temp_max": 7.04 + }, + "wind": { + "speed": 4.12, + "deg": 160 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730570400, + "main": { + "temp": 5.77, + "feels_like": 2.79, + "pressure": 1028, + "humidity": 88, + "temp_min": 5.51, + "temp_max": 6.49 + }, + "wind": { + "speed": 4.02, + "deg": 151, + "gust": 4.47 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730574000, + "main": { + "temp": 5.8, + "feels_like": 2.78, + "pressure": 1028, + "humidity": 92, + "temp_min": 4.87, + "temp_max": 6.49 + }, + "wind": { + "speed": 4.12, + "deg": 140 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09n" + }, + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1730577600, + "main": { + "temp": 6.48, + "feels_like": 3.9, + "pressure": 1027, + "humidity": 91, + "temp_min": 5.87, + "temp_max": 7.17 + }, + "wind": { + "speed": 3.6, + "deg": 160 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730581200, + "main": { + "temp": 7.98, + "feels_like": 5.01, + "pressure": 1026, + "humidity": 90, + "temp_min": 7.04, + "temp_max": 8.32 + }, + "wind": { + "speed": 5.14, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730584800, + "main": { + "temp": 10.39, + "feels_like": 9.83, + "pressure": 1025, + "humidity": 90, + "temp_min": 9.99, + "temp_max": 10.93 + }, + "wind": { + "speed": 7.72, + "deg": 230 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730588400, + "main": { + "temp": 10.61, + "feels_like": 10.02, + "pressure": 1024, + "humidity": 88, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 7.2, + "deg": 230 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09n" + }, + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1730592000, + "main": { + "temp": 10.61, + "feels_like": 10.05, + "pressure": 1024, + "humidity": 89, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 6.69, + "deg": 250 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730595600, + "main": { + "temp": 11.01, + "feels_like": 10.49, + "pressure": 1024, + "humidity": 89, + "temp_min": 10.51, + "temp_max": 11.7 + }, + "wind": { + "speed": 5.66, + "deg": 260 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730599200, + "main": { + "temp": 11.01, + "feels_like": 10.49, + "pressure": 1024, + "humidity": 89, + "temp_min": 10.51, + "temp_max": 11.7 + }, + "wind": { + "speed": 6.17, + "deg": 270 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730602800, + "main": { + "temp": 11.01, + "feels_like": 10.49, + "pressure": 1023, + "humidity": 89, + "temp_min": 10.51, + "temp_max": 11.7 + }, + "wind": { + "speed": 5.14, + "deg": 280 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730606400, + "main": { + "temp": 10.84, + "feels_like": 10.28, + "pressure": 1023, + "humidity": 88, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 4.63, + "deg": 270 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730610000, + "main": { + "temp": 10.67, + "feels_like": 10.04, + "pressure": 1023, + "humidity": 86, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 4.47, + "deg": 308, + "gust": 5.81 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730613600, + "main": { + "temp": 10.58, + "feels_like": 9.97, + "pressure": 1022, + "humidity": 87, + "temp_min": 9.99, + "temp_max": 11.14 + }, + "wind": { + "speed": 7.72, + "deg": 290 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730617200, + "main": { + "temp": 10.61, + "feels_like": 10.02, + "pressure": 1022, + "humidity": 88, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 7.2, + "deg": 280 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730620800, + "main": { + "temp": 10.61, + "feels_like": 10.02, + "pressure": 1022, + "humidity": 88, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 7.15, + "deg": 304, + "gust": 9.83 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09d" + }, + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50d" + } + ] + }, + { + "dt": 1730624400, + "main": { + "temp": 11.06, + "feels_like": 10.57, + "pressure": 1022, + "humidity": 90, + "temp_min": 10.51, + "temp_max": 11.7 + }, + "wind": { + "speed": 8.05, + "deg": 314, + "gust": 10.28 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730628000, + "main": { + "temp": 10.99, + "feels_like": 10.39, + "pressure": 1023, + "humidity": 86, + "temp_min": 10.55, + "temp_max": 11.7 + }, + "wind": { + "speed": 8.75, + "deg": 290 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 301, + "main": "Drizzle", + "description": "drizzle", + "icon": "09d" + }, + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50d" + } + ] + }, + { + "dt": 1730631600, + "main": { + "temp": 11.1, + "feels_like": 10.62, + "pressure": 1023, + "humidity": 90, + "temp_min": 10.55, + "temp_max": 12.25 + }, + "wind": { + "speed": 8.75, + "deg": 290 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50d" + }, + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09d" + } + ] + }, + { + "dt": 1730635200, + "main": { + "temp": 11.27, + "feels_like": 10.78, + "pressure": 1023, + "humidity": 89, + "temp_min": 10.51, + "temp_max": 12.25 + }, + "wind": { + "speed": 8.23, + "deg": 290 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09d" + }, + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50d" + } + ] + }, + { + "dt": 1730638800, + "main": { + "temp": 11.02, + "feels_like": 10.53, + "pressure": 1024, + "humidity": 90, + "temp_min": 10.51, + "temp_max": 11.7 + }, + "wind": { + "speed": 8.23, + "deg": 290 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 301, + "main": "Drizzle", + "description": "drizzle", + "icon": "09d" + }, + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50d" + } + ] + }, + { + "dt": 1730642400, + "main": { + "temp": 11.26, + "feels_like": 10.77, + "pressure": 1024, + "humidity": 89, + "temp_min": 10.55, + "temp_max": 11.87 + }, + "wind": { + "speed": 7.72, + "deg": 300 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730646000, + "main": { + "temp": 11.02, + "feels_like": 10.48, + "pressure": 1024, + "humidity": 88, + "temp_min": 10.51, + "temp_max": 11.7 + }, + "wind": { + "speed": 6.17, + "deg": 310 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730649600, + "main": { + "temp": 10.96, + "feels_like": 10.46, + "pressure": 1025, + "humidity": 90, + "temp_min": 10.51, + "temp_max": 11.7 + }, + "wind": { + "speed": 4.63, + "deg": 310 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09n" + }, + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1730653200, + "main": { + "temp": 10.85, + "feels_like": 10.34, + "pressure": 1026, + "humidity": 90, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 5.14, + "deg": 320 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09n" + } + ] + }, + { + "dt": 1730656800, + "main": { + "temp": 10.76, + "feels_like": 10.19, + "pressure": 1026, + "humidity": 88, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 5.14, + "deg": 320 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730660400, + "main": { + "temp": 10.85, + "feels_like": 10.34, + "pressure": 1026, + "humidity": 90, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 4.63, + "deg": 320 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 300, + "main": "Drizzle", + "description": "light intensity drizzle", + "icon": "09n" + } + ] + }, + { + "dt": 1730664000, + "main": { + "temp": 10.65, + "feels_like": 10.07, + "pressure": 1026, + "humidity": 88, + "temp_min": 9.99, + "temp_max": 11.7 + }, + "wind": { + "speed": 4.63, + "deg": 320 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730667600, + "main": { + "temp": 10.52, + "feels_like": 9.9, + "pressure": 1027, + "humidity": 87, + "temp_min": 9.95, + "temp_max": 11.06 + }, + "wind": { + "speed": 4.12, + "deg": 340 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730671200, + "main": { + "temp": 10.33, + "feels_like": 9.64, + "pressure": 1027, + "humidity": 85, + "temp_min": 9.43, + "temp_max": 11.14 + }, + "wind": { + "speed": 3.6, + "deg": 330 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1730674800, + "main": { + "temp": 10.18, + "feels_like": 9.39, + "pressure": 1027, + "humidity": 82, + "temp_min": 9.43, + "temp_max": 11.14 + }, + "wind": { + "speed": 0.89, + "deg": 194, + "gust": 3.13 + }, + "clouds": { + "all": 98 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730678400, + "main": { + "temp": 10.18, + "feels_like": 9.39, + "pressure": 1028, + "humidity": 82, + "temp_min": 9.43, + "temp_max": 11.14 + }, + "wind": { + "speed": 2.33, + "deg": 5, + "gust": 3.58 + }, + "clouds": { + "all": 98 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + } + ] + }, + "city_2": { + "message": "Count: 97", + "cod": "200", + "city_id": 3154084, + "calctime": 0.003779619, + "cnt": 97, + "list": [ + { + "dt": 1730332800, + "main": { + "temp": 3.87, + "feels_like": 3.87, + "pressure": 1014, + "humidity": 81, + "temp_min": 3.87, + "temp_max": 3.87 + }, + "wind": { + "speed": 0.25, + "deg": 27, + "gust": 0.07 + }, + "clouds": { + "all": 90 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730336400, + "main": { + "temp": 3.65, + "feels_like": 3.65, + "pressure": 1013, + "humidity": 83, + "temp_min": 3.65, + "temp_max": 3.65 + }, + "wind": { + "speed": 0.28, + "deg": 243, + "gust": 0.31 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.95 + } + }, + { + "dt": 1730340000, + "main": { + "temp": 3.59, + "feels_like": 3.59, + "pressure": 1013, + "humidity": 83, + "temp_min": 3.59, + "temp_max": 3.59 + }, + "wind": { + "speed": 1.12, + "deg": 243, + "gust": 1.1 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 501, + "main": "Rain", + "description": "moderate rain", + "icon": "10n" + } + ], + "rain": { + "1h": 1.15 + } + }, + { + "dt": 1730343600, + "main": { + "temp": 3.41, + "feels_like": 3.41, + "pressure": 1011, + "humidity": 85, + "temp_min": 3.41, + "temp_max": 3.41 + }, + "wind": { + "speed": 0.35, + "deg": 155 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.87 + } + }, + { + "dt": 1730347200, + "main": { + "temp": 2.91, + "feels_like": 2.91, + "pressure": 1010, + "humidity": 87, + "temp_min": 2.91, + "temp_max": 2.91 + }, + "wind": { + "speed": 0.15, + "deg": 332 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.42 + } + }, + { + "dt": 1730350800, + "main": { + "temp": 2.83, + "feels_like": 2.83, + "pressure": 1009, + "humidity": 88, + "temp_min": 2.83, + "temp_max": 2.83 + }, + "wind": { + "speed": 0.33, + "deg": 348 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.49 + } + }, + { + "dt": 1730354400, + "main": { + "temp": 3.43, + "feels_like": 3.43, + "pressure": 1006, + "humidity": 86, + "temp_min": 3.43, + "temp_max": 3.43 + }, + "wind": { + "speed": 0.3, + "deg": 287 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.32 + } + }, + { + "dt": 1730358000, + "main": { + "temp": 3.54, + "feels_like": 3.54, + "pressure": 1005, + "humidity": 88, + "temp_min": 3.54, + "temp_max": 3.54 + }, + "wind": { + "speed": 0.43, + "deg": 295 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730361600, + "main": { + "temp": 4.35, + "feels_like": 4.35, + "pressure": 1004, + "humidity": 86, + "temp_min": 4.35, + "temp_max": 4.35 + }, + "wind": { + "speed": 1.07, + "deg": 305, + "gust": 0.26 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730365200, + "main": { + "temp": 5.38, + "feels_like": 5.38, + "pressure": 1003, + "humidity": 84, + "temp_min": 5.38, + "temp_max": 5.38 + }, + "wind": { + "speed": 1.02, + "deg": 272, + "gust": 4.32 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730368800, + "main": { + "temp": 6.13, + "feels_like": 6.13, + "pressure": 1003, + "humidity": 81, + "temp_min": 6.13, + "temp_max": 6.13 + }, + "wind": { + "speed": 0.86, + "deg": 297, + "gust": 1.81 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.13 + } + }, + { + "dt": 1730372400, + "main": { + "temp": 6.78, + "feels_like": 6.78, + "pressure": 1001, + "humidity": 81, + "temp_min": 6.78, + "temp_max": 6.78 + }, + "wind": { + "speed": 0.95, + "deg": 267, + "gust": 3.02 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.13 + } + }, + { + "dt": 1730376000, + "main": { + "temp": 7.79, + "feels_like": 7.79, + "pressure": 1001, + "humidity": 77, + "temp_min": 7.79, + "temp_max": 7.79 + }, + "wind": { + "speed": 0.85, + "deg": 269, + "gust": 4.46 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730379600, + "main": { + "temp": 7.71, + "feels_like": 7.71, + "pressure": 1000, + "humidity": 79, + "temp_min": 7.71, + "temp_max": 7.71 + }, + "wind": { + "speed": 0.29, + "deg": 333, + "gust": 0.94 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730383200, + "main": { + "temp": 7.23, + "feels_like": 7.23, + "pressure": 1000, + "humidity": 82, + "temp_min": 7.23, + "temp_max": 7.23 + }, + "wind": { + "speed": 0.55, + "deg": 340, + "gust": 0.61 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730386800, + "main": { + "temp": 6.2, + "feels_like": 6.2, + "pressure": 999, + "humidity": 85, + "temp_min": 6.2, + "temp_max": 6.2 + }, + "wind": { + "speed": 0.72, + "deg": 27, + "gust": 0.6 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730390400, + "main": { + "temp": 5.22, + "feels_like": 5.22, + "pressure": 999, + "humidity": 89, + "temp_min": 5.22, + "temp_max": 5.22 + }, + "wind": { + "speed": 1.08, + "deg": 47, + "gust": 1.08 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730394000, + "main": { + "temp": 4.53, + "feels_like": 4.53, + "pressure": 999, + "humidity": 92, + "temp_min": 4.53, + "temp_max": 4.53 + }, + "wind": { + "speed": 1.07, + "deg": 69, + "gust": 1.04 + }, + "clouds": { + "all": 98 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730397600, + "main": { + "temp": 4.38, + "feels_like": 4.38, + "pressure": 998, + "humidity": 93, + "temp_min": 4.38, + "temp_max": 4.38 + }, + "wind": { + "speed": 1.12, + "deg": 60, + "gust": 0.99 + }, + "clouds": { + "all": 88 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730401200, + "main": { + "temp": 4.59, + "feels_like": 4.59, + "pressure": 997, + "humidity": 92, + "temp_min": 4.59, + "temp_max": 4.59 + }, + "wind": { + "speed": 0.98, + "deg": 107, + "gust": 0.91 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730404800, + "main": { + "temp": 4.59, + "feels_like": 4.59, + "pressure": 996, + "humidity": 93, + "temp_min": 4.59, + "temp_max": 4.59 + }, + "wind": { + "speed": 0.32, + "deg": 79, + "gust": 0.23 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730408400, + "main": { + "temp": 4.4, + "feels_like": 4.4, + "pressure": 995, + "humidity": 93, + "temp_min": 4.4, + "temp_max": 4.4 + }, + "wind": { + "speed": 0.16, + "deg": 230, + "gust": 0.37 + }, + "clouds": { + "all": 77 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730412000, + "main": { + "temp": 5.38, + "feels_like": 5.38, + "pressure": 993, + "humidity": 89, + "temp_min": 5.38, + "temp_max": 5.38 + }, + "wind": { + "speed": 1.25, + "deg": 263, + "gust": 3.69 + }, + "clouds": { + "all": 72 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730415600, + "main": { + "temp": 6.51, + "feels_like": 4.91, + "pressure": 992, + "humidity": 83, + "temp_min": 6.51, + "temp_max": 6.51 + }, + "wind": { + "speed": 2.24, + "deg": 291, + "gust": 11.74 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730419200, + "main": { + "temp": 5.68, + "feels_like": 5.68, + "pressure": 992, + "humidity": 87, + "temp_min": 5.68, + "temp_max": 5.68 + }, + "wind": { + "speed": 1.03, + "deg": 270, + "gust": 3.99 + }, + "clouds": { + "all": 80 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730422800, + "main": { + "temp": 7.1, + "feels_like": 5, + "pressure": 992, + "humidity": 81, + "temp_min": 7.1, + "temp_max": 7.1 + }, + "wind": { + "speed": 3.04, + "deg": 272, + "gust": 13.5 + }, + "clouds": { + "all": 14 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1730426400, + "main": { + "temp": 10.84, + "feels_like": 9.73, + "pressure": 990, + "humidity": 67, + "temp_min": 10.84, + "temp_max": 10.84 + }, + "wind": { + "speed": 5.81, + "deg": 270, + "gust": 17.28 + }, + "clouds": { + "all": 44 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1730430000, + "main": { + "temp": 11.9, + "feels_like": 10.63, + "pressure": 990, + "humidity": 57, + "temp_min": 11.9, + "temp_max": 11.9 + }, + "wind": { + "speed": 7.66, + "deg": 267, + "gust": 20.81 + }, + "clouds": { + "all": 59 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730433600, + "main": { + "temp": 10.73, + "feels_like": 9.37, + "pressure": 991, + "humidity": 58, + "temp_min": 10.73, + "temp_max": 10.73 + }, + "wind": { + "speed": 6.88, + "deg": 276, + "gust": 18.62 + }, + "clouds": { + "all": 57 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730437200, + "main": { + "temp": 10.23, + "feels_like": 8.51, + "pressure": 992, + "humidity": 46, + "temp_min": 10.23, + "temp_max": 10.23 + }, + "wind": { + "speed": 7.1, + "deg": 284, + "gust": 18.14 + }, + "clouds": { + "all": 51 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730440800, + "main": { + "temp": 9.23, + "feels_like": 6.39, + "pressure": 992, + "humidity": 54, + "temp_min": 9.23, + "temp_max": 9.23 + }, + "wind": { + "speed": 5.63, + "deg": 265, + "gust": 13.46 + }, + "clouds": { + "all": 74 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730444400, + "main": { + "temp": 8.78, + "feels_like": 5.73, + "pressure": 993, + "humidity": 54, + "temp_min": 8.78, + "temp_max": 8.78 + }, + "wind": { + "speed": 5.88, + "deg": 277, + "gust": 15.89 + }, + "clouds": { + "all": 72 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730448000, + "main": { + "temp": 7.91, + "feels_like": 4.28, + "pressure": 995, + "humidity": 51, + "temp_min": 7.91, + "temp_max": 7.91 + }, + "wind": { + "speed": 6.91, + "deg": 282, + "gust": 14.97 + }, + "clouds": { + "all": 37 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1730451600, + "main": { + "temp": 6.75, + "feels_like": 2.8, + "pressure": 998, + "humidity": 48, + "temp_min": 6.75, + "temp_max": 6.75 + }, + "wind": { + "speed": 6.89, + "deg": 295, + "gust": 14.71 + }, + "clouds": { + "all": 29 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1730455200, + "main": { + "temp": 6.6, + "feels_like": 2.82, + "pressure": 1000, + "humidity": 44, + "temp_min": 6.6, + "temp_max": 6.6 + }, + "wind": { + "speed": 6.29, + "deg": 296, + "gust": 15.4 + }, + "clouds": { + "all": 29 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1730458800, + "main": { + "temp": 6.39, + "feels_like": 2.36, + "pressure": 1002, + "humidity": 41, + "temp_min": 6.39, + "temp_max": 6.39 + }, + "wind": { + "speed": 6.82, + "deg": 293, + "gust": 15.77 + }, + "clouds": { + "all": 23 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02d" + } + ] + }, + { + "dt": 1730462400, + "main": { + "temp": 5.99, + "feels_like": 1.93, + "pressure": 1003, + "humidity": 38, + "temp_min": 5.99, + "temp_max": 5.99 + }, + "wind": { + "speed": 6.58, + "deg": 303, + "gust": 15.68 + }, + "clouds": { + "all": 4 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1730466000, + "main": { + "temp": 5.26, + "feels_like": 1, + "pressure": 1005, + "humidity": 40, + "temp_min": 5.26, + "temp_max": 5.26 + }, + "wind": { + "speed": 6.59, + "deg": 302, + "gust": 16.42 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.1 + } + }, + { + "dt": 1730469600, + "main": { + "temp": 4.53, + "feels_like": 0.23, + "pressure": 1007, + "humidity": 40, + "temp_min": 4.53, + "temp_max": 4.53 + }, + "wind": { + "speed": 6.16, + "deg": 308, + "gust": 16.13 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1730473200, + "main": { + "temp": 3.23, + "feels_like": -1.45, + "pressure": 1009, + "humidity": 40, + "temp_min": 3.23, + "temp_max": 3.23 + }, + "wind": { + "speed": 6.22, + "deg": 308, + "gust": 15.9 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1730476800, + "main": { + "temp": 2.3, + "feels_like": -2.14, + "pressure": 1011, + "humidity": 41, + "temp_min": 2.3, + "temp_max": 2.3 + }, + "wind": { + "speed": 5.19, + "deg": 309, + "gust": 15.57 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730480400, + "main": { + "temp": 1.89, + "feels_like": -2.74, + "pressure": 1012, + "humidity": 41, + "temp_min": 1.89, + "temp_max": 1.89 + }, + "wind": { + "speed": 5.36, + "deg": 306, + "gust": 15.67 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.11 + } + }, + { + "dt": 1730484000, + "main": { + "temp": 2, + "feels_like": -2.27, + "pressure": 1013, + "humidity": 42, + "temp_min": 2, + "temp_max": 2 + }, + "wind": { + "speed": 4.74, + "deg": 303, + "gust": 12.84 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730487600, + "main": { + "temp": 2, + "feels_like": -2.07, + "pressure": 1014, + "humidity": 42, + "temp_min": 2, + "temp_max": 2 + }, + "wind": { + "speed": 4.39, + "deg": 307, + "gust": 12.38 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730491200, + "main": { + "temp": 1.89, + "feels_like": -1.86, + "pressure": 1016, + "humidity": 43, + "temp_min": 1.89, + "temp_max": 1.89 + }, + "wind": { + "speed": 3.84, + "deg": 304, + "gust": 11.11 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730494800, + "main": { + "temp": 1.73, + "feels_like": -1.72, + "pressure": 1017, + "humidity": 43, + "temp_min": 1.73, + "temp_max": 1.73 + }, + "wind": { + "speed": 3.38, + "deg": 301, + "gust": 10.31 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730498400, + "main": { + "temp": 0.94, + "feels_like": -2.11, + "pressure": 1018, + "humidity": 48, + "temp_min": 0.94, + "temp_max": 0.94 + }, + "wind": { + "speed": 2.71, + "deg": 290, + "gust": 8.86 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730502000, + "main": { + "temp": 0.67, + "feels_like": -2.34, + "pressure": 1020, + "humidity": 50, + "temp_min": 0.67, + "temp_max": 0.67 + }, + "wind": { + "speed": 2.61, + "deg": 288, + "gust": 8.26 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730505600, + "main": { + "temp": 0.56, + "feels_like": -2.27, + "pressure": 1021, + "humidity": 51, + "temp_min": 0.56, + "temp_max": 0.56 + }, + "wind": { + "speed": 2.41, + "deg": 288, + "gust": 7.46 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730509200, + "main": { + "temp": 0.38, + "feels_like": -2.4, + "pressure": 1022, + "humidity": 52, + "temp_min": 0.38, + "temp_max": 0.38 + }, + "wind": { + "speed": 2.34, + "deg": 277, + "gust": 6.69 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730512800, + "main": { + "temp": 0.24, + "feels_like": -2.47, + "pressure": 1023, + "humidity": 53, + "temp_min": 0.24, + "temp_max": 0.24 + }, + "wind": { + "speed": 2.25, + "deg": 271, + "gust": 6.03 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730516400, + "main": { + "temp": 0.2, + "feels_like": -2.33, + "pressure": 1024, + "humidity": 55, + "temp_min": 0.2, + "temp_max": 0.2 + }, + "wind": { + "speed": 2.09, + "deg": 268, + "gust": 4.48 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730520000, + "main": { + "temp": -0.05, + "feels_like": -2.25, + "pressure": 1024, + "humidity": 56, + "temp_min": -0.05, + "temp_max": -0.05 + }, + "wind": { + "speed": 1.8, + "deg": 255, + "gust": 2.5 + }, + "clouds": { + "all": 4 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730523600, + "main": { + "temp": -0.26, + "feels_like": -2.73, + "pressure": 1026, + "humidity": 58, + "temp_min": -0.26, + "temp_max": -0.26 + }, + "wind": { + "speed": 1.98, + "deg": 253, + "gust": 4.46 + }, + "clouds": { + "all": 6 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730527200, + "main": { + "temp": 0.32, + "feels_like": -2.63, + "pressure": 1025, + "humidity": 54, + "temp_min": 0.32, + "temp_max": 0.32 + }, + "wind": { + "speed": 2.49, + "deg": 257, + "gust": 7.76 + }, + "clouds": { + "all": 2 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1730530800, + "main": { + "temp": -0.03, + "feels_like": -2.36, + "pressure": 1026, + "humidity": 56, + "temp_min": -0.03, + "temp_max": -0.03 + }, + "wind": { + "speed": 1.9, + "deg": 255, + "gust": 5.31 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1730534400, + "main": { + "temp": 0.73, + "feels_like": -1.3, + "pressure": 1027, + "humidity": 55, + "temp_min": 0.73, + "temp_max": 0.73 + }, + "wind": { + "speed": 1.76, + "deg": 249, + "gust": 7.3 + }, + "clouds": { + "all": 30 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1730538000, + "main": { + "temp": 2.08, + "feels_like": 0.8, + "pressure": 1027, + "humidity": 51, + "temp_min": 2.08, + "temp_max": 2.08 + }, + "wind": { + "speed": 1.38, + "deg": 261, + "gust": 5.02 + }, + "clouds": { + "all": 53 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730541600, + "main": { + "temp": 3.16, + "feels_like": 1.62, + "pressure": 1027, + "humidity": 47, + "temp_min": 3.16, + "temp_max": 3.16 + }, + "wind": { + "speed": 1.67, + "deg": 261, + "gust": 4.43 + }, + "clouds": { + "all": 64 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730545200, + "main": { + "temp": 3.62, + "feels_like": 2.16, + "pressure": 1027, + "humidity": 46, + "temp_min": 3.62, + "temp_max": 3.62 + }, + "wind": { + "speed": 1.66, + "deg": 260, + "gust": 3.74 + }, + "clouds": { + "all": 71 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730548800, + "main": { + "temp": 3.72, + "feels_like": 2.16, + "pressure": 1027, + "humidity": 44, + "temp_min": 3.72, + "temp_max": 3.72 + }, + "wind": { + "speed": 1.75, + "deg": 255, + "gust": 3.68 + }, + "clouds": { + "all": 57 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730552400, + "main": { + "temp": 3.17, + "feels_like": 3.17, + "pressure": 1027, + "humidity": 50, + "temp_min": 3.17, + "temp_max": 3.17 + }, + "wind": { + "speed": 1.26, + "deg": 271, + "gust": 3.06 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.1 + } + }, + { + "dt": 1730556000, + "main": { + "temp": 2.79, + "feels_like": 2.79, + "pressure": 1026, + "humidity": 54, + "temp_min": 2.79, + "temp_max": 2.79 + }, + "wind": { + "speed": 1.12, + "deg": 272, + "gust": 2.43 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.16 + } + }, + { + "dt": 1730559600, + "main": { + "temp": 2.3, + "feels_like": 2.3, + "pressure": 1026, + "humidity": 56, + "temp_min": 2.3, + "temp_max": 2.3 + }, + "wind": { + "speed": 0.46, + "deg": 260, + "gust": 0.68 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.56 + } + }, + { + "dt": 1730563200, + "main": { + "temp": 1.98, + "feels_like": 1.98, + "pressure": 1025, + "humidity": 57, + "temp_min": 1.98, + "temp_max": 1.98 + }, + "wind": { + "speed": 0.77, + "deg": 219, + "gust": 0.76 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10n" + } + ], + "rain": { + "1h": 0.49 + } + }, + { + "dt": 1730566800, + "main": { + "temp": 1.65, + "feels_like": 1.65, + "pressure": 1025, + "humidity": 58, + "temp_min": 1.65, + "temp_max": 1.65 + }, + "wind": { + "speed": 0.79, + "deg": 210, + "gust": 0.78 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.13 + } + }, + { + "dt": 1730570400, + "main": { + "temp": 1.74, + "feels_like": 1.74, + "pressure": 1024, + "humidity": 58, + "temp_min": 1.74, + "temp_max": 1.74 + }, + "wind": { + "speed": 1.02, + "deg": 201, + "gust": 0.93 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.75 + } + }, + { + "dt": 1730574000, + "main": { + "temp": 1.03, + "feels_like": 1.03, + "pressure": 1024, + "humidity": 61, + "temp_min": 1.03, + "temp_max": 1.03 + }, + "wind": { + "speed": 0.81, + "deg": 216, + "gust": 0.83 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.24 + } + }, + { + "dt": 1730577600, + "main": { + "temp": 1.11, + "feels_like": 1.11, + "pressure": 1023, + "humidity": 62, + "temp_min": 1.11, + "temp_max": 1.11 + }, + "wind": { + "speed": 0.78, + "deg": 211, + "gust": 0.79 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.1 + } + }, + { + "dt": 1730581200, + "main": { + "temp": 0.58, + "feels_like": 0.58, + "pressure": 1021, + "humidity": 64, + "temp_min": 0.58, + "temp_max": 0.58 + }, + "wind": { + "speed": 0.85, + "deg": 188, + "gust": 0.92 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730584800, + "main": { + "temp": 0.58, + "feels_like": 0.58, + "pressure": 1021, + "humidity": 65, + "temp_min": 0.58, + "temp_max": 0.58 + }, + "wind": { + "speed": 0.3, + "deg": 226, + "gust": 0.3 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730588400, + "main": { + "temp": 0.28, + "feels_like": 0.28, + "pressure": 1019, + "humidity": 67, + "temp_min": 0.28, + "temp_max": 0.28 + }, + "wind": { + "speed": 0.85, + "deg": 196, + "gust": 0.84 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730592000, + "main": { + "temp": 0.74, + "feels_like": 0.74, + "pressure": 1018, + "humidity": 66, + "temp_min": 0.74, + "temp_max": 0.74 + }, + "wind": { + "speed": 0.74, + "deg": 207, + "gust": 1.16 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730595600, + "main": { + "temp": 0.66, + "feels_like": 0.66, + "pressure": 1017, + "humidity": 66, + "temp_min": 0.66, + "temp_max": 0.66 + }, + "wind": { + "speed": 0.36, + "deg": 76, + "gust": 0.25 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730599200, + "main": { + "temp": 0.78, + "feels_like": 0.78, + "pressure": 1016, + "humidity": 66, + "temp_min": 0.78, + "temp_max": 0.78 + }, + "wind": { + "speed": 0.95, + "deg": 260, + "gust": 1.44 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730602800, + "main": { + "temp": -0.15, + "feels_like": -1.68, + "pressure": 1015, + "humidity": 70, + "temp_min": -0.15, + "temp_max": -0.15 + }, + "wind": { + "speed": 1.35, + "deg": 232, + "gust": 1.23 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730606400, + "main": { + "temp": -0.38, + "feels_like": -0.38, + "pressure": 1015, + "humidity": 71, + "temp_min": -0.38, + "temp_max": -0.38 + }, + "wind": { + "speed": 1.03, + "deg": 284, + "gust": 1.09 + }, + "clouds": { + "all": 77 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730610000, + "main": { + "temp": -0.41, + "feels_like": -2.29, + "pressure": 1014, + "humidity": 72, + "temp_min": -0.41, + "temp_max": -0.41 + }, + "wind": { + "speed": 1.54, + "deg": 259, + "gust": 1.56 + }, + "clouds": { + "all": 63 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730613600, + "main": { + "temp": 0.13, + "feels_like": -1.79, + "pressure": 1013, + "humidity": 74, + "temp_min": 0.13, + "temp_max": 0.13 + }, + "wind": { + "speed": 1.62, + "deg": 266, + "gust": 2.27 + }, + "clouds": { + "all": 78 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730617200, + "main": { + "temp": 0.17, + "feels_like": -1.33, + "pressure": 1012, + "humidity": 77, + "temp_min": 0.17, + "temp_max": 0.17 + }, + "wind": { + "speed": 1.36, + "deg": 283, + "gust": 1.37 + }, + "clouds": { + "all": 87 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730620800, + "main": { + "temp": 1.16, + "feels_like": 1.16, + "pressure": 1012, + "humidity": 76, + "temp_min": 1.16, + "temp_max": 1.16 + }, + "wind": { + "speed": 0.88, + "deg": 304, + "gust": 1.34 + }, + "clouds": { + "all": 93 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730624400, + "main": { + "temp": 2.41, + "feels_like": 2.41, + "pressure": 1012, + "humidity": 72, + "temp_min": 2.41, + "temp_max": 2.41 + }, + "wind": { + "speed": 0.53, + "deg": 22, + "gust": 0.62 + }, + "clouds": { + "all": 95 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730628000, + "main": { + "temp": 3.38, + "feels_like": 3.38, + "pressure": 1012, + "humidity": 69, + "temp_min": 3.38, + "temp_max": 3.38 + }, + "wind": { + "speed": 0.55, + "deg": 20, + "gust": 0.93 + }, + "clouds": { + "all": 96 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730631600, + "main": { + "temp": 4.19, + "feels_like": 4.19, + "pressure": 1014, + "humidity": 68, + "temp_min": 4.19, + "temp_max": 4.19 + }, + "wind": { + "speed": 0.62, + "deg": 239, + "gust": 0.93 + }, + "clouds": { + "all": 97 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730635200, + "main": { + "temp": 5.27, + "feels_like": 5.27, + "pressure": 1015, + "humidity": 68, + "temp_min": 5.27, + "temp_max": 5.27 + }, + "wind": { + "speed": 0.16, + "deg": 184, + "gust": 0.26 + }, + "clouds": { + "all": 87 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730638800, + "main": { + "temp": 5.21, + "feels_like": 5.21, + "pressure": 1016, + "humidity": 71, + "temp_min": 5.21, + "temp_max": 5.21 + }, + "wind": { + "speed": 0.52, + "deg": 113, + "gust": 0.29 + }, + "clouds": { + "all": 97 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730642400, + "main": { + "temp": 4.08, + "feels_like": 4.08, + "pressure": 1017, + "humidity": 77, + "temp_min": 4.08, + "temp_max": 4.08 + }, + "wind": { + "speed": 0.37, + "deg": 82, + "gust": 0.22 + }, + "clouds": { + "all": 98 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730646000, + "main": { + "temp": 2.66, + "feels_like": 2.66, + "pressure": 1019, + "humidity": 83, + "temp_min": 2.66, + "temp_max": 2.66 + }, + "wind": { + "speed": 0.76, + "deg": 53, + "gust": 0.7 + }, + "clouds": { + "all": 99 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1730649600, + "main": { + "temp": 2.28, + "feels_like": 2.28, + "pressure": 1020, + "humidity": 85, + "temp_min": 2.28, + "temp_max": 2.28 + }, + "wind": { + "speed": 0.27, + "deg": 124, + "gust": 0.24 + }, + "clouds": { + "all": 99 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730653200, + "main": { + "temp": 2.11, + "feels_like": 2.11, + "pressure": 1022, + "humidity": 86, + "temp_min": 2.11, + "temp_max": 2.11 + }, + "wind": { + "speed": 0.73, + "deg": 241, + "gust": 0.72 + }, + "clouds": { + "all": 99 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730656800, + "main": { + "temp": 2.29, + "feels_like": 2.29, + "pressure": 1023, + "humidity": 89, + "temp_min": 2.29, + "temp_max": 2.29 + }, + "wind": { + "speed": 0.33, + "deg": 325, + "gust": 0.42 + }, + "clouds": { + "all": 99 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730660400, + "main": { + "temp": 2.12, + "feels_like": 2.12, + "pressure": 1024, + "humidity": 91, + "temp_min": 2.12, + "temp_max": 2.12 + }, + "wind": { + "speed": 0.44, + "deg": 273, + "gust": 0.56 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730664000, + "main": { + "temp": 1.97, + "feels_like": 1.97, + "pressure": 1025, + "humidity": 91, + "temp_min": 1.97, + "temp_max": 1.97 + }, + "wind": { + "speed": 0.19, + "deg": 276, + "gust": 0.3 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730667600, + "main": { + "temp": 1.88, + "feels_like": 1.88, + "pressure": 1026, + "humidity": 91, + "temp_min": 1.88, + "temp_max": 1.88 + }, + "wind": { + "speed": 0.79, + "deg": 279, + "gust": 0.88 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730671200, + "main": { + "temp": 1.79, + "feels_like": 1.79, + "pressure": 1026, + "humidity": 92, + "temp_min": 1.79, + "temp_max": 1.79 + }, + "wind": { + "speed": 0.95, + "deg": 294, + "gust": 0.99 + }, + "clouds": { + "all": 98 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730674800, + "main": { + "temp": 1.7, + "feels_like": 1.7, + "pressure": 1027, + "humidity": 92, + "temp_min": 1.7, + "temp_max": 1.7 + }, + "wind": { + "speed": 1.06, + "deg": 284, + "gust": 1.08 + }, + "clouds": { + "all": 98 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1730678400, + "main": { + "temp": 1.64, + "feels_like": 1.64, + "pressure": 1028, + "humidity": 92, + "temp_min": 1.64, + "temp_max": 1.64 + }, + "wind": { + "speed": 1.1, + "deg": 241, + "gust": 1.13 + }, + "clouds": { + "all": 96 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + } + ] + } +} \ No newline at end of file diff --git a/data/json/output_compare_statistic/data_bergen_oslo.json b/data/json/output_compare_statistic/data_bergen_oslo.json new file mode 100644 index 0000000..4acc911 --- /dev/null +++ b/data/json/output_compare_statistic/data_bergen_oslo.json @@ -0,0 +1,48328 @@ +{ + "city_1": { + "cod": 200, + "city_id": 3161732, + "calctime": 6.007000239, + "result": [ + { + "month": 1, + "day": 1, + "temp": { + "record_min": 266.43, + "record_max": 282.42, + "average_min": 274.41, + "average_max": 278.38, + "median": 277.02, + "mean": 276.41, + "p25": 274.3, + "p75": 279.4, + "st_dev": 3.34, + "num": 312 + }, + "pressure": { + "min": 958, + "max": 1030, + "median": 1002, + "mean": 1000.85, + "p25": 993, + "p75": 1010, + "st_dev": 14.39, + "num": 306 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 92, + "mean": 84.75, + "p25": 80, + "p75": 96, + "st_dev": 15.42, + "num": 306 + }, + "wind": { + "min": 0, + "max": 30.3, + "median": 4.63, + "mean": 5.51, + "p25": 2.07, + "p75": 7.2, + "st_dev": 4.7, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.54, + "p25": 0, + "p75": 0.3, + "st_dev": 1.75, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.52, + "p25": 20, + "p75": 75, + "st_dev": 35.47, + "num": 312 + } + }, + { + "month": 1, + "day": 2, + "temp": { + "record_min": 265.43, + "record_max": 282.42, + "average_min": 273.4, + "average_max": 277.52, + "median": 275.33, + "mean": 275.63, + "p25": 273.39, + "p75": 277.98, + "st_dev": 3.42, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1038, + "median": 1000, + "mean": 1003.26, + "p25": 994, + "p75": 1011, + "st_dev": 14.24, + "num": 309 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 87, + "mean": 82.45, + "p25": 74, + "p75": 93, + "st_dev": 16.88, + "num": 309 + }, + "wind": { + "min": 0, + "max": 19, + "median": 3.74, + "mean": 5.1, + "p25": 2.06, + "p75": 6.7, + "st_dev": 4.15, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0, + "st_dev": 0.55, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.15, + "p25": 40, + "p75": 75, + "st_dev": 31.52, + "num": 312 + } + }, + { + "month": 1, + "day": 3, + "temp": { + "record_min": 264.44, + "record_max": 281.94, + "average_min": 271.4, + "average_max": 277.03, + "median": 274.92, + "mean": 274.43, + "p25": 271.44, + "p75": 277.05, + "st_dev": 3.89, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1038, + "median": 1001, + "mean": 1003.34, + "p25": 991, + "p75": 1014, + "st_dev": 16.77, + "num": 311 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 86, + "mean": 79.41, + "p25": 68, + "p75": 93, + "st_dev": 18.22, + "num": 311 + }, + "wind": { + "min": 0, + "max": 22.1, + "median": 3.49, + "mean": 4.52, + "p25": 1.8, + "p75": 6.57, + "st_dev": 3.64, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.85, + "p25": 10, + "p75": 75, + "st_dev": 34.62, + "num": 312 + } + }, + { + "month": 1, + "day": 4, + "temp": { + "record_min": 259.17, + "record_max": 281.36, + "average_min": 271.86, + "average_max": 276.04, + "median": 275.24, + "mean": 274.33, + "p25": 271.37, + "p75": 277.4, + "st_dev": 4.76, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1034, + "median": 1006, + "mean": 1005.18, + "p25": 992, + "p75": 1018, + "st_dev": 16.61, + "num": 309 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 83, + "mean": 79.36, + "p25": 70, + "p75": 93, + "st_dev": 16.48, + "num": 309 + }, + "wind": { + "min": 0, + "max": 19.5, + "median": 3.6, + "mean": 4.42, + "p25": 1.62, + "p75": 6.2, + "st_dev": 3.25, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.37, + "p25": 8, + "p75": 75, + "st_dev": 35.36, + "num": 312 + } + }, + { + "month": 1, + "day": 5, + "temp": { + "record_min": 257.49, + "record_max": 282.2, + "average_min": 270.9, + "average_max": 276.53, + "median": 274.15, + "mean": 273.72, + "p25": 269.69, + "p75": 278.82, + "st_dev": 5.47, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1036, + "median": 1011, + "mean": 1010.41, + "p25": 1001, + "p75": 1021, + "st_dev": 14.23, + "num": 310 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 91, + "mean": 83.06, + "p25": 70, + "p75": 94, + "st_dev": 15.84, + "num": 310 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 2.6, + "mean": 3.52, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.82, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 46.74, + "p25": 0, + "p75": 75, + "st_dev": 38.36, + "num": 312 + } + }, + { + "month": 1, + "day": 6, + "temp": { + "record_min": 263.46, + "record_max": 281.42, + "average_min": 272.56, + "average_max": 276.72, + "median": 275.44, + "mean": 274.71, + "p25": 269.91, + "p75": 279.15, + "st_dev": 4.88, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1028, + "median": 1010, + "mean": 1007.88, + "p25": 997, + "p75": 1021, + "st_dev": 14.36, + "num": 309 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 93, + "mean": 83.88, + "p25": 68.5, + "p75": 99.5, + "st_dev": 16.38, + "num": 309 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 4.12, + "mean": 4.97, + "p25": 2.6, + "p75": 7.2, + "st_dev": 3.25, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0, + "st_dev": 0.61, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.62, + "p25": 20, + "p75": 83, + "st_dev": 36.43, + "num": 312 + } + }, + { + "month": 1, + "day": 7, + "temp": { + "record_min": 262.96, + "record_max": 282.77, + "average_min": 273.07, + "average_max": 277.54, + "median": 276.34, + "mean": 275.37, + "p25": 272.01, + "p75": 279.4, + "st_dev": 4.49, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1038, + "median": 1006, + "mean": 1004.73, + "p25": 994, + "p75": 1015, + "st_dev": 15.64, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 92.5, + "mean": 82.67, + "p25": 74, + "p75": 94, + "st_dev": 18.52, + "num": 312 + }, + "wind": { + "min": 0, + "max": 19.5, + "median": 4.07, + "mean": 5.05, + "p25": 2.06, + "p75": 7.06, + "st_dev": 3.75, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.42, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.04, + "p25": 40, + "p75": 75, + "st_dev": 30.23, + "num": 312 + } + }, + { + "month": 1, + "day": 8, + "temp": { + "record_min": 260.79, + "record_max": 282.81, + "average_min": 272.53, + "average_max": 276.82, + "median": 276.37, + "mean": 274.99, + "p25": 270.97, + "p75": 278.48, + "st_dev": 4.5, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1041, + "median": 1001, + "mean": 1005.89, + "p25": 995, + "p75": 1017, + "st_dev": 15.8, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 88.5, + "mean": 83.51, + "p25": 75, + "p75": 93.5, + "st_dev": 14.9, + "num": 312 + }, + "wind": { + "min": 0, + "max": 18, + "median": 3.6, + "mean": 4.65, + "p25": 1.75, + "p75": 6.7, + "st_dev": 3.73, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.29, + "p25": 0, + "p75": 0.3, + "st_dev": 0.67, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.5, + "p25": 40, + "p75": 75, + "st_dev": 30.89, + "num": 312 + } + }, + { + "month": 1, + "day": 9, + "temp": { + "record_min": 259.3, + "record_max": 281.42, + "average_min": 271.99, + "average_max": 276.96, + "median": 275.33, + "mean": 274.72, + "p25": 273.17, + "p75": 277.95, + "st_dev": 4.11, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1040, + "median": 1003.5, + "mean": 1006.38, + "p25": 995, + "p75": 1017, + "st_dev": 14.87, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 86, + "mean": 82.05, + "p25": 74, + "p75": 93, + "st_dev": 17.21, + "num": 309 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.09, + "mean": 3.72, + "p25": 1.54, + "p75": 5.1, + "st_dev": 2.83, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 48.89, + "p25": 0, + "p75": 75, + "st_dev": 35.62, + "num": 312 + } + }, + { + "month": 1, + "day": 10, + "temp": { + "record_min": 266.61, + "record_max": 282.15, + "average_min": 272.41, + "average_max": 277.81, + "median": 275.17, + "mean": 275.05, + "p25": 273.1, + "p75": 277.84, + "st_dev": 3.31, + "num": 312 + }, + "pressure": { + "min": 961, + "max": 1036, + "median": 1010.5, + "mean": 1005.33, + "p25": 996, + "p75": 1016, + "st_dev": 16.66, + "num": 310 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 91, + "mean": 84.81, + "p25": 74, + "p75": 98, + "st_dev": 15.79, + "num": 309 + }, + "wind": { + "min": 0, + "max": 17, + "median": 3.1, + "mean": 4.07, + "p25": 2.06, + "p75": 5.86, + "st_dev": 2.9, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0, + "st_dev": 0.71, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.14, + "p25": 20, + "p75": 75, + "st_dev": 34.22, + "num": 312 + } + }, + { + "month": 1, + "day": 11, + "temp": { + "record_min": 265.42, + "record_max": 281.52, + "average_min": 273.09, + "average_max": 277.74, + "median": 276.19, + "mean": 275.67, + "p25": 272.88, + "p75": 278.41, + "st_dev": 3.58, + "num": 312 + }, + "pressure": { + "min": 956, + "max": 1037, + "median": 1001.5, + "mean": 1004.06, + "p25": 989, + "p75": 1018, + "st_dev": 19.27, + "num": 312 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 87, + "mean": 86.9, + "p25": 81, + "p75": 93, + "st_dev": 12.12, + "num": 308 + }, + "wind": { + "min": 0, + "max": 23.1, + "median": 3.6, + "mean": 5.05, + "p25": 1.81, + "p75": 7.16, + "st_dev": 4.33, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.31, + "p25": 20, + "p75": 75, + "st_dev": 33.11, + "num": 312 + } + }, + { + "month": 1, + "day": 12, + "temp": { + "record_min": 266.4, + "record_max": 282.39, + "average_min": 272.56, + "average_max": 277.02, + "median": 275.15, + "mean": 274.84, + "p25": 272.15, + "p75": 277.32, + "st_dev": 3.69, + "num": 312 + }, + "pressure": { + "min": 955, + "max": 1036, + "median": 1002, + "mean": 1005.53, + "p25": 993, + "p75": 1023, + "st_dev": 20.07, + "num": 312 + }, + "humidity": { + "min": 63, + "max": 100, + "median": 92, + "mean": 88.94, + "p25": 80, + "p75": 99, + "st_dev": 10.2, + "num": 311 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 3.28, + "mean": 4.27, + "p25": 1.54, + "p75": 6.7, + "st_dev": 3.13, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.59, + "p25": 0, + "p75": 0.3, + "st_dev": 2.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.54, + "p25": 40, + "p75": 75, + "st_dev": 30.3, + "num": 312 + } + }, + { + "month": 1, + "day": 13, + "temp": { + "record_min": 265.33, + "record_max": 282.58, + "average_min": 272.3, + "average_max": 276.87, + "median": 274.72, + "mean": 274.67, + "p25": 272.15, + "p75": 278.09, + "st_dev": 4.09, + "num": 312 + }, + "pressure": { + "min": 958, + "max": 1033, + "median": 1004, + "mean": 1002.74, + "p25": 991, + "p75": 1016, + "st_dev": 15.98, + "num": 312 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 92, + "mean": 87.43, + "p25": 80, + "p75": 100, + "st_dev": 12.66, + "num": 312 + }, + "wind": { + "min": 0, + "max": 25.7, + "median": 4.39, + "mean": 5.35, + "p25": 1.61, + "p75": 7.72, + "st_dev": 4.69, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.41, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.99, + "p25": 20, + "p75": 75, + "st_dev": 34.08, + "num": 312 + } + }, + { + "month": 1, + "day": 14, + "temp": { + "record_min": 265.31, + "record_max": 281.42, + "average_min": 271.66, + "average_max": 275.91, + "median": 274.19, + "mean": 274.09, + "p25": 272.15, + "p75": 275.72, + "st_dev": 3.61, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1030, + "median": 1005, + "mean": 1004.11, + "p25": 991, + "p75": 1021, + "st_dev": 15.77, + "num": 312 + }, + "humidity": { + "min": 55, + "max": 100, + "median": 86, + "mean": 83.35, + "p25": 74, + "p75": 93, + "st_dev": 12.33, + "num": 311 + }, + "wind": { + "min": 0, + "max": 28.3, + "median": 4.12, + "mean": 5.19, + "p25": 2.06, + "p75": 6.2, + "st_dev": 4.55, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0.3, + "st_dev": 0.46, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.71, + "p25": 32, + "p75": 75, + "st_dev": 30.04, + "num": 312 + } + }, + { + "month": 1, + "day": 15, + "temp": { + "record_min": 264.03, + "record_max": 281.18, + "average_min": 271.53, + "average_max": 276.01, + "median": 275.15, + "mean": 274.03, + "p25": 270.91, + "p75": 276.91, + "st_dev": 4.01, + "num": 312 + }, + "pressure": { + "min": 957, + "max": 1029, + "median": 1003, + "mean": 1001.67, + "p25": 988.5, + "p75": 1017, + "st_dev": 18.14, + "num": 312 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 92, + "mean": 86.29, + "p25": 79, + "p75": 96.5, + "st_dev": 12.98, + "num": 312 + }, + "wind": { + "min": 0.5, + "max": 13.9, + "median": 3.71, + "mean": 4.73, + "p25": 1.94, + "p75": 6.69, + "st_dev": 3.38, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.29, + "p25": 0, + "p75": 0.3, + "st_dev": 0.65, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.22, + "p25": 20, + "p75": 75, + "st_dev": 32.02, + "num": 312 + } + }, + { + "month": 1, + "day": 16, + "temp": { + "record_min": 264.37, + "record_max": 281.11, + "average_min": 271.82, + "average_max": 276.07, + "median": 274.49, + "mean": 274.18, + "p25": 270.34, + "p75": 277.44, + "st_dev": 4.58, + "num": 312 + }, + "pressure": { + "min": 956, + "max": 1030, + "median": 1005, + "mean": 1000.83, + "p25": 983.5, + "p75": 1015, + "st_dev": 18.89, + "num": 312 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 87, + "mean": 82.58, + "p25": 67.5, + "p75": 97, + "st_dev": 16.49, + "num": 312 + }, + "wind": { + "min": 0.5, + "max": 20.6, + "median": 4.55, + "mean": 5.12, + "p25": 2.6, + "p75": 6.69, + "st_dev": 3.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.29, + "p25": 0, + "p75": 0.3, + "st_dev": 0.69, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.07, + "p25": 40, + "p75": 75, + "st_dev": 31.84, + "num": 312 + } + }, + { + "month": 1, + "day": 17, + "temp": { + "record_min": 260.31, + "record_max": 281.41, + "average_min": 271.52, + "average_max": 275.42, + "median": 274.52, + "mean": 273.98, + "p25": 272.09, + "p75": 275.77, + "st_dev": 4.18, + "num": 312 + }, + "pressure": { + "min": 511, + "max": 1030, + "median": 1003, + "mean": 1001.59, + "p25": 988, + "p75": 1019, + "st_dev": 32.87, + "num": 311 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 93, + "mean": 87.64, + "p25": 80, + "p75": 100, + "st_dev": 13.78, + "num": 311 + }, + "wind": { + "min": 0, + "max": 15.65, + "median": 3.1, + "mean": 4.49, + "p25": 1.54, + "p75": 7.7, + "st_dev": 3.37, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0, + "st_dev": 0.71, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.07, + "p25": 40, + "p75": 75, + "st_dev": 28.81, + "num": 312 + } + }, + { + "month": 1, + "day": 18, + "temp": { + "record_min": 264.43, + "record_max": 281.09, + "average_min": 271.82, + "average_max": 276.22, + "median": 274.67, + "mean": 274.5, + "p25": 271.6, + "p75": 278.01, + "st_dev": 3.75, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1029, + "median": 1009, + "mean": 1006.96, + "p25": 995, + "p75": 1020.5, + "st_dev": 14.79, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 94, + "mean": 90.89, + "p25": 87, + "p75": 100, + "st_dev": 11.94, + "num": 312 + }, + "wind": { + "min": 0, + "max": 38.6, + "median": 2.6, + "mean": 3.84, + "p25": 1.54, + "p75": 5.14, + "st_dev": 3.5, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.39, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.37, + "p25": 56, + "p75": 75, + "st_dev": 25.23, + "num": 312 + } + }, + { + "month": 1, + "day": 19, + "temp": { + "record_min": 263.17, + "record_max": 281.15, + "average_min": 270.87, + "average_max": 275.95, + "median": 274.15, + "mean": 273.79, + "p25": 271.05, + "p75": 276.67, + "st_dev": 4.09, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1035, + "median": 1011, + "mean": 1009.5, + "p25": 997, + "p75": 1018, + "st_dev": 12.87, + "num": 310 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 93, + "mean": 86.52, + "p25": 80, + "p75": 97, + "st_dev": 14.95, + "num": 310 + }, + "wind": { + "min": 0, + "max": 18, + "median": 2.6, + "mean": 3.85, + "p25": 1.54, + "p75": 5.14, + "st_dev": 3.3, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 48.72, + "p25": 20, + "p75": 75, + "st_dev": 32.1, + "num": 312 + } + }, + { + "month": 1, + "day": 20, + "temp": { + "record_min": 263.26, + "record_max": 281.15, + "average_min": 271.03, + "average_max": 275.45, + "median": 273.34, + "mean": 273.25, + "p25": 269.93, + "p75": 276.27, + "st_dev": 4.39, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1035, + "median": 1014, + "mean": 1011.7, + "p25": 1008, + "p75": 1018, + "st_dev": 13.9, + "num": 310 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 90, + "mean": 85.85, + "p25": 81, + "p75": 100, + "st_dev": 16.05, + "num": 309 + }, + "wind": { + "min": 0, + "max": 15.43, + "median": 2.57, + "mean": 3.5, + "p25": 1.39, + "p75": 4.63, + "st_dev": 2.9, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 49.66, + "p25": 8, + "p75": 75, + "st_dev": 35.73, + "num": 312 + } + }, + { + "month": 1, + "day": 21, + "temp": { + "record_min": 262.38, + "record_max": 281.05, + "average_min": 271.51, + "average_max": 276.35, + "median": 274.93, + "mean": 274.15, + "p25": 272.09, + "p75": 276.97, + "st_dev": 3.83, + "num": 312 + }, + "pressure": { + "min": 957, + "max": 1035, + "median": 1014, + "mean": 1011.13, + "p25": 1009, + "p75": 1022, + "st_dev": 17.14, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 88, + "mean": 84.79, + "p25": 75, + "p75": 98, + "st_dev": 15.13, + "num": 312 + }, + "wind": { + "min": 0, + "max": 17, + "median": 2.09, + "mean": 3.81, + "p25": 1.38, + "p75": 5.66, + "st_dev": 3.57, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 70, + "mean": 51.98, + "p25": 20, + "p75": 75, + "st_dev": 30.54, + "num": 312 + } + }, + { + "month": 1, + "day": 22, + "temp": { + "record_min": 262.58, + "record_max": 280.72, + "average_min": 272.92, + "average_max": 276.92, + "median": 275.69, + "mean": 275.09, + "p25": 274.38, + "p75": 277.15, + "st_dev": 3.52, + "num": 312 + }, + "pressure": { + "min": 957, + "max": 1034, + "median": 1013.5, + "mean": 1008.01, + "p25": 1002, + "p75": 1023, + "st_dev": 20.51, + "num": 312 + }, + "humidity": { + "min": 14, + "max": 100, + "median": 87, + "mean": 80.52, + "p25": 69, + "p75": 95.5, + "st_dev": 18.91, + "num": 312 + }, + "wind": { + "min": 0, + "max": 17.49, + "median": 3.6, + "mean": 5.7, + "p25": 1.84, + "p75": 9.26, + "st_dev": 4.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.33, + "p25": 51.5, + "p75": 75, + "st_dev": 28.91, + "num": 312 + } + }, + { + "month": 1, + "day": 23, + "temp": { + "record_min": 261.52, + "record_max": 280.77, + "average_min": 273.29, + "average_max": 277.54, + "median": 276.15, + "mean": 275.63, + "p25": 274.45, + "p75": 278.15, + "st_dev": 3.88, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1034, + "median": 1011, + "mean": 1008.6, + "p25": 998, + "p75": 1019.5, + "st_dev": 14.27, + "num": 309 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 93, + "mean": 87.08, + "p25": 81, + "p75": 100, + "st_dev": 15.91, + "num": 310 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 5.7, + "mean": 5.58, + "p25": 3.42, + "p75": 7.72, + "st_dev": 3.18, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.49, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.25, + "p25": 75, + "p75": 75, + "st_dev": 26.23, + "num": 312 + } + }, + { + "month": 1, + "day": 24, + "temp": { + "record_min": 266.13, + "record_max": 280.95, + "average_min": 274.39, + "average_max": 277.92, + "median": 277.26, + "mean": 276.44, + "p25": 274.42, + "p75": 279.28, + "st_dev": 3.36, + "num": 312 + }, + "pressure": { + "min": 961, + "max": 1030, + "median": 1010, + "mean": 1005.81, + "p25": 995, + "p75": 1018, + "st_dev": 16.05, + "num": 310 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 93, + "mean": 86.8, + "p25": 85, + "p75": 99, + "st_dev": 15.92, + "num": 310 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 5.1, + "mean": 5.36, + "p25": 2.57, + "p75": 7.71, + "st_dev": 3.21, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.33, + "p25": 0, + "p75": 0.9, + "st_dev": 0.52, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 68.46, + "p25": 65.5, + "p75": 75, + "st_dev": 21.15, + "num": 312 + } + }, + { + "month": 1, + "day": 25, + "temp": { + "record_min": 268.27, + "record_max": 284.15, + "average_min": 274.96, + "average_max": 278.64, + "median": 277.82, + "mean": 276.82, + "p25": 274.57, + "p75": 279.15, + "st_dev": 3.4, + "num": 312 + }, + "pressure": { + "min": 965, + "max": 1027, + "median": 1008, + "mean": 1006.88, + "p25": 1001, + "p75": 1017, + "st_dev": 12.45, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 93, + "mean": 85.98, + "p25": 80, + "p75": 96, + "st_dev": 14.3, + "num": 312 + }, + "wind": { + "min": 0, + "max": 18, + "median": 5.45, + "mean": 6.19, + "p25": 2.59, + "p75": 8.45, + "st_dev": 4.36, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.31, + "p25": 0, + "p75": 0.3, + "st_dev": 0.64, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 74.11, + "p25": 75, + "p75": 86, + "st_dev": 20.52, + "num": 312 + } + }, + { + "month": 1, + "day": 26, + "temp": { + "record_min": 268.61, + "record_max": 282, + "average_min": 273.64, + "average_max": 277.84, + "median": 276.28, + "mean": 276.04, + "p25": 273.55, + "p75": 278.41, + "st_dev": 2.79, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1031, + "median": 1005, + "mean": 1006.05, + "p25": 998, + "p75": 1012, + "st_dev": 10.72, + "num": 312 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 93, + "mean": 85.62, + "p25": 81, + "p75": 97, + "st_dev": 17.12, + "num": 303 + }, + "wind": { + "min": 0.45, + "max": 14.4, + "median": 5.14, + "mean": 5.36, + "p25": 2.03, + "p75": 8.2, + "st_dev": 3.53, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.31, + "p25": 0, + "p75": 0.3, + "st_dev": 0.55, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.78, + "p25": 40, + "p75": 75, + "st_dev": 27.39, + "num": 312 + } + }, + { + "month": 1, + "day": 27, + "temp": { + "record_min": 266.96, + "record_max": 281.58, + "average_min": 273.37, + "average_max": 277.74, + "median": 275.77, + "mean": 275.49, + "p25": 273.48, + "p75": 278, + "st_dev": 3.19, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1031, + "median": 998, + "mean": 1000.98, + "p25": 991, + "p75": 1009.5, + "st_dev": 12.48, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 93, + "mean": 84.3, + "p25": 77, + "p75": 97, + "st_dev": 18.37, + "num": 305 + }, + "wind": { + "min": 0, + "max": 17.49, + "median": 3.6, + "mean": 4.47, + "p25": 2.1, + "p75": 6.24, + "st_dev": 3.16, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.57, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.05, + "p25": 20, + "p75": 75, + "st_dev": 33.78, + "num": 312 + } + }, + { + "month": 1, + "day": 28, + "temp": { + "record_min": 266.34, + "record_max": 281.42, + "average_min": 274.4, + "average_max": 277.82, + "median": 276.57, + "mean": 276.14, + "p25": 275.54, + "p75": 278.15, + "st_dev": 3.27, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1023, + "median": 997, + "mean": 998.36, + "p25": 990, + "p75": 1008, + "st_dev": 13.22, + "num": 312 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 86, + "mean": 80.45, + "p25": 70, + "p75": 93, + "st_dev": 17.91, + "num": 306 + }, + "wind": { + "min": 0, + "max": 15.43, + "median": 4.1, + "mean": 4.88, + "p25": 2.28, + "p75": 6.97, + "st_dev": 3.33, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.39, + "p25": 0, + "p75": 0.3, + "st_dev": 0.76, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.86, + "p25": 40, + "p75": 75, + "st_dev": 29.46, + "num": 312 + } + }, + { + "month": 1, + "day": 29, + "temp": { + "record_min": 269.61, + "record_max": 281.98, + "average_min": 274.37, + "average_max": 278.05, + "median": 276.32, + "mean": 276.42, + "p25": 274.87, + "p75": 278.41, + "st_dev": 2.71, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1025, + "median": 993, + "mean": 994.46, + "p25": 986, + "p75": 1002, + "st_dev": 14.31, + "num": 312 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 93, + "mean": 86.86, + "p25": 80, + "p75": 99, + "st_dev": 14.4, + "num": 306 + }, + "wind": { + "min": 0, + "max": 19.03, + "median": 3.6, + "mean": 5.08, + "p25": 2.11, + "p75": 7.2, + "st_dev": 3.87, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0.3, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 0.34, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.38, + "p25": 74, + "p75": 75, + "st_dev": 27.3, + "num": 312 + } + }, + { + "month": 1, + "day": 30, + "temp": { + "record_min": 269.22, + "record_max": 279.46, + "average_min": 273.43, + "average_max": 277.2, + "median": 275.6, + "mean": 275.36, + "p25": 274.15, + "p75": 277.01, + "st_dev": 2.09, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1025, + "median": 1002, + "mean": 998.64, + "p25": 988, + "p75": 1012, + "st_dev": 16.17, + "num": 309 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 87, + "mean": 83.92, + "p25": 79, + "p75": 93, + "st_dev": 15.55, + "num": 309 + }, + "wind": { + "min": 0, + "max": 23.7, + "median": 4.1, + "mean": 5.03, + "p25": 1.54, + "p75": 6.7, + "st_dev": 4.61, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.8, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.33, + "p25": 40, + "p75": 75, + "st_dev": 28.16, + "num": 312 + } + }, + { + "month": 1, + "day": 31, + "temp": { + "record_min": 266.18, + "record_max": 280.12, + "average_min": 272.3, + "average_max": 276.39, + "median": 275.15, + "mean": 274.59, + "p25": 273.07, + "p75": 277.19, + "st_dev": 3.28, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1027, + "median": 998, + "mean": 996.26, + "p25": 984.5, + "p75": 1007, + "st_dev": 15.06, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 92.5, + "mean": 87.21, + "p25": 83, + "p75": 100, + "st_dev": 14.29, + "num": 312 + }, + "wind": { + "min": 0, + "max": 21.1, + "median": 3.58, + "mean": 4.96, + "p25": 1.54, + "p75": 7.2, + "st_dev": 4.2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 0.34, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.49, + "p25": 44, + "p75": 75, + "st_dev": 25.51, + "num": 312 + } + }, + { + "month": 2, + "day": 1, + "temp": { + "record_min": 265.72, + "record_max": 280.9, + "average_min": 271.2, + "average_max": 277.08, + "median": 275.15, + "mean": 274.42, + "p25": 272.42, + "p75": 276.8, + "st_dev": 3.58, + "num": 312 + }, + "pressure": { + "min": 964, + "max": 1029, + "median": 993, + "mean": 995.63, + "p25": 987, + "p75": 1002, + "st_dev": 13.71, + "num": 307 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 92, + "mean": 85.58, + "p25": 79, + "p75": 95, + "st_dev": 14.36, + "num": 305 + }, + "wind": { + "min": 0, + "max": 14.92, + "median": 4, + "mean": 4.56, + "p25": 1.69, + "p75": 6.7, + "st_dev": 3.24, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 73, + "mean": 49.54, + "p25": 20, + "p75": 75, + "st_dev": 31.73, + "num": 312 + } + }, + { + "month": 2, + "day": 2, + "temp": { + "record_min": 263.28, + "record_max": 281.81, + "average_min": 272.28, + "average_max": 276.96, + "median": 275.15, + "mean": 274.68, + "p25": 272.23, + "p75": 277.41, + "st_dev": 3.68, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1024, + "median": 1001, + "mean": 999.74, + "p25": 994, + "p75": 1007, + "st_dev": 11.17, + "num": 310 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 91, + "mean": 86.12, + "p25": 81, + "p75": 95, + "st_dev": 13.56, + "num": 310 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 4.1, + "mean": 4.59, + "p25": 1.97, + "p75": 7.02, + "st_dev": 3.02, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.39, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.84, + "p25": 20, + "p75": 75, + "st_dev": 34.98, + "num": 312 + } + }, + { + "month": 2, + "day": 3, + "temp": { + "record_min": 264.29, + "record_max": 283.15, + "average_min": 271.73, + "average_max": 276.96, + "median": 274.9, + "mean": 274.54, + "p25": 272.42, + "p75": 277.83, + "st_dev": 4.16, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1027, + "median": 1003, + "mean": 1003.79, + "p25": 998, + "p75": 1010, + "st_dev": 8.83, + "num": 311 + }, + "humidity": { + "min": 54, + "max": 100, + "median": 92, + "mean": 87.93, + "p25": 82, + "p75": 95, + "st_dev": 11.14, + "num": 302 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 5.1, + "mean": 5.02, + "p25": 2.06, + "p75": 7.2, + "st_dev": 3.1, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.25, + "p25": 36, + "p75": 75, + "st_dev": 32, + "num": 312 + } + }, + { + "month": 2, + "day": 4, + "temp": { + "record_min": 264.48, + "record_max": 283.35, + "average_min": 272.16, + "average_max": 276.1, + "median": 274.85, + "mean": 274.01, + "p25": 272.85, + "p75": 276.55, + "st_dev": 4.1, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1034, + "median": 1007.5, + "mean": 1006.57, + "p25": 994, + "p75": 1016, + "st_dev": 13.66, + "num": 312 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 91, + "mean": 86.85, + "p25": 80, + "p75": 99, + "st_dev": 13.4, + "num": 297 + }, + "wind": { + "min": 0.5, + "max": 16.5, + "median": 3.1, + "mean": 4.57, + "p25": 1.54, + "p75": 6.7, + "st_dev": 3.61, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 0.42, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.53, + "p25": 40, + "p75": 75, + "st_dev": 29.35, + "num": 312 + } + }, + { + "month": 2, + "day": 5, + "temp": { + "record_min": 263.52, + "record_max": 280.96, + "average_min": 272.23, + "average_max": 277.14, + "median": 275.23, + "mean": 274.74, + "p25": 272.65, + "p75": 277.15, + "st_dev": 3.69, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1038, + "median": 1012, + "mean": 1010.98, + "p25": 998, + "p75": 1026, + "st_dev": 17.08, + "num": 312 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 93, + "mean": 85.42, + "p25": 80, + "p75": 97, + "st_dev": 16.63, + "num": 310 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 3.6, + "mean": 4.01, + "p25": 2.01, + "p75": 5.7, + "st_dev": 2.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.38, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.85, + "p25": 40, + "p75": 75, + "st_dev": 29.8, + "num": 312 + } + }, + { + "month": 2, + "day": 6, + "temp": { + "record_min": 264.79, + "record_max": 280.69, + "average_min": 273.11, + "average_max": 277.18, + "median": 276.17, + "mean": 275.23, + "p25": 273, + "p75": 278.15, + "st_dev": 3.83, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1047, + "median": 1011, + "mean": 1010.28, + "p25": 989, + "p75": 1029.5, + "st_dev": 21.29, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 91, + "mean": 83.5, + "p25": 74, + "p75": 95, + "st_dev": 16.45, + "num": 296 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.6, + "mean": 4.15, + "p25": 2.06, + "p75": 5.66, + "st_dev": 2.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.58, + "p25": 40, + "p75": 75, + "st_dev": 31.28, + "num": 312 + } + }, + { + "month": 2, + "day": 7, + "temp": { + "record_min": 263.86, + "record_max": 280.57, + "average_min": 272.19, + "average_max": 276.72, + "median": 275.46, + "mean": 274.61, + "p25": 272.15, + "p75": 277.7, + "st_dev": 3.93, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1047, + "median": 1011.5, + "mean": 1009.82, + "p25": 994, + "p75": 1027, + "st_dev": 19.49, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 93, + "mean": 87.59, + "p25": 83, + "p75": 100, + "st_dev": 15.07, + "num": 299 + }, + "wind": { + "min": 0, + "max": 17, + "median": 3.6, + "mean": 4.7, + "p25": 1.81, + "p75": 6.96, + "st_dev": 3.5, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.54, + "p25": 20, + "p75": 75, + "st_dev": 35.2, + "num": 312 + } + }, + { + "month": 2, + "day": 8, + "temp": { + "record_min": 262.96, + "record_max": 281.44, + "average_min": 272.19, + "average_max": 277.04, + "median": 276.15, + "mean": 274.66, + "p25": 271.24, + "p75": 278.31, + "st_dev": 4.72, + "num": 312 + }, + "pressure": { + "min": 505, + "max": 1040, + "median": 1006, + "mean": 1004.81, + "p25": 993, + "p75": 1024, + "st_dev": 35.21, + "num": 305 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 87, + "mean": 83.02, + "p25": 77, + "p75": 95, + "st_dev": 16.79, + "num": 297 + }, + "wind": { + "min": 0, + "max": 21.1, + "median": 4.47, + "mean": 5.39, + "p25": 2.06, + "p75": 7.2, + "st_dev": 4.31, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.62, + "p25": 0, + "p75": 75, + "st_dev": 35.12, + "num": 312 + } + }, + { + "month": 2, + "day": 9, + "temp": { + "record_min": 262.75, + "record_max": 282.35, + "average_min": 272.21, + "average_max": 276.95, + "median": 276.41, + "mean": 274.49, + "p25": 271.42, + "p75": 277.9, + "st_dev": 4.63, + "num": 312 + }, + "pressure": { + "min": 949, + "max": 1045, + "median": 1003, + "mean": 1002.2, + "p25": 977, + "p75": 1021, + "st_dev": 24.43, + "num": 309 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 85, + "mean": 80.69, + "p25": 70, + "p75": 93, + "st_dev": 17.18, + "num": 306 + }, + "wind": { + "min": 0, + "max": 25.2, + "median": 4.11, + "mean": 5.4, + "p25": 1.51, + "p75": 8.2, + "st_dev": 4.85, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 75, + "mean": 51.42, + "p25": 0, + "p75": 75, + "st_dev": 35.57, + "num": 312 + } + }, + { + "month": 2, + "day": 10, + "temp": { + "record_min": 262.76, + "record_max": 282.03, + "average_min": 271.66, + "average_max": 276.87, + "median": 274.76, + "mean": 274.23, + "p25": 272.05, + "p75": 277.47, + "st_dev": 4.11, + "num": 312 + }, + "pressure": { + "min": 950, + "max": 1045, + "median": 1003, + "mean": 1004.2, + "p25": 985, + "p75": 1022, + "st_dev": 22.85, + "num": 311 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 86, + "mean": 83.32, + "p25": 74, + "p75": 97, + "st_dev": 15.12, + "num": 311 + }, + "wind": { + "min": 0, + "max": 20.1, + "median": 2.73, + "mean": 4.02, + "p25": 1.5, + "p75": 6.09, + "st_dev": 3.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.42, + "p25": 20, + "p75": 75, + "st_dev": 34.28, + "num": 312 + } + }, + { + "month": 2, + "day": 11, + "temp": { + "record_min": 263.18, + "record_max": 281.75, + "average_min": 271.87, + "average_max": 276.95, + "median": 274.58, + "mean": 274.14, + "p25": 271.91, + "p75": 277.11, + "st_dev": 4.34, + "num": 312 + }, + "pressure": { + "min": 508, + "max": 1041, + "median": 1014, + "mean": 1003.79, + "p25": 994, + "p75": 1024, + "st_dev": 53.32, + "num": 305 + }, + "humidity": { + "min": 20, + "max": 100, + "median": 89.5, + "mean": 78.26, + "p25": 60, + "p75": 95, + "st_dev": 21.14, + "num": 302 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 3.1, + "mean": 3.59, + "p25": 1.42, + "p75": 4.63, + "st_dev": 2.87, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 49.14, + "p25": 8, + "p75": 75, + "st_dev": 35.38, + "num": 312 + } + }, + { + "month": 2, + "day": 12, + "temp": { + "record_min": 258.29, + "record_max": 281.84, + "average_min": 271.37, + "average_max": 276.86, + "median": 274.51, + "mean": 273.94, + "p25": 271.42, + "p75": 276.41, + "st_dev": 4.52, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1043, + "median": 1014, + "mean": 1011.2, + "p25": 996, + "p75": 1028, + "st_dev": 18.39, + "num": 309 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 92, + "mean": 82.28, + "p25": 69, + "p75": 99, + "st_dev": 18.66, + "num": 303 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 2.6, + "mean": 3.75, + "p25": 1.54, + "p75": 5.1, + "st_dev": 3.02, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 48.05, + "p25": 0, + "p75": 75, + "st_dev": 36.88, + "num": 312 + } + }, + { + "month": 2, + "day": 13, + "temp": { + "record_min": 258.09, + "record_max": 281.47, + "average_min": 271.82, + "average_max": 277.02, + "median": 275.41, + "mean": 274.57, + "p25": 271.16, + "p75": 278.15, + "st_dev": 4.87, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1042, + "median": 1009, + "mean": 1010.88, + "p25": 998, + "p75": 1027, + "st_dev": 18.99, + "num": 312 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 86, + "mean": 80.5, + "p25": 74, + "p75": 93, + "st_dev": 16.37, + "num": 312 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.1, + "mean": 4.26, + "p25": 1.8, + "p75": 6.2, + "st_dev": 3.19, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.52, + "p25": 20, + "p75": 75, + "st_dev": 32.82, + "num": 312 + } + }, + { + "month": 2, + "day": 14, + "temp": { + "record_min": 266.99, + "record_max": 280.15, + "average_min": 273.56, + "average_max": 277.25, + "median": 276.28, + "mean": 275.4, + "p25": 273.4, + "p75": 277.98, + "st_dev": 3.4, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1037, + "median": 1015, + "mean": 1012.05, + "p25": 1003, + "p75": 1024, + "st_dev": 15.18, + "num": 311 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 92, + "mean": 82.71, + "p25": 75, + "p75": 94, + "st_dev": 17.95, + "num": 302 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 5.1, + "mean": 5.28, + "p25": 1.9, + "p75": 7.7, + "st_dev": 3.64, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0.3, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.38, + "p25": 40, + "p75": 75, + "st_dev": 29.22, + "num": 312 + } + }, + { + "month": 2, + "day": 15, + "temp": { + "record_min": 266.32, + "record_max": 284.52, + "average_min": 273.32, + "average_max": 278.16, + "median": 275.42, + "mean": 275.75, + "p25": 274.15, + "p75": 278.8, + "st_dev": 3.72, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1031, + "median": 1013, + "mean": 1008.01, + "p25": 1000, + "p75": 1020, + "st_dev": 15.8, + "num": 311 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 84, + "mean": 79.45, + "p25": 70, + "p75": 93, + "st_dev": 16.3, + "num": 305 + }, + "wind": { + "min": 0, + "max": 26.2, + "median": 4.36, + "mean": 5.76, + "p25": 1.94, + "p75": 8.7, + "st_dev": 4.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.2, + "p25": 20, + "p75": 75, + "st_dev": 33.32, + "num": 312 + } + }, + { + "month": 2, + "day": 16, + "temp": { + "record_min": 265.42, + "record_max": 281.15, + "average_min": 274.18, + "average_max": 278.3, + "median": 276.73, + "mean": 276.34, + "p25": 275.11, + "p75": 278.49, + "st_dev": 2.98, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1031, + "median": 1008.5, + "mean": 1003.72, + "p25": 991, + "p75": 1015, + "st_dev": 17.62, + "num": 312 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 87, + "mean": 83.19, + "p25": 75, + "p75": 93, + "st_dev": 15.51, + "num": 308 + }, + "wind": { + "min": 0, + "max": 19.5, + "median": 4.6, + "mean": 5.18, + "p25": 2.5, + "p75": 6.21, + "st_dev": 3.69, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.22, + "p25": 75, + "p75": 75, + "st_dev": 24.8, + "num": 312 + } + }, + { + "month": 2, + "day": 17, + "temp": { + "record_min": 266.42, + "record_max": 283.15, + "average_min": 274.26, + "average_max": 278.07, + "median": 276.1, + "mean": 276.13, + "p25": 274.74, + "p75": 277.69, + "st_dev": 2.8, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1029, + "median": 1006.5, + "mean": 1005.61, + "p25": 1000, + "p75": 1016.5, + "st_dev": 15.8, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 87, + "mean": 85.59, + "p25": 80, + "p75": 95, + "st_dev": 12.76, + "num": 300 + }, + "wind": { + "min": 0, + "max": 18.5, + "median": 4.8, + "mean": 5.56, + "p25": 2.06, + "p75": 7.33, + "st_dev": 4.26, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 0.68, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.24, + "p25": 64, + "p75": 75, + "st_dev": 26.93, + "num": 312 + } + }, + { + "month": 2, + "day": 18, + "temp": { + "record_min": 266.43, + "record_max": 281.15, + "average_min": 273.57, + "average_max": 278.07, + "median": 276.15, + "mean": 276.08, + "p25": 274.41, + "p75": 278.12, + "st_dev": 2.91, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1029, + "median": 1008, + "mean": 1007.13, + "p25": 1000, + "p75": 1016.5, + "st_dev": 12.18, + "num": 312 + }, + "humidity": { + "min": 49, + "max": 100, + "median": 89.5, + "mean": 84.92, + "p25": 80, + "p75": 97, + "st_dev": 14.96, + "num": 294 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 4.06, + "mean": 4.8, + "p25": 2.1, + "p75": 6.7, + "st_dev": 3.38, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.6, + "p25": 0, + "p75": 0.3, + "st_dev": 2.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.96, + "p25": 40, + "p75": 75, + "st_dev": 29.73, + "num": 312 + } + }, + { + "month": 2, + "day": 19, + "temp": { + "record_min": 267.59, + "record_max": 280.22, + "average_min": 274.01, + "average_max": 278.41, + "median": 276.73, + "mean": 276.2, + "p25": 275.15, + "p75": 278.22, + "st_dev": 2.68, + "num": 312 + }, + "pressure": { + "min": 508, + "max": 1029, + "median": 1004, + "mean": 1003.62, + "p25": 998, + "p75": 1013, + "st_dev": 30.14, + "num": 311 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 93, + "mean": 86.08, + "p25": 81, + "p75": 98, + "st_dev": 16.29, + "num": 310 + }, + "wind": { + "min": 0, + "max": 17.5, + "median": 4.12, + "mean": 4.65, + "p25": 2.08, + "p75": 6.17, + "st_dev": 3.29, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.37, + "p25": 0, + "p75": 0.3, + "st_dev": 0.77, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.3, + "p25": 40, + "p75": 75, + "st_dev": 33.63, + "num": 312 + } + }, + { + "month": 2, + "day": 20, + "temp": { + "record_min": 268.57, + "record_max": 282.62, + "average_min": 274.52, + "average_max": 278.74, + "median": 276.6, + "mean": 276.74, + "p25": 275.31, + "p75": 279.09, + "st_dev": 2.69, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1029, + "median": 999, + "mean": 999.06, + "p25": 989, + "p75": 1009, + "st_dev": 14.14, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 93, + "mean": 87.28, + "p25": 86, + "p75": 100, + "st_dev": 15.64, + "num": 300 + }, + "wind": { + "min": 0, + "max": 19, + "median": 5.1, + "mean": 5.54, + "p25": 3.04, + "p75": 7.72, + "st_dev": 3.31, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.41, + "p25": 0, + "p75": 0.9, + "st_dev": 0.69, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 70.38, + "p25": 75, + "p75": 88, + "st_dev": 26.97, + "num": 312 + } + }, + { + "month": 2, + "day": 21, + "temp": { + "record_min": 268.72, + "record_max": 284.42, + "average_min": 275.45, + "average_max": 279.19, + "median": 277.23, + "mean": 277.42, + "p25": 275.32, + "p75": 279.63, + "st_dev": 2.97, + "num": 312 + }, + "pressure": { + "min": 514, + "max": 1034, + "median": 999, + "mean": 998.19, + "p25": 989, + "p75": 1009, + "st_dev": 31.73, + "num": 307 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 93, + "mean": 89.86, + "p25": 86, + "p75": 97, + "st_dev": 8.97, + "num": 290 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 5.1, + "mean": 5.34, + "p25": 2.33, + "p75": 7.7, + "st_dev": 3.57, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.42, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 69.94, + "p25": 75, + "p75": 75, + "st_dev": 21.53, + "num": 312 + } + }, + { + "month": 2, + "day": 22, + "temp": { + "record_min": 267.41, + "record_max": 282.42, + "average_min": 274.54, + "average_max": 278.68, + "median": 277.15, + "mean": 276.75, + "p25": 274.46, + "p75": 279.3, + "st_dev": 3.19, + "num": 312 + }, + "pressure": { + "min": 954, + "max": 1036, + "median": 998, + "mean": 999.75, + "p25": 984, + "p75": 1011, + "st_dev": 20.2, + "num": 307 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 93, + "mean": 89.73, + "p25": 86, + "p75": 96, + "st_dev": 9.42, + "num": 297 + }, + "wind": { + "min": 0, + "max": 20.1, + "median": 5.14, + "mean": 5.79, + "p25": 2.6, + "p75": 7.96, + "st_dev": 3.92, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.45, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.32, + "p25": 75, + "p75": 75, + "st_dev": 24.98, + "num": 312 + } + }, + { + "month": 2, + "day": 23, + "temp": { + "record_min": 270.28, + "record_max": 283.41, + "average_min": 274.89, + "average_max": 278.57, + "median": 276.28, + "mean": 276.64, + "p25": 274.97, + "p75": 279.15, + "st_dev": 2.97, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1036, + "median": 1002, + "mean": 1001.88, + "p25": 990, + "p75": 1014, + "st_dev": 18.94, + "num": 311 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 88, + "mean": 85.5, + "p25": 81, + "p75": 93, + "st_dev": 12.76, + "num": 309 + }, + "wind": { + "min": 0, + "max": 18, + "median": 5.66, + "mean": 6.65, + "p25": 3.1, + "p75": 9.79, + "st_dev": 4.4, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.39, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.8, + "p25": 40, + "p75": 75, + "st_dev": 28.76, + "num": 312 + } + }, + { + "month": 2, + "day": 24, + "temp": { + "record_min": 269.16, + "record_max": 282.15, + "average_min": 274.39, + "average_max": 278.76, + "median": 276.43, + "mean": 276.55, + "p25": 274.57, + "p75": 279.27, + "st_dev": 3.19, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1036, + "median": 1003, + "mean": 1004.66, + "p25": 994, + "p75": 1010, + "st_dev": 15.45, + "num": 310 + }, + "humidity": { + "min": 52, + "max": 100, + "median": 93, + "mean": 86.96, + "p25": 80, + "p75": 96, + "st_dev": 12.19, + "num": 310 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 5.1, + "mean": 5.56, + "p25": 2.1, + "p75": 8.47, + "st_dev": 3.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0, + "st_dev": 0.48, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.34, + "p25": 40, + "p75": 75, + "st_dev": 30.61, + "num": 312 + } + }, + { + "month": 2, + "day": 25, + "temp": { + "record_min": 269.6, + "record_max": 280.52, + "average_min": 273.53, + "average_max": 278.45, + "median": 276.41, + "mean": 276.02, + "p25": 273.94, + "p75": 278.51, + "st_dev": 2.86, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1040, + "median": 1006, + "mean": 1008.56, + "p25": 999.5, + "p75": 1021, + "st_dev": 15.3, + "num": 312 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 91, + "mean": 84.23, + "p25": 75, + "p75": 96, + "st_dev": 15.55, + "num": 310 + }, + "wind": { + "min": 0, + "max": 11.83, + "median": 3.6, + "mean": 4.22, + "p25": 2.06, + "p75": 6.17, + "st_dev": 2.59, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.4, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.87, + "p25": 20, + "p75": 88, + "st_dev": 34.11, + "num": 312 + } + }, + { + "month": 2, + "day": 26, + "temp": { + "record_min": 269.83, + "record_max": 285.03, + "average_min": 274.24, + "average_max": 278.94, + "median": 276.38, + "mean": 276.29, + "p25": 273.91, + "p75": 278.84, + "st_dev": 3.07, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1041, + "median": 1013, + "mean": 1014.05, + "p25": 1005, + "p75": 1028, + "st_dev": 15.96, + "num": 311 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 87, + "mean": 84.18, + "p25": 76, + "p75": 94, + "st_dev": 14.82, + "num": 306 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 3.6, + "mean": 4.56, + "p25": 1.54, + "p75": 7.2, + "st_dev": 3.33, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.67, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.1, + "p25": 40, + "p75": 75, + "st_dev": 30.49, + "num": 312 + } + }, + { + "month": 2, + "day": 27, + "temp": { + "record_min": 264.23, + "record_max": 281.4, + "average_min": 273.47, + "average_max": 278.24, + "median": 276.59, + "mean": 275.93, + "p25": 273.98, + "p75": 278.72, + "st_dev": 3.56, + "num": 312 + }, + "pressure": { + "min": 965, + "max": 1040, + "median": 1016, + "mean": 1015.04, + "p25": 1004.5, + "p75": 1032, + "st_dev": 18.06, + "num": 312 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 92, + "mean": 84.81, + "p25": 79.5, + "p75": 98.5, + "st_dev": 16.95, + "num": 309 + }, + "wind": { + "min": 0, + "max": 17, + "median": 4.61, + "mean": 5.19, + "p25": 2.06, + "p75": 7.2, + "st_dev": 3.84, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.42, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.61, + "p25": 20, + "p75": 75, + "st_dev": 35.37, + "num": 312 + } + }, + { + "month": 2, + "day": 28, + "temp": { + "record_min": 258.64, + "record_max": 281.51, + "average_min": 273.38, + "average_max": 278.55, + "median": 277.15, + "mean": 275.89, + "p25": 274.49, + "p75": 278.41, + "st_dev": 4.3, + "num": 312 + }, + "pressure": { + "min": 511, + "max": 1043, + "median": 1019, + "mean": 1012.41, + "p25": 1001, + "p75": 1032, + "st_dev": 34.6, + "num": 310 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 90, + "mean": 84.05, + "p25": 80, + "p75": 93, + "st_dev": 16.19, + "num": 311 + }, + "wind": { + "min": 0, + "max": 14.92, + "median": 4.55, + "mean": 4.8, + "p25": 2.1, + "p75": 6.69, + "st_dev": 3.12, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0, + "st_dev": 0.63, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 75, + "mean": 51.41, + "p25": 20, + "p75": 75, + "st_dev": 32.61, + "num": 312 + } + }, + { + "month": 2, + "day": 29, + "temp": { + "record_min": 270.15, + "record_max": 280.41, + "average_min": 273.94, + "average_max": 278, + "median": 276.15, + "mean": 276.49, + "p25": 275.15, + "p75": 279.41, + "st_dev": 2.78, + "num": 72 + }, + "pressure": { + "min": 972, + "max": 1025, + "median": 996, + "mean": 1000.44, + "p25": 991, + "p75": 1021, + "st_dev": 17.45, + "num": 72 + }, + "humidity": { + "min": 52, + "max": 100, + "median": 81, + "mean": 79.29, + "p25": 64, + "p75": 93, + "st_dev": 15.48, + "num": 72 + }, + "wind": { + "min": 1, + "max": 13.4, + "median": 7.95, + "mean": 7.47, + "p25": 4.6, + "p75": 10.55, + "st_dev": 3.58, + "num": 72 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 72 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.46, + "p25": 75, + "p75": 75, + "st_dev": 24.45, + "num": 72 + } + }, + { + "month": 3, + "day": 1, + "temp": { + "record_min": 257.14, + "record_max": 282.42, + "average_min": 274, + "average_max": 278.78, + "median": 277.15, + "mean": 276.12, + "p25": 275.15, + "p75": 278.41, + "st_dev": 4.14, + "num": 312 + }, + "pressure": { + "min": 960, + "max": 1036, + "median": 1013, + "mean": 1007.7, + "p25": 992, + "p75": 1026, + "st_dev": 22.38, + "num": 310 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 88, + "mean": 84.16, + "p25": 80, + "p75": 93, + "st_dev": 15.79, + "num": 307 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 4.12, + "mean": 4.73, + "p25": 2.57, + "p75": 6.2, + "st_dev": 3, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 0.65, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55, + "p25": 20, + "p75": 75, + "st_dev": 33.96, + "num": 312 + } + }, + { + "month": 3, + "day": 2, + "temp": { + "record_min": 259.28, + "record_max": 283.42, + "average_min": 273.91, + "average_max": 278.74, + "median": 276.41, + "mean": 276.21, + "p25": 274.77, + "p75": 278.34, + "st_dev": 3.86, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1034, + "median": 1006, + "mean": 1006.72, + "p25": 990, + "p75": 1026, + "st_dev": 19.12, + "num": 312 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 87, + "mean": 84.87, + "p25": 80, + "p75": 94, + "st_dev": 13.62, + "num": 300 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 2.57, + "mean": 3.63, + "p25": 1.5, + "p75": 5.66, + "st_dev": 2.91, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.88, + "p25": 40, + "p75": 75, + "st_dev": 30.21, + "num": 312 + } + }, + { + "month": 3, + "day": 3, + "temp": { + "record_min": 264.93, + "record_max": 284.42, + "average_min": 273.98, + "average_max": 278.98, + "median": 277.15, + "mean": 276.66, + "p25": 274.3, + "p75": 279.15, + "st_dev": 3.74, + "num": 311 + }, + "pressure": { + "min": 979, + "max": 1031, + "median": 1000, + "mean": 1005.02, + "p25": 995, + "p75": 1016, + "st_dev": 13.97, + "num": 309 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 90, + "mean": 82.87, + "p25": 74, + "p75": 94, + "st_dev": 16.62, + "num": 299 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 3.1, + "mean": 4.14, + "p25": 1.49, + "p75": 6.7, + "st_dev": 3.28, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.4, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.46, + "p25": 40, + "p75": 75, + "st_dev": 30.37, + "num": 311 + } + }, + { + "month": 3, + "day": 4, + "temp": { + "record_min": 266.39, + "record_max": 283.42, + "average_min": 273.75, + "average_max": 278.9, + "median": 276.15, + "mean": 276.25, + "p25": 274.15, + "p75": 279.15, + "st_dev": 3.61, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1027, + "median": 1005.5, + "mean": 1006.81, + "p25": 1001, + "p75": 1019, + "st_dev": 14.77, + "num": 312 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 80, + "mean": 77.21, + "p25": 64, + "p75": 93, + "st_dev": 17.76, + "num": 302 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 3.1, + "mean": 3.68, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.42, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.4, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 71.5, + "mean": 50.46, + "p25": 22.5, + "p75": 75, + "st_dev": 30.52, + "num": 312 + } + }, + { + "month": 3, + "day": 5, + "temp": { + "record_min": 265.02, + "record_max": 283.42, + "average_min": 273.58, + "average_max": 278.74, + "median": 275.71, + "mean": 275.92, + "p25": 274.2, + "p75": 278.17, + "st_dev": 3.31, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1029, + "median": 1008.5, + "mean": 1008.58, + "p25": 999, + "p75": 1022, + "st_dev": 13.6, + "num": 312 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 89, + "mean": 83.38, + "p25": 76, + "p75": 93, + "st_dev": 15.32, + "num": 311 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 3.6, + "mean": 4.05, + "p25": 1.66, + "p75": 5.14, + "st_dev": 2.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.67, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.25, + "p25": 30, + "p75": 75, + "st_dev": 31.31, + "num": 312 + } + }, + { + "month": 3, + "day": 6, + "temp": { + "record_min": 264.08, + "record_max": 282.41, + "average_min": 273.12, + "average_max": 278.19, + "median": 276.15, + "mean": 275.79, + "p25": 274.65, + "p75": 277.51, + "st_dev": 3.37, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1032, + "median": 1007.5, + "mean": 1009.34, + "p25": 1000.5, + "p75": 1019, + "st_dev": 12.45, + "num": 312 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 91, + "mean": 83.26, + "p25": 74, + "p75": 95, + "st_dev": 17.05, + "num": 303 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.09, + "mean": 4.02, + "p25": 1.54, + "p75": 6.19, + "st_dev": 2.95, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0, + "st_dev": 0.54, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.34, + "p25": 40, + "p75": 75, + "st_dev": 30.27, + "num": 312 + } + }, + { + "month": 3, + "day": 7, + "temp": { + "record_min": 265.55, + "record_max": 282.41, + "average_min": 272.76, + "average_max": 278.62, + "median": 276.15, + "mean": 275.78, + "p25": 274.05, + "p75": 278.41, + "st_dev": 3.57, + "num": 311 + }, + "pressure": { + "min": 980, + "max": 1033, + "median": 1005, + "mean": 1006.88, + "p25": 998, + "p75": 1019, + "st_dev": 14.27, + "num": 311 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 83, + "mean": 79.43, + "p25": 69, + "p75": 96, + "st_dev": 19.23, + "num": 303 + }, + "wind": { + "min": 0, + "max": 19.5, + "median": 3.1, + "mean": 4.36, + "p25": 1.54, + "p75": 6.2, + "st_dev": 3.51, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.73, + "p25": 0, + "p75": 0, + "st_dev": 2.6, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 48.58, + "p25": 0, + "p75": 75, + "st_dev": 36.81, + "num": 311 + } + }, + { + "month": 3, + "day": 8, + "temp": { + "record_min": 265.62, + "record_max": 281.5, + "average_min": 272.11, + "average_max": 278.59, + "median": 275.71, + "mean": 275.55, + "p25": 272.94, + "p75": 278.45, + "st_dev": 3.5, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1029, + "median": 1008, + "mean": 1007.07, + "p25": 995, + "p75": 1020, + "st_dev": 13.25, + "num": 311 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 82, + "mean": 79.63, + "p25": 64, + "p75": 94.5, + "st_dev": 18.03, + "num": 305 + }, + "wind": { + "min": 0, + "max": 23.1, + "median": 3.09, + "mean": 4.5, + "p25": 1.5, + "p75": 6.2, + "st_dev": 4.41, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.37, + "p25": 0, + "p75": 0, + "st_dev": 0.87, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.3, + "p25": 0, + "p75": 75, + "st_dev": 36.02, + "num": 312 + } + }, + { + "month": 3, + "day": 9, + "temp": { + "record_min": 264.42, + "record_max": 284.42, + "average_min": 273.64, + "average_max": 279.06, + "median": 276.74, + "mean": 276.26, + "p25": 273.15, + "p75": 279.41, + "st_dev": 3.84, + "num": 312 + }, + "pressure": { + "min": 508, + "max": 1020, + "median": 1011, + "mean": 1005.11, + "p25": 998, + "p75": 1017, + "st_dev": 30.49, + "num": 310 + }, + "humidity": { + "min": 13, + "max": 100, + "median": 82, + "mean": 78.07, + "p25": 66, + "p75": 93, + "st_dev": 20.34, + "num": 309 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 3.63, + "mean": 4.39, + "p25": 1.54, + "p75": 6.2, + "st_dev": 3.12, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74.5, + "mean": 46.69, + "p25": 0, + "p75": 75, + "st_dev": 36.62, + "num": 312 + } + }, + { + "month": 3, + "day": 10, + "temp": { + "record_min": 263.85, + "record_max": 285.26, + "average_min": 272.83, + "average_max": 278.75, + "median": 276.87, + "mean": 275.8, + "p25": 273.36, + "p75": 278.21, + "st_dev": 3.9, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1033, + "median": 1006, + "mean": 1007.99, + "p25": 999, + "p75": 1020, + "st_dev": 13.24, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 74, + "mean": 71.64, + "p25": 57, + "p75": 87, + "st_dev": 18.17, + "num": 309 + }, + "wind": { + "min": 0, + "max": 17, + "median": 3.1, + "mean": 4.6, + "p25": 1.54, + "p75": 6.69, + "st_dev": 3.94, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0, + "st_dev": 0.76, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.4, + "p25": 0, + "p75": 75, + "st_dev": 35.31, + "num": 312 + } + }, + { + "month": 3, + "day": 11, + "temp": { + "record_min": 265.91, + "record_max": 286.42, + "average_min": 272.97, + "average_max": 278.46, + "median": 276.22, + "mean": 275.84, + "p25": 272.9, + "p75": 278.3, + "st_dev": 3.74, + "num": 310 + }, + "pressure": { + "min": 968, + "max": 1037, + "median": 1007.5, + "mean": 1008.32, + "p25": 999, + "p75": 1023, + "st_dev": 17.78, + "num": 310 + }, + "humidity": { + "min": 12, + "max": 100, + "median": 75, + "mean": 72.5, + "p25": 63.5, + "p75": 90, + "st_dev": 21.19, + "num": 308 + }, + "wind": { + "min": 0, + "max": 17, + "median": 3.22, + "mean": 4.1, + "p25": 1.54, + "p75": 5.7, + "st_dev": 3.05, + "num": 310 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 310 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64.5, + "mean": 47.05, + "p25": 5, + "p75": 75, + "st_dev": 34.69, + "num": 310 + } + }, + { + "month": 3, + "day": 12, + "temp": { + "record_min": 264.52, + "record_max": 286.42, + "average_min": 273.29, + "average_max": 279.11, + "median": 276.42, + "mean": 276.11, + "p25": 274.21, + "p75": 277.95, + "st_dev": 3.53, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1036, + "median": 1004, + "mean": 1006.7, + "p25": 993, + "p75": 1021, + "st_dev": 17.41, + "num": 312 + }, + "humidity": { + "min": 20, + "max": 100, + "median": 81, + "mean": 76.87, + "p25": 67, + "p75": 93, + "st_dev": 18.95, + "num": 310 + }, + "wind": { + "min": 0, + "max": 32.4, + "median": 4.11, + "mean": 4.79, + "p25": 1.77, + "p75": 6.69, + "st_dev": 4.36, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.01, + "p25": 20, + "p75": 75, + "st_dev": 32.75, + "num": 312 + } + }, + { + "month": 3, + "day": 13, + "temp": { + "record_min": 267.87, + "record_max": 285.42, + "average_min": 273.82, + "average_max": 279.15, + "median": 276.6, + "mean": 276.63, + "p25": 274.61, + "p75": 278.6, + "st_dev": 3.28, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1038, + "median": 1004, + "mean": 1005.85, + "p25": 989, + "p75": 1018, + "st_dev": 18.75, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 86, + "mean": 79.65, + "p25": 68, + "p75": 93, + "st_dev": 17.74, + "num": 311 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 4.6, + "mean": 4.72, + "p25": 2.57, + "p75": 6.19, + "st_dev": 3.03, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.01, + "p25": 20, + "p75": 75, + "st_dev": 32.75, + "num": 312 + } + }, + { + "month": 3, + "day": 14, + "temp": { + "record_min": 267.16, + "record_max": 286.42, + "average_min": 273.51, + "average_max": 279.21, + "median": 276.15, + "mean": 276.17, + "p25": 273.94, + "p75": 278.33, + "st_dev": 3.46, + "num": 312 + }, + "pressure": { + "min": 502, + "max": 1041, + "median": 1009, + "mean": 1006.58, + "p25": 993, + "p75": 1019, + "st_dev": 33.52, + "num": 311 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 86, + "mean": 77.87, + "p25": 65, + "p75": 93, + "st_dev": 20.97, + "num": 307 + }, + "wind": { + "min": 0, + "max": 21.6, + "median": 4.6, + "mean": 4.87, + "p25": 1.99, + "p75": 6.69, + "st_dev": 3.69, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.34, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 49.23, + "p25": 20, + "p75": 75, + "st_dev": 33.27, + "num": 312 + } + }, + { + "month": 3, + "day": 15, + "temp": { + "record_min": 267.43, + "record_max": 282.47, + "average_min": 273.54, + "average_max": 279.49, + "median": 276.89, + "mean": 276.45, + "p25": 274.51, + "p75": 278.42, + "st_dev": 2.88, + "num": 312 + }, + "pressure": { + "min": 506, + "max": 1041, + "median": 1009, + "mean": 1008.35, + "p25": 997, + "p75": 1019, + "st_dev": 32.58, + "num": 311 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 87, + "mean": 82.62, + "p25": 75, + "p75": 94, + "st_dev": 17.16, + "num": 300 + }, + "wind": { + "min": 0, + "max": 18.5, + "median": 3.1, + "mean": 4.01, + "p25": 1.7, + "p75": 5.66, + "st_dev": 3.23, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.11, + "p25": 20, + "p75": 75, + "st_dev": 32.48, + "num": 312 + } + }, + { + "month": 3, + "day": 16, + "temp": { + "record_min": 264.97, + "record_max": 285.15, + "average_min": 273.57, + "average_max": 279.47, + "median": 276.42, + "mean": 276.46, + "p25": 274.4, + "p75": 278.47, + "st_dev": 3.34, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1040, + "median": 1011, + "mean": 1012.72, + "p25": 1003, + "p75": 1023, + "st_dev": 14.76, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 81, + "mean": 77.36, + "p25": 64, + "p75": 93, + "st_dev": 19.1, + "num": 299 + }, + "wind": { + "min": 0, + "max": 17.5, + "median": 4.12, + "mean": 4.63, + "p25": 1.82, + "p75": 6.83, + "st_dev": 3.02, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 46.91, + "p25": 3, + "p75": 75, + "st_dev": 34.44, + "num": 312 + } + }, + { + "month": 3, + "day": 17, + "temp": { + "record_min": 263.71, + "record_max": 283.14, + "average_min": 273.79, + "average_max": 279.78, + "median": 277.42, + "mean": 276.72, + "p25": 275.4, + "p75": 278.87, + "st_dev": 3.44, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1037, + "median": 1015.5, + "mean": 1011.53, + "p25": 1001, + "p75": 1027, + "st_dev": 18, + "num": 312 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 81, + "mean": 76.4, + "p25": 64, + "p75": 93, + "st_dev": 19.34, + "num": 307 + }, + "wind": { + "min": 0, + "max": 17, + "median": 4.1, + "mean": 4.56, + "p25": 1.54, + "p75": 6.2, + "st_dev": 3.34, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.76, + "p25": 20, + "p75": 75, + "st_dev": 32.62, + "num": 312 + } + }, + { + "month": 3, + "day": 18, + "temp": { + "record_min": 263.37, + "record_max": 281.84, + "average_min": 274.09, + "average_max": 279.69, + "median": 277.25, + "mean": 276.92, + "p25": 276.16, + "p75": 278.68, + "st_dev": 3.08, + "num": 312 + }, + "pressure": { + "min": 507, + "max": 1046, + "median": 1014, + "mean": 1013.03, + "p25": 1006, + "p75": 1026, + "st_dev": 32.53, + "num": 310 + }, + "humidity": { + "min": 16, + "max": 100, + "median": 85, + "mean": 79.8, + "p25": 70, + "p75": 93, + "st_dev": 17.42, + "num": 311 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 3.09, + "mean": 4.05, + "p25": 1.5, + "p75": 5.7, + "st_dev": 3.36, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 49.12, + "p25": 20, + "p75": 75, + "st_dev": 32.77, + "num": 312 + } + }, + { + "month": 3, + "day": 19, + "temp": { + "record_min": 268.82, + "record_max": 283.53, + "average_min": 274.3, + "average_max": 279.65, + "median": 277.35, + "mean": 277.17, + "p25": 276.19, + "p75": 279.08, + "st_dev": 2.53, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1049, + "median": 1016, + "mean": 1015.97, + "p25": 1008, + "p75": 1025, + "st_dev": 15.34, + "num": 312 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 91, + "mean": 82.29, + "p25": 75, + "p75": 94, + "st_dev": 18.57, + "num": 311 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 4.11, + "mean": 4.75, + "p25": 2.26, + "p75": 6.95, + "st_dev": 2.94, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.13, + "p25": 20, + "p75": 75, + "st_dev": 34.62, + "num": 312 + } + }, + { + "month": 3, + "day": 20, + "temp": { + "record_min": 267.4, + "record_max": 285.42, + "average_min": 274.43, + "average_max": 279.98, + "median": 277.36, + "mean": 277.15, + "p25": 275.56, + "p75": 279.15, + "st_dev": 2.89, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1045, + "median": 1016, + "mean": 1014.58, + "p25": 1011, + "p75": 1022, + "st_dev": 15.1, + "num": 311 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 93, + "mean": 84.15, + "p25": 75, + "p75": 96, + "st_dev": 17.69, + "num": 307 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 2.6, + "mean": 3.7, + "p25": 1.54, + "p75": 5.1, + "st_dev": 3.13, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.62, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.63, + "p25": 20, + "p75": 75, + "st_dev": 31.85, + "num": 312 + } + }, + { + "month": 3, + "day": 21, + "temp": { + "record_min": 267.47, + "record_max": 285.4, + "average_min": 273.7, + "average_max": 279.71, + "median": 277.15, + "mean": 276.86, + "p25": 274.65, + "p75": 278.73, + "st_dev": 3.17, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1037, + "median": 1017, + "mean": 1013.4, + "p25": 1006, + "p75": 1022, + "st_dev": 15.7, + "num": 311 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 86, + "mean": 81.05, + "p25": 70, + "p75": 93, + "st_dev": 18.14, + "num": 305 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 3.1, + "mean": 4.05, + "p25": 1.5, + "p75": 6.2, + "st_dev": 3.18, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.41, + "p25": 35, + "p75": 75, + "st_dev": 31.16, + "num": 312 + } + }, + { + "month": 3, + "day": 22, + "temp": { + "record_min": 268.33, + "record_max": 287.42, + "average_min": 274.58, + "average_max": 279.84, + "median": 277.58, + "mean": 277.58, + "p25": 275.61, + "p75": 279.42, + "st_dev": 3.25, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1035, + "median": 1013.5, + "mean": 1011.31, + "p25": 998, + "p75": 1025, + "st_dev": 15.55, + "num": 310 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 90, + "mean": 81.18, + "p25": 75, + "p75": 95, + "st_dev": 21.42, + "num": 307 + }, + "wind": { + "min": 0, + "max": 18.5, + "median": 4.12, + "mean": 5.34, + "p25": 2.1, + "p75": 8.23, + "st_dev": 3.8, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.61, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.08, + "p25": 40, + "p75": 75, + "st_dev": 30.76, + "num": 312 + } + }, + { + "month": 3, + "day": 23, + "temp": { + "record_min": 268.25, + "record_max": 286.42, + "average_min": 275.4, + "average_max": 280.41, + "median": 278.15, + "mean": 277.8, + "p25": 276.27, + "p75": 279.42, + "st_dev": 3.16, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1035, + "median": 1011.5, + "mean": 1009.31, + "p25": 992.5, + "p75": 1024, + "st_dev": 16.69, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 86, + "mean": 78.9, + "p25": 67, + "p75": 95, + "st_dev": 19.9, + "num": 306 + }, + "wind": { + "min": 0.5, + "max": 20.6, + "median": 4.65, + "mean": 5.97, + "p25": 2.6, + "p75": 8.22, + "st_dev": 4.26, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.32, + "p25": 0, + "p75": 0.3, + "st_dev": 0.76, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.82, + "p25": 40, + "p75": 75, + "st_dev": 32.54, + "num": 312 + } + }, + { + "month": 3, + "day": 24, + "temp": { + "record_min": 264.35, + "record_max": 285.98, + "average_min": 275.18, + "average_max": 280.8, + "median": 278.15, + "mean": 277.77, + "p25": 275.98, + "p75": 279.88, + "st_dev": 3.19, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1037, + "median": 1009, + "mean": 1009.38, + "p25": 1001, + "p75": 1019, + "st_dev": 14.55, + "num": 311 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 86, + "mean": 81.48, + "p25": 73.5, + "p75": 93, + "st_dev": 16.29, + "num": 304 + }, + "wind": { + "min": 0, + "max": 22.6, + "median": 4.1, + "mean": 5.06, + "p25": 2.19, + "p75": 6.17, + "st_dev": 4.23, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.43, + "p25": 20, + "p75": 75, + "st_dev": 32.97, + "num": 312 + } + }, + { + "month": 3, + "day": 25, + "temp": { + "record_min": 266.3, + "record_max": 282.86, + "average_min": 275.01, + "average_max": 280.28, + "median": 278.28, + "mean": 277.67, + "p25": 275.91, + "p75": 279.63, + "st_dev": 2.89, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1036, + "median": 1011, + "mean": 1010.84, + "p25": 1002, + "p75": 1020, + "st_dev": 12.62, + "num": 311 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 87, + "mean": 81.89, + "p25": 72.5, + "p75": 97, + "st_dev": 18.79, + "num": 308 + }, + "wind": { + "min": 0, + "max": 18, + "median": 3.09, + "mean": 4.13, + "p25": 1.92, + "p75": 5.66, + "st_dev": 3.35, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.61, + "p25": 20, + "p75": 84.5, + "st_dev": 35.36, + "num": 312 + } + }, + { + "month": 3, + "day": 26, + "temp": { + "record_min": 266.78, + "record_max": 283.63, + "average_min": 274.85, + "average_max": 280.46, + "median": 278, + "mean": 277.49, + "p25": 275.41, + "p75": 279.42, + "st_dev": 2.95, + "num": 312 + }, + "pressure": { + "min": 990, + "max": 1035, + "median": 1012, + "mean": 1013.42, + "p25": 1002, + "p75": 1025, + "st_dev": 12.8, + "num": 311 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 87, + "mean": 80.27, + "p25": 69, + "p75": 97, + "st_dev": 19.25, + "num": 304 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.1, + "mean": 3.99, + "p25": 1.52, + "p75": 5.14, + "st_dev": 3.27, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.45, + "p25": 40, + "p75": 75, + "st_dev": 31.88, + "num": 312 + } + }, + { + "month": 3, + "day": 27, + "temp": { + "record_min": 267.46, + "record_max": 282.41, + "average_min": 275.36, + "average_max": 280, + "median": 278.71, + "mean": 277.85, + "p25": 276.26, + "p75": 280.19, + "st_dev": 3.11, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1032, + "median": 1014, + "mean": 1013.19, + "p25": 1006, + "p75": 1025, + "st_dev": 13.71, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 88, + "mean": 83.6, + "p25": 76, + "p75": 94, + "st_dev": 15.08, + "num": 306 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 3.6, + "mean": 4.28, + "p25": 2.09, + "p75": 5.66, + "st_dev": 3.16, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 0.46, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.02, + "p25": 40, + "p75": 75, + "st_dev": 30.87, + "num": 312 + } + }, + { + "month": 3, + "day": 28, + "temp": { + "record_min": 267.27, + "record_max": 285.57, + "average_min": 275.31, + "average_max": 280.47, + "median": 278.34, + "mean": 277.87, + "p25": 276.15, + "p75": 280.43, + "st_dev": 3.45, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1039, + "median": 1011, + "mean": 1009.82, + "p25": 997, + "p75": 1022, + "st_dev": 15.13, + "num": 312 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 86, + "mean": 80.95, + "p25": 73, + "p75": 94, + "st_dev": 17.32, + "num": 310 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 5.14, + "mean": 5.19, + "p25": 2.34, + "p75": 7.7, + "st_dev": 3.19, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.36, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.04, + "p25": 20, + "p75": 75, + "st_dev": 32.55, + "num": 312 + } + }, + { + "month": 3, + "day": 29, + "temp": { + "record_min": 266.62, + "record_max": 287.68, + "average_min": 274.5, + "average_max": 280.82, + "median": 278.15, + "mean": 277.54, + "p25": 275.81, + "p75": 279.89, + "st_dev": 3.66, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1040, + "median": 1010, + "mean": 1007.15, + "p25": 995, + "p75": 1018, + "st_dev": 15.72, + "num": 311 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 87, + "mean": 81.75, + "p25": 75, + "p75": 93, + "st_dev": 16.06, + "num": 309 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 3.6, + "mean": 4.17, + "p25": 1.51, + "p75": 6.19, + "st_dev": 3.04, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.47, + "p25": 20, + "p75": 75, + "st_dev": 32.04, + "num": 312 + } + }, + { + "month": 3, + "day": 30, + "temp": { + "record_min": 269.54, + "record_max": 284.42, + "average_min": 274.64, + "average_max": 280.38, + "median": 277.7, + "mean": 277.41, + "p25": 275.64, + "p75": 279.61, + "st_dev": 3.11, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1032, + "median": 1010, + "mean": 1007.68, + "p25": 999, + "p75": 1016, + "st_dev": 11.89, + "num": 311 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 87, + "mean": 80.73, + "p25": 71, + "p75": 94, + "st_dev": 19.78, + "num": 307 + }, + "wind": { + "min": 0, + "max": 18, + "median": 2.59, + "mean": 3.52, + "p25": 1.42, + "p75": 5.14, + "st_dev": 2.83, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 48.04, + "p25": 14, + "p75": 75, + "st_dev": 35.18, + "num": 312 + } + }, + { + "month": 3, + "day": 31, + "temp": { + "record_min": 268.54, + "record_max": 284.15, + "average_min": 273.64, + "average_max": 279.75, + "median": 276.83, + "mean": 276.83, + "p25": 274.76, + "p75": 279.27, + "st_dev": 3.13, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1032, + "median": 1014, + "mean": 1009.77, + "p25": 1000, + "p75": 1020, + "st_dev": 13.21, + "num": 311 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 86, + "mean": 79.58, + "p25": 68, + "p75": 96, + "st_dev": 19.58, + "num": 307 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 3.09, + "mean": 3.41, + "p25": 1.75, + "p75": 4.6, + "st_dev": 2.18, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.35, + "p25": 0, + "p75": 0.3, + "st_dev": 0.81, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 45.13, + "p25": 0, + "p75": 75, + "st_dev": 36.04, + "num": 312 + } + }, + { + "month": 4, + "day": 1, + "temp": { + "record_min": 267.01, + "record_max": 287.42, + "average_min": 273.65, + "average_max": 280.48, + "median": 277.42, + "mean": 277.08, + "p25": 274.5, + "p75": 279.42, + "st_dev": 3.7, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1032, + "median": 1016, + "mean": 1011.56, + "p25": 1001, + "p75": 1018, + "st_dev": 12.39, + "num": 311 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 80, + "mean": 76.55, + "p25": 64, + "p75": 93, + "st_dev": 17.89, + "num": 295 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.09, + "mean": 3.69, + "p25": 1.54, + "p75": 4.63, + "st_dev": 2.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.72, + "p25": 0, + "p75": 75, + "st_dev": 36.3, + "num": 312 + } + }, + { + "month": 4, + "day": 2, + "temp": { + "record_min": 268.05, + "record_max": 286.42, + "average_min": 273.73, + "average_max": 281.02, + "median": 277.57, + "mean": 277.51, + "p25": 275.76, + "p75": 279.56, + "st_dev": 3.7, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1034, + "median": 1013, + "mean": 1011.83, + "p25": 1004, + "p75": 1022, + "st_dev": 13.14, + "num": 310 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 80, + "mean": 75.96, + "p25": 60, + "p75": 93, + "st_dev": 18.98, + "num": 300 + }, + "wind": { + "min": 0, + "max": 19, + "median": 2.59, + "mean": 4.2, + "p25": 1.5, + "p75": 5.14, + "st_dev": 4.25, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.75, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 99, + "median": 40, + "mean": 42.05, + "p25": 6.5, + "p75": 75, + "st_dev": 33.21, + "num": 312 + } + }, + { + "month": 4, + "day": 3, + "temp": { + "record_min": 268.65, + "record_max": 285.41, + "average_min": 274.42, + "average_max": 280.47, + "median": 277.58, + "mean": 277.5, + "p25": 275.16, + "p75": 279.61, + "st_dev": 3.1, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1035, + "median": 1013, + "mean": 1014.05, + "p25": 1006.5, + "p75": 1023, + "st_dev": 12.3, + "num": 309 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 81, + "mean": 77.54, + "p25": 68, + "p75": 93, + "st_dev": 18.04, + "num": 303 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 2.6, + "mean": 3.19, + "p25": 1.54, + "p75": 4.12, + "st_dev": 2.38, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 45.45, + "p25": 0, + "p75": 75, + "st_dev": 34.7, + "num": 312 + } + }, + { + "month": 4, + "day": 4, + "temp": { + "record_min": 270.19, + "record_max": 288.86, + "average_min": 274.09, + "average_max": 281.19, + "median": 277.52, + "mean": 277.77, + "p25": 274.75, + "p75": 280.17, + "st_dev": 3.68, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1032, + "median": 1014, + "mean": 1010.45, + "p25": 1002, + "p75": 1022, + "st_dev": 13.51, + "num": 310 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 83.5, + "mean": 77.99, + "p25": 65, + "p75": 93, + "st_dev": 19.09, + "num": 300 + }, + "wind": { + "min": 0, + "max": 13.38, + "median": 3.6, + "mean": 3.91, + "p25": 1.5, + "p75": 5.66, + "st_dev": 2.78, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42, + "p25": 0, + "p75": 75, + "st_dev": 36.38, + "num": 312 + } + }, + { + "month": 4, + "day": 5, + "temp": { + "record_min": 269.73, + "record_max": 289.48, + "average_min": 274.86, + "average_max": 281.21, + "median": 277.46, + "mean": 277.85, + "p25": 275.15, + "p75": 280.26, + "st_dev": 3.68, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1031, + "median": 1010, + "mean": 1009.74, + "p25": 1000, + "p75": 1021, + "st_dev": 12.08, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 80.5, + "mean": 76.67, + "p25": 65, + "p75": 92, + "st_dev": 16.74, + "num": 308 + }, + "wind": { + "min": 0, + "max": 20.1, + "median": 3.91, + "mean": 4.58, + "p25": 2.05, + "p75": 6.57, + "st_dev": 3.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 47.31, + "p25": 0, + "p75": 75, + "st_dev": 36.33, + "num": 312 + } + }, + { + "month": 4, + "day": 6, + "temp": { + "record_min": 270.14, + "record_max": 289.12, + "average_min": 275.06, + "average_max": 281.83, + "median": 278.71, + "mean": 278.46, + "p25": 275.53, + "p75": 280.43, + "st_dev": 3.58, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1031, + "median": 1012.5, + "mean": 1009.65, + "p25": 999, + "p75": 1019, + "st_dev": 12.68, + "num": 310 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 86, + "mean": 79.45, + "p25": 66, + "p75": 93, + "st_dev": 18.48, + "num": 308 + }, + "wind": { + "min": 0, + "max": 23.7, + "median": 3.1, + "mean": 4.25, + "p25": 1.54, + "p75": 5.7, + "st_dev": 4.02, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.49, + "p25": 1, + "p75": 75, + "st_dev": 35.57, + "num": 312 + } + }, + { + "month": 4, + "day": 7, + "temp": { + "record_min": 272.24, + "record_max": 285.05, + "average_min": 276.17, + "average_max": 282.25, + "median": 278.78, + "mean": 278.86, + "p25": 276.42, + "p75": 281.41, + "st_dev": 3.16, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1031, + "median": 1011, + "mean": 1009.34, + "p25": 998, + "p75": 1025, + "st_dev": 14.56, + "num": 312 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 90, + "mean": 81.6, + "p25": 66, + "p75": 97, + "st_dev": 18.1, + "num": 303 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 3.05, + "mean": 3.81, + "p25": 1.5, + "p75": 5.4, + "st_dev": 2.96, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.81, + "p25": 40, + "p75": 75, + "st_dev": 32.45, + "num": 312 + } + }, + { + "month": 4, + "day": 8, + "temp": { + "record_min": 270.88, + "record_max": 285.24, + "average_min": 275.88, + "average_max": 281.13, + "median": 278.49, + "mean": 278.35, + "p25": 276.51, + "p75": 280.3, + "st_dev": 2.95, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1032, + "median": 1007, + "mean": 1010.58, + "p25": 1001, + "p75": 1021, + "st_dev": 14.37, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 87, + "mean": 81.89, + "p25": 72, + "p75": 93, + "st_dev": 16.94, + "num": 308 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.6, + "mean": 3.92, + "p25": 1.5, + "p75": 6.17, + "st_dev": 3.09, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.05, + "p25": 20, + "p75": 75, + "st_dev": 33.7, + "num": 312 + } + }, + { + "month": 4, + "day": 9, + "temp": { + "record_min": 270.05, + "record_max": 286.69, + "average_min": 275.92, + "average_max": 281.17, + "median": 278.41, + "mean": 278.42, + "p25": 276.59, + "p75": 280.24, + "st_dev": 2.89, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1030, + "median": 1013, + "mean": 1011.68, + "p25": 1002, + "p75": 1023, + "st_dev": 12.16, + "num": 311 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 85, + "mean": 80.81, + "p25": 70, + "p75": 93, + "st_dev": 14.77, + "num": 309 + }, + "wind": { + "min": 0, + "max": 13.89, + "median": 3.6, + "mean": 4.3, + "p25": 2.35, + "p75": 5.68, + "st_dev": 2.85, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.64, + "p25": 20, + "p75": 75, + "st_dev": 31.09, + "num": 312 + } + }, + { + "month": 4, + "day": 10, + "temp": { + "record_min": 270.98, + "record_max": 285.03, + "average_min": 275.62, + "average_max": 281.28, + "median": 278.56, + "mean": 278.35, + "p25": 276.33, + "p75": 280.15, + "st_dev": 2.98, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1029, + "median": 1014, + "mean": 1013.63, + "p25": 1009, + "p75": 1019, + "st_dev": 8.77, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 81, + "mean": 78.14, + "p25": 66, + "p75": 93, + "st_dev": 17.79, + "num": 311 + }, + "wind": { + "min": 0, + "max": 33.4, + "median": 3.55, + "mean": 4.11, + "p25": 2.1, + "p75": 5.66, + "st_dev": 3.05, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.34, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.71, + "p25": 20.5, + "p75": 75, + "st_dev": 30.97, + "num": 312 + } + }, + { + "month": 4, + "day": 11, + "temp": { + "record_min": 271.23, + "record_max": 288.15, + "average_min": 276.21, + "average_max": 282.18, + "median": 279.58, + "mean": 279.12, + "p25": 276.8, + "p75": 281.41, + "st_dev": 3.11, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1031, + "median": 1013, + "mean": 1012.82, + "p25": 1007, + "p75": 1018.5, + "st_dev": 9.35, + "num": 312 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 83.5, + "mean": 76.79, + "p25": 59, + "p75": 95, + "st_dev": 21.24, + "num": 310 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.41, + "mean": 3.75, + "p25": 2.06, + "p75": 4.83, + "st_dev": 2.26, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0, + "st_dev": 0.53, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.9, + "p25": 33.5, + "p75": 75, + "st_dev": 33.79, + "num": 312 + } + }, + { + "month": 4, + "day": 12, + "temp": { + "record_min": 272.31, + "record_max": 289.15, + "average_min": 275.92, + "average_max": 282.63, + "median": 279.42, + "mean": 279.35, + "p25": 276.35, + "p75": 281.41, + "st_dev": 3.32, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1033, + "median": 1010, + "mean": 1009.86, + "p25": 1004.5, + "p75": 1017, + "st_dev": 11.2, + "num": 312 + }, + "humidity": { + "min": 17, + "max": 100, + "median": 81, + "mean": 73.58, + "p25": 52.5, + "p75": 93, + "st_dev": 23.18, + "num": 309 + }, + "wind": { + "min": 0, + "max": 23.7, + "median": 3.5, + "mean": 4.21, + "p25": 2.01, + "p75": 5.14, + "st_dev": 3.34, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.55, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 71, + "mean": 47.11, + "p25": 0, + "p75": 75, + "st_dev": 36.12, + "num": 312 + } + }, + { + "month": 4, + "day": 13, + "temp": { + "record_min": 273.06, + "record_max": 290.15, + "average_min": 275.84, + "average_max": 282.08, + "median": 278.98, + "mean": 279.23, + "p25": 276.2, + "p75": 281.49, + "st_dev": 3.66, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1035, + "median": 1010, + "mean": 1009.48, + "p25": 1000, + "p75": 1020, + "st_dev": 12.54, + "num": 312 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 74, + "mean": 71.81, + "p25": 56, + "p75": 87, + "st_dev": 19.46, + "num": 311 + }, + "wind": { + "min": 0, + "max": 19.5, + "median": 3.1, + "mean": 4.06, + "p25": 1.54, + "p75": 5.68, + "st_dev": 3.21, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.84, + "p25": 36, + "p75": 75, + "st_dev": 31.82, + "num": 312 + } + }, + { + "month": 4, + "day": 14, + "temp": { + "record_min": 271.84, + "record_max": 291.15, + "average_min": 275.84, + "average_max": 282.34, + "median": 278.61, + "mean": 279.05, + "p25": 276.97, + "p75": 280.86, + "st_dev": 3.34, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1036, + "median": 1010, + "mean": 1011.98, + "p25": 1005, + "p75": 1018, + "st_dev": 11.69, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 83, + "mean": 79.6, + "p25": 70, + "p75": 93, + "st_dev": 16.89, + "num": 297 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3.09, + "mean": 3.45, + "p25": 1.54, + "p75": 4.6, + "st_dev": 2.33, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0, + "st_dev": 0.72, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.56, + "p25": 20, + "p75": 75, + "st_dev": 33.1, + "num": 312 + } + }, + { + "month": 4, + "day": 15, + "temp": { + "record_min": 273.16, + "record_max": 289.15, + "average_min": 276.4, + "average_max": 282.87, + "median": 279.42, + "mean": 279.62, + "p25": 277.1, + "p75": 281.92, + "st_dev": 3.42, + "num": 312 + }, + "pressure": { + "min": 987, + "max": 1036, + "median": 1008, + "mean": 1012.83, + "p25": 1002, + "p75": 1027, + "st_dev": 14.39, + "num": 311 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 82, + "mean": 76.16, + "p25": 60, + "p75": 93, + "st_dev": 19.23, + "num": 307 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 3.09, + "mean": 3.82, + "p25": 1.54, + "p75": 5.1, + "st_dev": 2.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0, + "st_dev": 0.54, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.46, + "p25": 0, + "p75": 75, + "st_dev": 36.19, + "num": 312 + } + }, + { + "month": 4, + "day": 16, + "temp": { + "record_min": 272.15, + "record_max": 288.42, + "average_min": 275.9, + "average_max": 282.62, + "median": 279.61, + "mean": 279.54, + "p25": 276.74, + "p75": 281.88, + "st_dev": 3.35, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1035, + "median": 1012.5, + "mean": 1014.65, + "p25": 1004, + "p75": 1027, + "st_dev": 13.13, + "num": 310 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 81, + "mean": 77.16, + "p25": 67, + "p75": 90, + "st_dev": 17.16, + "num": 309 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.79, + "mean": 3.89, + "p25": 1.5, + "p75": 5.94, + "st_dev": 3.05, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.31, + "p25": 0, + "p75": 75, + "st_dev": 34.85, + "num": 312 + } + }, + { + "month": 4, + "day": 17, + "temp": { + "record_min": 272.19, + "record_max": 287.42, + "average_min": 276.48, + "average_max": 283.98, + "median": 280.28, + "mean": 280.17, + "p25": 278.15, + "p75": 282.41, + "st_dev": 3.41, + "num": 312 + }, + "pressure": { + "min": 998, + "max": 1036, + "median": 1018, + "mean": 1016.99, + "p25": 1007, + "p75": 1029, + "st_dev": 11.78, + "num": 307 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 77, + "mean": 74.05, + "p25": 62, + "p75": 88, + "st_dev": 19.02, + "num": 307 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 4.22, + "mean": 4.58, + "p25": 2.26, + "p75": 6.45, + "st_dev": 2.91, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 37.64, + "p25": 0, + "p75": 75, + "st_dev": 34.66, + "num": 312 + } + }, + { + "month": 4, + "day": 18, + "temp": { + "record_min": 273.43, + "record_max": 289.42, + "average_min": 276.68, + "average_max": 284.9, + "median": 280.36, + "mean": 280.65, + "p25": 278.3, + "p75": 282.42, + "st_dev": 3.59, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1039, + "median": 1021, + "mean": 1019.97, + "p25": 1012, + "p75": 1028, + "st_dev": 11.94, + "num": 311 + }, + "humidity": { + "min": 21, + "max": 100, + "median": 75, + "mean": 69.89, + "p25": 57, + "p75": 86, + "st_dev": 19.45, + "num": 305 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 3.6, + "mean": 4.02, + "p25": 2.47, + "p75": 5.66, + "st_dev": 2.28, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 31.43, + "p25": 0, + "p75": 75, + "st_dev": 34.37, + "num": 312 + } + }, + { + "month": 4, + "day": 19, + "temp": { + "record_min": 275.06, + "record_max": 293.15, + "average_min": 277.64, + "average_max": 285.55, + "median": 280.42, + "mean": 281.49, + "p25": 278.42, + "p75": 284.42, + "st_dev": 4, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1039, + "median": 1024, + "mean": 1020.75, + "p25": 1013, + "p75": 1029, + "st_dev": 13, + "num": 312 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 71, + "mean": 71.25, + "p25": 58, + "p75": 87, + "st_dev": 19.61, + "num": 306 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3.99, + "mean": 4.1, + "p25": 2.06, + "p75": 5.7, + "st_dev": 2.56, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 31.87, + "p25": 0, + "p75": 75, + "st_dev": 37.66, + "num": 312 + } + }, + { + "month": 4, + "day": 20, + "temp": { + "record_min": 274.78, + "record_max": 291.42, + "average_min": 277.43, + "average_max": 285.7, + "median": 280.89, + "mean": 281.76, + "p25": 278.8, + "p75": 284.6, + "st_dev": 3.67, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1035, + "median": 1023, + "mean": 1021.71, + "p25": 1017, + "p75": 1029, + "st_dev": 8.73, + "num": 312 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 70, + "mean": 69.47, + "p25": 54, + "p75": 87, + "st_dev": 19.5, + "num": 305 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 3.1, + "mean": 3.87, + "p25": 1.54, + "p75": 5.14, + "st_dev": 2.85, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 0, + "mean": 30.12, + "p25": 0, + "p75": 75, + "st_dev": 35.12, + "num": 312 + } + }, + { + "month": 4, + "day": 21, + "temp": { + "record_min": 272.69, + "record_max": 291.62, + "average_min": 277.61, + "average_max": 285.25, + "median": 280.46, + "mean": 281.37, + "p25": 278.35, + "p75": 284.27, + "st_dev": 4.33, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1034, + "median": 1020, + "mean": 1020.48, + "p25": 1015, + "p75": 1029, + "st_dev": 9.02, + "num": 311 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 75, + "mean": 71.28, + "p25": 57, + "p75": 87, + "st_dev": 19.58, + "num": 302 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 3.09, + "mean": 3.88, + "p25": 1.54, + "p75": 5.7, + "st_dev": 3.17, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 37.24, + "p25": 0, + "p75": 75, + "st_dev": 35.65, + "num": 312 + } + }, + { + "month": 4, + "day": 22, + "temp": { + "record_min": 273.59, + "record_max": 293.41, + "average_min": 277.95, + "average_max": 285.29, + "median": 280.98, + "mean": 281.82, + "p25": 278.41, + "p75": 284.07, + "st_dev": 4.74, + "num": 312 + }, + "pressure": { + "min": 987, + "max": 1033, + "median": 1019, + "mean": 1017.23, + "p25": 1013, + "p75": 1023, + "st_dev": 9.42, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 69, + "mean": 67.81, + "p25": 50, + "p75": 87, + "st_dev": 20.73, + "num": 305 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 2.6, + "mean": 3.77, + "p25": 1.54, + "p75": 4.63, + "st_dev": 3.03, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 26, + "mean": 36.19, + "p25": 0, + "p75": 75, + "st_dev": 35.96, + "num": 312 + } + }, + { + "month": 4, + "day": 23, + "temp": { + "record_min": 272.57, + "record_max": 291.9, + "average_min": 278.01, + "average_max": 283.85, + "median": 280.15, + "mean": 280.76, + "p25": 277.42, + "p75": 283.45, + "st_dev": 4.49, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1029, + "median": 1015, + "mean": 1012.85, + "p25": 1003.5, + "p75": 1020, + "st_dev": 10.58, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 81, + "mean": 75.52, + "p25": 60, + "p75": 93, + "st_dev": 20.3, + "num": 312 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 3.6, + "mean": 4.53, + "p25": 2.1, + "p75": 6.17, + "st_dev": 3.2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.49, + "p25": 20, + "p75": 75, + "st_dev": 34.75, + "num": 312 + } + }, + { + "month": 4, + "day": 24, + "temp": { + "record_min": 268.36, + "record_max": 290.35, + "average_min": 276.76, + "average_max": 282.53, + "median": 279.74, + "mean": 279.8, + "p25": 276.42, + "p75": 282.41, + "st_dev": 4.06, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1030, + "median": 1011, + "mean": 1010.1, + "p25": 1001, + "p75": 1019, + "st_dev": 11.69, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 74, + "mean": 72.05, + "p25": 57, + "p75": 90, + "st_dev": 20.1, + "num": 310 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 4.12, + "mean": 4.9, + "p25": 2.1, + "p75": 7.2, + "st_dev": 3.19, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.38, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.33, + "p25": 20, + "p75": 75, + "st_dev": 33.25, + "num": 312 + } + }, + { + "month": 4, + "day": 25, + "temp": { + "record_min": 269.48, + "record_max": 290.9, + "average_min": 276.04, + "average_max": 283.47, + "median": 279.33, + "mean": 279.65, + "p25": 277.01, + "p75": 282.15, + "st_dev": 4.11, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1030, + "median": 1008, + "mean": 1009.25, + "p25": 1002, + "p75": 1017, + "st_dev": 11.43, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 75, + "mean": 73.11, + "p25": 58, + "p75": 93, + "st_dev": 20.02, + "num": 309 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 3.6, + "mean": 3.82, + "p25": 1.53, + "p75": 5.66, + "st_dev": 2.6, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0, + "st_dev": 0.66, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.77, + "p25": 17.5, + "p75": 75, + "st_dev": 33.15, + "num": 312 + } + }, + { + "month": 4, + "day": 26, + "temp": { + "record_min": 272.81, + "record_max": 292.67, + "average_min": 276.45, + "average_max": 283.36, + "median": 279.15, + "mean": 279.86, + "p25": 276.7, + "p75": 282.42, + "st_dev": 4.08, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1027, + "median": 1010, + "mean": 1010.56, + "p25": 1006.5, + "p75": 1017, + "st_dev": 9.15, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 81, + "mean": 73.96, + "p25": 56, + "p75": 92, + "st_dev": 19.52, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.6, + "mean": 3.3, + "p25": 1.67, + "p75": 4.36, + "st_dev": 2.1, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 45.54, + "p25": 0, + "p75": 75, + "st_dev": 33.62, + "num": 312 + } + }, + { + "month": 4, + "day": 27, + "temp": { + "record_min": 270.2, + "record_max": 291.42, + "average_min": 276.3, + "average_max": 282.99, + "median": 279.44, + "mean": 279.64, + "p25": 276.67, + "p75": 282.41, + "st_dev": 3.71, + "num": 311 + }, + "pressure": { + "min": 987, + "max": 1029, + "median": 1009, + "mean": 1010.59, + "p25": 1006, + "p75": 1016, + "st_dev": 8.81, + "num": 311 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 81, + "mean": 78.2, + "p25": 69, + "p75": 93, + "st_dev": 17.65, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.57, + "mean": 2.83, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.8, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 50.24, + "p25": 20, + "p75": 75, + "st_dev": 32.07, + "num": 311 + } + }, + { + "month": 4, + "day": 28, + "temp": { + "record_min": 271.46, + "record_max": 287.88, + "average_min": 276.24, + "average_max": 283.65, + "median": 280.51, + "mean": 280.04, + "p25": 277.18, + "p75": 282.53, + "st_dev": 3.48, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1031, + "median": 1012, + "mean": 1012.11, + "p25": 1007, + "p75": 1016, + "st_dev": 8.04, + "num": 312 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 80, + "mean": 75.81, + "p25": 61, + "p75": 93, + "st_dev": 18.21, + "num": 311 + }, + "wind": { + "min": 0, + "max": 11.83, + "median": 2.6, + "mean": 2.86, + "p25": 1.52, + "p75": 3.6, + "st_dev": 1.76, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 48.49, + "p25": 20, + "p75": 75, + "st_dev": 30.21, + "num": 312 + } + }, + { + "month": 4, + "day": 29, + "temp": { + "record_min": 272.71, + "record_max": 291.33, + "average_min": 276.89, + "average_max": 283.69, + "median": 280.19, + "mean": 280.22, + "p25": 277.52, + "p75": 282.47, + "st_dev": 3.41, + "num": 312 + }, + "pressure": { + "min": 996, + "max": 1030, + "median": 1012, + "mean": 1012.63, + "p25": 1006, + "p75": 1020, + "st_dev": 9.23, + "num": 311 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 77, + "mean": 75.72, + "p25": 62, + "p75": 93, + "st_dev": 17.74, + "num": 311 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 3.6, + "mean": 4.4, + "p25": 1.5, + "p75": 6.7, + "st_dev": 3.21, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.61, + "p25": 20, + "p75": 75, + "st_dev": 32.34, + "num": 312 + } + }, + { + "month": 4, + "day": 30, + "temp": { + "record_min": 272.55, + "record_max": 292.42, + "average_min": 276.65, + "average_max": 284.33, + "median": 279.91, + "mean": 280.45, + "p25": 277.7, + "p75": 283.2, + "st_dev": 3.79, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1030, + "median": 1014, + "mean": 1012.57, + "p25": 1006, + "p75": 1020, + "st_dev": 9.53, + "num": 310 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 75, + "mean": 71.32, + "p25": 54, + "p75": 87, + "st_dev": 18.79, + "num": 310 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.6, + "mean": 3.18, + "p25": 1.5, + "p75": 4.12, + "st_dev": 2.15, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 42, + "mean": 45.34, + "p25": 0, + "p75": 75, + "st_dev": 34.42, + "num": 312 + } + }, + { + "month": 5, + "day": 1, + "temp": { + "record_min": 274.26, + "record_max": 294.42, + "average_min": 277.26, + "average_max": 283.83, + "median": 280.14, + "mean": 280.48, + "p25": 277.92, + "p75": 282.14, + "st_dev": 3.58, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1024, + "median": 1014, + "mean": 1011.97, + "p25": 1009, + "p75": 1020, + "st_dev": 9.83, + "num": 310 + }, + "humidity": { + "min": 21, + "max": 100, + "median": 75, + "mean": 73.92, + "p25": 61, + "p75": 87, + "st_dev": 17.86, + "num": 307 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.88, + "mean": 3.8, + "p25": 2.04, + "p75": 5.12, + "st_dev": 2.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 45.96, + "p25": 13, + "p75": 75, + "st_dev": 33.29, + "num": 312 + } + }, + { + "month": 5, + "day": 2, + "temp": { + "record_min": 273.8, + "record_max": 296.42, + "average_min": 277.2, + "average_max": 283.86, + "median": 279.85, + "mean": 280.51, + "p25": 278.06, + "p75": 281.41, + "st_dev": 4.16, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1030, + "median": 1014, + "mean": 1012.59, + "p25": 1007, + "p75": 1018, + "st_dev": 8.99, + "num": 306 + }, + "humidity": { + "min": 14, + "max": 100, + "median": 76, + "mean": 73.19, + "p25": 61, + "p75": 87, + "st_dev": 17.2, + "num": 301 + }, + "wind": { + "min": 0, + "max": 20.6, + "median": 3.6, + "mean": 5.16, + "p25": 2.05, + "p75": 7.2, + "st_dev": 4.37, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 45.93, + "p25": 10, + "p75": 75, + "st_dev": 32.79, + "num": 312 + } + }, + { + "month": 5, + "day": 3, + "temp": { + "record_min": 273.82, + "record_max": 296.42, + "average_min": 276.75, + "average_max": 283.94, + "median": 279.28, + "mean": 280.22, + "p25": 277.58, + "p75": 281.84, + "st_dev": 4.31, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1033, + "median": 1014, + "mean": 1013.84, + "p25": 1007, + "p75": 1020, + "st_dev": 9.73, + "num": 308 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 74, + "mean": 71.24, + "p25": 57, + "p75": 87, + "st_dev": 18.62, + "num": 299 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 2.63, + "mean": 3.84, + "p25": 1.82, + "p75": 5.14, + "st_dev": 2.88, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.33, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.09, + "p25": 17.5, + "p75": 75, + "st_dev": 32.59, + "num": 312 + } + }, + { + "month": 5, + "day": 4, + "temp": { + "record_min": 272.68, + "record_max": 292.42, + "average_min": 276.58, + "average_max": 283.99, + "median": 280.51, + "mean": 280.52, + "p25": 277.8, + "p75": 282.17, + "st_dev": 3.76, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1036, + "median": 1016, + "mean": 1014.68, + "p25": 1009, + "p75": 1021, + "st_dev": 10.08, + "num": 308 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 68, + "mean": 68.84, + "p25": 55, + "p75": 87, + "st_dev": 19.26, + "num": 306 + }, + "wind": { + "min": 0, + "max": 18, + "median": 3.81, + "mean": 4.66, + "p25": 2.1, + "p75": 6.7, + "st_dev": 3.27, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.77, + "p25": 0, + "p75": 75, + "st_dev": 36.85, + "num": 312 + } + }, + { + "month": 5, + "day": 5, + "temp": { + "record_min": 274.92, + "record_max": 290.15, + "average_min": 277.97, + "average_max": 284.39, + "median": 281.04, + "mean": 281.23, + "p25": 279.05, + "p75": 283.23, + "st_dev": 2.99, + "num": 312 + }, + "pressure": { + "min": 989, + "max": 1033, + "median": 1014, + "mean": 1013.05, + "p25": 1007, + "p75": 1021, + "st_dev": 10.56, + "num": 308 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 76, + "mean": 73.55, + "p25": 61.5, + "p75": 88, + "st_dev": 18.99, + "num": 308 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 4.1, + "mean": 4.2, + "p25": 2.28, + "p75": 5.14, + "st_dev": 2.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.92, + "p25": 20.5, + "p75": 75, + "st_dev": 33.67, + "num": 312 + } + }, + { + "month": 5, + "day": 6, + "temp": { + "record_min": 275.11, + "record_max": 288.82, + "average_min": 278.8, + "average_max": 285.1, + "median": 282.01, + "mean": 281.95, + "p25": 280.25, + "p75": 283.39, + "st_dev": 2.96, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1025, + "median": 1011, + "mean": 1011.42, + "p25": 1004, + "p75": 1021, + "st_dev": 9.24, + "num": 303 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 76, + "mean": 73.95, + "p25": 64, + "p75": 88, + "st_dev": 18.12, + "num": 302 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 3.71, + "mean": 4.21, + "p25": 2.06, + "p75": 5.94, + "st_dev": 2.63, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 99, + "median": 75, + "mean": 51.33, + "p25": 20, + "p75": 75, + "st_dev": 34.35, + "num": 312 + } + }, + { + "month": 5, + "day": 7, + "temp": { + "record_min": 274.9, + "record_max": 294.21, + "average_min": 278.69, + "average_max": 285.81, + "median": 281.88, + "mean": 282.21, + "p25": 279.58, + "p75": 284.19, + "st_dev": 3.78, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1029, + "median": 1017, + "mean": 1013.7, + "p25": 1004, + "p75": 1022, + "st_dev": 9.34, + "num": 307 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 77, + "mean": 73.98, + "p25": 58, + "p75": 92, + "st_dev": 18.88, + "num": 307 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 3.6, + "mean": 3.84, + "p25": 2.1, + "p75": 5.14, + "st_dev": 2.13, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0, + "st_dev": 0.54, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.3, + "p25": 0, + "p75": 75, + "st_dev": 36.15, + "num": 312 + } + }, + { + "month": 5, + "day": 8, + "temp": { + "record_min": 273.96, + "record_max": 297.05, + "average_min": 279.11, + "average_max": 286.19, + "median": 282.05, + "mean": 282.84, + "p25": 279.9, + "p75": 285.32, + "st_dev": 4.85, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1031, + "median": 1016, + "mean": 1015.65, + "p25": 1008, + "p75": 1022, + "st_dev": 8.6, + "num": 309 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 72, + "mean": 69.73, + "p25": 53, + "p75": 87, + "st_dev": 19.13, + "num": 309 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 3.6, + "mean": 3.91, + "p25": 2.1, + "p75": 5.14, + "st_dev": 2.17, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 46.18, + "p25": 20, + "p75": 75, + "st_dev": 34.52, + "num": 312 + } + }, + { + "month": 5, + "day": 9, + "temp": { + "record_min": 274.71, + "record_max": 299.68, + "average_min": 279.79, + "average_max": 287.08, + "median": 282.41, + "mean": 283.28, + "p25": 279.71, + "p75": 285.39, + "st_dev": 4.81, + "num": 312 + }, + "pressure": { + "min": 990, + "max": 1028, + "median": 1013, + "mean": 1011.14, + "p25": 1004, + "p75": 1020, + "st_dev": 9.68, + "num": 307 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 76, + "mean": 72.87, + "p25": 58, + "p75": 89, + "st_dev": 19.36, + "num": 307 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 3.1, + "mean": 3.44, + "p25": 1.59, + "p75": 4.6, + "st_dev": 2.14, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0.3, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.07, + "p25": 20, + "p75": 75, + "st_dev": 32.53, + "num": 312 + } + }, + { + "month": 5, + "day": 10, + "temp": { + "record_min": 273.94, + "record_max": 295.74, + "average_min": 279.02, + "average_max": 285.45, + "median": 282.37, + "mean": 282.31, + "p25": 279.99, + "p75": 284.22, + "st_dev": 3.79, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1024, + "median": 1007, + "mean": 1008.16, + "p25": 1001, + "p75": 1019, + "st_dev": 10.15, + "num": 307 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 87, + "mean": 80.99, + "p25": 70, + "p75": 93, + "st_dev": 16.57, + "num": 307 + }, + "wind": { + "min": 0, + "max": 17.5, + "median": 2.57, + "mean": 4.03, + "p25": 1.5, + "p75": 5.1, + "st_dev": 3.79, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.77, + "p25": 32, + "p75": 75, + "st_dev": 32.51, + "num": 312 + } + }, + { + "month": 5, + "day": 11, + "temp": { + "record_min": 274.46, + "record_max": 294.31, + "average_min": 279.59, + "average_max": 286.2, + "median": 282.55, + "mean": 282.89, + "p25": 280.75, + "p75": 285.15, + "st_dev": 3.7, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1024, + "median": 1011.5, + "mean": 1009.81, + "p25": 1002, + "p75": 1018, + "st_dev": 9.82, + "num": 312 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 82, + "mean": 78.8, + "p25": 67, + "p75": 93, + "st_dev": 15.91, + "num": 312 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 3.54, + "mean": 4.21, + "p25": 1.54, + "p75": 6.17, + "st_dev": 3.17, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0, + "st_dev": 0.76, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.42, + "p25": 14, + "p75": 75, + "st_dev": 34.23, + "num": 312 + } + }, + { + "month": 5, + "day": 12, + "temp": { + "record_min": 274.18, + "record_max": 292.42, + "average_min": 279.21, + "average_max": 286.08, + "median": 281.59, + "mean": 282.32, + "p25": 280.24, + "p75": 285.15, + "st_dev": 3.55, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1036, + "median": 1009, + "mean": 1011.59, + "p25": 1004, + "p75": 1021, + "st_dev": 10.88, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 81, + "mean": 79.62, + "p25": 70, + "p75": 93, + "st_dev": 14.69, + "num": 312 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 3.6, + "mean": 3.87, + "p25": 1.54, + "p75": 5.14, + "st_dev": 2.76, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 48.31, + "p25": 20, + "p75": 75, + "st_dev": 33.64, + "num": 312 + } + }, + { + "month": 5, + "day": 13, + "temp": { + "record_min": 274.54, + "record_max": 295.15, + "average_min": 278.81, + "average_max": 285.76, + "median": 281.91, + "mean": 282.37, + "p25": 279.97, + "p75": 284.06, + "st_dev": 4.11, + "num": 312 + }, + "pressure": { + "min": 989, + "max": 1039, + "median": 1010, + "mean": 1012.29, + "p25": 1005, + "p75": 1018, + "st_dev": 11.05, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 78, + "mean": 74.71, + "p25": 62, + "p75": 88, + "st_dev": 17.44, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 3.6, + "mean": 3.92, + "p25": 1.53, + "p75": 5.94, + "st_dev": 2.57, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 48.3, + "p25": 20, + "p75": 75, + "st_dev": 35.09, + "num": 312 + } + }, + { + "month": 5, + "day": 14, + "temp": { + "record_min": 274.76, + "record_max": 296.42, + "average_min": 279.57, + "average_max": 286.78, + "median": 282.43, + "mean": 282.99, + "p25": 280.21, + "p75": 285.02, + "st_dev": 4.41, + "num": 312 + }, + "pressure": { + "min": 996, + "max": 1037, + "median": 1013, + "mean": 1013.63, + "p25": 1007.5, + "p75": 1019, + "st_dev": 9.43, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 75, + "mean": 72.04, + "p25": 59, + "p75": 87, + "st_dev": 18.1, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.1, + "mean": 3.53, + "p25": 1.54, + "p75": 5.1, + "st_dev": 2.21, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 45.79, + "p25": 0, + "p75": 75, + "st_dev": 36.51, + "num": 312 + } + }, + { + "month": 5, + "day": 15, + "temp": { + "record_min": 275.11, + "record_max": 297.42, + "average_min": 279.44, + "average_max": 287.67, + "median": 282.49, + "mean": 283.47, + "p25": 280.47, + "p75": 285.59, + "st_dev": 4.78, + "num": 312 + }, + "pressure": { + "min": 997, + "max": 1031, + "median": 1015, + "mean": 1015.02, + "p25": 1011, + "p75": 1023, + "st_dev": 9.44, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 75, + "mean": 72.46, + "p25": 58, + "p75": 88, + "st_dev": 19.41, + "num": 312 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.88, + "mean": 3.56, + "p25": 1.54, + "p75": 4.63, + "st_dev": 2.51, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.04, + "p25": 0, + "p75": 75, + "st_dev": 35.28, + "num": 312 + } + }, + { + "month": 5, + "day": 16, + "temp": { + "record_min": 275.24, + "record_max": 296.42, + "average_min": 279.56, + "average_max": 286.18, + "median": 282.55, + "mean": 283.13, + "p25": 279.81, + "p75": 285.15, + "st_dev": 4.63, + "num": 312 + }, + "pressure": { + "min": 996, + "max": 1030, + "median": 1015, + "mean": 1014.26, + "p25": 1007, + "p75": 1022, + "st_dev": 8.9, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 80, + "mean": 74.68, + "p25": 61, + "p75": 90, + "st_dev": 18.83, + "num": 311 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.6, + "mean": 4.1, + "p25": 2.06, + "p75": 5.14, + "st_dev": 2.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0.3, + "st_dev": 0.56, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 46.53, + "p25": 0.5, + "p75": 75, + "st_dev": 35.72, + "num": 312 + } + }, + { + "month": 5, + "day": 17, + "temp": { + "record_min": 276.72, + "record_max": 296.42, + "average_min": 280.39, + "average_max": 287.3, + "median": 282.99, + "mean": 283.82, + "p25": 280.36, + "p75": 286.13, + "st_dev": 4.85, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1025, + "median": 1011, + "mean": 1012.54, + "p25": 1007, + "p75": 1019, + "st_dev": 7.63, + "num": 312 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 70, + "mean": 68.95, + "p25": 58, + "p75": 83, + "st_dev": 18.22, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.66, + "mean": 3.24, + "p25": 1.5, + "p75": 4.12, + "st_dev": 2.22, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 48.3, + "p25": 0, + "p75": 75, + "st_dev": 37.77, + "num": 312 + } + }, + { + "month": 5, + "day": 18, + "temp": { + "record_min": 276.57, + "record_max": 293.42, + "average_min": 280.46, + "average_max": 287.43, + "median": 283.52, + "mean": 284.23, + "p25": 281.53, + "p75": 287.36, + "st_dev": 3.93, + "num": 312 + }, + "pressure": { + "min": 994, + "max": 1027, + "median": 1013.5, + "mean": 1012.63, + "p25": 1006, + "p75": 1018, + "st_dev": 7.47, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 76, + "mean": 73.81, + "p25": 58, + "p75": 88.5, + "st_dev": 18.16, + "num": 312 + }, + "wind": { + "min": 0, + "max": 14.39, + "median": 2.77, + "mean": 3.18, + "p25": 1.56, + "p75": 4.12, + "st_dev": 1.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.49, + "p25": 19, + "p75": 75, + "st_dev": 33.64, + "num": 312 + } + }, + { + "month": 5, + "day": 19, + "temp": { + "record_min": 277.39, + "record_max": 299.49, + "average_min": 281.25, + "average_max": 288.77, + "median": 284.2, + "mean": 284.99, + "p25": 282.11, + "p75": 287.43, + "st_dev": 4.2, + "num": 312 + }, + "pressure": { + "min": 992, + "max": 1031, + "median": 1013, + "mean": 1012.36, + "p25": 1008, + "p75": 1016, + "st_dev": 8.33, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 76, + "mean": 72.88, + "p25": 58.5, + "p75": 88, + "st_dev": 17.45, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.6, + "mean": 2.87, + "p25": 1.5, + "p75": 4.1, + "st_dev": 1.64, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 40.88, + "p25": 0, + "p75": 75, + "st_dev": 35.12, + "num": 312 + } + }, + { + "month": 5, + "day": 20, + "temp": { + "record_min": 276.32, + "record_max": 298.66, + "average_min": 281.26, + "average_max": 289.66, + "median": 284.38, + "mean": 285.45, + "p25": 282.5, + "p75": 288.19, + "st_dev": 4.43, + "num": 312 + }, + "pressure": { + "min": 997, + "max": 1031, + "median": 1012, + "mean": 1012.7, + "p25": 1008, + "p75": 1016, + "st_dev": 7.74, + "num": 310 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 69, + "mean": 70.82, + "p25": 57, + "p75": 87, + "st_dev": 16.96, + "num": 310 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 3.46, + "mean": 3.25, + "p25": 1.64, + "p75": 4.6, + "st_dev": 1.7, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 36.38, + "p25": 0, + "p75": 75, + "st_dev": 33.9, + "num": 312 + } + }, + { + "month": 5, + "day": 21, + "temp": { + "record_min": 275.73, + "record_max": 297.42, + "average_min": 281.42, + "average_max": 289.6, + "median": 284.89, + "mean": 285.41, + "p25": 282.61, + "p75": 288.06, + "st_dev": 4.33, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1027, + "median": 1010, + "mean": 1012.03, + "p25": 1008, + "p75": 1018, + "st_dev": 7.19, + "num": 310 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 73.5, + "mean": 72.53, + "p25": 57, + "p75": 89, + "st_dev": 18.24, + "num": 310 + }, + "wind": { + "min": 0, + "max": 12.35, + "median": 3.46, + "mean": 3.9, + "p25": 2.06, + "p75": 5.66, + "st_dev": 2.55, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 0.4, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 45.45, + "p25": 0, + "p75": 75, + "st_dev": 36.46, + "num": 312 + } + }, + { + "month": 5, + "day": 22, + "temp": { + "record_min": 278.07, + "record_max": 298.42, + "average_min": 281.36, + "average_max": 288.15, + "median": 284.15, + "mean": 284.76, + "p25": 282.19, + "p75": 286.39, + "st_dev": 3.81, + "num": 312 + }, + "pressure": { + "min": 994, + "max": 1025, + "median": 1009, + "mean": 1009.99, + "p25": 1007, + "p75": 1014, + "st_dev": 6.87, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 87, + "mean": 77.56, + "p25": 62, + "p75": 93, + "st_dev": 20.43, + "num": 312 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 3.6, + "mean": 3.96, + "p25": 2.1, + "p75": 5.14, + "st_dev": 2.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.74, + "p25": 0, + "p75": 0.15, + "st_dev": 2.58, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.9, + "p25": 4.5, + "p75": 75, + "st_dev": 35.09, + "num": 312 + } + }, + { + "month": 5, + "day": 23, + "temp": { + "record_min": 277.44, + "record_max": 299.42, + "average_min": 281.37, + "average_max": 287.47, + "median": 283.75, + "mean": 284.22, + "p25": 281.41, + "p75": 285.86, + "st_dev": 4.03, + "num": 312 + }, + "pressure": { + "min": 998, + "max": 1028, + "median": 1009, + "mean": 1009.73, + "p25": 1004, + "p75": 1014, + "st_dev": 7.41, + "num": 312 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 78.5, + "mean": 75.82, + "p25": 66, + "p75": 88, + "st_dev": 15.93, + "num": 312 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 4.1, + "mean": 4.65, + "p25": 1.77, + "p75": 7.2, + "st_dev": 3.16, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 1.04, + "p25": 0, + "p75": 0.3, + "st_dev": 3.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.97, + "p25": 20, + "p75": 75, + "st_dev": 31.83, + "num": 312 + } + }, + { + "month": 5, + "day": 24, + "temp": { + "record_min": 277.01, + "record_max": 292.94, + "average_min": 280.69, + "average_max": 287.15, + "median": 283.49, + "mean": 283.81, + "p25": 281.42, + "p75": 286.15, + "st_dev": 3.27, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1030, + "median": 1010, + "mean": 1010.76, + "p25": 1004, + "p75": 1019, + "st_dev": 9.15, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 83, + "mean": 81.3, + "p25": 73, + "p75": 93, + "st_dev": 14.16, + "num": 311 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.58, + "mean": 3.93, + "p25": 2.06, + "p75": 5.14, + "st_dev": 2.57, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.65, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.35, + "p25": 40, + "p75": 75, + "st_dev": 30.45, + "num": 312 + } + }, + { + "month": 5, + "day": 25, + "temp": { + "record_min": 278.03, + "record_max": 296.15, + "average_min": 280.98, + "average_max": 287.84, + "median": 283.23, + "mean": 284.33, + "p25": 281.81, + "p75": 286.23, + "st_dev": 4.04, + "num": 312 + }, + "pressure": { + "min": 992, + "max": 1031, + "median": 1014, + "mean": 1014.12, + "p25": 1008, + "p75": 1021, + "st_dev": 9.81, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 87, + "mean": 79.8, + "p25": 71, + "p75": 93, + "st_dev": 17.22, + "num": 311 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 3.09, + "mean": 3.33, + "p25": 1.42, + "p75": 5.1, + "st_dev": 2.15, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.07, + "p25": 20, + "p75": 75, + "st_dev": 35.73, + "num": 312 + } + }, + { + "month": 5, + "day": 26, + "temp": { + "record_min": 278.41, + "record_max": 297.42, + "average_min": 281.35, + "average_max": 288.01, + "median": 283.63, + "mean": 284.64, + "p25": 282.11, + "p75": 287.05, + "st_dev": 4.06, + "num": 305 + }, + "pressure": { + "min": 997, + "max": 1033, + "median": 1015, + "mean": 1015.29, + "p25": 1007, + "p75": 1022, + "st_dev": 9.33, + "num": 305 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 81, + "mean": 76.74, + "p25": 68, + "p75": 88, + "st_dev": 16.75, + "num": 305 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.09, + "mean": 3.41, + "p25": 1.44, + "p75": 4.63, + "st_dev": 2.11, + "num": 305 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 305 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.03, + "p25": 11, + "p75": 75, + "st_dev": 34.88, + "num": 305 + } + }, + { + "month": 5, + "day": 27, + "temp": { + "record_min": 278.32, + "record_max": 302.15, + "average_min": 281.21, + "average_max": 288.99, + "median": 283.73, + "mean": 285.15, + "p25": 281.55, + "p75": 288.97, + "st_dev": 4.76, + "num": 288 + }, + "pressure": { + "min": 998, + "max": 1035, + "median": 1014, + "mean": 1014.81, + "p25": 1009, + "p75": 1021, + "st_dev": 9.39, + "num": 288 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 81, + "mean": 75.68, + "p25": 61.5, + "p75": 93, + "st_dev": 19.96, + "num": 288 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.36, + "mean": 3.98, + "p25": 1.62, + "p75": 5.14, + "st_dev": 2.81, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.39, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.95, + "p25": 8, + "p75": 75, + "st_dev": 34.06, + "num": 288 + } + }, + { + "month": 5, + "day": 28, + "temp": { + "record_min": 276.95, + "record_max": 294.06, + "average_min": 281.22, + "average_max": 287.74, + "median": 284.71, + "mean": 284.61, + "p25": 281.14, + "p75": 287.35, + "st_dev": 4, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1035, + "median": 1014, + "mean": 1014.57, + "p25": 1008, + "p75": 1022, + "st_dev": 10.21, + "num": 287 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 77, + "mean": 76, + "p25": 63, + "p75": 91, + "st_dev": 16.93, + "num": 287 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.1, + "mean": 3.39, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.21, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.37, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.76, + "p25": 20, + "p75": 75, + "st_dev": 32.77, + "num": 288 + } + }, + { + "month": 5, + "day": 29, + "temp": { + "record_min": 276.12, + "record_max": 296.15, + "average_min": 281.08, + "average_max": 288.03, + "median": 284.15, + "mean": 284.77, + "p25": 281.38, + "p75": 288.2, + "st_dev": 4.66, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1032, + "median": 1014, + "mean": 1016.06, + "p25": 1009, + "p75": 1025, + "st_dev": 9.74, + "num": 286 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 84.5, + "mean": 78.34, + "p25": 63, + "p75": 93, + "st_dev": 18.25, + "num": 286 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.6, + "mean": 2.99, + "p25": 1.54, + "p75": 4.1, + "st_dev": 1.79, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.27, + "p25": 20, + "p75": 75, + "st_dev": 34.69, + "num": 288 + } + }, + { + "month": 5, + "day": 30, + "temp": { + "record_min": 277.32, + "record_max": 303.15, + "average_min": 282.39, + "average_max": 290.34, + "median": 285.4, + "mean": 286.2, + "p25": 282.2, + "p75": 289.15, + "st_dev": 5.36, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1031, + "median": 1013, + "mean": 1015.39, + "p25": 1008, + "p75": 1025, + "st_dev": 10.4, + "num": 288 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 79.5, + "mean": 74.49, + "p25": 63, + "p75": 93, + "st_dev": 20.14, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.1, + "mean": 2.84, + "p25": 1.22, + "p75": 4.1, + "st_dev": 2.06, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 49.81, + "p25": 11.5, + "p75": 75, + "st_dev": 34.26, + "num": 288 + } + }, + { + "month": 5, + "day": 31, + "temp": { + "record_min": 278.11, + "record_max": 302.15, + "average_min": 283.09, + "average_max": 289.79, + "median": 285.53, + "mean": 286.3, + "p25": 282.53, + "p75": 288.62, + "st_dev": 5.08, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1032, + "median": 1018, + "mean": 1016.83, + "p25": 1014, + "p75": 1022, + "st_dev": 8.9, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 81.5, + "mean": 77.84, + "p25": 66, + "p75": 93, + "st_dev": 17.36, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 3.6, + "mean": 3.68, + "p25": 1.89, + "p75": 5.1, + "st_dev": 2.17, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.6, + "p25": 20, + "p75": 75, + "st_dev": 34.13, + "num": 288 + } + }, + { + "month": 6, + "day": 1, + "temp": { + "record_min": 276.82, + "record_max": 299.15, + "average_min": 282.14, + "average_max": 289.09, + "median": 285.43, + "mean": 285.56, + "p25": 282.81, + "p75": 287.85, + "st_dev": 4.16, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1030, + "median": 1020, + "mean": 1015.85, + "p25": 1009, + "p75": 1022, + "st_dev": 9.15, + "num": 288 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 82, + "mean": 77.05, + "p25": 63, + "p75": 93, + "st_dev": 17.19, + "num": 288 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.6, + "mean": 3.77, + "p25": 2.06, + "p75": 5.1, + "st_dev": 2.25, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0, + "st_dev": 0.73, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.43, + "p25": 20, + "p75": 75, + "st_dev": 35.82, + "num": 288 + } + }, + { + "month": 6, + "day": 2, + "temp": { + "record_min": 278.64, + "record_max": 300.81, + "average_min": 282.35, + "average_max": 289.21, + "median": 284.82, + "mean": 285.71, + "p25": 283.34, + "p75": 287.84, + "st_dev": 4.19, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1025, + "median": 1016, + "mean": 1013.65, + "p25": 1009, + "p75": 1021, + "st_dev": 10.39, + "num": 288 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 85.5, + "mean": 79.23, + "p25": 67, + "p75": 93, + "st_dev": 16.77, + "num": 288 + }, + "wind": { + "min": 0.36, + "max": 12.9, + "median": 3.6, + "mean": 3.77, + "p25": 2.06, + "p75": 5.12, + "st_dev": 2.35, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.51, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.55, + "p25": 0, + "p75": 75, + "st_dev": 36.93, + "num": 288 + } + }, + { + "month": 6, + "day": 3, + "temp": { + "record_min": 278.69, + "record_max": 301.05, + "average_min": 283.01, + "average_max": 289.68, + "median": 285.42, + "mean": 286.34, + "p25": 283.42, + "p75": 288.26, + "st_dev": 4.49, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1026, + "median": 1015, + "mean": 1012.43, + "p25": 1003, + "p75": 1020, + "st_dev": 9.58, + "num": 288 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 82, + "mean": 78.42, + "p25": 67.5, + "p75": 93, + "st_dev": 17.88, + "num": 288 + }, + "wind": { + "min": 0.51, + "max": 13.9, + "median": 3.6, + "mean": 4.18, + "p25": 2.06, + "p75": 5.66, + "st_dev": 3.06, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.4, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 49.93, + "p25": 20, + "p75": 75, + "st_dev": 34.23, + "num": 288 + } + }, + { + "month": 6, + "day": 4, + "temp": { + "record_min": 279.52, + "record_max": 298.89, + "average_min": 282.5, + "average_max": 288.47, + "median": 284.9, + "mean": 285.3, + "p25": 282.84, + "p75": 287.71, + "st_dev": 3.54, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1031, + "median": 1014.5, + "mean": 1013.36, + "p25": 1006, + "p75": 1024, + "st_dev": 11.57, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 85, + "mean": 81.01, + "p25": 69.5, + "p75": 93, + "st_dev": 15.36, + "num": 288 + }, + "wind": { + "min": 0, + "max": 15.43, + "median": 3.26, + "mean": 4.04, + "p25": 1.99, + "p75": 5.66, + "st_dev": 2.88, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 47.78, + "p25": 9, + "p75": 75, + "st_dev": 35.57, + "num": 288 + } + }, + { + "month": 6, + "day": 5, + "temp": { + "record_min": 279.05, + "record_max": 298.59, + "average_min": 282.63, + "average_max": 290.35, + "median": 285.79, + "mean": 286.22, + "p25": 283.28, + "p75": 288.68, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1032, + "median": 1016, + "mean": 1011.95, + "p25": 1004, + "p75": 1023, + "st_dev": 12.57, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 76, + "mean": 74.8, + "p25": 62, + "p75": 88, + "st_dev": 15.97, + "num": 288 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 3.1, + "mean": 3.44, + "p25": 1.54, + "p75": 4.63, + "st_dev": 2.25, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 46, + "mean": 45.1, + "p25": 12, + "p75": 75, + "st_dev": 32.36, + "num": 288 + } + }, + { + "month": 6, + "day": 6, + "temp": { + "record_min": 280.28, + "record_max": 298.42, + "average_min": 282.34, + "average_max": 290.72, + "median": 285.94, + "mean": 286.42, + "p25": 283.61, + "p75": 288.32, + "st_dev": 3.91, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1024, + "median": 1013, + "mean": 1011.23, + "p25": 1005, + "p75": 1021, + "st_dev": 10.5, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 79, + "mean": 77.31, + "p25": 67, + "p75": 92, + "st_dev": 15.6, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 12.3, + "median": 3.6, + "mean": 3.71, + "p25": 1.87, + "p75": 5.1, + "st_dev": 2.21, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0, + "st_dev": 0.58, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 94, + "median": 40, + "mean": 43.17, + "p25": 12, + "p75": 75, + "st_dev": 32.5, + "num": 288 + } + }, + { + "month": 6, + "day": 7, + "temp": { + "record_min": 279.91, + "record_max": 295.42, + "average_min": 282.3, + "average_max": 289.31, + "median": 285.81, + "mean": 285.84, + "p25": 283.14, + "p75": 287.99, + "st_dev": 3.6, + "num": 288 + }, + "pressure": { + "min": 980, + "max": 1026, + "median": 1016, + "mean": 1012.74, + "p25": 1008, + "p75": 1021, + "st_dev": 9.99, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 87, + "mean": 79.95, + "p25": 68, + "p75": 93, + "st_dev": 16.24, + "num": 288 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 3.1, + "mean": 3.74, + "p25": 1.97, + "p75": 4.62, + "st_dev": 2.81, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0, + "st_dev": 0.78, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64, + "mean": 49.17, + "p25": 20, + "p75": 75, + "st_dev": 32.23, + "num": 288 + } + }, + { + "month": 6, + "day": 8, + "temp": { + "record_min": 278.13, + "record_max": 296.56, + "average_min": 281.71, + "average_max": 289.03, + "median": 285.1, + "mean": 285.47, + "p25": 282.74, + "p75": 288.37, + "st_dev": 3.68, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1032, + "median": 1016, + "mean": 1013.15, + "p25": 1005, + "p75": 1021, + "st_dev": 10.26, + "num": 288 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 81, + "mean": 78.7, + "p25": 67.5, + "p75": 91, + "st_dev": 14.39, + "num": 288 + }, + "wind": { + "min": 0.1, + "max": 11.8, + "median": 3.1, + "mean": 3.59, + "p25": 2.06, + "p75": 4.63, + "st_dev": 2.32, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 24, + "mean": 37.58, + "p25": 0, + "p75": 75, + "st_dev": 32.87, + "num": 288 + } + }, + { + "month": 6, + "day": 9, + "temp": { + "record_min": 276.28, + "record_max": 294.42, + "average_min": 281.84, + "average_max": 288.95, + "median": 285.2, + "mean": 285.55, + "p25": 283.2, + "p75": 288.12, + "st_dev": 3.65, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1032, + "median": 1016, + "mean": 1012.73, + "p25": 1006, + "p75": 1020, + "st_dev": 11.12, + "num": 288 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 82, + "mean": 79.59, + "p25": 68, + "p75": 93, + "st_dev": 15.03, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.34, + "mean": 2.8, + "p25": 1.17, + "p75": 4.1, + "st_dev": 1.99, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 49.28, + "p25": 20, + "p75": 75, + "st_dev": 32.99, + "num": 288 + } + }, + { + "month": 6, + "day": 10, + "temp": { + "record_min": 275.71, + "record_max": 296.15, + "average_min": 282.55, + "average_max": 289.38, + "median": 286.12, + "mean": 286.19, + "p25": 284.04, + "p75": 288.42, + "st_dev": 3.34, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1029, + "median": 1015, + "mean": 1013.02, + "p25": 1010.5, + "p75": 1020, + "st_dev": 9.57, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 83.5, + "mean": 80, + "p25": 69.5, + "p75": 93, + "st_dev": 16, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.71, + "mean": 3.56, + "p25": 1.29, + "p75": 5.66, + "st_dev": 2.48, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.62, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.59, + "p25": 20, + "p75": 75, + "st_dev": 35.57, + "num": 288 + } + }, + { + "month": 6, + "day": 11, + "temp": { + "record_min": 280.14, + "record_max": 297.49, + "average_min": 283.24, + "average_max": 290.27, + "median": 286.41, + "mean": 286.78, + "p25": 283.98, + "p75": 289.16, + "st_dev": 3.77, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1025, + "median": 1013, + "mean": 1012.8, + "p25": 1008, + "p75": 1020, + "st_dev": 9.12, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 82, + "mean": 76.03, + "p25": 65, + "p75": 90, + "st_dev": 17.75, + "num": 288 + }, + "wind": { + "min": 0, + "max": 12.34, + "median": 4.1, + "mean": 4.68, + "p25": 2.1, + "p75": 7.2, + "st_dev": 3.03, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 55.5, + "mean": 49.45, + "p25": 20, + "p75": 75, + "st_dev": 33.64, + "num": 288 + } + }, + { + "month": 6, + "day": 12, + "temp": { + "record_min": 279.61, + "record_max": 298.78, + "average_min": 283.13, + "average_max": 289.59, + "median": 285.15, + "mean": 286.51, + "p25": 283.44, + "p75": 289.45, + "st_dev": 4.15, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1024, + "median": 1012, + "mean": 1012, + "p25": 1009.5, + "p75": 1018, + "st_dev": 8.39, + "num": 288 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 76, + "mean": 72.66, + "p25": 58.5, + "p75": 87, + "st_dev": 18.57, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 3.23, + "mean": 3.69, + "p25": 1.74, + "p75": 5.14, + "st_dev": 2.23, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0, + "st_dev": 0.59, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.17, + "p25": 20, + "p75": 75, + "st_dev": 32.96, + "num": 288 + } + }, + { + "month": 6, + "day": 13, + "temp": { + "record_min": 279.06, + "record_max": 297.3, + "average_min": 282.66, + "average_max": 289.2, + "median": 285.15, + "mean": 286.01, + "p25": 283.47, + "p75": 287.49, + "st_dev": 3.96, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1023, + "median": 1010, + "mean": 1011.61, + "p25": 1008, + "p75": 1019, + "st_dev": 7.43, + "num": 288 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 78.5, + "mean": 76.86, + "p25": 66, + "p75": 93, + "st_dev": 17.17, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.57, + "mean": 2.96, + "p25": 1.54, + "p75": 4.1, + "st_dev": 1.97, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.97, + "p25": 29.5, + "p75": 75, + "st_dev": 31.62, + "num": 288 + } + }, + { + "month": 6, + "day": 14, + "temp": { + "record_min": 278.09, + "record_max": 299.22, + "average_min": 283.14, + "average_max": 290.02, + "median": 286.28, + "mean": 286.68, + "p25": 283.62, + "p75": 289.52, + "st_dev": 4.3, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1023, + "median": 1010.5, + "mean": 1010.23, + "p25": 1002, + "p75": 1019, + "st_dev": 9.49, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 80, + "mean": 75.99, + "p25": 63, + "p75": 93, + "st_dev": 18.1, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.44, + "mean": 3.29, + "p25": 1.52, + "p75": 4.38, + "st_dev": 2.53, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.35, + "p25": 20, + "p75": 75, + "st_dev": 32.37, + "num": 288 + } + }, + { + "month": 6, + "day": 15, + "temp": { + "record_min": 277.83, + "record_max": 296.56, + "average_min": 283.55, + "average_max": 290.73, + "median": 286.55, + "mean": 287.03, + "p25": 284.07, + "p75": 290.15, + "st_dev": 4.48, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1024, + "median": 1015, + "mean": 1011.45, + "p25": 1003, + "p75": 1019, + "st_dev": 9.6, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 76, + "mean": 74.26, + "p25": 63, + "p75": 87, + "st_dev": 16.27, + "num": 288 + }, + "wind": { + "min": 0.1, + "max": 9.77, + "median": 3.09, + "mean": 3.24, + "p25": 1.54, + "p75": 4.63, + "st_dev": 1.87, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.22, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64.5, + "mean": 53.67, + "p25": 30.5, + "p75": 75, + "st_dev": 30.19, + "num": 288 + } + }, + { + "month": 6, + "day": 16, + "temp": { + "record_min": 277.44, + "record_max": 298.69, + "average_min": 283.16, + "average_max": 290.7, + "median": 287.18, + "mean": 287.12, + "p25": 284.54, + "p75": 289.04, + "st_dev": 3.65, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1023, + "median": 1014, + "mean": 1011.65, + "p25": 1005, + "p75": 1018, + "st_dev": 8.12, + "num": 288 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 77, + "mean": 76.5, + "p25": 65.5, + "p75": 87, + "st_dev": 14.98, + "num": 288 + }, + "wind": { + "min": 0.1, + "max": 11.31, + "median": 3.1, + "mean": 3.41, + "p25": 1.51, + "p75": 5.1, + "st_dev": 2.16, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 66, + "mean": 49.53, + "p25": 20, + "p75": 75, + "st_dev": 31.39, + "num": 288 + } + }, + { + "month": 6, + "day": 17, + "temp": { + "record_min": 279.77, + "record_max": 294.93, + "average_min": 283.64, + "average_max": 289.84, + "median": 286.59, + "mean": 286.51, + "p25": 284.76, + "p75": 288.21, + "st_dev": 2.93, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1027, + "median": 1010, + "mean": 1009.49, + "p25": 1004, + "p75": 1015, + "st_dev": 7.11, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 87, + "mean": 84.25, + "p25": 76, + "p75": 94, + "st_dev": 13.23, + "num": 288 + }, + "wind": { + "min": 0.2, + "max": 13.4, + "median": 2.1, + "mean": 3.16, + "p25": 1.5, + "p75": 3.6, + "st_dev": 2.74, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 0.63, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.07, + "p25": 40, + "p75": 90, + "st_dev": 30.38, + "num": 288 + } + }, + { + "month": 6, + "day": 18, + "temp": { + "record_min": 281.18, + "record_max": 297.58, + "average_min": 283.4, + "average_max": 289.3, + "median": 285.67, + "mean": 286.17, + "p25": 284.23, + "p75": 287.46, + "st_dev": 3.03, + "num": 285 + }, + "pressure": { + "min": 989, + "max": 1024, + "median": 1011, + "mean": 1010.92, + "p25": 1007, + "p75": 1015, + "st_dev": 6.56, + "num": 285 + }, + "humidity": { + "min": 56, + "max": 100, + "median": 85, + "mean": 83.84, + "p25": 75, + "p75": 94, + "st_dev": 12.09, + "num": 285 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.47, + "mean": 3.39, + "p25": 1.51, + "p75": 4.63, + "st_dev": 2.69, + "num": 285 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 285 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.04, + "p25": 40, + "p75": 90, + "st_dev": 31.86, + "num": 285 + } + }, + { + "month": 6, + "day": 19, + "temp": { + "record_min": 280.57, + "record_max": 300.15, + "average_min": 283.27, + "average_max": 289.55, + "median": 285.15, + "mean": 286.3, + "p25": 283.52, + "p75": 288.35, + "st_dev": 3.97, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1032, + "median": 1012, + "mean": 1011.52, + "p25": 1010, + "p75": 1014.5, + "st_dev": 5.89, + "num": 288 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 79.5, + "mean": 79.18, + "p25": 68, + "p75": 93, + "st_dev": 13.81, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 3.51, + "mean": 3.76, + "p25": 1.6, + "p75": 5.14, + "st_dev": 2.33, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 53.37, + "p25": 29, + "p75": 75, + "st_dev": 31.41, + "num": 288 + } + }, + { + "month": 6, + "day": 20, + "temp": { + "record_min": 279.8, + "record_max": 295.42, + "average_min": 283.22, + "average_max": 288.43, + "median": 285.3, + "mean": 285.77, + "p25": 283.39, + "p75": 287.55, + "st_dev": 3.24, + "num": 288 + }, + "pressure": { + "min": 995, + "max": 1018, + "median": 1012.5, + "mean": 1010.65, + "p25": 1006, + "p75": 1014, + "st_dev": 5.54, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 86.5, + "mean": 82.53, + "p25": 75.5, + "p75": 93, + "st_dev": 13.23, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.1, + "mean": 2.56, + "p25": 1.31, + "p75": 3.6, + "st_dev": 1.78, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.68, + "p25": 38.5, + "p75": 75, + "st_dev": 31.28, + "num": 288 + } + }, + { + "month": 6, + "day": 21, + "temp": { + "record_min": 279.68, + "record_max": 293.42, + "average_min": 282.93, + "average_max": 288.21, + "median": 285.4, + "mean": 285.64, + "p25": 283.98, + "p75": 287.43, + "st_dev": 2.71, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1019, + "median": 1011, + "mean": 1010.57, + "p25": 1009, + "p75": 1014, + "st_dev": 4.68, + "num": 288 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 82, + "mean": 81.93, + "p25": 72.5, + "p75": 93, + "st_dev": 13.32, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.6, + "mean": 3.28, + "p25": 1.31, + "p75": 5.14, + "st_dev": 2.34, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.58, + "p25": 40, + "p75": 75, + "st_dev": 31.03, + "num": 288 + } + }, + { + "month": 6, + "day": 22, + "temp": { + "record_min": 279.64, + "record_max": 292.45, + "average_min": 282.94, + "average_max": 288.36, + "median": 286.11, + "mean": 285.89, + "p25": 284.13, + "p75": 287.75, + "st_dev": 2.66, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1023, + "median": 1014, + "mean": 1011.78, + "p25": 1008, + "p75": 1017, + "st_dev": 7.28, + "num": 288 + }, + "humidity": { + "min": 55, + "max": 100, + "median": 82, + "mean": 82.17, + "p25": 72, + "p75": 93, + "st_dev": 11.86, + "num": 288 + }, + "wind": { + "min": 0, + "max": 113.7, + "median": 3.6, + "mean": 4.2, + "p25": 1.54, + "p75": 5.66, + "st_dev": 6.98, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.72, + "p25": 40, + "p75": 75, + "st_dev": 29.85, + "num": 288 + } + }, + { + "month": 6, + "day": 23, + "temp": { + "record_min": 281.04, + "record_max": 299.82, + "average_min": 283.42, + "average_max": 289.43, + "median": 286.33, + "mean": 286.35, + "p25": 284.73, + "p75": 287.85, + "st_dev": 2.64, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1027, + "median": 1015, + "mean": 1012.47, + "p25": 1004, + "p75": 1020, + "st_dev": 9.28, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 84.5, + "mean": 82.15, + "p25": 71, + "p75": 94, + "st_dev": 14.52, + "num": 288 + }, + "wind": { + "min": 0, + "max": 15.93, + "median": 2.31, + "mean": 3.51, + "p25": 1.47, + "p75": 5.14, + "st_dev": 2.75, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.54, + "p25": 24, + "p75": 75, + "st_dev": 31.44, + "num": 288 + } + }, + { + "month": 6, + "day": 24, + "temp": { + "record_min": 280.88, + "record_max": 301.42, + "average_min": 283.55, + "average_max": 290.88, + "median": 286.88, + "mean": 287.3, + "p25": 283.76, + "p75": 289.41, + "st_dev": 4.26, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1028, + "median": 1016, + "mean": 1012.02, + "p25": 1005, + "p75": 1020, + "st_dev": 11.88, + "num": 288 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 82, + "mean": 78.5, + "p25": 65, + "p75": 93, + "st_dev": 17.93, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.1, + "mean": 2.58, + "p25": 1.19, + "p75": 3.6, + "st_dev": 1.82, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 48.16, + "p25": 6, + "p75": 83, + "st_dev": 37.62, + "num": 288 + } + }, + { + "month": 6, + "day": 25, + "temp": { + "record_min": 280.17, + "record_max": 296.78, + "average_min": 284.49, + "average_max": 290.54, + "median": 287.14, + "mean": 287.44, + "p25": 284.79, + "p75": 290.08, + "st_dev": 4.11, + "num": 288 + }, + "pressure": { + "min": 977, + "max": 1027, + "median": 1016, + "mean": 1013.12, + "p25": 1010, + "p75": 1019, + "st_dev": 11.47, + "num": 288 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 87, + "mean": 81.64, + "p25": 72, + "p75": 94, + "st_dev": 16.59, + "num": 288 + }, + "wind": { + "min": 0, + "max": 62.2, + "median": 2.47, + "mean": 2.88, + "p25": 1.28, + "p75": 3.6, + "st_dev": 3.9, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.48, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.5, + "p25": 16.5, + "p75": 75, + "st_dev": 34.66, + "num": 288 + } + }, + { + "month": 6, + "day": 26, + "temp": { + "record_min": 277.96, + "record_max": 301.62, + "average_min": 283.95, + "average_max": 291.72, + "median": 287.15, + "mean": 287.66, + "p25": 285.15, + "p75": 289.39, + "st_dev": 4.22, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1027, + "median": 1015, + "mean": 1014.41, + "p25": 1011.5, + "p75": 1019, + "st_dev": 7.71, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 82, + "mean": 79.92, + "p25": 68, + "p75": 93, + "st_dev": 16.01, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 3.09, + "mean": 3.75, + "p25": 1.54, + "p75": 5.1, + "st_dev": 2.6, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 46.78, + "p25": 20, + "p75": 75, + "st_dev": 30.53, + "num": 288 + } + }, + { + "month": 6, + "day": 27, + "temp": { + "record_min": 278.82, + "record_max": 301.84, + "average_min": 283.61, + "average_max": 292.13, + "median": 287.24, + "mean": 287.96, + "p25": 284.75, + "p75": 290.28, + "st_dev": 4.73, + "num": 288 + }, + "pressure": { + "min": 995, + "max": 1028, + "median": 1013, + "mean": 1013.34, + "p25": 1009, + "p75": 1018, + "st_dev": 7.73, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 76, + "mean": 74.48, + "p25": 62.5, + "p75": 87, + "st_dev": 16.15, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 3.6, + "mean": 3.97, + "p25": 2.1, + "p75": 5.66, + "st_dev": 2.28, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 40.64, + "p25": 4.5, + "p75": 75, + "st_dev": 31.61, + "num": 288 + } + }, + { + "month": 6, + "day": 28, + "temp": { + "record_min": 280, + "record_max": 295.15, + "average_min": 283.42, + "average_max": 291.1, + "median": 287.39, + "mean": 287.37, + "p25": 285.14, + "p75": 289.94, + "st_dev": 3.03, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1027, + "median": 1012, + "mean": 1011.58, + "p25": 1008, + "p75": 1016, + "st_dev": 7.87, + "num": 288 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 77, + "mean": 78.01, + "p25": 67, + "p75": 88.5, + "st_dev": 12.81, + "num": 288 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 3.6, + "mean": 3.79, + "p25": 2.04, + "p75": 5.1, + "st_dev": 2.46, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 40, + "mean": 47.88, + "p25": 20, + "p75": 75, + "st_dev": 28.37, + "num": 288 + } + }, + { + "month": 6, + "day": 29, + "temp": { + "record_min": 279.63, + "record_max": 294.3, + "average_min": 283.47, + "average_max": 290.31, + "median": 286.98, + "mean": 287.11, + "p25": 285.15, + "p75": 289.09, + "st_dev": 2.99, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1025, + "median": 1010, + "mean": 1010.24, + "p25": 1007, + "p75": 1015, + "st_dev": 6.96, + "num": 288 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 76, + "mean": 74.58, + "p25": 63, + "p75": 87, + "st_dev": 16.41, + "num": 288 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.6, + "mean": 3.98, + "p25": 2.05, + "p75": 5.66, + "st_dev": 2.61, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.17, + "p25": 1, + "p75": 75, + "st_dev": 33.77, + "num": 288 + } + }, + { + "month": 6, + "day": 30, + "temp": { + "record_min": 278.91, + "record_max": 297.42, + "average_min": 283.83, + "average_max": 291.23, + "median": 286.94, + "mean": 287.9, + "p25": 285.43, + "p75": 290.06, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1022, + "median": 1008, + "mean": 1007.22, + "p25": 1003, + "p75": 1012.5, + "st_dev": 7.79, + "num": 288 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 72, + "mean": 71.83, + "p25": 59, + "p75": 87, + "st_dev": 17.25, + "num": 288 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.09, + "mean": 3.49, + "p25": 1.44, + "p75": 4.39, + "st_dev": 2.67, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.09, + "p25": 8, + "p75": 75, + "st_dev": 32.33, + "num": 288 + } + }, + { + "month": 7, + "day": 1, + "temp": { + "record_min": 280.23, + "record_max": 299.42, + "average_min": 283.89, + "average_max": 291.8, + "median": 287.09, + "mean": 287.88, + "p25": 284.89, + "p75": 290.15, + "st_dev": 4.04, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1025, + "median": 1008, + "mean": 1007.15, + "p25": 999, + "p75": 1015, + "st_dev": 9.6, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 71, + "mean": 72.22, + "p25": 60, + "p75": 87, + "st_dev": 16.95, + "num": 288 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 3.28, + "mean": 3.93, + "p25": 1.54, + "p75": 5.1, + "st_dev": 2.99, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 40, + "mean": 43.45, + "p25": 8, + "p75": 75, + "st_dev": 32.26, + "num": 288 + } + }, + { + "month": 7, + "day": 2, + "temp": { + "record_min": 281.05, + "record_max": 301.34, + "average_min": 283.32, + "average_max": 289.83, + "median": 285.41, + "mean": 286.54, + "p25": 283.53, + "p75": 288.34, + "st_dev": 4.11, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1022, + "median": 1008, + "mean": 1007.65, + "p25": 1002.5, + "p75": 1015, + "st_dev": 9.62, + "num": 288 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 81, + "mean": 76.38, + "p25": 67, + "p75": 89, + "st_dev": 17.63, + "num": 288 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.6, + "mean": 4.29, + "p25": 2.57, + "p75": 5.7, + "st_dev": 2.5, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.87, + "p25": 40, + "p75": 75, + "st_dev": 31.01, + "num": 288 + } + }, + { + "month": 7, + "day": 3, + "temp": { + "record_min": 280.43, + "record_max": 298.76, + "average_min": 283.13, + "average_max": 288.61, + "median": 285.66, + "mean": 285.67, + "p25": 283.4, + "p75": 288.08, + "st_dev": 2.8, + "num": 282 + }, + "pressure": { + "min": 989, + "max": 1025, + "median": 1009, + "mean": 1008.31, + "p25": 1003, + "p75": 1016, + "st_dev": 9.05, + "num": 282 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 82, + "mean": 80.49, + "p25": 72, + "p75": 93, + "st_dev": 14.54, + "num": 282 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 3.6, + "mean": 3.9, + "p25": 2.1, + "p75": 5.1, + "st_dev": 2.24, + "num": 282 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.33, + "num": 282 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.6, + "p25": 40, + "p75": 75, + "st_dev": 25.35, + "num": 282 + } + }, + { + "month": 7, + "day": 4, + "temp": { + "record_min": 280.55, + "record_max": 300.37, + "average_min": 283.34, + "average_max": 290.15, + "median": 286.15, + "mean": 286.74, + "p25": 284.53, + "p75": 288.38, + "st_dev": 3.32, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1025, + "median": 1007.5, + "mean": 1006.47, + "p25": 1001, + "p75": 1012, + "st_dev": 8.15, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 82, + "mean": 78.59, + "p25": 68, + "p75": 93, + "st_dev": 15.8, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3.6, + "mean": 4.06, + "p25": 2.57, + "p75": 5.14, + "st_dev": 2.23, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.37, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.19, + "p25": 40, + "p75": 75, + "st_dev": 28.15, + "num": 288 + } + }, + { + "month": 7, + "day": 5, + "temp": { + "record_min": 280.38, + "record_max": 301.11, + "average_min": 283.94, + "average_max": 290.78, + "median": 286.59, + "mean": 287.24, + "p25": 285.05, + "p75": 288.99, + "st_dev": 3.71, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1019, + "median": 1008, + "mean": 1005.99, + "p25": 1001, + "p75": 1012, + "st_dev": 8.75, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 82, + "mean": 79.54, + "p25": 67, + "p75": 93, + "st_dev": 15.61, + "num": 288 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.6, + "mean": 4, + "p25": 2.16, + "p75": 5.14, + "st_dev": 2.21, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 99, + "median": 75, + "mean": 54.7, + "p25": 32, + "p75": 75, + "st_dev": 27.04, + "num": 288 + } + }, + { + "month": 7, + "day": 6, + "temp": { + "record_min": 279.11, + "record_max": 295.16, + "average_min": 283.46, + "average_max": 288.76, + "median": 286.15, + "mean": 286.16, + "p25": 284.41, + "p75": 288.15, + "st_dev": 2.59, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1029, + "median": 1006, + "mean": 1007.16, + "p25": 1002, + "p75": 1013, + "st_dev": 8.28, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 82, + "mean": 79.65, + "p25": 69, + "p75": 93, + "st_dev": 16.12, + "num": 288 + }, + "wind": { + "min": 0, + "max": 24.7, + "median": 3.19, + "mean": 4.68, + "p25": 2.06, + "p75": 5.42, + "st_dev": 4.11, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.54, + "p25": 44, + "p75": 75, + "st_dev": 21.8, + "num": 288 + } + }, + { + "month": 7, + "day": 7, + "temp": { + "record_min": 279.55, + "record_max": 294.17, + "average_min": 283.23, + "average_max": 289.23, + "median": 285.57, + "mean": 286.1, + "p25": 284.23, + "p75": 288.15, + "st_dev": 3.05, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1030, + "median": 1009, + "mean": 1010.43, + "p25": 1006, + "p75": 1016, + "st_dev": 8.84, + "num": 288 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 87, + "mean": 81.34, + "p25": 70.5, + "p75": 93, + "st_dev": 14.58, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 11.3, + "median": 3.6, + "mean": 4.37, + "p25": 2.21, + "p75": 6.17, + "st_dev": 2.6, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.77, + "p25": 44, + "p75": 75, + "st_dev": 27.04, + "num": 288 + } + }, + { + "month": 7, + "day": 8, + "temp": { + "record_min": 281.49, + "record_max": 295.15, + "average_min": 283.72, + "average_max": 289.6, + "median": 286.29, + "mean": 286.75, + "p25": 284.42, + "p75": 288.83, + "st_dev": 3.02, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1036, + "median": 1015, + "mean": 1013.3, + "p25": 1007.5, + "p75": 1021, + "st_dev": 10.46, + "num": 288 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 87, + "mean": 82.52, + "p25": 72, + "p75": 93, + "st_dev": 14.5, + "num": 288 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.6, + "mean": 4.04, + "p25": 2.1, + "p75": 5.1, + "st_dev": 2.33, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.68, + "p25": 40, + "p75": 75, + "st_dev": 30.54, + "num": 288 + } + }, + { + "month": 7, + "day": 9, + "temp": { + "record_min": 279.54, + "record_max": 302.15, + "average_min": 283.57, + "average_max": 290.12, + "median": 286.21, + "mean": 286.99, + "p25": 284.1, + "p75": 289.15, + "st_dev": 4.42, + "num": 287 + }, + "pressure": { + "min": 992, + "max": 1036, + "median": 1017, + "mean": 1015.22, + "p25": 1010, + "p75": 1021, + "st_dev": 9.63, + "num": 287 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 78.14, + "p25": 67, + "p75": 93, + "st_dev": 16.82, + "num": 287 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3.1, + "mean": 3.76, + "p25": 2.06, + "p75": 5.1, + "st_dev": 2.44, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 49.6, + "p25": 20, + "p75": 75, + "st_dev": 30.23, + "num": 287 + } + }, + { + "month": 7, + "day": 10, + "temp": { + "record_min": 278.73, + "record_max": 300.15, + "average_min": 283.93, + "average_max": 290.73, + "median": 287.18, + "mean": 287.43, + "p25": 285.19, + "p75": 289.15, + "st_dev": 3.77, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1031, + "median": 1016, + "mean": 1014.11, + "p25": 1010, + "p75": 1018, + "st_dev": 7.51, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 82, + "mean": 78.35, + "p25": 67, + "p75": 93, + "st_dev": 16.51, + "num": 288 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.09, + "mean": 3.15, + "p25": 1.51, + "p75": 4.6, + "st_dev": 1.99, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 49.56, + "p25": 20, + "p75": 75, + "st_dev": 31.96, + "num": 288 + } + }, + { + "month": 7, + "day": 11, + "temp": { + "record_min": 279.85, + "record_max": 300.15, + "average_min": 284.77, + "average_max": 290.87, + "median": 287.87, + "mean": 287.76, + "p25": 285.37, + "p75": 289.94, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1026, + "median": 1013, + "mean": 1012.07, + "p25": 1007, + "p75": 1019, + "st_dev": 8.55, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 82, + "mean": 79.18, + "p25": 68, + "p75": 93, + "st_dev": 16.35, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 3.1, + "mean": 3.16, + "p25": 1.54, + "p75": 4.1, + "st_dev": 1.76, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.22, + "p25": 20, + "p75": 75, + "st_dev": 30.45, + "num": 288 + } + }, + { + "month": 7, + "day": 12, + "temp": { + "record_min": 280.79, + "record_max": 296.15, + "average_min": 284.72, + "average_max": 291.2, + "median": 287.32, + "mean": 287.85, + "p25": 285.97, + "p75": 290.02, + "st_dev": 3.06, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1024, + "median": 1013, + "mean": 1011.55, + "p25": 1004, + "p75": 1017.5, + "st_dev": 7.63, + "num": 288 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 83, + "mean": 81.04, + "p25": 72, + "p75": 93, + "st_dev": 14.98, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 3.1, + "mean": 3.61, + "p25": 2.06, + "p75": 4.87, + "st_dev": 2.29, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.56, + "p25": 20, + "p75": 75, + "st_dev": 30.35, + "num": 288 + } + }, + { + "month": 7, + "day": 13, + "temp": { + "record_min": 281.45, + "record_max": 297.44, + "average_min": 284.69, + "average_max": 291.32, + "median": 286.86, + "mean": 287.67, + "p25": 285.34, + "p75": 289.53, + "st_dev": 3.49, + "num": 288 + }, + "pressure": { + "min": 997, + "max": 1022, + "median": 1012, + "mean": 1011.67, + "p25": 1007, + "p75": 1016, + "st_dev": 5.91, + "num": 288 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 82, + "mean": 79.9, + "p25": 71.5, + "p75": 93, + "st_dev": 16.14, + "num": 288 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 3.1, + "mean": 3.57, + "p25": 1.53, + "p75": 5.1, + "st_dev": 2.55, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 49.25, + "p25": 20, + "p75": 75, + "st_dev": 31.48, + "num": 288 + } + }, + { + "month": 7, + "day": 14, + "temp": { + "record_min": 278.36, + "record_max": 295.25, + "average_min": 284.21, + "average_max": 289.98, + "median": 286.94, + "mean": 287.17, + "p25": 285.06, + "p75": 289.5, + "st_dev": 3.11, + "num": 288 + }, + "pressure": { + "min": 995, + "max": 1023, + "median": 1011, + "mean": 1009.87, + "p25": 1006, + "p75": 1014.5, + "st_dev": 6.88, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 82, + "mean": 80.18, + "p25": 71, + "p75": 93, + "st_dev": 15.27, + "num": 288 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 2.6, + "mean": 3.58, + "p25": 1.5, + "p75": 4.6, + "st_dev": 2.96, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.99, + "p25": 40, + "p75": 75, + "st_dev": 28.01, + "num": 288 + } + }, + { + "month": 7, + "day": 15, + "temp": { + "record_min": 280.92, + "record_max": 296.15, + "average_min": 284.08, + "average_max": 289.59, + "median": 286.87, + "mean": 286.92, + "p25": 284.7, + "p75": 288.41, + "st_dev": 2.76, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1022, + "median": 1011, + "mean": 1009.55, + "p25": 1001, + "p75": 1016, + "st_dev": 7.51, + "num": 288 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 85.5, + "mean": 81.96, + "p25": 74, + "p75": 93, + "st_dev": 14.26, + "num": 288 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.57, + "mean": 3.26, + "p25": 1.54, + "p75": 4.6, + "st_dev": 2.28, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0, + "st_dev": 0.54, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.7, + "p25": 40, + "p75": 75, + "st_dev": 27.91, + "num": 288 + } + }, + { + "month": 7, + "day": 16, + "temp": { + "record_min": 279.85, + "record_max": 297.15, + "average_min": 284.4, + "average_max": 289.77, + "median": 286.8, + "mean": 287.04, + "p25": 284.95, + "p75": 288.97, + "st_dev": 2.94, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1025, + "median": 1014, + "mean": 1010.52, + "p25": 1001, + "p75": 1019, + "st_dev": 10.47, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 87, + "mean": 81.9, + "p25": 72, + "p75": 93, + "st_dev": 15.96, + "num": 288 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.6, + "mean": 3.75, + "p25": 2.21, + "p75": 5.1, + "st_dev": 1.99, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.15, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.69, + "p25": 40, + "p75": 75, + "st_dev": 31.77, + "num": 288 + } + }, + { + "month": 7, + "day": 17, + "temp": { + "record_min": 276.85, + "record_max": 296.15, + "average_min": 284.33, + "average_max": 289.69, + "median": 286.96, + "mean": 286.95, + "p25": 285.28, + "p75": 288.36, + "st_dev": 2.97, + "num": 287 + }, + "pressure": { + "min": 989, + "max": 1024, + "median": 1014, + "mean": 1011.3, + "p25": 1008, + "p75": 1018, + "st_dev": 9.22, + "num": 287 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 93, + "mean": 86.06, + "p25": 82, + "p75": 100, + "st_dev": 15.45, + "num": 287 + }, + "wind": { + "min": 0.5, + "max": 10.8, + "median": 3.1, + "mean": 3.42, + "p25": 1.88, + "p75": 4.6, + "st_dev": 2.05, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 68.67, + "p25": 75, + "p75": 75, + "st_dev": 26.11, + "num": 287 + } + }, + { + "month": 7, + "day": 18, + "temp": { + "record_min": 280.95, + "record_max": 293.19, + "average_min": 284.3, + "average_max": 289.21, + "median": 286.88, + "mean": 287.02, + "p25": 285.53, + "p75": 288.78, + "st_dev": 2.43, + "num": 285 + }, + "pressure": { + "min": 992, + "max": 1023, + "median": 1012, + "mean": 1011.61, + "p25": 1004.5, + "p75": 1020, + "st_dev": 8.71, + "num": 285 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 87, + "mean": 83.87, + "p25": 77, + "p75": 93, + "st_dev": 15.1, + "num": 285 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3.09, + "mean": 3.65, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.61, + "num": 285 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.37, + "num": 285 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.91, + "p25": 64, + "p75": 75, + "st_dev": 25.79, + "num": 285 + } + }, + { + "month": 7, + "day": 19, + "temp": { + "record_min": 280.33, + "record_max": 298.61, + "average_min": 284.15, + "average_max": 290.68, + "median": 286.6, + "mean": 287.53, + "p25": 284.58, + "p75": 290.15, + "st_dev": 4.14, + "num": 286 + }, + "pressure": { + "min": 997, + "max": 1023, + "median": 1013, + "mean": 1012.06, + "p25": 1005, + "p75": 1018, + "st_dev": 7.09, + "num": 286 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 82, + "mean": 78.7, + "p25": 67, + "p75": 93, + "st_dev": 17.47, + "num": 286 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.75, + "mean": 3.4, + "p25": 1.54, + "p75": 5.1, + "st_dev": 2.11, + "num": 286 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 286 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.88, + "p25": 12, + "p75": 75, + "st_dev": 34.42, + "num": 286 + } + }, + { + "month": 7, + "day": 20, + "temp": { + "record_min": 282.17, + "record_max": 300.9, + "average_min": 285.01, + "average_max": 293.3, + "median": 287.86, + "mean": 288.94, + "p25": 285.32, + "p75": 292.02, + "st_dev": 4.78, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1027, + "median": 1011, + "mean": 1010.52, + "p25": 1006, + "p75": 1016, + "st_dev": 7.55, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 77, + "mean": 73, + "p25": 56, + "p75": 92, + "st_dev": 20.48, + "num": 288 + }, + "wind": { + "min": 0.46, + "max": 10.3, + "median": 3.09, + "mean": 3.38, + "p25": 1.54, + "p75": 4.6, + "st_dev": 2.13, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 40.51, + "p25": 0, + "p75": 75, + "st_dev": 34.3, + "num": 288 + } + }, + { + "month": 7, + "day": 21, + "temp": { + "record_min": 279.93, + "record_max": 300.79, + "average_min": 284.89, + "average_max": 291.69, + "median": 287.86, + "mean": 288.43, + "p25": 286.15, + "p75": 290.03, + "st_dev": 3.92, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1027, + "median": 1013, + "mean": 1011.42, + "p25": 1005, + "p75": 1019, + "st_dev": 9.55, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 82, + "mean": 77.26, + "p25": 68, + "p75": 93, + "st_dev": 17.47, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 3.09, + "mean": 3.45, + "p25": 1.52, + "p75": 5.12, + "st_dev": 2.15, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.85, + "p25": 20, + "p75": 75, + "st_dev": 31.77, + "num": 288 + } + }, + { + "month": 7, + "day": 22, + "temp": { + "record_min": 280.82, + "record_max": 297.89, + "average_min": 285.23, + "average_max": 291.99, + "median": 288.38, + "mean": 288.43, + "p25": 285.93, + "p75": 290.68, + "st_dev": 3.38, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1028, + "median": 1013, + "mean": 1013.34, + "p25": 1006.5, + "p75": 1020, + "st_dev": 8.36, + "num": 288 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 78.5, + "mean": 78.7, + "p25": 68, + "p75": 92, + "st_dev": 14.22, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3.1, + "mean": 3.48, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.23, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 40, + "mean": 46.37, + "p25": 20, + "p75": 75, + "st_dev": 31.43, + "num": 288 + } + }, + { + "month": 7, + "day": 23, + "temp": { + "record_min": 280.28, + "record_max": 299.5, + "average_min": 285.25, + "average_max": 293.27, + "median": 288.96, + "mean": 289.04, + "p25": 286.55, + "p75": 291.37, + "st_dev": 3.68, + "num": 288 + }, + "pressure": { + "min": 996, + "max": 1028, + "median": 1014, + "mean": 1013.01, + "p25": 1008, + "p75": 1019, + "st_dev": 7.79, + "num": 288 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 79, + "mean": 77.75, + "p25": 67, + "p75": 92, + "st_dev": 16.05, + "num": 286 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 3.09, + "mean": 3.33, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.07, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 40, + "mean": 41.92, + "p25": 16, + "p75": 75, + "st_dev": 32.41, + "num": 288 + } + }, + { + "month": 7, + "day": 24, + "temp": { + "record_min": 279, + "record_max": 299.35, + "average_min": 285.59, + "average_max": 292.93, + "median": 289.2, + "mean": 289.39, + "p25": 287.15, + "p75": 291.42, + "st_dev": 4.16, + "num": 288 + }, + "pressure": { + "min": 996, + "max": 1024, + "median": 1013, + "mean": 1011.27, + "p25": 1005, + "p75": 1017, + "st_dev": 8.04, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 81, + "mean": 77.3, + "p25": 64, + "p75": 93, + "st_dev": 17.93, + "num": 287 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.57, + "mean": 3.24, + "p25": 1.5, + "p75": 4.6, + "st_dev": 2.36, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.14, + "p25": 17.5, + "p75": 75, + "st_dev": 32.09, + "num": 288 + } + }, + { + "month": 7, + "day": 25, + "temp": { + "record_min": 277.5, + "record_max": 299.42, + "average_min": 285.63, + "average_max": 293.87, + "median": 289.26, + "mean": 289.84, + "p25": 287.39, + "p75": 292.44, + "st_dev": 3.99, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1023, + "median": 1011, + "mean": 1009.15, + "p25": 1002, + "p75": 1016, + "st_dev": 8.48, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 82, + "mean": 78.64, + "p25": 67, + "p75": 93, + "st_dev": 17.37, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.6, + "mean": 3.14, + "p25": 1.09, + "p75": 4.11, + "st_dev": 2.41, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 45, + "mean": 49.05, + "p25": 20, + "p75": 75, + "st_dev": 30.3, + "num": 288 + } + }, + { + "month": 7, + "day": 26, + "temp": { + "record_min": 282.08, + "record_max": 302.69, + "average_min": 286.22, + "average_max": 294.01, + "median": 289.3, + "mean": 290.04, + "p25": 286.43, + "p75": 292.6, + "st_dev": 4.73, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1020, + "median": 1008, + "mean": 1007.92, + "p25": 1002, + "p75": 1015, + "st_dev": 7.64, + "num": 288 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 79, + "mean": 75.64, + "p25": 59.5, + "p75": 92, + "st_dev": 18.03, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3.1, + "mean": 3.51, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.49, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 45.92, + "p25": 0, + "p75": 75, + "st_dev": 34.06, + "num": 288 + } + }, + { + "month": 7, + "day": 27, + "temp": { + "record_min": 280.84, + "record_max": 305.15, + "average_min": 286.04, + "average_max": 294.17, + "median": 289.43, + "mean": 290.03, + "p25": 286.65, + "p75": 292.57, + "st_dev": 4.81, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1019, + "median": 1009, + "mean": 1008.09, + "p25": 1003, + "p75": 1014, + "st_dev": 7.48, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 78, + "mean": 75.78, + "p25": 64, + "p75": 92.5, + "st_dev": 17.93, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.6, + "mean": 3.08, + "p25": 1.5, + "p75": 4.1, + "st_dev": 2.14, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68.5, + "mean": 48.25, + "p25": 20, + "p75": 75, + "st_dev": 32.21, + "num": 288 + } + }, + { + "month": 7, + "day": 28, + "temp": { + "record_min": 279.77, + "record_max": 301.99, + "average_min": 286.08, + "average_max": 293, + "median": 289.52, + "mean": 289.72, + "p25": 286.68, + "p75": 291.87, + "st_dev": 4.53, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1023, + "median": 1007, + "mean": 1006.36, + "p25": 999, + "p75": 1014, + "st_dev": 9.2, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 80.5, + "mean": 76.14, + "p25": 65, + "p75": 93, + "st_dev": 18.5, + "num": 286 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 2.66, + "mean": 3.16, + "p25": 1.5, + "p75": 4.12, + "st_dev": 2.24, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 42, + "mean": 46.71, + "p25": 20, + "p75": 75, + "st_dev": 31.13, + "num": 288 + } + }, + { + "month": 7, + "day": 29, + "temp": { + "record_min": 282.33, + "record_max": 298.31, + "average_min": 285.58, + "average_max": 292.22, + "median": 288.93, + "mean": 288.99, + "p25": 285.88, + "p75": 291.32, + "st_dev": 3.46, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1023, + "median": 1005, + "mean": 1004.97, + "p25": 997, + "p75": 1011, + "st_dev": 9.7, + "num": 288 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 82, + "mean": 79.92, + "p25": 71.5, + "p75": 93, + "st_dev": 16.04, + "num": 285 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 2.57, + "mean": 3.07, + "p25": 1.5, + "p75": 4.1, + "st_dev": 2.29, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.25, + "p25": 40, + "p75": 75, + "st_dev": 29.74, + "num": 288 + } + }, + { + "month": 7, + "day": 30, + "temp": { + "record_min": 280.7, + "record_max": 294.96, + "average_min": 285.63, + "average_max": 291.05, + "median": 288.48, + "mean": 288.43, + "p25": 286.6, + "p75": 290.15, + "st_dev": 2.66, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1019, + "median": 1006, + "mean": 1005.82, + "p25": 1000, + "p75": 1011, + "st_dev": 7.67, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 87, + "mean": 82.76, + "p25": 77, + "p75": 93, + "st_dev": 14.68, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3.6, + "mean": 4.07, + "p25": 2.1, + "p75": 5.68, + "st_dev": 2.34, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.66, + "p25": 68, + "p75": 75, + "st_dev": 23.6, + "num": 288 + } + }, + { + "month": 7, + "day": 31, + "temp": { + "record_min": 279.21, + "record_max": 294.15, + "average_min": 284.91, + "average_max": 290.39, + "median": 287.97, + "mean": 287.49, + "p25": 286.08, + "p75": 289.15, + "st_dev": 2.71, + "num": 276 + }, + "pressure": { + "min": 983, + "max": 1019, + "median": 1007, + "mean": 1008.02, + "p25": 1003, + "p75": 1014, + "st_dev": 7.4, + "num": 276 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 87, + "mean": 83.11, + "p25": 76, + "p75": 93, + "st_dev": 13, + "num": 276 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 3.35, + "mean": 3.34, + "p25": 2.06, + "p75": 4.12, + "st_dev": 1.72, + "num": 276 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.31, + "p25": 0, + "p75": 0.9, + "st_dev": 0.8, + "num": 276 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.74, + "p25": 40, + "p75": 75, + "st_dev": 21.16, + "num": 276 + } + }, + { + "month": 8, + "day": 1, + "temp": { + "record_min": 278.25, + "record_max": 297.74, + "average_min": 284.57, + "average_max": 291.83, + "median": 288.05, + "mean": 287.81, + "p25": 285.42, + "p75": 290.22, + "st_dev": 3.58, + "num": 283 + }, + "pressure": { + "min": 994, + "max": 1021, + "median": 1010, + "mean": 1008.7, + "p25": 1005, + "p75": 1014, + "st_dev": 6.97, + "num": 283 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 82, + "mean": 79.13, + "p25": 67, + "p75": 93, + "st_dev": 14.71, + "num": 283 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.6, + "mean": 3.69, + "p25": 2.23, + "p75": 4.63, + "st_dev": 1.97, + "num": 283 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.33, + "num": 283 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 53.04, + "p25": 36, + "p75": 75, + "st_dev": 28.29, + "num": 283 + } + }, + { + "month": 8, + "day": 2, + "temp": { + "record_min": 279.15, + "record_max": 293.65, + "average_min": 285.07, + "average_max": 290.88, + "median": 288.1, + "mean": 287.77, + "p25": 286.05, + "p75": 289.53, + "st_dev": 2.99, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1021, + "median": 1009, + "mean": 1008.07, + "p25": 1006, + "p75": 1012, + "st_dev": 7.01, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 87, + "mean": 81.65, + "p25": 73, + "p75": 93, + "st_dev": 14.83, + "num": 287 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 3.1, + "mean": 3.66, + "p25": 2.34, + "p75": 4.63, + "st_dev": 1.96, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.8, + "p25": 40, + "p75": 75, + "st_dev": 28.92, + "num": 288 + } + }, + { + "month": 8, + "day": 3, + "temp": { + "record_min": 278.02, + "record_max": 300.04, + "average_min": 285.55, + "average_max": 292.54, + "median": 288.71, + "mean": 288.57, + "p25": 287.13, + "p75": 290.42, + "st_dev": 3.48, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1020, + "median": 1008, + "mean": 1006.73, + "p25": 1002, + "p75": 1011.5, + "st_dev": 7.21, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 88, + "mean": 81.51, + "p25": 71.5, + "p75": 94, + "st_dev": 17.54, + "num": 280 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.6, + "mean": 3.23, + "p25": 1.21, + "p75": 4.63, + "st_dev": 2.27, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.53, + "p25": 40, + "p75": 75, + "st_dev": 28.97, + "num": 288 + } + }, + { + "month": 8, + "day": 4, + "temp": { + "record_min": 282.28, + "record_max": 294.15, + "average_min": 285.51, + "average_max": 290.63, + "median": 288.14, + "mean": 288.06, + "p25": 286.41, + "p75": 289.86, + "st_dev": 2.38, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1014, + "median": 1009, + "mean": 1006.4, + "p25": 1003, + "p75": 1011, + "st_dev": 7.11, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 87, + "mean": 80.95, + "p25": 72, + "p75": 93, + "st_dev": 16.77, + "num": 288 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 3.1, + "mean": 3.61, + "p25": 1.51, + "p75": 4.74, + "st_dev": 2.59, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0.3, + "st_dev": 0.38, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.75, + "p25": 40, + "p75": 75, + "st_dev": 23.21, + "num": 288 + } + }, + { + "month": 8, + "day": 5, + "temp": { + "record_min": 281.16, + "record_max": 293.15, + "average_min": 284.67, + "average_max": 290.72, + "median": 287.99, + "mean": 287.76, + "p25": 285.57, + "p75": 289.28, + "st_dev": 2.43, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1018, + "median": 1010, + "mean": 1008.55, + "p25": 1006, + "p75": 1014, + "st_dev": 7.99, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 82, + "mean": 79.21, + "p25": 69.5, + "p75": 93, + "st_dev": 16.22, + "num": 285 + }, + "wind": { + "min": 0, + "max": 18, + "median": 3.1, + "mean": 3.68, + "p25": 1.44, + "p75": 5.14, + "st_dev": 2.9, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.03, + "p25": 40, + "p75": 75, + "st_dev": 25.97, + "num": 288 + } + }, + { + "month": 8, + "day": 6, + "temp": { + "record_min": 281.43, + "record_max": 297.49, + "average_min": 285.41, + "average_max": 291.18, + "median": 288.15, + "mean": 288.32, + "p25": 285.76, + "p75": 290.24, + "st_dev": 3.16, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1022, + "median": 1011, + "mean": 1010.16, + "p25": 1008, + "p75": 1015, + "st_dev": 7.34, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 85, + "mean": 80.59, + "p25": 72, + "p75": 93, + "st_dev": 16.65, + "num": 280 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 3.6, + "mean": 3.42, + "p25": 1.54, + "p75": 5.1, + "st_dev": 2.09, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.22, + "p25": 40, + "p75": 75, + "st_dev": 28.66, + "num": 288 + } + }, + { + "month": 8, + "day": 7, + "temp": { + "record_min": 280.03, + "record_max": 294.55, + "average_min": 285.44, + "average_max": 291.15, + "median": 288.63, + "mean": 288.46, + "p25": 286.15, + "p75": 290.48, + "st_dev": 2.95, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1021, + "median": 1008.5, + "mean": 1008.14, + "p25": 1002, + "p75": 1014, + "st_dev": 7.35, + "num": 288 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 84, + "mean": 78.73, + "p25": 67.5, + "p75": 93, + "st_dev": 18.49, + "num": 273 + }, + "wind": { + "min": 0.51, + "max": 10.8, + "median": 4.09, + "mean": 4.14, + "p25": 2.36, + "p75": 5.14, + "st_dev": 2.28, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 68.91, + "p25": 71.5, + "p75": 80, + "st_dev": 24.15, + "num": 288 + } + }, + { + "month": 8, + "day": 8, + "temp": { + "record_min": 281.35, + "record_max": 294.15, + "average_min": 284.59, + "average_max": 290.47, + "median": 288.09, + "mean": 287.62, + "p25": 284.91, + "p75": 289.52, + "st_dev": 3.03, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1027, + "median": 1006.5, + "mean": 1008.24, + "p25": 1000, + "p75": 1017.5, + "st_dev": 10.8, + "num": 288 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 82, + "mean": 79.84, + "p25": 72, + "p75": 92, + "st_dev": 15.33, + "num": 280 + }, + "wind": { + "min": 0, + "max": 13.38, + "median": 3.1, + "mean": 4.17, + "p25": 1.8, + "p75": 6.2, + "st_dev": 2.96, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 96, + "median": 75, + "mean": 57.62, + "p25": 40, + "p75": 75, + "st_dev": 27.98, + "num": 288 + } + }, + { + "month": 8, + "day": 9, + "temp": { + "record_min": 281.21, + "record_max": 294.12, + "average_min": 284.54, + "average_max": 290.49, + "median": 287.58, + "mean": 287.46, + "p25": 284.52, + "p75": 290.15, + "st_dev": 3.25, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1027, + "median": 1008, + "mean": 1008.82, + "p25": 1001, + "p75": 1016, + "st_dev": 10.17, + "num": 288 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 87, + "mean": 81.26, + "p25": 72, + "p75": 93, + "st_dev": 15.98, + "num": 280 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 4.1, + "mean": 3.93, + "p25": 2.06, + "p75": 5.63, + "st_dev": 2.25, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.77, + "p25": 40, + "p75": 75, + "st_dev": 27.15, + "num": 288 + } + }, + { + "month": 8, + "day": 10, + "temp": { + "record_min": 278.4, + "record_max": 294.15, + "average_min": 285.1, + "average_max": 290.37, + "median": 287.37, + "mean": 287.57, + "p25": 285.36, + "p75": 290.18, + "st_dev": 3.23, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1026, + "median": 1012, + "mean": 1010.53, + "p25": 1002.5, + "p75": 1016.5, + "st_dev": 9.11, + "num": 288 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 84, + "mean": 80.35, + "p25": 68.5, + "p75": 93, + "st_dev": 16.6, + "num": 288 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 3.26, + "mean": 3.67, + "p25": 2.07, + "p75": 5.14, + "st_dev": 2.12, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.34, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 95, + "median": 75, + "mean": 64.06, + "p25": 40, + "p75": 75, + "st_dev": 26.16, + "num": 288 + } + }, + { + "month": 8, + "day": 11, + "temp": { + "record_min": 276.85, + "record_max": 297.08, + "average_min": 284.36, + "average_max": 291.14, + "median": 288.15, + "mean": 287.77, + "p25": 285.35, + "p75": 290.1, + "st_dev": 3.52, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1025, + "median": 1013, + "mean": 1010.35, + "p25": 1000, + "p75": 1017, + "st_dev": 10.28, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 87, + "mean": 79.38, + "p25": 67, + "p75": 93, + "st_dev": 16.95, + "num": 287 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 3.1, + "mean": 3.37, + "p25": 1.46, + "p75": 4.63, + "st_dev": 2.29, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.54, + "p25": 40, + "p75": 76, + "st_dev": 26.26, + "num": 288 + } + }, + { + "month": 8, + "day": 12, + "temp": { + "record_min": 278.15, + "record_max": 297.68, + "average_min": 283.95, + "average_max": 290.25, + "median": 287.23, + "mean": 287.27, + "p25": 285, + "p75": 289.24, + "st_dev": 3.49, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1025, + "median": 1010, + "mean": 1009.01, + "p25": 1001.5, + "p75": 1019, + "st_dev": 10.98, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 87, + "mean": 82.03, + "p25": 72.5, + "p75": 93, + "st_dev": 15.72, + "num": 284 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 2.93, + "mean": 3.25, + "p25": 1.52, + "p75": 4.6, + "st_dev": 2.25, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.41, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.73, + "p25": 40, + "p75": 92, + "st_dev": 31.19, + "num": 288 + } + }, + { + "month": 8, + "day": 13, + "temp": { + "record_min": 278.38, + "record_max": 296.9, + "average_min": 284.08, + "average_max": 291.27, + "median": 287.25, + "mean": 287.42, + "p25": 285.34, + "p75": 290.01, + "st_dev": 3.49, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1025, + "median": 1009, + "mean": 1009.02, + "p25": 1005, + "p75": 1015.5, + "st_dev": 8.32, + "num": 288 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 87, + "mean": 82.23, + "p25": 72, + "p75": 93, + "st_dev": 14.7, + "num": 281 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.06, + "mean": 2.67, + "p25": 1.15, + "p75": 4.1, + "st_dev": 2, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.07, + "p25": 40, + "p75": 87, + "st_dev": 31.25, + "num": 288 + } + }, + { + "month": 8, + "day": 14, + "temp": { + "record_min": 280.39, + "record_max": 298.15, + "average_min": 284.45, + "average_max": 291.39, + "median": 287.5, + "mean": 287.74, + "p25": 285.58, + "p75": 289.35, + "st_dev": 3.24, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1023, + "median": 1011, + "mean": 1010.43, + "p25": 1007.5, + "p75": 1015, + "st_dev": 6.45, + "num": 288 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 87, + "mean": 82.31, + "p25": 72, + "p75": 93, + "st_dev": 16.05, + "num": 281 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.59, + "mean": 2.92, + "p25": 1.21, + "p75": 4.24, + "st_dev": 1.99, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0.3, + "st_dev": 0.22, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.69, + "p25": 12.5, + "p75": 75, + "st_dev": 33.55, + "num": 288 + } + }, + { + "month": 8, + "day": 15, + "temp": { + "record_min": 280.89, + "record_max": 297.04, + "average_min": 284.34, + "average_max": 291.43, + "median": 287.44, + "mean": 287.8, + "p25": 286.13, + "p75": 289.51, + "st_dev": 2.9, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1024, + "median": 1008, + "mean": 1009.06, + "p25": 1005, + "p75": 1014, + "st_dev": 7.31, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 87, + "mean": 83.02, + "p25": 75, + "p75": 94, + "st_dev": 14.77, + "num": 285 + }, + "wind": { + "min": 0, + "max": 12.35, + "median": 2.3, + "mean": 3.23, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.43, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.4, + "p25": 20, + "p75": 75, + "st_dev": 32.65, + "num": 288 + } + }, + { + "month": 8, + "day": 16, + "temp": { + "record_min": 281.15, + "record_max": 298.87, + "average_min": 284.34, + "average_max": 291.56, + "median": 287.46, + "mean": 287.92, + "p25": 285.57, + "p75": 289.42, + "st_dev": 3.26, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1023, + "median": 1008, + "mean": 1009.23, + "p25": 1004, + "p75": 1015, + "st_dev": 7.66, + "num": 288 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 92, + "mean": 86.03, + "p25": 76.5, + "p75": 97, + "st_dev": 13.47, + "num": 288 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 3.04, + "mean": 3.45, + "p25": 1.52, + "p75": 4.63, + "st_dev": 2.67, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.42, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.25, + "p25": 20, + "p75": 75, + "st_dev": 32.38, + "num": 288 + } + }, + { + "month": 8, + "day": 17, + "temp": { + "record_min": 282.8, + "record_max": 298.15, + "average_min": 285.39, + "average_max": 291.76, + "median": 287.41, + "mean": 288.11, + "p25": 286.09, + "p75": 289.41, + "st_dev": 3.25, + "num": 287 + }, + "pressure": { + "min": 990, + "max": 1026, + "median": 1008, + "mean": 1008.07, + "p25": 1004, + "p75": 1015, + "st_dev": 9.68, + "num": 287 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 90, + "mean": 85.69, + "p25": 78, + "p75": 93, + "st_dev": 12.56, + "num": 287 + }, + "wind": { + "min": 0, + "max": 17, + "median": 3.15, + "mean": 3.83, + "p25": 1.5, + "p75": 5.66, + "st_dev": 2.91, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.38, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.08, + "p25": 40, + "p75": 75, + "st_dev": 32.05, + "num": 287 + } + }, + { + "month": 8, + "day": 18, + "temp": { + "record_min": 281.48, + "record_max": 299.15, + "average_min": 285.07, + "average_max": 292.31, + "median": 287.15, + "mean": 288.17, + "p25": 285.67, + "p75": 289.48, + "st_dev": 3.68, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1026, + "median": 1005, + "mean": 1005.18, + "p25": 997, + "p75": 1013, + "st_dev": 10.88, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 82, + "mean": 78.97, + "p25": 70, + "p75": 92, + "st_dev": 16.59, + "num": 284 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 3.1, + "mean": 3.71, + "p25": 1.11, + "p75": 5.66, + "st_dev": 2.72, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.73, + "p25": 20, + "p75": 75, + "st_dev": 32.4, + "num": 288 + } + }, + { + "month": 8, + "day": 19, + "temp": { + "record_min": 282.14, + "record_max": 300.82, + "average_min": 285.35, + "average_max": 291.38, + "median": 287.58, + "mean": 288.08, + "p25": 285.66, + "p75": 289.46, + "st_dev": 3.32, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1022, + "median": 1007, + "mean": 1004.95, + "p25": 997, + "p75": 1011, + "st_dev": 9.76, + "num": 288 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 82, + "mean": 78.07, + "p25": 72, + "p75": 90.5, + "st_dev": 17.67, + "num": 277 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 3.6, + "mean": 3.91, + "p25": 2.06, + "p75": 5.66, + "st_dev": 2.65, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.36, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62, + "p25": 40, + "p75": 76, + "st_dev": 30.48, + "num": 288 + } + }, + { + "month": 8, + "day": 20, + "temp": { + "record_min": 281.06, + "record_max": 297.84, + "average_min": 285.29, + "average_max": 291.17, + "median": 287.4, + "mean": 287.93, + "p25": 285.8, + "p75": 289.59, + "st_dev": 3.1, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1024, + "median": 1008, + "mean": 1008.74, + "p25": 1003, + "p75": 1015, + "st_dev": 7.82, + "num": 288 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 82, + "mean": 79.66, + "p25": 69, + "p75": 93, + "st_dev": 15.59, + "num": 278 + }, + "wind": { + "min": 0, + "max": 13.89, + "median": 4.12, + "mean": 4.3, + "p25": 2.1, + "p75": 5.7, + "st_dev": 2.55, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.06, + "p25": 40, + "p75": 75, + "st_dev": 28.81, + "num": 288 + } + }, + { + "month": 8, + "day": 21, + "temp": { + "record_min": 280.03, + "record_max": 297.62, + "average_min": 284.8, + "average_max": 291.34, + "median": 287.43, + "mean": 287.7, + "p25": 285.48, + "p75": 289.77, + "st_dev": 3.23, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1023, + "median": 1016, + "mean": 1012.13, + "p25": 1005, + "p75": 1019, + "st_dev": 8.06, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 81, + "mean": 76.73, + "p25": 60.5, + "p75": 92, + "st_dev": 17.48, + "num": 276 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 3.6, + "mean": 3.98, + "p25": 1.61, + "p75": 5.66, + "st_dev": 2.79, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 75, + "mean": 57.94, + "p25": 40, + "p75": 75, + "st_dev": 29.37, + "num": 288 + } + }, + { + "month": 8, + "day": 22, + "temp": { + "record_min": 281.4, + "record_max": 297.51, + "average_min": 284.75, + "average_max": 290.97, + "median": 287.44, + "mean": 287.74, + "p25": 286.06, + "p75": 289.29, + "st_dev": 2.72, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1024, + "median": 1013, + "mean": 1010.9, + "p25": 1003, + "p75": 1020, + "st_dev": 10.04, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 86, + "mean": 80.18, + "p25": 72, + "p75": 93, + "st_dev": 16.26, + "num": 277 + }, + "wind": { + "min": 0, + "max": 17, + "median": 3.6, + "mean": 4.39, + "p25": 1.5, + "p75": 6.45, + "st_dev": 3.37, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.41, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.03, + "p25": 40, + "p75": 75, + "st_dev": 30.52, + "num": 288 + } + }, + { + "month": 8, + "day": 23, + "temp": { + "record_min": 281.05, + "record_max": 300.61, + "average_min": 284.06, + "average_max": 291.44, + "median": 287.15, + "mean": 287.58, + "p25": 285.25, + "p75": 289.33, + "st_dev": 3.51, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1029, + "median": 1017, + "mean": 1012.58, + "p25": 1003, + "p75": 1022, + "st_dev": 10.75, + "num": 288 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 82, + "mean": 77.88, + "p25": 67, + "p75": 93, + "st_dev": 18.33, + "num": 277 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.57, + "mean": 3.1, + "p25": 1.5, + "p75": 4.11, + "st_dev": 2.26, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.51, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.43, + "p25": 20, + "p75": 75, + "st_dev": 32.73, + "num": 288 + } + }, + { + "month": 8, + "day": 24, + "temp": { + "record_min": 280.99, + "record_max": 296.6, + "average_min": 284.7, + "average_max": 290.41, + "median": 287.18, + "mean": 287.42, + "p25": 284.76, + "p75": 289.71, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1030, + "median": 1013.5, + "mean": 1012.25, + "p25": 1006.5, + "p75": 1022, + "st_dev": 10.49, + "num": 288 + }, + "humidity": { + "min": 20, + "max": 100, + "median": 87, + "mean": 79.87, + "p25": 67, + "p75": 94, + "st_dev": 18.82, + "num": 279 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 2.6, + "mean": 3.56, + "p25": 1.52, + "p75": 5.1, + "st_dev": 2.68, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.15, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.4, + "p25": 40, + "p75": 75, + "st_dev": 28.25, + "num": 288 + } + }, + { + "month": 8, + "day": 25, + "temp": { + "record_min": 280.88, + "record_max": 296.46, + "average_min": 285.18, + "average_max": 290.77, + "median": 287.38, + "mean": 287.76, + "p25": 285.39, + "p75": 290.47, + "st_dev": 3.59, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1023, + "median": 1009, + "mean": 1009.56, + "p25": 1003, + "p75": 1020, + "st_dev": 10.32, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 87, + "mean": 83.98, + "p25": 77, + "p75": 95, + "st_dev": 14.99, + "num": 283 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.6, + "mean": 3.55, + "p25": 1.27, + "p75": 5.4, + "st_dev": 2.73, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0.15, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.34, + "p25": 40, + "p75": 75, + "st_dev": 28.82, + "num": 288 + } + }, + { + "month": 8, + "day": 26, + "temp": { + "record_min": 280.88, + "record_max": 297.62, + "average_min": 283.81, + "average_max": 291.31, + "median": 287.11, + "mean": 287.22, + "p25": 284.99, + "p75": 289.22, + "st_dev": 3.48, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1024, + "median": 1009, + "mean": 1009.32, + "p25": 1001, + "p75": 1018.5, + "st_dev": 8.91, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 83, + "mean": 81.04, + "p25": 67.5, + "p75": 95, + "st_dev": 16.39, + "num": 281 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 3.1, + "mean": 3.82, + "p25": 1.32, + "p75": 5.7, + "st_dev": 2.85, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.35, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.46, + "p25": 0, + "p75": 75, + "st_dev": 35.71, + "num": 288 + } + }, + { + "month": 8, + "day": 27, + "temp": { + "record_min": 280.99, + "record_max": 296.44, + "average_min": 283.97, + "average_max": 290.56, + "median": 287.14, + "mean": 287.31, + "p25": 285.15, + "p75": 289.15, + "st_dev": 3.04, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1026, + "median": 1014, + "mean": 1011.66, + "p25": 1004, + "p75": 1019, + "st_dev": 9.41, + "num": 288 + }, + "humidity": { + "min": 15, + "max": 100, + "median": 82, + "mean": 81.02, + "p25": 71, + "p75": 94, + "st_dev": 15.15, + "num": 282 + }, + "wind": { + "min": 0, + "max": 12.86, + "median": 3.09, + "mean": 3.86, + "p25": 1.5, + "p75": 5.7, + "st_dev": 2.81, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.58, + "p25": 0, + "p75": 75, + "st_dev": 33.94, + "num": 288 + } + }, + { + "month": 8, + "day": 28, + "temp": { + "record_min": 281.06, + "record_max": 298.17, + "average_min": 284.31, + "average_max": 291.56, + "median": 287.29, + "mean": 287.64, + "p25": 285.44, + "p75": 289.87, + "st_dev": 3.1, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1027, + "median": 1013, + "mean": 1012.36, + "p25": 1007, + "p75": 1018, + "st_dev": 7.69, + "num": 288 + }, + "humidity": { + "min": 15, + "max": 100, + "median": 87, + "mean": 82.1, + "p25": 71.5, + "p75": 93, + "st_dev": 15.23, + "num": 281 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 3.1, + "mean": 3.68, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.56, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 46.56, + "p25": 0, + "p75": 75, + "st_dev": 35.44, + "num": 288 + } + }, + { + "month": 8, + "day": 29, + "temp": { + "record_min": 281.93, + "record_max": 293.41, + "average_min": 283.87, + "average_max": 290.16, + "median": 286.55, + "mean": 286.82, + "p25": 285.11, + "p75": 288.2, + "st_dev": 2.43, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1025, + "median": 1012, + "mean": 1012.21, + "p25": 1008, + "p75": 1015, + "st_dev": 7.43, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 87, + "mean": 84.51, + "p25": 76, + "p75": 94, + "st_dev": 12.8, + "num": 286 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.09, + "mean": 3.63, + "p25": 1.54, + "p75": 5.1, + "st_dev": 2.69, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.4, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.48, + "p25": 36, + "p75": 75, + "st_dev": 29.68, + "num": 288 + } + }, + { + "month": 8, + "day": 30, + "temp": { + "record_min": 279.95, + "record_max": 292.58, + "average_min": 283.73, + "average_max": 289.89, + "median": 287.15, + "mean": 286.81, + "p25": 285.15, + "p75": 288.67, + "st_dev": 2.35, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1028, + "median": 1014, + "mean": 1014.19, + "p25": 1009, + "p75": 1018, + "st_dev": 7.86, + "num": 288 + }, + "humidity": { + "min": 52, + "max": 100, + "median": 87, + "mean": 83.17, + "p25": 76, + "p75": 94, + "st_dev": 12.89, + "num": 279 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.6, + "mean": 4.35, + "p25": 2.06, + "p75": 5.7, + "st_dev": 3.35, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.96, + "p25": 40, + "p75": 75, + "st_dev": 28.41, + "num": 288 + } + }, + { + "month": 8, + "day": 31, + "temp": { + "record_min": 279.56, + "record_max": 292.78, + "average_min": 283.93, + "average_max": 290.54, + "median": 287.24, + "mean": 287.1, + "p25": 284.77, + "p75": 289.39, + "st_dev": 3.12, + "num": 288 + }, + "pressure": { + "min": 995, + "max": 1031, + "median": 1015, + "mean": 1015.83, + "p25": 1009, + "p75": 1025, + "st_dev": 8.78, + "num": 288 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 82, + "mean": 79.38, + "p25": 67, + "p75": 93, + "st_dev": 15.23, + "num": 283 + }, + "wind": { + "min": 0, + "max": 10, + "median": 2.6, + "mean": 3.42, + "p25": 1.52, + "p75": 5, + "st_dev": 2.45, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0, + "st_dev": 0.74, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.62, + "p25": 3, + "p75": 75, + "st_dev": 35.61, + "num": 288 + } + }, + { + "month": 9, + "day": 1, + "temp": { + "record_min": 279.99, + "record_max": 292.42, + "average_min": 282.65, + "average_max": 289.03, + "median": 286.05, + "mean": 285.9, + "p25": 283.7, + "p75": 288, + "st_dev": 2.84, + "num": 288 + }, + "pressure": { + "min": 999, + "max": 1031, + "median": 1013, + "mean": 1015.79, + "p25": 1010, + "p75": 1022, + "st_dev": 7.98, + "num": 288 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 83, + "mean": 82.46, + "p25": 72, + "p75": 95, + "st_dev": 13.71, + "num": 288 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 3.09, + "mean": 3.47, + "p25": 1.54, + "p75": 4.88, + "st_dev": 2.26, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.34, + "p25": 0, + "p75": 0.3, + "st_dev": 0.8, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 58, + "mean": 49.84, + "p25": 16, + "p75": 75, + "st_dev": 34.42, + "num": 288 + } + }, + { + "month": 9, + "day": 2, + "temp": { + "record_min": 278.93, + "record_max": 293.15, + "average_min": 283.56, + "average_max": 289.65, + "median": 286.42, + "mean": 286.44, + "p25": 284.97, + "p75": 287.85, + "st_dev": 2.71, + "num": 287 + }, + "pressure": { + "min": 1002, + "max": 1031, + "median": 1015, + "mean": 1015.13, + "p25": 1008, + "p75": 1022, + "st_dev": 7.92, + "num": 287 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 82, + "mean": 79.97, + "p25": 71, + "p75": 93, + "st_dev": 14.69, + "num": 273 + }, + "wind": { + "min": 0, + "max": 17, + "median": 2.57, + "mean": 3.47, + "p25": 1.26, + "p75": 4.6, + "st_dev": 2.96, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0.3, + "st_dev": 0.21, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.09, + "p25": 20, + "p75": 75, + "st_dev": 33.35, + "num": 287 + } + }, + { + "month": 9, + "day": 3, + "temp": { + "record_min": 279.97, + "record_max": 295.15, + "average_min": 284.01, + "average_max": 290.22, + "median": 286.76, + "mean": 286.83, + "p25": 284.89, + "p75": 288.37, + "st_dev": 2.78, + "num": 288 + }, + "pressure": { + "min": 1002, + "max": 1027, + "median": 1015, + "mean": 1014.93, + "p25": 1008, + "p75": 1022, + "st_dev": 7.57, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 83, + "mean": 80.67, + "p25": 71, + "p75": 93, + "st_dev": 15.63, + "num": 281 + }, + "wind": { + "min": 0, + "max": 17, + "median": 2.64, + "mean": 3.72, + "p25": 1.5, + "p75": 4.63, + "st_dev": 3.21, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74.5, + "mean": 54.55, + "p25": 40, + "p75": 75, + "st_dev": 28.68, + "num": 288 + } + }, + { + "month": 9, + "day": 4, + "temp": { + "record_min": 279.06, + "record_max": 295.73, + "average_min": 283.78, + "average_max": 291.01, + "median": 287.12, + "mean": 287.14, + "p25": 284.89, + "p75": 289.23, + "st_dev": 3.2, + "num": 288 + }, + "pressure": { + "min": 1000, + "max": 1028, + "median": 1018, + "mean": 1015.23, + "p25": 1008, + "p75": 1022, + "st_dev": 7.83, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 87, + "mean": 83.26, + "p25": 75, + "p75": 93, + "st_dev": 13.33, + "num": 286 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.64, + "mean": 3.23, + "p25": 1.54, + "p75": 4.6, + "st_dev": 2.15, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 46.75, + "p25": 20, + "p75": 75, + "st_dev": 29.54, + "num": 288 + } + }, + { + "month": 9, + "day": 5, + "temp": { + "record_min": 279.98, + "record_max": 300.15, + "average_min": 284.14, + "average_max": 290.29, + "median": 287.15, + "mean": 287.17, + "p25": 284.26, + "p75": 289.25, + "st_dev": 3.56, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1029, + "median": 1017, + "mean": 1015.13, + "p25": 1007, + "p75": 1023, + "st_dev": 9, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 82, + "mean": 82.39, + "p25": 73, + "p75": 93, + "st_dev": 13.02, + "num": 277 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 3.33, + "mean": 3.99, + "p25": 2, + "p75": 6.17, + "st_dev": 2.65, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.38, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.68, + "p25": 21.5, + "p75": 75, + "st_dev": 32.65, + "num": 288 + } + }, + { + "month": 9, + "day": 6, + "temp": { + "record_min": 280.65, + "record_max": 299.42, + "average_min": 284.05, + "average_max": 289.57, + "median": 286.5, + "mean": 286.93, + "p25": 285.03, + "p75": 288.15, + "st_dev": 3.41, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1026, + "median": 1015, + "mean": 1014.96, + "p25": 1010, + "p75": 1022, + "st_dev": 7.79, + "num": 288 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 87, + "mean": 84.17, + "p25": 76, + "p75": 93, + "st_dev": 13.58, + "num": 287 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 2.1, + "mean": 3.46, + "p25": 1.11, + "p75": 5.1, + "st_dev": 3.06, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0.3, + "st_dev": 0.49, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.49, + "p25": 20, + "p75": 75, + "st_dev": 33.78, + "num": 288 + } + }, + { + "month": 9, + "day": 7, + "temp": { + "record_min": 280.65, + "record_max": 297.42, + "average_min": 284.46, + "average_max": 290.37, + "median": 287.13, + "mean": 287.4, + "p25": 285.14, + "p75": 288.7, + "st_dev": 3.25, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1027, + "median": 1017, + "mean": 1014.96, + "p25": 1011, + "p75": 1020, + "st_dev": 7.94, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 88, + "mean": 84.49, + "p25": 76, + "p75": 97, + "st_dev": 15.55, + "num": 288 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 2.1, + "mean": 3.44, + "p25": 1.27, + "p75": 5.1, + "st_dev": 2.97, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.05, + "p25": 20, + "p75": 88, + "st_dev": 35.13, + "num": 288 + } + }, + { + "month": 9, + "day": 8, + "temp": { + "record_min": 281.06, + "record_max": 298.16, + "average_min": 285.31, + "average_max": 291.1, + "median": 288.15, + "mean": 288, + "p25": 285.3, + "p75": 290.16, + "st_dev": 3.23, + "num": 288 + }, + "pressure": { + "min": 977, + "max": 1027, + "median": 1014, + "mean": 1011.19, + "p25": 1008, + "p75": 1019, + "st_dev": 11.65, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 87, + "mean": 83.44, + "p25": 73, + "p75": 93, + "st_dev": 13.19, + "num": 287 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.57, + "mean": 2.92, + "p25": 1.21, + "p75": 4.36, + "st_dev": 2.07, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 49.33, + "p25": 20, + "p75": 75, + "st_dev": 34.25, + "num": 288 + } + }, + { + "month": 9, + "day": 9, + "temp": { + "record_min": 280.93, + "record_max": 292.76, + "average_min": 284.19, + "average_max": 289.45, + "median": 286.65, + "mean": 286.82, + "p25": 284.47, + "p75": 289.07, + "st_dev": 2.69, + "num": 288 + }, + "pressure": { + "min": 976, + "max": 1030, + "median": 1012, + "mean": 1008.89, + "p25": 1006, + "p75": 1016, + "st_dev": 12.26, + "num": 288 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 89, + "mean": 86.62, + "p25": 77, + "p75": 97, + "st_dev": 12.25, + "num": 286 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.1, + "mean": 3.08, + "p25": 1.28, + "p75": 4.63, + "st_dev": 2.25, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.45, + "p25": 40, + "p75": 77.5, + "st_dev": 29.41, + "num": 288 + } + }, + { + "month": 9, + "day": 10, + "temp": { + "record_min": 280.26, + "record_max": 293.35, + "average_min": 283.76, + "average_max": 289.37, + "median": 286.15, + "mean": 286.31, + "p25": 283.56, + "p75": 289.08, + "st_dev": 3.05, + "num": 288 + }, + "pressure": { + "min": 971, + "max": 1031, + "median": 1012.5, + "mean": 1009.23, + "p25": 1007, + "p75": 1016, + "st_dev": 13.65, + "num": 288 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 87, + "mean": 84.6, + "p25": 75, + "p75": 95, + "st_dev": 13.91, + "num": 286 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.42, + "mean": 3.23, + "p25": 1.33, + "p75": 4.12, + "st_dev": 2.78, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.78, + "p25": 20, + "p75": 75, + "st_dev": 32.8, + "num": 288 + } + }, + { + "month": 9, + "day": 11, + "temp": { + "record_min": 281.86, + "record_max": 293.15, + "average_min": 283.44, + "average_max": 288.95, + "median": 285.67, + "mean": 286.11, + "p25": 284.05, + "p75": 288.22, + "st_dev": 2.58, + "num": 288 + }, + "pressure": { + "min": 968, + "max": 1029, + "median": 1007, + "mean": 1006.23, + "p25": 1000, + "p75": 1016, + "st_dev": 14.34, + "num": 288 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 90, + "mean": 86.95, + "p25": 81, + "p75": 95.5, + "st_dev": 11.63, + "num": 288 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 3.57, + "mean": 4.38, + "p25": 1.54, + "p75": 6.17, + "st_dev": 3.29, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.42, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.29, + "p25": 40, + "p75": 75, + "st_dev": 25.79, + "num": 288 + } + }, + { + "month": 9, + "day": 12, + "temp": { + "record_min": 279.77, + "record_max": 293.41, + "average_min": 282.92, + "average_max": 288.46, + "median": 285.77, + "mean": 285.84, + "p25": 283.77, + "p75": 287.35, + "st_dev": 2.6, + "num": 288 + }, + "pressure": { + "min": 969, + "max": 1028, + "median": 1011, + "mean": 1008.57, + "p25": 1003, + "p75": 1015, + "st_dev": 11.87, + "num": 288 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 82.5, + "mean": 81.31, + "p25": 72, + "p75": 93, + "st_dev": 14.55, + "num": 288 + }, + "wind": { + "min": 0.51, + "max": 14.4, + "median": 4.12, + "mean": 4.55, + "p25": 2.1, + "p75": 6.45, + "st_dev": 2.73, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.59, + "p25": 40, + "p75": 75, + "st_dev": 27.76, + "num": 288 + } + }, + { + "month": 9, + "day": 13, + "temp": { + "record_min": 278.84, + "record_max": 297.85, + "average_min": 282.57, + "average_max": 288.18, + "median": 284.92, + "mean": 285.2, + "p25": 283.3, + "p75": 287.12, + "st_dev": 3.11, + "num": 288 + }, + "pressure": { + "min": 974, + "max": 1031, + "median": 1015.5, + "mean": 1012.27, + "p25": 1009, + "p75": 1019.5, + "st_dev": 12.26, + "num": 288 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 84, + "mean": 82.98, + "p25": 72, + "p75": 93, + "st_dev": 12.78, + "num": 286 + }, + "wind": { + "min": 0.43, + "max": 12.3, + "median": 3.1, + "mean": 3.57, + "p25": 1.93, + "p75": 4.63, + "st_dev": 2.14, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 73.5, + "mean": 51.86, + "p25": 28, + "p75": 75, + "st_dev": 29.64, + "num": 288 + } + }, + { + "month": 9, + "day": 14, + "temp": { + "record_min": 279.64, + "record_max": 294.15, + "average_min": 282.83, + "average_max": 288.3, + "median": 285.39, + "mean": 285.64, + "p25": 283.9, + "p75": 287.07, + "st_dev": 2.98, + "num": 288 + }, + "pressure": { + "min": 975, + "max": 1031, + "median": 1014.5, + "mean": 1011.51, + "p25": 1002, + "p75": 1020, + "st_dev": 12.42, + "num": 288 + }, + "humidity": { + "min": 49, + "max": 100, + "median": 93, + "mean": 86.81, + "p25": 80.5, + "p75": 95, + "st_dev": 13.36, + "num": 288 + }, + "wind": { + "min": 0, + "max": 18, + "median": 3.41, + "mean": 3.94, + "p25": 1.54, + "p75": 5.7, + "st_dev": 2.9, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0.3, + "st_dev": 0.47, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.57, + "p25": 40, + "p75": 75, + "st_dev": 30.81, + "num": 288 + } + }, + { + "month": 9, + "day": 15, + "temp": { + "record_min": 280.53, + "record_max": 299.83, + "average_min": 283.63, + "average_max": 288.81, + "median": 285.51, + "mean": 285.92, + "p25": 283.5, + "p75": 287.4, + "st_dev": 3.34, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1029, + "median": 1012.5, + "mean": 1007.99, + "p25": 997, + "p75": 1019, + "st_dev": 12.48, + "num": 288 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 91, + "mean": 86.27, + "p25": 77, + "p75": 95, + "st_dev": 13.06, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 21.6, + "median": 3.1, + "mean": 4.62, + "p25": 1.65, + "p75": 6.7, + "st_dev": 3.72, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0.3, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.33, + "p25": 68, + "p75": 75, + "st_dev": 30.35, + "num": 288 + } + }, + { + "month": 9, + "day": 16, + "temp": { + "record_min": 280.07, + "record_max": 298.76, + "average_min": 282.65, + "average_max": 288.64, + "median": 284.91, + "mean": 285.18, + "p25": 282.61, + "p75": 286.8, + "st_dev": 3.28, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1031, + "median": 1012, + "mean": 1009.3, + "p25": 997, + "p75": 1019, + "st_dev": 13.13, + "num": 288 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 82, + "mean": 82.22, + "p25": 72, + "p75": 95, + "st_dev": 14.58, + "num": 288 + }, + "wind": { + "min": 0, + "max": 17.5, + "median": 2.1, + "mean": 3.63, + "p25": 1.03, + "p75": 4.81, + "st_dev": 3.52, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64, + "mean": 48.66, + "p25": 20, + "p75": 75, + "st_dev": 32.48, + "num": 288 + } + }, + { + "month": 9, + "day": 17, + "temp": { + "record_min": 278.6, + "record_max": 292.7, + "average_min": 282.11, + "average_max": 288.61, + "median": 285.15, + "mean": 285.17, + "p25": 283.14, + "p75": 287.41, + "st_dev": 3.12, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1034, + "median": 1016.5, + "mean": 1012, + "p25": 1000, + "p75": 1022, + "st_dev": 14.6, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 81, + "mean": 80.24, + "p25": 71.5, + "p75": 89, + "st_dev": 13.4, + "num": 288 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 3.1, + "mean": 3.85, + "p25": 1.5, + "p75": 6.2, + "st_dev": 3.02, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68.5, + "mean": 48.82, + "p25": 20, + "p75": 75, + "st_dev": 32.48, + "num": 288 + } + }, + { + "month": 9, + "day": 18, + "temp": { + "record_min": 279.82, + "record_max": 296.15, + "average_min": 282.66, + "average_max": 289.51, + "median": 285.46, + "mean": 285.82, + "p25": 283.42, + "p75": 288.16, + "st_dev": 3.33, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1035, + "median": 1016.5, + "mean": 1012.66, + "p25": 1000, + "p75": 1022, + "st_dev": 13.94, + "num": 288 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 87, + "mean": 83.23, + "p25": 72, + "p75": 93, + "st_dev": 13.14, + "num": 288 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.78, + "mean": 4.04, + "p25": 1.78, + "p75": 5.66, + "st_dev": 2.49, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.27, + "p25": 20, + "p75": 75, + "st_dev": 32.36, + "num": 288 + } + }, + { + "month": 9, + "day": 19, + "temp": { + "record_min": 278.28, + "record_max": 292.69, + "average_min": 281.92, + "average_max": 288.04, + "median": 285.15, + "mean": 284.95, + "p25": 282.66, + "p75": 286.77, + "st_dev": 2.81, + "num": 288 + }, + "pressure": { + "min": 974, + "max": 1034, + "median": 1017, + "mean": 1013.52, + "p25": 1002, + "p75": 1024, + "st_dev": 14.07, + "num": 288 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 85.5, + "mean": 83.92, + "p25": 72.5, + "p75": 100, + "st_dev": 13.61, + "num": 288 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.81, + "mean": 3.28, + "p25": 1.38, + "p75": 4.6, + "st_dev": 2.36, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.6, + "p25": 30, + "p75": 75, + "st_dev": 30.89, + "num": 288 + } + }, + { + "month": 9, + "day": 20, + "temp": { + "record_min": 277.69, + "record_max": 295.93, + "average_min": 281.6, + "average_max": 288.07, + "median": 285.02, + "mean": 284.7, + "p25": 283.15, + "p75": 285.66, + "st_dev": 2.64, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1032, + "median": 1019, + "mean": 1014.38, + "p25": 1011, + "p75": 1023, + "st_dev": 12.54, + "num": 288 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 90.5, + "mean": 86.35, + "p25": 77, + "p75": 100, + "st_dev": 13.25, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 2.6, + "mean": 3.38, + "p25": 1.5, + "p75": 4.63, + "st_dev": 2.57, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.33, + "p25": 0, + "p75": 0.3, + "st_dev": 0.69, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.91, + "p25": 22, + "p75": 75.5, + "st_dev": 33.01, + "num": 288 + } + }, + { + "month": 9, + "day": 21, + "temp": { + "record_min": 280.15, + "record_max": 292.65, + "average_min": 282.62, + "average_max": 287.71, + "median": 284.96, + "mean": 284.86, + "p25": 283.4, + "p75": 286.42, + "st_dev": 2.26, + "num": 288 + }, + "pressure": { + "min": 961, + "max": 1030, + "median": 1016, + "mean": 1011.36, + "p25": 1008, + "p75": 1020, + "st_dev": 14.03, + "num": 288 + }, + "humidity": { + "min": 57, + "max": 100, + "median": 87, + "mean": 85.43, + "p25": 76, + "p75": 93, + "st_dev": 10.98, + "num": 288 + }, + "wind": { + "min": 0.1, + "max": 21.1, + "median": 3.6, + "mean": 3.95, + "p25": 2.06, + "p75": 5.14, + "st_dev": 2.64, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.29, + "p25": 0, + "p75": 0.3, + "st_dev": 0.61, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.04, + "p25": 40, + "p75": 90, + "st_dev": 31.75, + "num": 288 + } + }, + { + "month": 9, + "day": 22, + "temp": { + "record_min": 278.11, + "record_max": 291.05, + "average_min": 282.53, + "average_max": 287.5, + "median": 285.2, + "mean": 284.88, + "p25": 283.15, + "p75": 287.15, + "st_dev": 2.69, + "num": 288 + }, + "pressure": { + "min": 974, + "max": 1023, + "median": 1012.5, + "mean": 1008.07, + "p25": 1001, + "p75": 1017, + "st_dev": 11.43, + "num": 288 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 88, + "mean": 84.2, + "p25": 76, + "p75": 94, + "st_dev": 14.01, + "num": 288 + }, + "wind": { + "min": 0.2, + "max": 15.9, + "median": 3.24, + "mean": 4.15, + "p25": 1.5, + "p75": 6.45, + "st_dev": 3.3, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.82, + "p25": 61, + "p75": 83.5, + "st_dev": 30.45, + "num": 288 + } + }, + { + "month": 9, + "day": 23, + "temp": { + "record_min": 278.15, + "record_max": 291.66, + "average_min": 281, + "average_max": 286.64, + "median": 283.95, + "mean": 283.87, + "p25": 282.23, + "p75": 285.41, + "st_dev": 2.62, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1021, + "median": 1010, + "mean": 1007.88, + "p25": 1003, + "p75": 1014, + "st_dev": 7.84, + "num": 288 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 87, + "mean": 86.4, + "p25": 79, + "p75": 94, + "st_dev": 11.03, + "num": 288 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 2.57, + "mean": 3.1, + "p25": 1.29, + "p75": 4.12, + "st_dev": 2.36, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.85, + "p25": 40, + "p75": 87, + "st_dev": 30.66, + "num": 288 + } + }, + { + "month": 9, + "day": 24, + "temp": { + "record_min": 278.15, + "record_max": 290.15, + "average_min": 280.6, + "average_max": 286.36, + "median": 282.65, + "mean": 283.21, + "p25": 281.45, + "p75": 285.27, + "st_dev": 2.67, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1029, + "median": 1011, + "mean": 1007.9, + "p25": 1002, + "p75": 1014, + "st_dev": 9.94, + "num": 288 + }, + "humidity": { + "min": 55, + "max": 100, + "median": 87, + "mean": 86.74, + "p25": 80, + "p75": 93, + "st_dev": 9.96, + "num": 288 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 3.1, + "mean": 3.52, + "p25": 1.5, + "p75": 5.1, + "st_dev": 2.31, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.99, + "p25": 36, + "p75": 75, + "st_dev": 30.59, + "num": 288 + } + }, + { + "month": 9, + "day": 25, + "temp": { + "record_min": 278.53, + "record_max": 295.37, + "average_min": 281.15, + "average_max": 287.61, + "median": 283.82, + "mean": 284.23, + "p25": 281.5, + "p75": 286.14, + "st_dev": 3.45, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1030, + "median": 1009, + "mean": 1008.97, + "p25": 1004, + "p75": 1014, + "st_dev": 9.34, + "num": 288 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 88.5, + "mean": 83.81, + "p25": 75, + "p75": 94, + "st_dev": 13.96, + "num": 288 + }, + "wind": { + "min": 0, + "max": 16.46, + "median": 4.1, + "mean": 4.41, + "p25": 2.1, + "p75": 5.81, + "st_dev": 2.97, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.46, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.01, + "p25": 40, + "p75": 83.5, + "st_dev": 32.67, + "num": 288 + } + }, + { + "month": 9, + "day": 26, + "temp": { + "record_min": 278.45, + "record_max": 292.15, + "average_min": 281.79, + "average_max": 287.82, + "median": 284.27, + "mean": 284.78, + "p25": 282.29, + "p75": 287.45, + "st_dev": 3.3, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1032, + "median": 1012, + "mean": 1009.6, + "p25": 1002, + "p75": 1017, + "st_dev": 11.15, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 81, + "mean": 78.69, + "p25": 66, + "p75": 93, + "st_dev": 15.8, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 11.8, + "median": 4.6, + "mean": 4.26, + "p25": 1.54, + "p75": 5.89, + "st_dev": 2.59, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.41, + "p25": 0, + "p75": 0.3, + "st_dev": 0.86, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.45, + "p25": 20, + "p75": 88, + "st_dev": 34.16, + "num": 288 + } + }, + { + "month": 9, + "day": 27, + "temp": { + "record_min": 276.15, + "record_max": 293.65, + "average_min": 281.56, + "average_max": 287.85, + "median": 284.56, + "mean": 284.84, + "p25": 282.05, + "p75": 287.34, + "st_dev": 3.77, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1036, + "median": 1012, + "mean": 1010.27, + "p25": 1001, + "p75": 1016.5, + "st_dev": 11.79, + "num": 288 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 87, + "mean": 82.51, + "p25": 71, + "p75": 93, + "st_dev": 14.54, + "num": 288 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.35, + "mean": 3.86, + "p25": 1.54, + "p75": 5.66, + "st_dev": 2.59, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.4, + "p25": 0, + "p75": 0.3, + "st_dev": 0.82, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.37, + "p25": 20, + "p75": 75, + "st_dev": 33.4, + "num": 288 + } + }, + { + "month": 9, + "day": 28, + "temp": { + "record_min": 276.42, + "record_max": 291.92, + "average_min": 281.66, + "average_max": 287.88, + "median": 285.01, + "mean": 284.62, + "p25": 281.96, + "p75": 287.42, + "st_dev": 3.77, + "num": 288 + }, + "pressure": { + "min": 996, + "max": 1038, + "median": 1012, + "mean": 1012.16, + "p25": 1003, + "p75": 1017, + "st_dev": 11.09, + "num": 288 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 81, + "mean": 78.78, + "p25": 66, + "p75": 93, + "st_dev": 15.87, + "num": 288 + }, + "wind": { + "min": 0, + "max": 15.43, + "median": 3.1, + "mean": 3.85, + "p25": 2.06, + "p75": 4.87, + "st_dev": 2.57, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.46, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.97, + "p25": 16, + "p75": 80, + "st_dev": 36.19, + "num": 288 + } + }, + { + "month": 9, + "day": 29, + "temp": { + "record_min": 275.37, + "record_max": 291.15, + "average_min": 281.77, + "average_max": 286.6, + "median": 284.39, + "mean": 284.41, + "p25": 282.36, + "p75": 286.48, + "st_dev": 3.02, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1038, + "median": 1012, + "mean": 1010.65, + "p25": 1002, + "p75": 1021, + "st_dev": 13.66, + "num": 288 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 82, + "mean": 81.11, + "p25": 71, + "p75": 93, + "st_dev": 14.74, + "num": 288 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 4.1, + "mean": 4.3, + "p25": 2.1, + "p75": 5.89, + "st_dev": 2.47, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.36, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 98, + "median": 75, + "mean": 62.19, + "p25": 40, + "p75": 86, + "st_dev": 32.69, + "num": 288 + } + }, + { + "month": 9, + "day": 30, + "temp": { + "record_min": 274.82, + "record_max": 289.23, + "average_min": 281.1, + "average_max": 285.98, + "median": 284.05, + "mean": 283.53, + "p25": 281.57, + "p75": 285.4, + "st_dev": 2.79, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1037, + "median": 1009, + "mean": 1009.93, + "p25": 999.5, + "p75": 1021, + "st_dev": 12.97, + "num": 288 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 84, + "mean": 82.82, + "p25": 76, + "p75": 93, + "st_dev": 12.72, + "num": 288 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 4.01, + "mean": 4.28, + "p25": 2.16, + "p75": 5.32, + "st_dev": 2.9, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0.3, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.34, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.66, + "p25": 40, + "p75": 92, + "st_dev": 27.43, + "num": 288 + } + }, + { + "month": 10, + "day": 1, + "temp": { + "record_min": 274.82, + "record_max": 291.5, + "average_min": 281.04, + "average_max": 285.82, + "median": 283.53, + "mean": 283.28, + "p25": 280.47, + "p75": 285.77, + "st_dev": 3.27, + "num": 299 + }, + "pressure": { + "min": 978, + "max": 1033, + "median": 1006, + "mean": 1008.7, + "p25": 998, + "p75": 1021, + "st_dev": 11.96, + "num": 298 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 86, + "mean": 82.62, + "p25": 76, + "p75": 93, + "st_dev": 15.13, + "num": 297 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 3.09, + "mean": 3.87, + "p25": 1.54, + "p75": 5.14, + "st_dev": 2.9, + "num": 299 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.55, + "num": 299 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.46, + "p25": 40, + "p75": 88, + "st_dev": 31.53, + "num": 299 + } + }, + { + "month": 10, + "day": 2, + "temp": { + "record_min": 273.15, + "record_max": 291.5, + "average_min": 280.32, + "average_max": 286.41, + "median": 283.51, + "mean": 283.26, + "p25": 281.15, + "p75": 285.4, + "st_dev": 3.26, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1028, + "median": 1010, + "mean": 1008.82, + "p25": 1002, + "p75": 1021, + "st_dev": 12.81, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 87, + "mean": 82.67, + "p25": 76, + "p75": 93, + "st_dev": 14.52, + "num": 311 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 3.89, + "mean": 4.2, + "p25": 2.06, + "p75": 6.2, + "st_dev": 2.65, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.4, + "p25": 0, + "p75": 75, + "st_dev": 34.89, + "num": 312 + } + }, + { + "month": 10, + "day": 3, + "temp": { + "record_min": 273.15, + "record_max": 292.4, + "average_min": 280.64, + "average_max": 286.66, + "median": 283.83, + "mean": 283.58, + "p25": 281.19, + "p75": 285.95, + "st_dev": 3.28, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1037, + "median": 1013, + "mean": 1009.65, + "p25": 1001, + "p75": 1019, + "st_dev": 13.4, + "num": 307 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 84, + "mean": 80.82, + "p25": 71, + "p75": 93, + "st_dev": 16.45, + "num": 308 + }, + "wind": { + "min": 0, + "max": 12.86, + "median": 4.1, + "mean": 4.22, + "p25": 2.06, + "p75": 5.72, + "st_dev": 2.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.57, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.57, + "p25": 32.5, + "p75": 75, + "st_dev": 31.98, + "num": 312 + } + }, + { + "month": 10, + "day": 4, + "temp": { + "record_min": 272.59, + "record_max": 296.48, + "average_min": 280.57, + "average_max": 286.62, + "median": 283.73, + "mean": 283.59, + "p25": 281.15, + "p75": 285.95, + "st_dev": 3.37, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1044, + "median": 1009, + "mean": 1008.43, + "p25": 1000, + "p75": 1013.5, + "st_dev": 13.15, + "num": 304 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 85, + "mean": 81.64, + "p25": 76, + "p75": 93, + "st_dev": 15.76, + "num": 301 + }, + "wind": { + "min": 0, + "max": 12.86, + "median": 4.1, + "mean": 4.25, + "p25": 1.54, + "p75": 6.08, + "st_dev": 2.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.69, + "p25": 48, + "p75": 79.5, + "st_dev": 30.21, + "num": 312 + } + }, + { + "month": 10, + "day": 5, + "temp": { + "record_min": 272.59, + "record_max": 291.11, + "average_min": 279.89, + "average_max": 286.07, + "median": 283.15, + "mean": 282.64, + "p25": 280.87, + "p75": 284.49, + "st_dev": 3.06, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1045, + "median": 1011, + "mean": 1009.22, + "p25": 1000, + "p75": 1016, + "st_dev": 12.19, + "num": 308 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 90, + "mean": 86.49, + "p25": 81, + "p75": 94, + "st_dev": 12.55, + "num": 307 + }, + "wind": { + "min": 0, + "max": 12.35, + "median": 3.1, + "mean": 3.43, + "p25": 1.5, + "p75": 4.62, + "st_dev": 2.3, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.37, + "p25": 0, + "p75": 0.3, + "st_dev": 0.71, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 59.5, + "mean": 50.71, + "p25": 20, + "p75": 75, + "st_dev": 32.39, + "num": 312 + } + }, + { + "month": 10, + "day": 6, + "temp": { + "record_min": 275.82, + "record_max": 288.51, + "average_min": 280.72, + "average_max": 285.54, + "median": 283.42, + "mean": 282.94, + "p25": 280.49, + "p75": 285.38, + "st_dev": 3.04, + "num": 311 + }, + "pressure": { + "min": 989, + "max": 1026, + "median": 1010, + "mean": 1008.31, + "p25": 999, + "p75": 1016, + "st_dev": 10.19, + "num": 307 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 87, + "mean": 81.74, + "p25": 71, + "p75": 95, + "st_dev": 16.97, + "num": 307 + }, + "wind": { + "min": 0, + "max": 12.35, + "median": 3.6, + "mean": 4.16, + "p25": 2.1, + "p75": 5.7, + "st_dev": 2.54, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.26, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.1, + "p25": 8, + "p75": 75, + "st_dev": 35.35, + "num": 311 + } + }, + { + "month": 10, + "day": 7, + "temp": { + "record_min": 275.7, + "record_max": 287.46, + "average_min": 279.84, + "average_max": 284.54, + "median": 282.33, + "mean": 282.17, + "p25": 279.94, + "p75": 284.56, + "st_dev": 3.05, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1024, + "median": 1010, + "mean": 1007.8, + "p25": 1000, + "p75": 1017, + "st_dev": 10.24, + "num": 307 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 87, + "mean": 82.06, + "p25": 70, + "p75": 97, + "st_dev": 16.99, + "num": 306 + }, + "wind": { + "min": 0, + "max": 18.5, + "median": 3.6, + "mean": 4.2, + "p25": 1.54, + "p75": 6.2, + "st_dev": 3.08, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.41, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.37, + "p25": 20, + "p75": 75, + "st_dev": 33, + "num": 312 + } + }, + { + "month": 10, + "day": 8, + "temp": { + "record_min": 274.42, + "record_max": 288.32, + "average_min": 280.11, + "average_max": 284.39, + "median": 282.15, + "mean": 282.16, + "p25": 280.49, + "p75": 284.15, + "st_dev": 3.04, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1030, + "median": 1008, + "mean": 1007.97, + "p25": 998, + "p75": 1017, + "st_dev": 11.57, + "num": 308 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 93, + "mean": 88.99, + "p25": 83.5, + "p75": 99, + "st_dev": 11.6, + "num": 308 + }, + "wind": { + "min": 0, + "max": 17.5, + "median": 3.1, + "mean": 3.75, + "p25": 1.5, + "p75": 5.14, + "st_dev": 2.98, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.34, + "p25": 0, + "p75": 0.3, + "st_dev": 0.56, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.39, + "p25": 40, + "p75": 75, + "st_dev": 31.71, + "num": 312 + } + }, + { + "month": 10, + "day": 9, + "temp": { + "record_min": 274.9, + "record_max": 288.05, + "average_min": 279.36, + "average_max": 284.07, + "median": 282.13, + "mean": 281.97, + "p25": 280.14, + "p75": 284.02, + "st_dev": 2.99, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1030, + "median": 1006, + "mean": 1006.74, + "p25": 994, + "p75": 1017, + "st_dev": 12.66, + "num": 306 + }, + "humidity": { + "min": 53, + "max": 100, + "median": 90, + "mean": 88.49, + "p25": 82, + "p75": 95, + "st_dev": 9.88, + "num": 306 + }, + "wind": { + "min": 0, + "max": 14.92, + "median": 3.79, + "mean": 4.55, + "p25": 2.08, + "p75": 6.2, + "st_dev": 3.33, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.42, + "p25": 0, + "p75": 0.3, + "st_dev": 0.75, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.21, + "p25": 44, + "p75": 75, + "st_dev": 29.8, + "num": 312 + } + }, + { + "month": 10, + "day": 10, + "temp": { + "record_min": 273.84, + "record_max": 289.15, + "average_min": 279.27, + "average_max": 284.86, + "median": 282.15, + "mean": 281.83, + "p25": 279.72, + "p75": 283.6, + "st_dev": 2.92, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1028, + "median": 1006, + "mean": 1006.81, + "p25": 996, + "p75": 1018, + "st_dev": 11.69, + "num": 306 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 87, + "mean": 85.59, + "p25": 81, + "p75": 95, + "st_dev": 12.91, + "num": 307 + }, + "wind": { + "min": 0, + "max": 14.92, + "median": 4.53, + "mean": 4.59, + "p25": 2.07, + "p75": 6.69, + "st_dev": 2.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 0.47, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.01, + "p25": 20, + "p75": 75, + "st_dev": 33.14, + "num": 312 + } + }, + { + "month": 10, + "day": 11, + "temp": { + "record_min": 275.39, + "record_max": 294.15, + "average_min": 278.41, + "average_max": 284.15, + "median": 281.33, + "mean": 281.33, + "p25": 278.9, + "p75": 283.02, + "st_dev": 3.41, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1033, + "median": 1011, + "mean": 1008.73, + "p25": 996, + "p75": 1017, + "st_dev": 13.8, + "num": 312 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 89.5, + "mean": 85.35, + "p25": 81, + "p75": 94, + "st_dev": 13.82, + "num": 312 + }, + "wind": { + "min": 0, + "max": 13.38, + "median": 2.68, + "mean": 3.93, + "p25": 1.73, + "p75": 5.7, + "st_dev": 2.83, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.59, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.46, + "p25": 20, + "p75": 75, + "st_dev": 34.43, + "num": 312 + } + }, + { + "month": 10, + "day": 12, + "temp": { + "record_min": 274.15, + "record_max": 293.15, + "average_min": 278.86, + "average_max": 284.19, + "median": 281.41, + "mean": 281.32, + "p25": 279.37, + "p75": 282.61, + "st_dev": 2.94, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1034, + "median": 1012, + "mean": 1010.47, + "p25": 1003, + "p75": 1018, + "st_dev": 11.71, + "num": 307 + }, + "humidity": { + "min": 50, + "max": 100, + "median": 87, + "mean": 84.9, + "p25": 76, + "p75": 93, + "st_dev": 12.06, + "num": 307 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 2.6, + "mean": 3.62, + "p25": 1.21, + "p75": 5.66, + "st_dev": 2.82, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0.3, + "st_dev": 0.42, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.37, + "p25": 26, + "p75": 75, + "st_dev": 30.93, + "num": 312 + } + }, + { + "month": 10, + "day": 13, + "temp": { + "record_min": 273.32, + "record_max": 290.52, + "average_min": 278.42, + "average_max": 284.96, + "median": 281.35, + "mean": 281.44, + "p25": 279.58, + "p75": 283.89, + "st_dev": 3.31, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1030, + "median": 1012, + "mean": 1009.37, + "p25": 1002, + "p75": 1016, + "st_dev": 12.11, + "num": 309 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 93, + "mean": 88.16, + "p25": 83, + "p75": 95, + "st_dev": 12.04, + "num": 309 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.1, + "mean": 3.21, + "p25": 1.16, + "p75": 4.6, + "st_dev": 2.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.29, + "p25": 0, + "p75": 0.3, + "st_dev": 0.65, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 47.75, + "p25": 0.5, + "p75": 75, + "st_dev": 35.92, + "num": 312 + } + }, + { + "month": 10, + "day": 14, + "temp": { + "record_min": 272.53, + "record_max": 288.03, + "average_min": 277.57, + "average_max": 284.03, + "median": 281.42, + "mean": 280.8, + "p25": 278.45, + "p75": 282.78, + "st_dev": 3.25, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1031, + "median": 1011, + "mean": 1008.95, + "p25": 999, + "p75": 1018, + "st_dev": 13.07, + "num": 304 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 92, + "mean": 86.79, + "p25": 81, + "p75": 95, + "st_dev": 13.52, + "num": 304 + }, + "wind": { + "min": 0, + "max": 15.43, + "median": 3.09, + "mean": 3.68, + "p25": 1.23, + "p75": 5.11, + "st_dev": 2.96, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.15, + "p25": 0, + "p75": 75, + "st_dev": 37.14, + "num": 312 + } + }, + { + "month": 10, + "day": 15, + "temp": { + "record_min": 272.93, + "record_max": 290.69, + "average_min": 277.36, + "average_max": 284.12, + "median": 280.53, + "mean": 280.3, + "p25": 278.37, + "p75": 282.42, + "st_dev": 3.21, + "num": 312 + }, + "pressure": { + "min": 991, + "max": 1030, + "median": 1010, + "mean": 1011.07, + "p25": 1004, + "p75": 1016, + "st_dev": 10.12, + "num": 305 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 87, + "mean": 83.32, + "p25": 76, + "p75": 93, + "st_dev": 12.1, + "num": 302 + }, + "wind": { + "min": 0, + "max": 12.86, + "median": 2.6, + "mean": 3.41, + "p25": 1.31, + "p75": 5.1, + "st_dev": 2.56, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64.5, + "mean": 46.88, + "p25": 12, + "p75": 75, + "st_dev": 33.49, + "num": 312 + } + }, + { + "month": 10, + "day": 16, + "temp": { + "record_min": 273.17, + "record_max": 290.42, + "average_min": 277.44, + "average_max": 284.59, + "median": 281.27, + "mean": 280.96, + "p25": 278.52, + "p75": 283.15, + "st_dev": 3.47, + "num": 312 + }, + "pressure": { + "min": 991, + "max": 1029, + "median": 1010, + "mean": 1010.56, + "p25": 1004, + "p75": 1016, + "st_dev": 9.25, + "num": 308 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 87, + "mean": 82.07, + "p25": 75, + "p75": 93, + "st_dev": 16.53, + "num": 307 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.6, + "mean": 3.38, + "p25": 1.41, + "p75": 5.14, + "st_dev": 2.36, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0.3, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.98, + "p25": 15.5, + "p75": 75, + "st_dev": 34.98, + "num": 312 + } + }, + { + "month": 10, + "day": 17, + "temp": { + "record_min": 273.25, + "record_max": 292.84, + "average_min": 278.04, + "average_max": 284.46, + "median": 281.03, + "mean": 281.21, + "p25": 278.97, + "p75": 283.65, + "st_dev": 3.63, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1026, + "median": 1010, + "mean": 1009.16, + "p25": 1002, + "p75": 1015, + "st_dev": 8.9, + "num": 306 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 87, + "mean": 85.54, + "p25": 77, + "p75": 95, + "st_dev": 12.17, + "num": 303 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 3.09, + "mean": 3.6, + "p25": 1.76, + "p75": 5.14, + "st_dev": 2.4, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.37, + "p25": 20, + "p75": 75, + "st_dev": 33.03, + "num": 312 + } + }, + { + "month": 10, + "day": 18, + "temp": { + "record_min": 273.65, + "record_max": 288.25, + "average_min": 277.58, + "average_max": 284.09, + "median": 280.93, + "mean": 280.57, + "p25": 278.33, + "p75": 282.61, + "st_dev": 3.12, + "num": 312 + }, + "pressure": { + "min": 992, + "max": 1029, + "median": 1014, + "mean": 1011.92, + "p25": 1003, + "p75": 1018, + "st_dev": 9.06, + "num": 307 + }, + "humidity": { + "min": 49, + "max": 100, + "median": 87, + "mean": 85.23, + "p25": 76, + "p75": 94, + "st_dev": 12.39, + "num": 307 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.1, + "mean": 2.91, + "p25": 1.19, + "p75": 4.1, + "st_dev": 2.22, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0, + "st_dev": 0.53, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.64, + "p25": 3.5, + "p75": 75, + "st_dev": 35.04, + "num": 312 + } + }, + { + "month": 10, + "day": 19, + "temp": { + "record_min": 274.61, + "record_max": 288.42, + "average_min": 278.42, + "average_max": 283.34, + "median": 281.08, + "mean": 280.87, + "p25": 278.5, + "p75": 283.19, + "st_dev": 3.16, + "num": 312 + }, + "pressure": { + "min": 989, + "max": 1032, + "median": 1009, + "mean": 1009.33, + "p25": 1001, + "p75": 1015, + "st_dev": 9.97, + "num": 307 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 87, + "mean": 82.91, + "p25": 76, + "p75": 96, + "st_dev": 17.32, + "num": 306 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.1, + "mean": 3.03, + "p25": 1.5, + "p75": 4.62, + "st_dev": 2.07, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.38, + "p25": 0, + "p75": 0.3, + "st_dev": 1.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.66, + "p25": 20, + "p75": 76.5, + "st_dev": 36.7, + "num": 312 + } + }, + { + "month": 10, + "day": 20, + "temp": { + "record_min": 275.82, + "record_max": 288.15, + "average_min": 278.6, + "average_max": 283.57, + "median": 280.91, + "mean": 281, + "p25": 278.71, + "p75": 282.75, + "st_dev": 2.82, + "num": 311 + }, + "pressure": { + "min": 977, + "max": 1024, + "median": 1008, + "mean": 1005.81, + "p25": 1001, + "p75": 1012, + "st_dev": 9.83, + "num": 308 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 93, + "mean": 85.19, + "p25": 81, + "p75": 97.5, + "st_dev": 17.63, + "num": 308 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 2.6, + "mean": 3.78, + "p25": 1.54, + "p75": 5.14, + "st_dev": 2.92, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.33, + "p25": 0, + "p75": 0.3, + "st_dev": 0.71, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.77, + "p25": 40, + "p75": 83, + "st_dev": 33.59, + "num": 311 + } + }, + { + "month": 10, + "day": 21, + "temp": { + "record_min": 274.06, + "record_max": 286.05, + "average_min": 278.42, + "average_max": 283.02, + "median": 281.2, + "mean": 280.84, + "p25": 278.47, + "p75": 283.01, + "st_dev": 2.55, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1020, + "median": 1003, + "mean": 1002.57, + "p25": 995, + "p75": 1010, + "st_dev": 9.48, + "num": 307 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 87, + "mean": 83.21, + "p25": 76, + "p75": 93, + "st_dev": 16.08, + "num": 307 + }, + "wind": { + "min": 0, + "max": 16.98, + "median": 3.1, + "mean": 4.14, + "p25": 1.61, + "p75": 5.12, + "st_dev": 3.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.81, + "p25": 32, + "p75": 75, + "st_dev": 33.23, + "num": 312 + } + }, + { + "month": 10, + "day": 22, + "temp": { + "record_min": 272.96, + "record_max": 287.15, + "average_min": 278.5, + "average_max": 283.69, + "median": 281.39, + "mean": 281.3, + "p25": 280.15, + "p75": 282.94, + "st_dev": 2.71, + "num": 312 + }, + "pressure": { + "min": 508, + "max": 1026, + "median": 1007, + "mean": 1001.72, + "p25": 995, + "p75": 1010, + "st_dev": 32.68, + "num": 308 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 88, + "mean": 86.09, + "p25": 81, + "p75": 93, + "st_dev": 12.81, + "num": 309 + }, + "wind": { + "min": 0, + "max": 13.16, + "median": 3.6, + "mean": 4.53, + "p25": 1.54, + "p75": 7.2, + "st_dev": 3.39, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.48, + "p25": 0, + "p75": 0.3, + "st_dev": 1.57, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.55, + "p25": 56, + "p75": 75, + "st_dev": 27.38, + "num": 312 + } + }, + { + "month": 10, + "day": 23, + "temp": { + "record_min": 274.32, + "record_max": 287.15, + "average_min": 279.01, + "average_max": 283.76, + "median": 282.03, + "mean": 281.58, + "p25": 279.77, + "p75": 283.53, + "st_dev": 2.59, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1032, + "median": 1008, + "mean": 1008.52, + "p25": 1004, + "p75": 1015, + "st_dev": 10.46, + "num": 307 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 92, + "mean": 88.24, + "p25": 81, + "p75": 96, + "st_dev": 10.58, + "num": 307 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 4.12, + "mean": 4.77, + "p25": 2.57, + "p75": 6.7, + "st_dev": 3.13, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.41, + "p25": 0, + "p75": 0.3, + "st_dev": 0.77, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.11, + "p25": 64.5, + "p75": 75, + "st_dev": 26.51, + "num": 312 + } + }, + { + "month": 10, + "day": 24, + "temp": { + "record_min": 273.59, + "record_max": 286.42, + "average_min": 279.1, + "average_max": 283.68, + "median": 281.84, + "mean": 281.44, + "p25": 280.3, + "p75": 283.37, + "st_dev": 2.75, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1032, + "median": 1006, + "mean": 1006.58, + "p25": 999, + "p75": 1011.5, + "st_dev": 10.13, + "num": 308 + }, + "humidity": { + "min": 65, + "max": 100, + "median": 93, + "mean": 89.47, + "p25": 82, + "p75": 96, + "st_dev": 8.63, + "num": 308 + }, + "wind": { + "min": 0, + "max": 18, + "median": 3.83, + "mean": 5.18, + "p25": 1.5, + "p75": 8.47, + "st_dev": 4.21, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0.3, + "mean": 0.57, + "p25": 0, + "p75": 0.9, + "st_dev": 0.95, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.71, + "p25": 73.5, + "p75": 91, + "st_dev": 29.28, + "num": 312 + } + }, + { + "month": 10, + "day": 25, + "temp": { + "record_min": 272.79, + "record_max": 285.5, + "average_min": 278.97, + "average_max": 283.11, + "median": 281.1, + "mean": 281.01, + "p25": 279.47, + "p75": 283.23, + "st_dev": 2.65, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1025, + "median": 1005, + "mean": 1004.86, + "p25": 1001, + "p75": 1010, + "st_dev": 8.94, + "num": 309 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 89, + "mean": 86.56, + "p25": 81, + "p75": 94, + "st_dev": 11.76, + "num": 308 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.65, + "mean": 4.28, + "p25": 1.88, + "p75": 6.17, + "st_dev": 2.86, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.66, + "p25": 0, + "p75": 0.9, + "st_dev": 1.04, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.56, + "p25": 61.5, + "p75": 90, + "st_dev": 27.19, + "num": 312 + } + }, + { + "month": 10, + "day": 26, + "temp": { + "record_min": 272.57, + "record_max": 286.3, + "average_min": 279.04, + "average_max": 282.86, + "median": 281.48, + "mean": 280.89, + "p25": 279.05, + "p75": 283.15, + "st_dev": 3.14, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1021, + "median": 1003, + "mean": 1002.84, + "p25": 998, + "p75": 1008, + "st_dev": 8.53, + "num": 305 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 89, + "mean": 87.19, + "p25": 81, + "p75": 95, + "st_dev": 11.25, + "num": 299 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 4.63, + "mean": 5, + "p25": 2.89, + "p75": 7.04, + "st_dev": 2.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0.3, + "mean": 0.53, + "p25": 0, + "p75": 0.9, + "st_dev": 0.84, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.13, + "p25": 40, + "p75": 91, + "st_dev": 26.68, + "num": 312 + } + }, + { + "month": 10, + "day": 27, + "temp": { + "record_min": 270.91, + "record_max": 286.41, + "average_min": 277.95, + "average_max": 282.69, + "median": 281.35, + "mean": 280.53, + "p25": 278.42, + "p75": 283.07, + "st_dev": 3.78, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1021, + "median": 1002, + "mean": 1002.58, + "p25": 996, + "p75": 1009, + "st_dev": 10.19, + "num": 308 + }, + "humidity": { + "min": 56, + "max": 100, + "median": 87, + "mean": 86.91, + "p25": 81, + "p75": 94, + "st_dev": 10.82, + "num": 304 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 4.12, + "mean": 4.47, + "p25": 2.56, + "p75": 6.2, + "st_dev": 2.51, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.36, + "p25": 0, + "p75": 0.3, + "st_dev": 0.68, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.62, + "p25": 40, + "p75": 75, + "st_dev": 29.81, + "num": 312 + } + }, + { + "month": 10, + "day": 28, + "temp": { + "record_min": 268.91, + "record_max": 287.87, + "average_min": 277.56, + "average_max": 281.95, + "median": 280.14, + "mean": 279.88, + "p25": 277.42, + "p75": 282.41, + "st_dev": 4.1, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1028, + "median": 1003, + "mean": 1002.42, + "p25": 994, + "p75": 1013, + "st_dev": 14.21, + "num": 306 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 93, + "mean": 88.51, + "p25": 85.5, + "p75": 98, + "st_dev": 13.51, + "num": 296 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 3.7, + "mean": 4.08, + "p25": 1.54, + "p75": 5.89, + "st_dev": 2.84, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 1.05, + "p25": 0, + "p75": 0.9, + "st_dev": 2.6, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.29, + "p25": 20, + "p75": 92, + "st_dev": 36.36, + "num": 312 + } + }, + { + "month": 10, + "day": 29, + "temp": { + "record_min": 267.85, + "record_max": 288.42, + "average_min": 276.59, + "average_max": 281.33, + "median": 279.26, + "mean": 279.14, + "p25": 276.42, + "p75": 281.35, + "st_dev": 3.95, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1030, + "median": 1009, + "mean": 1007.49, + "p25": 998, + "p75": 1016, + "st_dev": 11.45, + "num": 311 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 90, + "mean": 83.49, + "p25": 74, + "p75": 94, + "st_dev": 15.85, + "num": 307 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 3.21, + "mean": 3.81, + "p25": 1.27, + "p75": 5.14, + "st_dev": 2.84, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.33, + "p25": 0, + "p75": 0.3, + "st_dev": 0.72, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.61, + "p25": 0, + "p75": 83, + "st_dev": 37.03, + "num": 312 + } + }, + { + "month": 10, + "day": 30, + "temp": { + "record_min": 269.97, + "record_max": 287.15, + "average_min": 277.14, + "average_max": 281.63, + "median": 278.86, + "mean": 279.57, + "p25": 277.1, + "p75": 282.59, + "st_dev": 3.71, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1030, + "median": 1010, + "mean": 1009.5, + "p25": 1000, + "p75": 1021, + "st_dev": 11.55, + "num": 309 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 86, + "mean": 82.1, + "p25": 75, + "p75": 93, + "st_dev": 14.54, + "num": 301 + }, + "wind": { + "min": 0, + "max": 15.95, + "median": 2.59, + "mean": 3.4, + "p25": 1.21, + "p75": 4.56, + "st_dev": 2.87, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.41, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.99, + "p25": 20, + "p75": 75, + "st_dev": 32.44, + "num": 312 + } + }, + { + "month": 10, + "day": 31, + "temp": { + "record_min": 270.17, + "record_max": 287.15, + "average_min": 278.21, + "average_max": 282.37, + "median": 280.14, + "mean": 280.32, + "p25": 278.11, + "p75": 283.97, + "st_dev": 3.89, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1025, + "median": 1006, + "mean": 1006.69, + "p25": 1000, + "p75": 1015, + "st_dev": 10.59, + "num": 310 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 90, + "mean": 85.22, + "p25": 80.5, + "p75": 93, + "st_dev": 14.03, + "num": 308 + }, + "wind": { + "min": 0, + "max": 23.7, + "median": 4.12, + "mean": 4.79, + "p25": 1.83, + "p75": 7.2, + "st_dev": 3.57, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.53, + "p25": 0, + "p75": 0.9, + "st_dev": 0.88, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.86, + "p25": 75, + "p75": 92, + "st_dev": 28.34, + "num": 312 + } + }, + { + "month": 11, + "day": 1, + "temp": { + "record_min": 274.42, + "record_max": 288.49, + "average_min": 278.9, + "average_max": 283.07, + "median": 281.6, + "mean": 281.07, + "p25": 278.46, + "p75": 283.3, + "st_dev": 2.96, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1026, + "median": 999, + "mean": 1000.02, + "p25": 994, + "p75": 1007, + "st_dev": 11.74, + "num": 311 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 87, + "mean": 83.65, + "p25": 75, + "p75": 95, + "st_dev": 14.42, + "num": 311 + }, + "wind": { + "min": 0.96, + "max": 21.6, + "median": 5.66, + "mean": 6.05, + "p25": 3.41, + "p75": 8.2, + "st_dev": 3.41, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0.3, + "mean": 0.62, + "p25": 0, + "p75": 0.9, + "st_dev": 1.4, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 72.92, + "p25": 75, + "p75": 92, + "st_dev": 21.73, + "num": 312 + } + }, + { + "month": 11, + "day": 2, + "temp": { + "record_min": 271.95, + "record_max": 285.15, + "average_min": 278.36, + "average_max": 282.68, + "median": 281.22, + "mean": 280.52, + "p25": 278.26, + "p75": 282.57, + "st_dev": 2.72, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1031, + "median": 995, + "mean": 998.95, + "p25": 988, + "p75": 1008.5, + "st_dev": 14.62, + "num": 309 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 87, + "mean": 82.58, + "p25": 76, + "p75": 93, + "st_dev": 15.01, + "num": 306 + }, + "wind": { + "min": 0.5, + "max": 20.6, + "median": 4.11, + "mean": 4.55, + "p25": 2.17, + "p75": 5.84, + "st_dev": 3.03, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.49, + "p25": 0, + "p75": 0.3, + "st_dev": 0.92, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.39, + "p25": 40, + "p75": 75, + "st_dev": 30.54, + "num": 312 + } + }, + { + "month": 11, + "day": 3, + "temp": { + "record_min": 271.78, + "record_max": 284.42, + "average_min": 278.36, + "average_max": 282.36, + "median": 280.6, + "mean": 280.61, + "p25": 279.15, + "p75": 283.14, + "st_dev": 2.54, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1027, + "median": 997.5, + "mean": 997.46, + "p25": 987.5, + "p75": 1006.5, + "st_dev": 13.81, + "num": 312 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 87, + "mean": 84.05, + "p25": 75, + "p75": 95, + "st_dev": 15.31, + "num": 311 + }, + "wind": { + "min": 0.51, + "max": 10.8, + "median": 3.93, + "mean": 4.2, + "p25": 2.57, + "p75": 5.7, + "st_dev": 2.21, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.42, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 68.16, + "p25": 75, + "p75": 82, + "st_dev": 25.82, + "num": 312 + } + }, + { + "month": 11, + "day": 4, + "temp": { + "record_min": 273.12, + "record_max": 286.42, + "average_min": 278.06, + "average_max": 281.57, + "median": 279.65, + "mean": 279.87, + "p25": 278.08, + "p75": 281.47, + "st_dev": 2.8, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1029, + "median": 997, + "mean": 998.85, + "p25": 986.5, + "p75": 1011, + "st_dev": 15.73, + "num": 308 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 93, + "mean": 87.09, + "p25": 81, + "p75": 98, + "st_dev": 14.67, + "num": 307 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.06, + "mean": 2.9, + "p25": 1.1, + "p75": 4.1, + "st_dev": 2.38, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.39, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.4, + "p25": 40, + "p75": 92, + "st_dev": 31.01, + "num": 312 + } + }, + { + "month": 11, + "day": 5, + "temp": { + "record_min": 272.35, + "record_max": 285.15, + "average_min": 277.29, + "average_max": 281.17, + "median": 279.55, + "mean": 279.17, + "p25": 276.72, + "p75": 281.58, + "st_dev": 3.02, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1026, + "median": 1002, + "mean": 1001.87, + "p25": 989, + "p75": 1013, + "st_dev": 14.27, + "num": 306 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 93, + "mean": 87.93, + "p25": 82, + "p75": 98, + "st_dev": 12.26, + "num": 302 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 1.54, + "mean": 2.35, + "p25": 1.06, + "p75": 3.1, + "st_dev": 2.01, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0.3, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.47, + "p25": 57, + "p75": 81, + "st_dev": 27.06, + "num": 312 + } + }, + { + "month": 11, + "day": 6, + "temp": { + "record_min": 271.02, + "record_max": 287.15, + "average_min": 276.74, + "average_max": 280.75, + "median": 278.39, + "mean": 278.76, + "p25": 276.2, + "p75": 281.48, + "st_dev": 3.59, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1031, + "median": 1002, + "mean": 1004.1, + "p25": 994, + "p75": 1012, + "st_dev": 13.49, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 90, + "mean": 86.19, + "p25": 81, + "p75": 93, + "st_dev": 12.26, + "num": 309 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 2.99, + "mean": 2.93, + "p25": 1.45, + "p75": 4.12, + "st_dev": 1.87, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.82, + "p25": 20, + "p75": 75, + "st_dev": 29.67, + "num": 312 + } + }, + { + "month": 11, + "day": 7, + "temp": { + "record_min": 265.07, + "record_max": 290.15, + "average_min": 276.45, + "average_max": 281.71, + "median": 279.77, + "mean": 279.24, + "p25": 276.83, + "p75": 281.75, + "st_dev": 3.95, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1033, + "median": 1002, + "mean": 1004.96, + "p25": 996, + "p75": 1010, + "st_dev": 11.86, + "num": 307 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 93, + "mean": 87.14, + "p25": 81, + "p75": 94, + "st_dev": 12.96, + "num": 299 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.1, + "mean": 3.63, + "p25": 1.66, + "p75": 5.12, + "st_dev": 2.42, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.76, + "p25": 40, + "p75": 75, + "st_dev": 29.59, + "num": 312 + } + }, + { + "month": 11, + "day": 8, + "temp": { + "record_min": 264.25, + "record_max": 285.15, + "average_min": 276.85, + "average_max": 281.41, + "median": 280.44, + "mean": 279.24, + "p25": 277.82, + "p75": 282.22, + "st_dev": 4.21, + "num": 312 + }, + "pressure": { + "min": 991, + "max": 1033, + "median": 1008, + "mean": 1007.57, + "p25": 997, + "p75": 1015.5, + "st_dev": 11.82, + "num": 309 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 90, + "mean": 86.35, + "p25": 81, + "p75": 94, + "st_dev": 12.32, + "num": 301 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 4.12, + "mean": 4.33, + "p25": 2.6, + "p75": 5.66, + "st_dev": 2.42, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.49, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.34, + "p25": 33, + "p75": 75, + "st_dev": 29.51, + "num": 312 + } + }, + { + "month": 11, + "day": 9, + "temp": { + "record_min": 263.1, + "record_max": 285.15, + "average_min": 276.43, + "average_max": 281.83, + "median": 280.31, + "mean": 279.27, + "p25": 278.11, + "p75": 282.25, + "st_dev": 4.31, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1031, + "median": 1002, + "mean": 1004.79, + "p25": 995, + "p75": 1011, + "st_dev": 12.08, + "num": 310 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 88, + "mean": 84.34, + "p25": 76, + "p75": 93, + "st_dev": 13.59, + "num": 305 + }, + "wind": { + "min": 0, + "max": 59.2, + "median": 4.1, + "mean": 4.66, + "p25": 2.1, + "p75": 6.2, + "st_dev": 4.13, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.43, + "p25": 0, + "p75": 0.3, + "st_dev": 1.36, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55, + "p25": 40, + "p75": 75, + "st_dev": 32.28, + "num": 312 + } + }, + { + "month": 11, + "day": 10, + "temp": { + "record_min": 263.1, + "record_max": 286.4, + "average_min": 276.12, + "average_max": 280.82, + "median": 280.1, + "mean": 278.69, + "p25": 275.89, + "p75": 281.88, + "st_dev": 4.4, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1028, + "median": 1002, + "mean": 1004.64, + "p25": 996, + "p75": 1013, + "st_dev": 12.72, + "num": 306 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 87, + "mean": 84.31, + "p25": 76, + "p75": 93, + "st_dev": 12.55, + "num": 306 + }, + "wind": { + "min": 0, + "max": 12.86, + "median": 4.1, + "mean": 4.42, + "p25": 2, + "p75": 5.71, + "st_dev": 2.87, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.46, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.72, + "p25": 20, + "p75": 75, + "st_dev": 31.79, + "num": 312 + } + }, + { + "month": 11, + "day": 11, + "temp": { + "record_min": 264.55, + "record_max": 287.15, + "average_min": 276.73, + "average_max": 281.32, + "median": 279.62, + "mean": 279.09, + "p25": 276.5, + "p75": 281.57, + "st_dev": 4.2, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1034, + "median": 1006, + "mean": 1005.26, + "p25": 999, + "p75": 1013, + "st_dev": 13.14, + "num": 311 + }, + "humidity": { + "min": 54, + "max": 100, + "median": 90, + "mean": 86.8, + "p25": 81, + "p75": 96, + "st_dev": 12.06, + "num": 310 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 4.1, + "mean": 4.8, + "p25": 1.54, + "p75": 7.2, + "st_dev": 3.67, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0.3, + "st_dev": 0.36, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.1, + "p25": 40, + "p75": 75, + "st_dev": 27.89, + "num": 312 + } + }, + { + "month": 11, + "day": 12, + "temp": { + "record_min": 272.77, + "record_max": 285.46, + "average_min": 277.75, + "average_max": 281.35, + "median": 279.3, + "mean": 279.55, + "p25": 277.31, + "p75": 281.65, + "st_dev": 3.04, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1036, + "median": 1007, + "mean": 1006.58, + "p25": 999, + "p75": 1011, + "st_dev": 13.57, + "num": 312 + }, + "humidity": { + "min": 54, + "max": 100, + "median": 87, + "mean": 85.18, + "p25": 76.5, + "p75": 94, + "st_dev": 12.43, + "num": 308 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 3.6, + "mean": 3.9, + "p25": 1.54, + "p75": 5.5, + "st_dev": 2.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.3, + "p25": 40, + "p75": 75, + "st_dev": 28.41, + "num": 312 + } + }, + { + "month": 11, + "day": 13, + "temp": { + "record_min": 273.45, + "record_max": 286.37, + "average_min": 277.58, + "average_max": 281.39, + "median": 279.3, + "mean": 279.75, + "p25": 277.52, + "p75": 281.77, + "st_dev": 2.68, + "num": 312 + }, + "pressure": { + "min": 991, + "max": 1032, + "median": 1011, + "mean": 1010.03, + "p25": 1000, + "p75": 1017, + "st_dev": 10.7, + "num": 311 + }, + "humidity": { + "min": 53, + "max": 100, + "median": 87, + "mean": 84.09, + "p25": 75, + "p75": 93, + "st_dev": 12.85, + "num": 298 + }, + "wind": { + "min": 0, + "max": 21.1, + "median": 3.41, + "mean": 4.23, + "p25": 1.54, + "p75": 5.68, + "st_dev": 3.62, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0.3, + "st_dev": 0.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.79, + "p25": 40, + "p75": 75, + "st_dev": 28.17, + "num": 312 + } + }, + { + "month": 11, + "day": 14, + "temp": { + "record_min": 272.42, + "record_max": 284.15, + "average_min": 277.41, + "average_max": 281.62, + "median": 280.15, + "mean": 279.56, + "p25": 277.8, + "p75": 281.31, + "st_dev": 2.44, + "num": 312 + }, + "pressure": { + "min": 989, + "max": 1030, + "median": 1012, + "mean": 1010.6, + "p25": 1003, + "p75": 1017, + "st_dev": 10.32, + "num": 309 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 87, + "mean": 85.74, + "p25": 80, + "p75": 93, + "st_dev": 11.36, + "num": 308 + }, + "wind": { + "min": 0, + "max": 17, + "median": 3.6, + "mean": 4.41, + "p25": 1.54, + "p75": 7.2, + "st_dev": 3.3, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 1.02, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.09, + "p25": 42, + "p75": 75, + "st_dev": 29.03, + "num": 312 + } + }, + { + "month": 11, + "day": 15, + "temp": { + "record_min": 273.66, + "record_max": 285.3, + "average_min": 278.73, + "average_max": 281.97, + "median": 281.15, + "mean": 280.43, + "p25": 278.15, + "p75": 282.92, + "st_dev": 2.92, + "num": 311 + }, + "pressure": { + "min": 986, + "max": 1028, + "median": 1013, + "mean": 1010.77, + "p25": 1005, + "p75": 1018, + "st_dev": 9.65, + "num": 310 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 92.5, + "mean": 87.86, + "p25": 81, + "p75": 96, + "st_dev": 11.06, + "num": 308 + }, + "wind": { + "min": 0, + "max": 17, + "median": 4.16, + "mean": 4.92, + "p25": 2.06, + "p75": 6.7, + "st_dev": 3.58, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.39, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.46, + "p25": 40, + "p75": 75, + "st_dev": 24.05, + "num": 311 + } + }, + { + "month": 11, + "day": 16, + "temp": { + "record_min": 272.42, + "record_max": 285.15, + "average_min": 277.28, + "average_max": 281.63, + "median": 279.76, + "mean": 279.67, + "p25": 277.34, + "p75": 282.17, + "st_dev": 2.8, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1034, + "median": 1006, + "mean": 1004.69, + "p25": 995, + "p75": 1014, + "st_dev": 11.76, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 87, + "mean": 82.66, + "p25": 79, + "p75": 93, + "st_dev": 16.36, + "num": 312 + }, + "wind": { + "min": 0.5, + "max": 15.43, + "median": 5.1, + "mean": 5.36, + "p25": 2.6, + "p75": 7.7, + "st_dev": 3.18, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.52, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.45, + "p25": 40, + "p75": 75, + "st_dev": 29.09, + "num": 312 + } + }, + { + "month": 11, + "day": 17, + "temp": { + "record_min": 271.14, + "record_max": 284.03, + "average_min": 275.68, + "average_max": 280.36, + "median": 278.15, + "mean": 278.01, + "p25": 276.31, + "p75": 280.07, + "st_dev": 2.79, + "num": 312 + }, + "pressure": { + "min": 966, + "max": 1024, + "median": 1007, + "mean": 1004.41, + "p25": 994, + "p75": 1016, + "st_dev": 13.34, + "num": 307 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 88, + "mean": 85.92, + "p25": 81, + "p75": 93, + "st_dev": 13.71, + "num": 307 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.09, + "mean": 4.04, + "p25": 1.48, + "p75": 6.7, + "st_dev": 3.12, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0.3, + "st_dev": 0.41, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 49.53, + "p25": 8, + "p75": 75, + "st_dev": 35.26, + "num": 312 + } + }, + { + "month": 11, + "day": 18, + "temp": { + "record_min": 271.03, + "record_max": 284.23, + "average_min": 275.33, + "average_max": 279.82, + "median": 277.21, + "mean": 277.76, + "p25": 275.56, + "p75": 279.74, + "st_dev": 3.03, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1040, + "median": 1004, + "mean": 1003.16, + "p25": 993, + "p75": 1015, + "st_dev": 16.26, + "num": 305 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 93, + "mean": 87.36, + "p25": 85, + "p75": 95, + "st_dev": 12.96, + "num": 305 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.57, + "mean": 3.48, + "p25": 1.41, + "p75": 4.81, + "st_dev": 2.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0.3, + "st_dev": 0.45, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.6, + "p25": 20, + "p75": 75, + "st_dev": 33.79, + "num": 312 + } + }, + { + "month": 11, + "day": 19, + "temp": { + "record_min": 270.96, + "record_max": 284.85, + "average_min": 274.17, + "average_max": 278.18, + "median": 275.71, + "mean": 275.99, + "p25": 273.94, + "p75": 277.81, + "st_dev": 2.95, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1037, + "median": 1004.5, + "mean": 1004.56, + "p25": 995, + "p75": 1016, + "st_dev": 15, + "num": 298 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 90, + "mean": 86.06, + "p25": 80, + "p75": 100, + "st_dev": 14.51, + "num": 298 + }, + "wind": { + "min": 0, + "max": 26.7, + "median": 2.06, + "mean": 3.41, + "p25": 1.26, + "p75": 4.1, + "st_dev": 3.82, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 51.5, + "mean": 46.45, + "p25": 9, + "p75": 75, + "st_dev": 34.55, + "num": 312 + } + }, + { + "month": 11, + "day": 20, + "temp": { + "record_min": 268.87, + "record_max": 281.26, + "average_min": 273.29, + "average_max": 277.1, + "median": 275.15, + "mean": 275.17, + "p25": 273.26, + "p75": 276.63, + "st_dev": 2.6, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1032, + "median": 1009, + "mean": 1008.91, + "p25": 999, + "p75": 1018, + "st_dev": 13.07, + "num": 303 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 89, + "mean": 85.46, + "p25": 75, + "p75": 100, + "st_dev": 13.24, + "num": 303 + }, + "wind": { + "min": 0, + "max": 23.1, + "median": 1.99, + "mean": 3.08, + "p25": 1.34, + "p75": 3.6, + "st_dev": 3.29, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.29, + "p25": 20, + "p75": 75, + "st_dev": 33.02, + "num": 312 + } + }, + { + "month": 11, + "day": 21, + "temp": { + "record_min": 268.7, + "record_max": 283.35, + "average_min": 273.13, + "average_max": 278.1, + "median": 275.15, + "mean": 275.67, + "p25": 273.15, + "p75": 277.55, + "st_dev": 3.67, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1030, + "median": 1008, + "mean": 1008.87, + "p25": 1002, + "p75": 1017, + "st_dev": 11.5, + "num": 304 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 87, + "mean": 84.95, + "p25": 75, + "p75": 96, + "st_dev": 13.87, + "num": 304 + }, + "wind": { + "min": 0, + "max": 19.5, + "median": 2.06, + "mean": 3.25, + "p25": 1.25, + "p75": 3.6, + "st_dev": 3.39, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.84, + "p25": 0, + "p75": 75, + "st_dev": 35.18, + "num": 312 + } + }, + { + "month": 11, + "day": 22, + "temp": { + "record_min": 266.84, + "record_max": 283.71, + "average_min": 273.29, + "average_max": 278.91, + "median": 276.42, + "mean": 276.51, + "p25": 273.87, + "p75": 280.08, + "st_dev": 4.14, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1029, + "median": 1008, + "mean": 1007.15, + "p25": 1000, + "p75": 1018, + "st_dev": 12.19, + "num": 305 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 86, + "mean": 83.53, + "p25": 75, + "p75": 94, + "st_dev": 14.93, + "num": 305 + }, + "wind": { + "min": 0, + "max": 18, + "median": 2.6, + "mean": 4.09, + "p25": 1.5, + "p75": 5.7, + "st_dev": 3.71, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.19, + "p25": 40, + "p75": 75, + "st_dev": 30.86, + "num": 312 + } + }, + { + "month": 11, + "day": 23, + "temp": { + "record_min": 267.2, + "record_max": 283.54, + "average_min": 275.31, + "average_max": 279.96, + "median": 278.15, + "mean": 277.65, + "p25": 275.64, + "p75": 280.15, + "st_dev": 3.12, + "num": 312 + }, + "pressure": { + "min": 957, + "max": 1024, + "median": 1009, + "mean": 1005.91, + "p25": 999, + "p75": 1016, + "st_dev": 13.49, + "num": 308 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 93, + "mean": 86.13, + "p25": 81, + "p75": 95, + "st_dev": 15.46, + "num": 308 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.31, + "mean": 4.27, + "p25": 2.06, + "p75": 6.2, + "st_dev": 2.94, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.32, + "p25": 0, + "p75": 0.3, + "st_dev": 0.7, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.39, + "p25": 75, + "p75": 75, + "st_dev": 28.68, + "num": 312 + } + }, + { + "month": 11, + "day": 24, + "temp": { + "record_min": 265.94, + "record_max": 283.42, + "average_min": 276.2, + "average_max": 279.81, + "median": 278.65, + "mean": 278.13, + "p25": 276.17, + "p75": 281.37, + "st_dev": 3.97, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1030, + "median": 1004, + "mean": 1003.8, + "p25": 997, + "p75": 1012, + "st_dev": 11.92, + "num": 305 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 93, + "mean": 86.72, + "p25": 82, + "p75": 98, + "st_dev": 14.64, + "num": 305 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 4.36, + "mean": 4.7, + "p25": 2.22, + "p75": 6.45, + "st_dev": 3.09, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.31, + "p25": 0, + "p75": 0.3, + "st_dev": 0.5, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.2, + "p25": 56, + "p75": 75, + "st_dev": 27.53, + "num": 312 + } + }, + { + "month": 11, + "day": 25, + "temp": { + "record_min": 265.31, + "record_max": 284.42, + "average_min": 275.24, + "average_max": 279.66, + "median": 277.47, + "mean": 277.63, + "p25": 275.56, + "p75": 280.27, + "st_dev": 3.77, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1033, + "median": 1007, + "mean": 1006.45, + "p25": 1001, + "p75": 1015, + "st_dev": 14.74, + "num": 305 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 93, + "mean": 89.69, + "p25": 87, + "p75": 100, + "st_dev": 12.36, + "num": 306 + }, + "wind": { + "min": 0, + "max": 15.4, + "median": 3.09, + "mean": 3.87, + "p25": 1.54, + "p75": 5.14, + "st_dev": 3.06, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 0.44, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.93, + "p25": 40, + "p75": 75, + "st_dev": 31.54, + "num": 312 + } + }, + { + "month": 11, + "day": 26, + "temp": { + "record_min": 263.78, + "record_max": 283.42, + "average_min": 274.6, + "average_max": 279.2, + "median": 277, + "mean": 276.75, + "p25": 274.94, + "p75": 279.11, + "st_dev": 3.72, + "num": 312 + }, + "pressure": { + "min": 501, + "max": 1032, + "median": 1006, + "mean": 1004.65, + "p25": 998, + "p75": 1017, + "st_dev": 31.47, + "num": 305 + }, + "humidity": { + "min": 52, + "max": 100, + "median": 93, + "mean": 90.93, + "p25": 86, + "p75": 100, + "st_dev": 10.21, + "num": 301 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.6, + "mean": 3.31, + "p25": 1.51, + "p75": 4.6, + "st_dev": 2.26, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.05, + "p25": 40, + "p75": 75, + "st_dev": 28.96, + "num": 312 + } + }, + { + "month": 11, + "day": 27, + "temp": { + "record_min": 263.78, + "record_max": 285.41, + "average_min": 274.4, + "average_max": 278.77, + "median": 276.79, + "mean": 277.07, + "p25": 275.15, + "p75": 279.15, + "st_dev": 3.86, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1029, + "median": 1010, + "mean": 1008.29, + "p25": 999, + "p75": 1017, + "st_dev": 10.9, + "num": 302 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 86.5, + "mean": 83.41, + "p25": 75, + "p75": 93, + "st_dev": 13.74, + "num": 298 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 2.6, + "mean": 3.72, + "p25": 1.54, + "p75": 5.68, + "st_dev": 2.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0, + "st_dev": 1.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.65, + "p25": 39, + "p75": 75, + "st_dev": 31.94, + "num": 312 + } + }, + { + "month": 11, + "day": 28, + "temp": { + "record_min": 266.95, + "record_max": 283.41, + "average_min": 272.83, + "average_max": 277.54, + "median": 275.47, + "mean": 275.23, + "p25": 273.13, + "p75": 277.6, + "st_dev": 3.64, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1033, + "median": 1011, + "mean": 1010.34, + "p25": 1001, + "p75": 1022, + "st_dev": 13.88, + "num": 308 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 80, + "mean": 77.07, + "p25": 64, + "p75": 93, + "st_dev": 17.42, + "num": 299 + }, + "wind": { + "min": 0, + "max": 31.9, + "median": 2.57, + "mean": 4.01, + "p25": 1.5, + "p75": 5.95, + "st_dev": 4.27, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57, + "mean": 45.12, + "p25": 0, + "p75": 75, + "st_dev": 34.48, + "num": 312 + } + }, + { + "month": 11, + "day": 29, + "temp": { + "record_min": 267.19, + "record_max": 283.52, + "average_min": 273.8, + "average_max": 277.83, + "median": 275.74, + "mean": 275.77, + "p25": 273.54, + "p75": 278.85, + "st_dev": 3.71, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1028, + "median": 1008.5, + "mean": 1008.42, + "p25": 1001, + "p75": 1021, + "st_dev": 14.13, + "num": 306 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 85, + "mean": 82.14, + "p25": 74, + "p75": 93, + "st_dev": 13.21, + "num": 297 + }, + "wind": { + "min": 0, + "max": 30.9, + "median": 3.09, + "mean": 4.61, + "p25": 1.5, + "p75": 6.7, + "st_dev": 4.65, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0.3, + "st_dev": 0.51, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.71, + "p25": 20, + "p75": 75, + "st_dev": 34.99, + "num": 312 + } + }, + { + "month": 11, + "day": 30, + "temp": { + "record_min": 265.95, + "record_max": 283.41, + "average_min": 274.08, + "average_max": 277.88, + "median": 275.56, + "mean": 276.05, + "p25": 273.36, + "p75": 278.74, + "st_dev": 3.8, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1033, + "median": 1010, + "mean": 1007.46, + "p25": 994.5, + "p75": 1016, + "st_dev": 12.8, + "num": 308 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 88, + "mean": 85.22, + "p25": 76, + "p75": 94, + "st_dev": 12.88, + "num": 307 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 2.1, + "mean": 4.2, + "p25": 1.29, + "p75": 6.17, + "st_dev": 3.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.41, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.02, + "p25": 10, + "p75": 75, + "st_dev": 35.09, + "num": 312 + } + }, + { + "month": 12, + "day": 1, + "temp": { + "record_min": 266.24, + "record_max": 284.41, + "average_min": 273.71, + "average_max": 277.73, + "median": 276.17, + "mean": 275.91, + "p25": 274.03, + "p75": 278.33, + "st_dev": 4.04, + "num": 312 + }, + "pressure": { + "min": 992, + "max": 1034, + "median": 1012, + "mean": 1011.25, + "p25": 1003, + "p75": 1019, + "st_dev": 11.18, + "num": 305 + }, + "humidity": { + "min": 50, + "max": 100, + "median": 86, + "mean": 84.04, + "p25": 77, + "p75": 93, + "st_dev": 11.87, + "num": 296 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 3.6, + "mean": 4.7, + "p25": 2.05, + "p75": 6.7, + "st_dev": 3.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0.3, + "st_dev": 0.83, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.44, + "p25": 6, + "p75": 75, + "st_dev": 34.34, + "num": 312 + } + }, + { + "month": 12, + "day": 2, + "temp": { + "record_min": 268.7, + "record_max": 283.25, + "average_min": 273.46, + "average_max": 277.7, + "median": 275.46, + "mean": 275.52, + "p25": 272.61, + "p75": 278.45, + "st_dev": 3.33, + "num": 312 + }, + "pressure": { + "min": 987, + "max": 1037, + "median": 1009, + "mean": 1010.15, + "p25": 1001, + "p75": 1019, + "st_dev": 12.72, + "num": 307 + }, + "humidity": { + "min": 21, + "max": 100, + "median": 91, + "mean": 88.04, + "p25": 81, + "p75": 96, + "st_dev": 11.03, + "num": 306 + }, + "wind": { + "min": 0, + "max": 18, + "median": 2.6, + "mean": 4.12, + "p25": 1.54, + "p75": 6.2, + "st_dev": 3.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0.3, + "st_dev": 0.57, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.59, + "p25": 40, + "p75": 75, + "st_dev": 29.9, + "num": 312 + } + }, + { + "month": 12, + "day": 3, + "temp": { + "record_min": 264.68, + "record_max": 282.43, + "average_min": 273.54, + "average_max": 277.33, + "median": 276.15, + "mean": 275.73, + "p25": 273.41, + "p75": 278.36, + "st_dev": 3.55, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1037, + "median": 1013, + "mean": 1009.21, + "p25": 996, + "p75": 1016, + "st_dev": 13.31, + "num": 307 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 93, + "mean": 88.61, + "p25": 80, + "p75": 100, + "st_dev": 11.47, + "num": 307 + }, + "wind": { + "min": 0, + "max": 17.5, + "median": 3.09, + "mean": 4.14, + "p25": 1.54, + "p75": 5.66, + "st_dev": 3.45, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.53, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.02, + "p25": 75, + "p75": 75, + "st_dev": 29.88, + "num": 312 + } + }, + { + "month": 12, + "day": 4, + "temp": { + "record_min": 264, + "record_max": 282.15, + "average_min": 273.44, + "average_max": 277.11, + "median": 276.15, + "mean": 275.29, + "p25": 273.73, + "p75": 277.41, + "st_dev": 3.87, + "num": 311 + }, + "pressure": { + "min": 991, + "max": 1033, + "median": 1009, + "mean": 1010.04, + "p25": 1001, + "p75": 1019, + "st_dev": 11.32, + "num": 307 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 87, + "mean": 84.13, + "p25": 75, + "p75": 97, + "st_dev": 14.97, + "num": 307 + }, + "wind": { + "min": 0, + "max": 21.1, + "median": 3.1, + "mean": 4.23, + "p25": 1.54, + "p75": 6.17, + "st_dev": 3.73, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0.3, + "st_dev": 0.73, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.3, + "p25": 40, + "p75": 75, + "st_dev": 30.32, + "num": 311 + } + }, + { + "month": 12, + "day": 5, + "temp": { + "record_min": 263.29, + "record_max": 283.15, + "average_min": 273.6, + "average_max": 277.56, + "median": 275.78, + "mean": 275.86, + "p25": 273.74, + "p75": 279.94, + "st_dev": 4.63, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1032, + "median": 1008, + "mean": 1005.92, + "p25": 998, + "p75": 1016, + "st_dev": 13.43, + "num": 308 + }, + "humidity": { + "min": 50, + "max": 100, + "median": 87, + "mean": 84.53, + "p25": 75, + "p75": 93, + "st_dev": 12.46, + "num": 308 + }, + "wind": { + "min": 0, + "max": 18, + "median": 3.6, + "mean": 5.12, + "p25": 1.54, + "p75": 7.71, + "st_dev": 4.07, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.34, + "p25": 0, + "p75": 0.3, + "st_dev": 1.04, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.92, + "p25": 75, + "p75": 75, + "st_dev": 26.56, + "num": 312 + } + }, + { + "month": 12, + "day": 6, + "temp": { + "record_min": 263.22, + "record_max": 282.15, + "average_min": 273.76, + "average_max": 277.68, + "median": 275.71, + "mean": 275.61, + "p25": 273.69, + "p75": 278.43, + "st_dev": 3.93, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1028, + "median": 1006.5, + "mean": 1005.79, + "p25": 999, + "p75": 1014, + "st_dev": 11.32, + "num": 308 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 86, + "mean": 82.96, + "p25": 73, + "p75": 93, + "st_dev": 15.08, + "num": 308 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 4.63, + "mean": 4.95, + "p25": 3.09, + "p75": 6.2, + "st_dev": 2.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.3, + "p25": 0, + "p75": 0.3, + "st_dev": 0.66, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.46, + "p25": 40, + "p75": 75, + "st_dev": 28.72, + "num": 312 + } + }, + { + "month": 12, + "day": 7, + "temp": { + "record_min": 266.02, + "record_max": 283.15, + "average_min": 273.27, + "average_max": 277.55, + "median": 276.42, + "mean": 275.67, + "p25": 271.58, + "p75": 278.6, + "st_dev": 3.95, + "num": 312 + }, + "pressure": { + "min": 949, + "max": 1027, + "median": 1003, + "mean": 1002.75, + "p25": 996, + "p75": 1013, + "st_dev": 13.69, + "num": 307 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 90, + "mean": 84.5, + "p25": 75, + "p75": 93, + "st_dev": 13.71, + "num": 307 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 3.6, + "mean": 4.11, + "p25": 2.06, + "p75": 5.55, + "st_dev": 2.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.43, + "p25": 0, + "p75": 0.9, + "st_dev": 0.74, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.59, + "p25": 40, + "p75": 75, + "st_dev": 30.06, + "num": 312 + } + }, + { + "month": 12, + "day": 8, + "temp": { + "record_min": 265.78, + "record_max": 284.15, + "average_min": 273.95, + "average_max": 278.4, + "median": 276.8, + "mean": 276.6, + "p25": 274.53, + "p75": 279.93, + "st_dev": 4.17, + "num": 312 + }, + "pressure": { + "min": 950, + "max": 1037, + "median": 1001, + "mean": 999.52, + "p25": 993, + "p75": 1011, + "st_dev": 17.07, + "num": 310 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 86, + "mean": 79.75, + "p25": 70, + "p75": 93, + "st_dev": 16.93, + "num": 310 + }, + "wind": { + "min": 0, + "max": 19.5, + "median": 4.1, + "mean": 4.99, + "p25": 2.06, + "p75": 7.33, + "st_dev": 3.76, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.4, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.17, + "p25": 20, + "p75": 75, + "st_dev": 34.53, + "num": 312 + } + }, + { + "month": 12, + "day": 9, + "temp": { + "record_min": 266, + "record_max": 282.15, + "average_min": 274.14, + "average_max": 278.23, + "median": 276.44, + "mean": 276, + "p25": 274.18, + "p75": 278.45, + "st_dev": 3.72, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1042, + "median": 1003, + "mean": 1002.78, + "p25": 996, + "p75": 1011, + "st_dev": 16.5, + "num": 311 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 86, + "mean": 81.58, + "p25": 69, + "p75": 96, + "st_dev": 16.96, + "num": 310 + }, + "wind": { + "min": 0, + "max": 23.1, + "median": 4.06, + "mean": 5.03, + "p25": 2.06, + "p75": 7.16, + "st_dev": 4.01, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.59, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.77, + "p25": 20, + "p75": 84, + "st_dev": 34.59, + "num": 312 + } + }, + { + "month": 12, + "day": 10, + "temp": { + "record_min": 267.52, + "record_max": 283.15, + "average_min": 274.03, + "average_max": 278.14, + "median": 276.47, + "mean": 276.35, + "p25": 274.15, + "p75": 279.15, + "st_dev": 3.46, + "num": 312 + }, + "pressure": { + "min": 965, + "max": 1041, + "median": 1002, + "mean": 1002.66, + "p25": 992, + "p75": 1011, + "st_dev": 16.57, + "num": 311 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 87, + "mean": 82.97, + "p25": 74, + "p75": 94, + "st_dev": 14.61, + "num": 298 + }, + "wind": { + "min": 0, + "max": 25.7, + "median": 3.87, + "mean": 5.22, + "p25": 1.54, + "p75": 8.2, + "st_dev": 4.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.3, + "p25": 0, + "p75": 0.3, + "st_dev": 0.67, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.79, + "p25": 40, + "p75": 75, + "st_dev": 32.16, + "num": 312 + } + }, + { + "month": 12, + "day": 11, + "temp": { + "record_min": 265.55, + "record_max": 282.15, + "average_min": 273.11, + "average_max": 276.75, + "median": 275.76, + "mean": 275.2, + "p25": 272.16, + "p75": 278.3, + "st_dev": 3.9, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1033, + "median": 1006, + "mean": 1005.38, + "p25": 992.5, + "p75": 1021, + "st_dev": 16.45, + "num": 312 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 83.5, + "mean": 82.78, + "p25": 71, + "p75": 95, + "st_dev": 13.86, + "num": 312 + }, + "wind": { + "min": 0, + "max": 17, + "median": 2.92, + "mean": 4.12, + "p25": 1.5, + "p75": 6.2, + "st_dev": 3.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.3, + "p25": 0, + "p75": 0.3, + "st_dev": 0.72, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 46.53, + "p25": 0, + "p75": 75, + "st_dev": 37.23, + "num": 312 + } + }, + { + "month": 12, + "day": 12, + "temp": { + "record_min": 265.2, + "record_max": 281.95, + "average_min": 272.87, + "average_max": 276.71, + "median": 275.49, + "mean": 275.1, + "p25": 273.15, + "p75": 277.19, + "st_dev": 3.21, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1033, + "median": 1009, + "mean": 1008.21, + "p25": 1002, + "p75": 1020, + "st_dev": 15.8, + "num": 306 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 88, + "mean": 84.12, + "p25": 70, + "p75": 96, + "st_dev": 15.07, + "num": 306 + }, + "wind": { + "min": 0, + "max": 28.61, + "median": 3.1, + "mean": 4.22, + "p25": 1.79, + "p75": 5.7, + "st_dev": 3.67, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.43, + "p25": 20, + "p75": 75, + "st_dev": 32.68, + "num": 312 + } + }, + { + "month": 12, + "day": 13, + "temp": { + "record_min": 265.98, + "record_max": 281.67, + "average_min": 273.48, + "average_max": 277.32, + "median": 275.47, + "mean": 275.64, + "p25": 273.15, + "p75": 278.51, + "st_dev": 3.32, + "num": 312 + }, + "pressure": { + "min": 961, + "max": 1031, + "median": 1010, + "mean": 1006.57, + "p25": 999, + "p75": 1015, + "st_dev": 15.2, + "num": 307 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 92, + "mean": 85.53, + "p25": 77, + "p75": 98, + "st_dev": 14.23, + "num": 307 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 3.6, + "mean": 4.22, + "p25": 2.08, + "p75": 5.7, + "st_dev": 2.78, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.58, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.63, + "p25": 30, + "p75": 75, + "st_dev": 31.12, + "num": 312 + } + }, + { + "month": 12, + "day": 14, + "temp": { + "record_min": 265.19, + "record_max": 282.9, + "average_min": 273.37, + "average_max": 278.16, + "median": 276.15, + "mean": 275.89, + "p25": 273.17, + "p75": 278.81, + "st_dev": 3.83, + "num": 312 + }, + "pressure": { + "min": 961, + "max": 1031, + "median": 1007, + "mean": 1003.33, + "p25": 995, + "p75": 1013, + "st_dev": 16.46, + "num": 310 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 87, + "mean": 81.98, + "p25": 74, + "p75": 93, + "st_dev": 15.39, + "num": 305 + }, + "wind": { + "min": 0, + "max": 18.5, + "median": 5.1, + "mean": 5.45, + "p25": 2.57, + "p75": 7.29, + "st_dev": 3.64, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.56, + "p25": 0, + "p75": 0.3, + "st_dev": 2.04, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.48, + "p25": 40, + "p75": 75, + "st_dev": 30.33, + "num": 312 + } + }, + { + "month": 12, + "day": 15, + "temp": { + "record_min": 263.18, + "record_max": 283.42, + "average_min": 274.12, + "average_max": 278.21, + "median": 276.82, + "mean": 276.46, + "p25": 273.15, + "p75": 280.43, + "st_dev": 4.66, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1029, + "median": 1006, + "mean": 1004.99, + "p25": 996, + "p75": 1017, + "st_dev": 14.58, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 93, + "mean": 86.43, + "p25": 81, + "p75": 96, + "st_dev": 14.52, + "num": 303 + }, + "wind": { + "min": 0, + "max": 21.6, + "median": 4.63, + "mean": 5.4, + "p25": 2.6, + "p75": 7.2, + "st_dev": 3.91, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 0.59, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.89, + "p25": 40, + "p75": 75, + "st_dev": 29.98, + "num": 312 + } + }, + { + "month": 12, + "day": 16, + "temp": { + "record_min": 262.46, + "record_max": 283.26, + "average_min": 274.6, + "average_max": 278.71, + "median": 277.87, + "mean": 276.87, + "p25": 275.59, + "p75": 279.56, + "st_dev": 4.74, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1035, + "median": 1008, + "mean": 1005.15, + "p25": 993, + "p75": 1012.5, + "st_dev": 13.17, + "num": 312 + }, + "humidity": { + "min": 17, + "max": 100, + "median": 87, + "mean": 82.25, + "p25": 77, + "p75": 93, + "st_dev": 17.64, + "num": 310 + }, + "wind": { + "min": 0, + "max": 25.7, + "median": 5.1, + "mean": 5.97, + "p25": 2.78, + "p75": 7.96, + "st_dev": 4.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.59, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.79, + "p25": 40, + "p75": 75, + "st_dev": 27.02, + "num": 312 + } + }, + { + "month": 12, + "day": 17, + "temp": { + "record_min": 264.47, + "record_max": 283.15, + "average_min": 275.71, + "average_max": 279.76, + "median": 278.46, + "mean": 278.01, + "p25": 276.18, + "p75": 280.28, + "st_dev": 3.24, + "num": 312 + }, + "pressure": { + "min": 989, + "max": 1039, + "median": 1007, + "mean": 1007.4, + "p25": 998, + "p75": 1012, + "st_dev": 11.47, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 93, + "mean": 89.18, + "p25": 86, + "p75": 99, + "st_dev": 11.88, + "num": 311 + }, + "wind": { + "min": 0, + "max": 19.5, + "median": 5.1, + "mean": 5.25, + "p25": 2.88, + "p75": 7.2, + "st_dev": 3.02, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0.3, + "mean": 0.33, + "p25": 0, + "p75": 0.3, + "st_dev": 0.5, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 73.02, + "p25": 75, + "p75": 88, + "st_dev": 19.69, + "num": 312 + } + }, + { + "month": 12, + "day": 18, + "temp": { + "record_min": 273.15, + "record_max": 283.41, + "average_min": 277.27, + "average_max": 280.33, + "median": 278.75, + "mean": 278.72, + "p25": 276.92, + "p75": 280.69, + "st_dev": 2.43, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1038, + "median": 1007, + "mean": 1007.09, + "p25": 1000, + "p75": 1014, + "st_dev": 13.46, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 93, + "mean": 89.91, + "p25": 87, + "p75": 98, + "st_dev": 12.31, + "num": 310 + }, + "wind": { + "min": 0, + "max": 15.9, + "median": 4.8, + "mean": 5.46, + "p25": 2.06, + "p75": 8.2, + "st_dev": 3.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.4, + "p25": 0, + "p75": 0.3, + "st_dev": 0.8, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 71.84, + "p25": 75, + "p75": 75, + "st_dev": 21.36, + "num": 312 + } + }, + { + "month": 12, + "day": 19, + "temp": { + "record_min": 274.32, + "record_max": 284.16, + "average_min": 276.78, + "average_max": 280.7, + "median": 278.98, + "mean": 278.82, + "p25": 276.68, + "p75": 280.48, + "st_dev": 2.58, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1031, + "median": 1002, + "mean": 1004.43, + "p25": 995, + "p75": 1014, + "st_dev": 14.39, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 87, + "mean": 83.14, + "p25": 75, + "p75": 93, + "st_dev": 15.99, + "num": 307 + }, + "wind": { + "min": 0, + "max": 17.5, + "median": 6.17, + "mean": 6.75, + "p25": 4.1, + "p75": 9, + "st_dev": 3.89, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.32, + "p25": 0, + "p75": 0.3, + "st_dev": 0.65, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 68.41, + "p25": 75, + "p75": 75, + "st_dev": 21.78, + "num": 312 + } + }, + { + "month": 12, + "day": 20, + "temp": { + "record_min": 270.91, + "record_max": 284.69, + "average_min": 276.43, + "average_max": 280.13, + "median": 279.15, + "mean": 278.32, + "p25": 275.47, + "p75": 280.59, + "st_dev": 3.2, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1031, + "median": 1002, + "mean": 1004.01, + "p25": 994, + "p75": 1011.5, + "st_dev": 13.61, + "num": 312 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 87, + "mean": 85.58, + "p25": 81, + "p75": 93, + "st_dev": 13.8, + "num": 307 + }, + "wind": { + "min": 0, + "max": 17.5, + "median": 5.66, + "mean": 6.06, + "p25": 2.6, + "p75": 8.81, + "st_dev": 3.98, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.99, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.5, + "p25": 72, + "p75": 75, + "st_dev": 24.6, + "num": 312 + } + }, + { + "month": 12, + "day": 21, + "temp": { + "record_min": 266.77, + "record_max": 284.87, + "average_min": 275.8, + "average_max": 279.64, + "median": 278.56, + "mean": 277.72, + "p25": 276.17, + "p75": 280.06, + "st_dev": 3.45, + "num": 312 + }, + "pressure": { + "min": 962, + "max": 1028, + "median": 995.5, + "mean": 998.55, + "p25": 989, + "p75": 1007, + "st_dev": 16.18, + "num": 312 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 87, + "mean": 84.81, + "p25": 81, + "p75": 93, + "st_dev": 14.28, + "num": 312 + }, + "wind": { + "min": 0, + "max": 20.1, + "median": 6.2, + "mean": 6.39, + "p25": 3.49, + "p75": 8.71, + "st_dev": 3.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.45, + "p25": 0, + "p75": 0.3, + "st_dev": 1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 68.21, + "p25": 75, + "p75": 75, + "st_dev": 23.44, + "num": 312 + } + }, + { + "month": 12, + "day": 22, + "temp": { + "record_min": 264.26, + "record_max": 282.15, + "average_min": 274.9, + "average_max": 278.3, + "median": 277.02, + "mean": 276.53, + "p25": 275.32, + "p75": 279.13, + "st_dev": 3.51, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1026, + "median": 993, + "mean": 997.85, + "p25": 988, + "p75": 1007, + "st_dev": 14.25, + "num": 312 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 87, + "mean": 86.36, + "p25": 80, + "p75": 95, + "st_dev": 10.52, + "num": 312 + }, + "wind": { + "min": 0, + "max": 19.5, + "median": 4.6, + "mean": 5.1, + "p25": 3.1, + "p75": 6.64, + "st_dev": 3.19, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.4, + "p25": 0, + "p75": 0.3, + "st_dev": 0.76, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.02, + "p25": 40, + "p75": 75, + "st_dev": 26.58, + "num": 312 + } + }, + { + "month": 12, + "day": 23, + "temp": { + "record_min": 264.21, + "record_max": 281.15, + "average_min": 273.15, + "average_max": 277.01, + "median": 276.24, + "mean": 275.1, + "p25": 272.49, + "p75": 278.15, + "st_dev": 4.17, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1026, + "median": 999, + "mean": 1000.96, + "p25": 993, + "p75": 1009, + "st_dev": 11.01, + "num": 312 + }, + "humidity": { + "min": 53, + "max": 100, + "median": 92, + "mean": 88.76, + "p25": 81, + "p75": 98, + "st_dev": 10.49, + "num": 311 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.89, + "mean": 3.65, + "p25": 1.54, + "p75": 5.1, + "st_dev": 2.76, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.4, + "p25": 0, + "p75": 0.3, + "st_dev": 0.81, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 50.51, + "p25": 20, + "p75": 75, + "st_dev": 33.85, + "num": 312 + } + }, + { + "month": 12, + "day": 24, + "temp": { + "record_min": 267.57, + "record_max": 283.41, + "average_min": 273.08, + "average_max": 277.9, + "median": 275.76, + "mean": 275.57, + "p25": 273.15, + "p75": 277.59, + "st_dev": 3.64, + "num": 312 + }, + "pressure": { + "min": 961, + "max": 1023, + "median": 1000, + "mean": 997.63, + "p25": 985.5, + "p75": 1010, + "st_dev": 16.58, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 93, + "mean": 86.6, + "p25": 80, + "p75": 100, + "st_dev": 14.98, + "num": 307 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 4.87, + "mean": 5.27, + "p25": 1.97, + "p75": 7.28, + "st_dev": 3.95, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0.3, + "mean": 0.34, + "p25": 0, + "p75": 0.3, + "st_dev": 0.77, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.06, + "p25": 20.5, + "p75": 75, + "st_dev": 33.46, + "num": 312 + } + }, + { + "month": 12, + "day": 25, + "temp": { + "record_min": 267.25, + "record_max": 283.41, + "average_min": 274.01, + "average_max": 277.96, + "median": 276.35, + "mean": 276.1, + "p25": 273.86, + "p75": 279.15, + "st_dev": 3.98, + "num": 312 + }, + "pressure": { + "min": 966, + "max": 1024, + "median": 1005, + "mean": 1000.66, + "p25": 982.5, + "p75": 1018, + "st_dev": 18.06, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 92, + "mean": 88.5, + "p25": 84, + "p75": 97, + "st_dev": 11.36, + "num": 300 + }, + "wind": { + "min": 0, + "max": 16.5, + "median": 4.6, + "mean": 5.22, + "p25": 1.76, + "p75": 7.7, + "st_dev": 3.7, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.74, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.53, + "p25": 61, + "p75": 75, + "st_dev": 28.59, + "num": 312 + } + }, + { + "month": 12, + "day": 26, + "temp": { + "record_min": 268.4, + "record_max": 282.44, + "average_min": 274.04, + "average_max": 277.72, + "median": 275.55, + "mean": 275.88, + "p25": 273.84, + "p75": 278.15, + "st_dev": 3.07, + "num": 312 + }, + "pressure": { + "min": 952, + "max": 1032, + "median": 1004, + "mean": 1001.34, + "p25": 987, + "p75": 1018, + "st_dev": 19.51, + "num": 312 + }, + "humidity": { + "min": 68, + "max": 100, + "median": 93, + "mean": 92.09, + "p25": 86, + "p75": 100, + "st_dev": 8.3, + "num": 310 + }, + "wind": { + "min": 0, + "max": 18, + "median": 3.29, + "mean": 4.58, + "p25": 1.54, + "p75": 6.65, + "st_dev": 3.61, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 0.81, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.15, + "p25": 56, + "p75": 84.5, + "st_dev": 27.29, + "num": 312 + } + }, + { + "month": 12, + "day": 27, + "temp": { + "record_min": 266.19, + "record_max": 281.15, + "average_min": 273.23, + "average_max": 277.6, + "median": 276.15, + "mean": 275.49, + "p25": 273.1, + "p75": 278.37, + "st_dev": 3.57, + "num": 312 + }, + "pressure": { + "min": 954, + "max": 1034, + "median": 1008, + "mean": 1002.73, + "p25": 986, + "p75": 1017.5, + "st_dev": 21.55, + "num": 312 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 93, + "mean": 85.27, + "p25": 78, + "p75": 95, + "st_dev": 15.03, + "num": 308 + }, + "wind": { + "min": 0, + "max": 20.6, + "median": 4.1, + "mean": 5, + "p25": 2.06, + "p75": 6.7, + "st_dev": 4.08, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.89, + "p25": 40, + "p75": 75, + "st_dev": 31.2, + "num": 312 + } + }, + { + "month": 12, + "day": 28, + "temp": { + "record_min": 268.82, + "record_max": 281.42, + "average_min": 273.72, + "average_max": 278.15, + "median": 276.38, + "mean": 276.08, + "p25": 273.34, + "p75": 279.15, + "st_dev": 3.3, + "num": 312 + }, + "pressure": { + "min": 503, + "max": 1035, + "median": 1000, + "mean": 1001.74, + "p25": 985, + "p75": 1021, + "st_dev": 34.8, + "num": 308 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 93, + "mean": 88.32, + "p25": 83, + "p75": 99, + "st_dev": 12.11, + "num": 303 + }, + "wind": { + "min": 0, + "max": 19, + "median": 4.1, + "mean": 5.05, + "p25": 1.95, + "p75": 6.7, + "st_dev": 4.05, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.44, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.04, + "p25": 56, + "p75": 76, + "st_dev": 28.78, + "num": 312 + } + }, + { + "month": 12, + "day": 29, + "temp": { + "record_min": 270.07, + "record_max": 283.55, + "average_min": 275.52, + "average_max": 279.13, + "median": 277.15, + "mean": 277.27, + "p25": 275.48, + "p75": 279.41, + "st_dev": 2.78, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1028, + "median": 1005, + "mean": 1003.24, + "p25": 990, + "p75": 1018, + "st_dev": 16.33, + "num": 307 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 93, + "mean": 88.42, + "p25": 82.5, + "p75": 100, + "st_dev": 13.62, + "num": 300 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 4.1, + "mean": 4.65, + "p25": 1.54, + "p75": 6.7, + "st_dev": 3.35, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.42, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 69, + "p25": 75, + "p75": 75, + "st_dev": 24.44, + "num": 312 + } + }, + { + "month": 12, + "day": 30, + "temp": { + "record_min": 269.37, + "record_max": 283.61, + "average_min": 275.57, + "average_max": 279.26, + "median": 277.96, + "mean": 277.66, + "p25": 275.42, + "p75": 280.44, + "st_dev": 3.43, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1028, + "median": 1001, + "mean": 1001.59, + "p25": 992, + "p75": 1011.5, + "st_dev": 14.43, + "num": 304 + }, + "humidity": { + "min": 53, + "max": 100, + "median": 93, + "mean": 90.11, + "p25": 86, + "p75": 97, + "st_dev": 10.36, + "num": 304 + }, + "wind": { + "min": 0, + "max": 16.98, + "median": 4.63, + "mean": 5.56, + "p25": 1.7, + "p75": 8.7, + "st_dev": 4.21, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.33, + "p25": 0, + "p75": 0.3, + "st_dev": 0.54, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 69.5, + "p25": 75, + "p75": 88, + "st_dev": 25.02, + "num": 312 + } + }, + { + "month": 12, + "day": 31, + "temp": { + "record_min": 270.99, + "record_max": 282.15, + "average_min": 275.2, + "average_max": 279.24, + "median": 278.36, + "mean": 277.51, + "p25": 274.77, + "p75": 279.92, + "st_dev": 2.94, + "num": 312 + }, + "pressure": { + "min": 958, + "max": 1027, + "median": 1000, + "mean": 1000.01, + "p25": 992, + "p75": 1010, + "st_dev": 15.48, + "num": 309 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 93, + "mean": 87.82, + "p25": 81.5, + "p75": 96, + "st_dev": 12.71, + "num": 309 + }, + "wind": { + "min": 0, + "max": 19, + "median": 4, + "mean": 5.12, + "p25": 2.38, + "p75": 7.2, + "st_dev": 3.83, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.32, + "p25": 0, + "p75": 0.3, + "st_dev": 0.56, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 70.3, + "p25": 75, + "p75": 92, + "st_dev": 26.71, + "num": 312 + } + } + ] + }, + "city_2": { + "cod": 200, + "city_id": 3143244, + "calctime": 6.697239215, + "result": [ + { + "month": 1, + "day": 1, + "temp": { + "record_min": 265.13, + "record_max": 280.48, + "average_min": 271.01, + "average_max": 274.79, + "median": 273.52, + "mean": 273.22, + "p25": 269.75, + "p75": 276.24, + "st_dev": 3.67, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1029, + "median": 1003, + "mean": 1001.34, + "p25": 988, + "p75": 1013, + "st_dev": 13.43, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 80.01, + "p25": 73, + "p75": 94, + "st_dev": 19.07, + "num": 298 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.75, + "mean": 3.15, + "p25": 1.64, + "p75": 4.51, + "st_dev": 2.07, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 74.39, + "p25": 72.5, + "p75": 100, + "st_dev": 34.24, + "num": 312 + } + }, + { + "month": 1, + "day": 2, + "temp": { + "record_min": 262.44, + "record_max": 280.51, + "average_min": 269.44, + "average_max": 274.08, + "median": 272.83, + "mean": 271.79, + "p25": 267.91, + "p75": 274.65, + "st_dev": 4.19, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1035, + "median": 999, + "mean": 1003.72, + "p25": 993.5, + "p75": 1015, + "st_dev": 15.6, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 80.15, + "p25": 67, + "p75": 92, + "st_dev": 16.63, + "num": 311 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.51, + "mean": 2.93, + "p25": 1.5, + "p75": 4.17, + "st_dev": 2.14, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.71, + "p25": 20, + "p75": 92, + "st_dev": 38.29, + "num": 312 + } + }, + { + "month": 1, + "day": 3, + "temp": { + "record_min": 259.63, + "record_max": 279.75, + "average_min": 267.67, + "average_max": 272.69, + "median": 270.54, + "mean": 270.44, + "p25": 266.26, + "p75": 275.15, + "st_dev": 5.2, + "num": 312 + }, + "pressure": { + "min": 908, + "max": 1034, + "median": 1000, + "mean": 1001.08, + "p25": 990, + "p75": 1020, + "st_dev": 23.42, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 79, + "mean": 77.38, + "p25": 69, + "p75": 90, + "st_dev": 15, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.09, + "mean": 2.81, + "p25": 1.27, + "p75": 4.6, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 63, + "mean": 50.43, + "p25": 2, + "p75": 90, + "st_dev": 40.34, + "num": 312 + } + }, + { + "month": 1, + "day": 4, + "temp": { + "record_min": 256.34, + "record_max": 278.35, + "average_min": 266.62, + "average_max": 271.97, + "median": 270.31, + "mean": 269.85, + "p25": 265.24, + "p75": 274.15, + "st_dev": 5.12, + "num": 312 + }, + "pressure": { + "min": 877, + "max": 1034, + "median": 1007, + "mean": 1002.49, + "p25": 994.5, + "p75": 1016, + "st_dev": 25.46, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 77.72, + "p25": 69, + "p75": 92, + "st_dev": 19.14, + "num": 310 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 2.31, + "mean": 2.65, + "p25": 1.27, + "p75": 3.9, + "st_dev": 1.63, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 41, + "mean": 47, + "p25": 0, + "p75": 90, + "st_dev": 39.45, + "num": 312 + } + }, + { + "month": 1, + "day": 5, + "temp": { + "record_min": 249.25, + "record_max": 277.23, + "average_min": 264.97, + "average_max": 270.75, + "median": 270.11, + "mean": 267.99, + "p25": 263.93, + "p75": 273.15, + "st_dev": 6.75, + "num": 312 + }, + "pressure": { + "min": 958, + "max": 1034, + "median": 1012, + "mean": 1011.37, + "p25": 1004, + "p75": 1020, + "st_dev": 11.98, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 81.27, + "p25": 73, + "p75": 94, + "st_dev": 18.03, + "num": 303 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 1.69, + "mean": 2.06, + "p25": 1.09, + "p75": 2.59, + "st_dev": 1.37, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74, + "mean": 52.39, + "p25": 1.5, + "p75": 91, + "st_dev": 40.79, + "num": 312 + } + }, + { + "month": 1, + "day": 6, + "temp": { + "record_min": 247.47, + "record_max": 278.23, + "average_min": 265.21, + "average_max": 270.97, + "median": 269.59, + "mean": 268.01, + "p25": 263.71, + "p75": 273.46, + "st_dev": 7.09, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1030, + "median": 1013, + "mean": 1011.88, + "p25": 1005, + "p75": 1022, + "st_dev": 10.62, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 87.17, + "p25": 82.5, + "p75": 97, + "st_dev": 14.35, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.53, + "mean": 2.22, + "p25": 1, + "p75": 3.19, + "st_dev": 1.85, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.72, + "p25": 12, + "p75": 92, + "st_dev": 38.41, + "num": 312 + } + }, + { + "month": 1, + "day": 7, + "temp": { + "record_min": 250.74, + "record_max": 280.55, + "average_min": 267.02, + "average_max": 272.7, + "median": 271.17, + "mean": 269.58, + "p25": 266.61, + "p75": 274.17, + "st_dev": 7.13, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1040, + "median": 1009, + "mean": 1007.26, + "p25": 997, + "p75": 1020, + "st_dev": 16.65, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 92, + "mean": 85.57, + "p25": 81, + "p75": 97, + "st_dev": 16.32, + "num": 310 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 1.55, + "mean": 2.52, + "p25": 1.02, + "p75": 3.6, + "st_dev": 2.2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 69.66, + "p25": 44, + "p75": 99.5, + "st_dev": 35.29, + "num": 312 + } + }, + { + "month": 1, + "day": 8, + "temp": { + "record_min": 249.01, + "record_max": 280.89, + "average_min": 268.06, + "average_max": 272.54, + "median": 271.75, + "mean": 270.5, + "p25": 266.78, + "p75": 276.23, + "st_dev": 7.11, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1041, + "median": 1003, + "mean": 1005.96, + "p25": 996, + "p75": 1017, + "st_dev": 15.84, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 88, + "mean": 80.3, + "p25": 69, + "p75": 95, + "st_dev": 20.26, + "num": 305 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.28, + "mean": 2.89, + "p25": 1.36, + "p75": 4.09, + "st_dev": 2.13, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.59, + "p25": 16, + "p75": 92, + "st_dev": 38.97, + "num": 312 + } + }, + { + "month": 1, + "day": 9, + "temp": { + "record_min": 255.34, + "record_max": 277.1, + "average_min": 267.1, + "average_max": 272.44, + "median": 271.44, + "mean": 269.89, + "p25": 266.18, + "p75": 273.59, + "st_dev": 4.81, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1039, + "median": 1006.5, + "mean": 1007.89, + "p25": 996, + "p75": 1018, + "st_dev": 14.56, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 82.86, + "p25": 74, + "p75": 96, + "st_dev": 19.43, + "num": 307 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.65, + "mean": 2.15, + "p25": 1.08, + "p75": 2.6, + "st_dev": 1.55, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 69.51, + "p25": 46.5, + "p75": 97, + "st_dev": 34.86, + "num": 312 + } + }, + { + "month": 1, + "day": 10, + "temp": { + "record_min": 261.56, + "record_max": 278.02, + "average_min": 267.9, + "average_max": 273.06, + "median": 270.85, + "mean": 270.38, + "p25": 267.98, + "p75": 273.09, + "st_dev": 3.58, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1035, + "median": 1009, + "mean": 1007.15, + "p25": 996, + "p75": 1018, + "st_dev": 15.3, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 87.18, + "p25": 85, + "p75": 95, + "st_dev": 15.23, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.46, + "median": 2.1, + "mean": 2.44, + "p25": 1.25, + "p75": 3.58, + "st_dev": 1.47, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.32, + "p25": 16.5, + "p75": 92, + "st_dev": 38.57, + "num": 312 + } + }, + { + "month": 1, + "day": 11, + "temp": { + "record_min": 262.5, + "record_max": 279.69, + "average_min": 268.49, + "average_max": 274.89, + "median": 271.6, + "mean": 272.4, + "p25": 269.21, + "p75": 275.88, + "st_dev": 3.95, + "num": 312 + }, + "pressure": { + "min": 949, + "max": 1032, + "median": 1002, + "mean": 1003.02, + "p25": 993, + "p75": 1017, + "st_dev": 18.81, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 89, + "mean": 83.24, + "p25": 76.5, + "p75": 92, + "st_dev": 15.56, + "num": 312 + }, + "wind": { + "min": 0.45, + "max": 10.8, + "median": 3.1, + "mean": 3.29, + "p25": 1.56, + "p75": 4.48, + "st_dev": 2.07, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.55, + "p25": 20, + "p75": 92, + "st_dev": 36.64, + "num": 312 + } + }, + { + "month": 1, + "day": 12, + "temp": { + "record_min": 257.97, + "record_max": 279.55, + "average_min": 266.16, + "average_max": 272.38, + "median": 269.15, + "mean": 269.59, + "p25": 266.39, + "p75": 273.75, + "st_dev": 5.11, + "num": 312 + }, + "pressure": { + "min": 954, + "max": 1039, + "median": 1001, + "mean": 1003.81, + "p25": 991, + "p75": 1021, + "st_dev": 22.04, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 80.65, + "p25": 73, + "p75": 92, + "st_dev": 16.94, + "num": 312 + }, + "wind": { + "min": 0.08, + "max": 8.7, + "median": 2.17, + "mean": 2.62, + "p25": 1.29, + "p75": 3.6, + "st_dev": 1.78, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 73.5, + "mean": 53.56, + "p25": 12, + "p75": 92, + "st_dev": 38.71, + "num": 312 + } + }, + { + "month": 1, + "day": 13, + "temp": { + "record_min": 255.15, + "record_max": 284.16, + "average_min": 265.71, + "average_max": 272.53, + "median": 270.11, + "mean": 269.51, + "p25": 265.3, + "p75": 275.19, + "st_dev": 6.4, + "num": 312 + }, + "pressure": { + "min": 960, + "max": 1039, + "median": 1003, + "mean": 1001.97, + "p25": 989, + "p75": 1016, + "st_dev": 20.11, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85.5, + "mean": 82.24, + "p25": 78.5, + "p75": 92, + "st_dev": 14.31, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 1.51, + "mean": 2.32, + "p25": 1, + "p75": 3.1, + "st_dev": 1.96, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.01, + "p25": 10, + "p75": 92, + "st_dev": 39.42, + "num": 312 + } + }, + { + "month": 1, + "day": 14, + "temp": { + "record_min": 254.15, + "record_max": 283.39, + "average_min": 267.13, + "average_max": 271.81, + "median": 271.15, + "mean": 269.42, + "p25": 265.15, + "p75": 275.33, + "st_dev": 7.08, + "num": 312 + }, + "pressure": { + "min": 945, + "max": 1036, + "median": 1010, + "mean": 1003.64, + "p25": 990, + "p75": 1022, + "st_dev": 19.4, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 84, + "mean": 81.29, + "p25": 76, + "p75": 92, + "st_dev": 13.47, + "num": 312 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.1, + "mean": 2.81, + "p25": 1.17, + "p75": 4.1, + "st_dev": 2.2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.18, + "p25": 11, + "p75": 90, + "st_dev": 38.26, + "num": 312 + } + }, + { + "month": 1, + "day": 15, + "temp": { + "record_min": 254.15, + "record_max": 278.53, + "average_min": 265.15, + "average_max": 270.81, + "median": 269.12, + "mean": 267.94, + "p25": 262.46, + "p75": 274.33, + "st_dev": 6.63, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1027, + "median": 1003, + "mean": 1003.41, + "p25": 993, + "p75": 1016, + "st_dev": 15.15, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 80.29, + "p25": 67, + "p75": 94, + "st_dev": 18.13, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.5, + "mean": 2.67, + "p25": 1.07, + "p75": 3.1, + "st_dev": 2.49, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 68.05, + "p25": 48, + "p75": 92, + "st_dev": 33.62, + "num": 312 + } + }, + { + "month": 1, + "day": 16, + "temp": { + "record_min": 249.29, + "record_max": 280.36, + "average_min": 265.21, + "average_max": 271.11, + "median": 268.73, + "mean": 268.22, + "p25": 262.13, + "p75": 275.6, + "st_dev": 7.55, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1023, + "median": 1003, + "mean": 1001.28, + "p25": 985.5, + "p75": 1015, + "st_dev": 15.73, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 81.66, + "p25": 75, + "p75": 92, + "st_dev": 17.29, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.4, + "median": 1.67, + "mean": 2.75, + "p25": 0.99, + "p75": 3.48, + "st_dev": 2.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.35, + "p25": 11, + "p75": 92, + "st_dev": 39.58, + "num": 312 + } + }, + { + "month": 1, + "day": 17, + "temp": { + "record_min": 254.15, + "record_max": 278.83, + "average_min": 265.72, + "average_max": 271.11, + "median": 269.42, + "mean": 269.01, + "p25": 263.12, + "p75": 275.07, + "st_dev": 7, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1026, + "median": 1002, + "mean": 1001.22, + "p25": 985, + "p75": 1016.5, + "st_dev": 15.4, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 83.92, + "p25": 77, + "p75": 95, + "st_dev": 16.67, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.79, + "mean": 2.48, + "p25": 1.02, + "p75": 4.01, + "st_dev": 1.76, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.9, + "p25": 24.5, + "p75": 98.5, + "st_dev": 37.61, + "num": 312 + } + }, + { + "month": 1, + "day": 18, + "temp": { + "record_min": 252.15, + "record_max": 277.89, + "average_min": 265.38, + "average_max": 271.49, + "median": 269.24, + "mean": 268.62, + "p25": 264.5, + "p75": 274.29, + "st_dev": 6.42, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1027, + "median": 1008, + "mean": 1004.62, + "p25": 992, + "p75": 1012, + "st_dev": 13.94, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 82.64, + "p25": 77, + "p75": 97, + "st_dev": 21.61, + "num": 312 + }, + "wind": { + "min": 0, + "max": 5.21, + "median": 1.44, + "mean": 1.65, + "p25": 1, + "p75": 2.07, + "st_dev": 1.03, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 79, + "mean": 65.21, + "p25": 36, + "p75": 92, + "st_dev": 36.05, + "num": 312 + } + }, + { + "month": 1, + "day": 19, + "temp": { + "record_min": 252.67, + "record_max": 278.63, + "average_min": 266.05, + "average_max": 271.56, + "median": 271.15, + "mean": 268.94, + "p25": 265.77, + "p75": 273.4, + "st_dev": 6.48, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1032, + "median": 1007, + "mean": 1006.21, + "p25": 998, + "p75": 1020, + "st_dev": 15.95, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 82.02, + "p25": 80, + "p75": 97, + "st_dev": 18.97, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.5, + "mean": 1.64, + "p25": 0.97, + "p75": 2.1, + "st_dev": 1.09, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 70.61, + "p25": 49, + "p75": 100, + "st_dev": 35.82, + "num": 312 + } + }, + { + "month": 1, + "day": 20, + "temp": { + "record_min": 251.02, + "record_max": 279.89, + "average_min": 264.89, + "average_max": 270.81, + "median": 269.92, + "mean": 268.06, + "p25": 263.09, + "p75": 273.16, + "st_dev": 6.71, + "num": 312 + }, + "pressure": { + "min": 962, + "max": 1032, + "median": 1014, + "mean": 1010.11, + "p25": 1006, + "p75": 1023, + "st_dev": 16.03, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 84, + "mean": 80.58, + "p25": 77, + "p75": 92, + "st_dev": 15.8, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.56, + "mean": 2.29, + "p25": 0.9, + "p75": 3.6, + "st_dev": 1.87, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.05, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.81, + "p25": 20, + "p75": 92, + "st_dev": 38.67, + "num": 312 + } + }, + { + "month": 1, + "day": 21, + "temp": { + "record_min": 251.91, + "record_max": 280.12, + "average_min": 266.23, + "average_max": 271.09, + "median": 269.97, + "mean": 268.98, + "p25": 266.3, + "p75": 272.93, + "st_dev": 5.89, + "num": 312 + }, + "pressure": { + "min": 950, + "max": 1040, + "median": 1015.5, + "mean": 1012.87, + "p25": 1010, + "p75": 1023, + "st_dev": 18.74, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 87.5, + "mean": 84.2, + "p25": 79, + "p75": 93, + "st_dev": 14.36, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.72, + "mean": 2.12, + "p25": 1.06, + "p75": 3.1, + "st_dev": 1.38, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 68.99, + "p25": 48, + "p75": 100, + "st_dev": 36.31, + "num": 312 + } + }, + { + "month": 1, + "day": 22, + "temp": { + "record_min": 251.15, + "record_max": 279.39, + "average_min": 265.46, + "average_max": 271.3, + "median": 269.15, + "mean": 268.85, + "p25": 265.32, + "p75": 272.57, + "st_dev": 5.78, + "num": 312 + }, + "pressure": { + "min": 948, + "max": 1040, + "median": 1018, + "mean": 1010.52, + "p25": 1006, + "p75": 1026, + "st_dev": 23.24, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 91, + "mean": 86.23, + "p25": 82, + "p75": 96, + "st_dev": 13.84, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.67, + "median": 1.5, + "mean": 1.95, + "p25": 1, + "p75": 2.6, + "st_dev": 1.59, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 71.47, + "p25": 68.5, + "p75": 92, + "st_dev": 33.19, + "num": 312 + } + }, + { + "month": 1, + "day": 23, + "temp": { + "record_min": 255.29, + "record_max": 280.34, + "average_min": 266.22, + "average_max": 273.11, + "median": 270.27, + "mean": 269.77, + "p25": 266.38, + "p75": 273.69, + "st_dev": 5.29, + "num": 312 + }, + "pressure": { + "min": 953, + "max": 1037, + "median": 1012, + "mean": 1009.07, + "p25": 999, + "p75": 1023, + "st_dev": 17.81, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 89, + "mean": 86.16, + "p25": 80, + "p75": 94, + "st_dev": 11.05, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.3, + "mean": 2.05, + "p25": 0.89, + "p75": 2.31, + "st_dev": 1.96, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 70.68, + "p25": 49, + "p75": 96.5, + "st_dev": 34.07, + "num": 312 + } + }, + { + "month": 1, + "day": 24, + "temp": { + "record_min": 253.43, + "record_max": 279.51, + "average_min": 268.23, + "average_max": 273.16, + "median": 272.16, + "mean": 270.78, + "p25": 267.43, + "p75": 275.03, + "st_dev": 5.63, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1031, + "median": 1009, + "mean": 1006.26, + "p25": 995, + "p75": 1018, + "st_dev": 15.72, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 84.42, + "p25": 81, + "p75": 94, + "st_dev": 18.38, + "num": 312 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 1.21, + "mean": 2.31, + "p25": 0.96, + "p75": 2.76, + "st_dev": 2.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 69.25, + "p25": 42.5, + "p75": 95, + "st_dev": 36.17, + "num": 312 + } + }, + { + "month": 1, + "day": 25, + "temp": { + "record_min": 259.86, + "record_max": 278.94, + "average_min": 268.58, + "average_max": 273.45, + "median": 270.07, + "mean": 271.01, + "p25": 267.61, + "p75": 276.15, + "st_dev": 4.63, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1027, + "median": 1012, + "mean": 1007.86, + "p25": 1001, + "p75": 1019, + "st_dev": 13.77, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 84.27, + "p25": 79, + "p75": 94, + "st_dev": 13.95, + "num": 311 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 1.4, + "mean": 2.18, + "p25": 0.98, + "p75": 2.6, + "st_dev": 2.1, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.05, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 83, + "mean": 65.26, + "p25": 32, + "p75": 100, + "st_dev": 37.82, + "num": 312 + } + }, + { + "month": 1, + "day": 26, + "temp": { + "record_min": 258.56, + "record_max": 279.26, + "average_min": 267.95, + "average_max": 273.89, + "median": 273.13, + "mean": 271.28, + "p25": 266.97, + "p75": 275.36, + "st_dev": 5.13, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1032, + "median": 1006, + "mean": 1006.87, + "p25": 1002, + "p75": 1013, + "st_dev": 10.1, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90, + "mean": 86.75, + "p25": 84, + "p75": 94, + "st_dev": 11.73, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.74, + "mean": 2.05, + "p25": 1, + "p75": 2.6, + "st_dev": 1.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.54, + "p25": 20, + "p75": 90, + "st_dev": 36.82, + "num": 312 + } + }, + { + "month": 1, + "day": 27, + "temp": { + "record_min": 262.45, + "record_max": 278.62, + "average_min": 268.21, + "average_max": 273.82, + "median": 269.94, + "mean": 270.94, + "p25": 267.37, + "p75": 275.15, + "st_dev": 4.28, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1032, + "median": 1004, + "mean": 1002.92, + "p25": 992, + "p75": 1012.5, + "st_dev": 13.19, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 87.55, + "p25": 85, + "p75": 96, + "st_dev": 13.37, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.95, + "mean": 2.6, + "p25": 1.13, + "p75": 3.85, + "st_dev": 1.88, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.51, + "p25": 40, + "p75": 90, + "st_dev": 33.43, + "num": 312 + } + }, + { + "month": 1, + "day": 28, + "temp": { + "record_min": 263, + "record_max": 277.87, + "average_min": 270.46, + "average_max": 274.34, + "median": 273.73, + "mean": 272.37, + "p25": 269.23, + "p75": 275.26, + "st_dev": 3.78, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1021, + "median": 1000, + "mean": 1000.29, + "p25": 992, + "p75": 1013, + "st_dev": 12.39, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 92, + "mean": 86.58, + "p25": 80, + "p75": 95, + "st_dev": 12.09, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.86, + "median": 2.1, + "mean": 2.54, + "p25": 1, + "p75": 3.6, + "st_dev": 1.85, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 74.26, + "p25": 75, + "p75": 94, + "st_dev": 31.77, + "num": 312 + } + }, + { + "month": 1, + "day": 29, + "temp": { + "record_min": 255.68, + "record_max": 281.15, + "average_min": 269.88, + "average_max": 274.43, + "median": 273.8, + "mean": 272.23, + "p25": 270.19, + "p75": 275.7, + "st_dev": 5.42, + "num": 312 + }, + "pressure": { + "min": 949, + "max": 1026, + "median": 994, + "mean": 993.46, + "p25": 983, + "p75": 1002, + "st_dev": 17.04, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 92, + "mean": 85.22, + "p25": 79, + "p75": 96.5, + "st_dev": 15.14, + "num": 312 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 1.65, + "mean": 2.66, + "p25": 1.05, + "p75": 3.63, + "st_dev": 2.29, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 89.5, + "mean": 72.06, + "p25": 75, + "p75": 100, + "st_dev": 34.84, + "num": 312 + } + }, + { + "month": 1, + "day": 30, + "temp": { + "record_min": 259.22, + "record_max": 279.87, + "average_min": 268.19, + "average_max": 273.54, + "median": 272.3, + "mean": 270.87, + "p25": 267.82, + "p75": 273.84, + "st_dev": 4.93, + "num": 312 + }, + "pressure": { + "min": 962, + "max": 1026, + "median": 996.5, + "mean": 997.45, + "p25": 983, + "p75": 1009, + "st_dev": 15.31, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 82, + "p25": 73, + "p75": 95.5, + "st_dev": 16.57, + "num": 297 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 1.52, + "mean": 2.41, + "p25": 1.11, + "p75": 3.22, + "st_dev": 1.83, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.4, + "p25": 4.5, + "p75": 90, + "st_dev": 38.37, + "num": 312 + } + }, + { + "month": 1, + "day": 31, + "temp": { + "record_min": 262.49, + "record_max": 277.15, + "average_min": 268.09, + "average_max": 273.12, + "median": 270.65, + "mean": 270.54, + "p25": 268.2, + "p75": 273.31, + "st_dev": 3.65, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1029, + "median": 993, + "mean": 996.12, + "p25": 983, + "p75": 1007, + "st_dev": 14.93, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 84.24, + "p25": 82, + "p75": 95.5, + "st_dev": 17.16, + "num": 292 + }, + "wind": { + "min": 0.05, + "max": 9.3, + "median": 1.63, + "mean": 2.75, + "p25": 1.29, + "p75": 4.1, + "st_dev": 2.11, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 81, + "mean": 70.53, + "p25": 66.5, + "p75": 90, + "st_dev": 31.55, + "num": 312 + } + }, + { + "month": 2, + "day": 1, + "temp": { + "record_min": 262.83, + "record_max": 279.07, + "average_min": 268.2, + "average_max": 273.02, + "median": 270.47, + "mean": 270.76, + "p25": 268.54, + "p75": 273.92, + "st_dev": 3.71, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1032, + "median": 993, + "mean": 994.24, + "p25": 981, + "p75": 1004, + "st_dev": 15.49, + "num": 312 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 89, + "mean": 81.97, + "p25": 73, + "p75": 93, + "st_dev": 16.93, + "num": 305 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2, + "mean": 2.69, + "p25": 1.31, + "p75": 4.1, + "st_dev": 1.8, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.02, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.29, + "p25": 52, + "p75": 90, + "st_dev": 31.86, + "num": 312 + } + }, + { + "month": 2, + "day": 2, + "temp": { + "record_min": 260.35, + "record_max": 281.56, + "average_min": 267.11, + "average_max": 272.83, + "median": 269.45, + "mean": 269.65, + "p25": 266.77, + "p75": 272.96, + "st_dev": 4.33, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1029, + "median": 1001, + "mean": 999.25, + "p25": 992, + "p75": 1008, + "st_dev": 14.41, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 77.89, + "p25": 72, + "p75": 93, + "st_dev": 22.63, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.16, + "median": 2.29, + "mean": 2.78, + "p25": 1.34, + "p75": 4.1, + "st_dev": 1.79, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.29, + "p25": 40, + "p75": 92, + "st_dev": 33.35, + "num": 312 + } + }, + { + "month": 2, + "day": 3, + "temp": { + "record_min": 260.15, + "record_max": 282.1, + "average_min": 266.71, + "average_max": 272.65, + "median": 269.59, + "mean": 269.8, + "p25": 266.74, + "p75": 272.04, + "st_dev": 3.99, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1032, + "median": 1007, + "mean": 1003.95, + "p25": 994, + "p75": 1013, + "st_dev": 12.94, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 79, + "mean": 77.82, + "p25": 68.5, + "p75": 93, + "st_dev": 18.28, + "num": 309 + }, + "wind": { + "min": 0, + "max": 8.13, + "median": 1.85, + "mean": 2.42, + "p25": 1.08, + "p75": 3.1, + "st_dev": 1.81, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.52, + "p25": 11.5, + "p75": 92, + "st_dev": 39.39, + "num": 312 + } + }, + { + "month": 2, + "day": 4, + "temp": { + "record_min": 256.32, + "record_max": 278.33, + "average_min": 265.71, + "average_max": 272.47, + "median": 269.99, + "mean": 269.36, + "p25": 265.15, + "p75": 273.73, + "st_dev": 5.21, + "num": 312 + }, + "pressure": { + "min": 966, + "max": 1039, + "median": 1011, + "mean": 1008.19, + "p25": 994.5, + "p75": 1020, + "st_dev": 17.94, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 77.7, + "p25": 63, + "p75": 92, + "st_dev": 19.43, + "num": 291 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.1, + "mean": 2.18, + "p25": 1.17, + "p75": 2.66, + "st_dev": 1.41, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75.5, + "mean": 59.52, + "p25": 8, + "p75": 90, + "st_dev": 39.85, + "num": 312 + } + }, + { + "month": 2, + "day": 5, + "temp": { + "record_min": 258.55, + "record_max": 280.81, + "average_min": 266.45, + "average_max": 273.28, + "median": 271.15, + "mean": 270.3, + "p25": 267.61, + "p75": 273.2, + "st_dev": 4.79, + "num": 312 + }, + "pressure": { + "min": 958, + "max": 1038, + "median": 1011, + "mean": 1011.25, + "p25": 1001, + "p75": 1028, + "st_dev": 17.97, + "num": 312 + }, + "humidity": { + "min": 4, + "max": 100, + "median": 88, + "mean": 83.09, + "p25": 78, + "p75": 92, + "st_dev": 15.69, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.9, + "mean": 2.18, + "p25": 1.19, + "p75": 2.6, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.67, + "p25": 7.5, + "p75": 90, + "st_dev": 38.69, + "num": 312 + } + }, + { + "month": 2, + "day": 6, + "temp": { + "record_min": 259.02, + "record_max": 279.2, + "average_min": 266.2, + "average_max": 272.06, + "median": 269.43, + "mean": 269.23, + "p25": 266.03, + "p75": 273.03, + "st_dev": 4.53, + "num": 312 + }, + "pressure": { + "min": 955, + "max": 1050, + "median": 1014.5, + "mean": 1010.97, + "p25": 996, + "p75": 1030, + "st_dev": 22.17, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 90, + "mean": 85.32, + "p25": 79, + "p75": 93, + "st_dev": 13.49, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.72, + "mean": 1.81, + "p25": 1.03, + "p75": 2.28, + "st_dev": 1.06, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.38, + "p25": 21.5, + "p75": 90, + "st_dev": 35.53, + "num": 312 + } + }, + { + "month": 2, + "day": 7, + "temp": { + "record_min": 258.14, + "record_max": 279.46, + "average_min": 267.39, + "average_max": 273.36, + "median": 271.43, + "mean": 270.53, + "p25": 267.09, + "p75": 273.83, + "st_dev": 4.37, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1050, + "median": 1012, + "mean": 1011.62, + "p25": 995, + "p75": 1025, + "st_dev": 18.15, + "num": 312 + }, + "humidity": { + "min": 55, + "max": 100, + "median": 92, + "mean": 86.7, + "p25": 79, + "p75": 95, + "st_dev": 11.01, + "num": 294 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.1, + "mean": 2.65, + "p25": 1.18, + "p75": 3.6, + "st_dev": 1.98, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.88, + "p25": 40, + "p75": 90, + "st_dev": 33.03, + "num": 312 + } + }, + { + "month": 2, + "day": 8, + "temp": { + "record_min": 254.57, + "record_max": 281.31, + "average_min": 268.57, + "average_max": 273.84, + "median": 272.84, + "mean": 271.41, + "p25": 268.26, + "p75": 275.43, + "st_dev": 5.32, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1044, + "median": 1012, + "mean": 1009.31, + "p25": 995.5, + "p75": 1024, + "st_dev": 18.39, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 82.59, + "p25": 73, + "p75": 93, + "st_dev": 15.53, + "num": 297 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.82, + "mean": 3.19, + "p25": 1.75, + "p75": 4.6, + "st_dev": 1.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55, + "p25": 20, + "p75": 83, + "st_dev": 36.21, + "num": 312 + } + }, + { + "month": 2, + "day": 9, + "temp": { + "record_min": 253.83, + "record_max": 279.87, + "average_min": 269.32, + "average_max": 274.27, + "median": 274.15, + "mean": 271.96, + "p25": 267.11, + "p75": 276.15, + "st_dev": 5.84, + "num": 312 + }, + "pressure": { + "min": 955, + "max": 1047, + "median": 1009, + "mean": 1004.68, + "p25": 983, + "p75": 1020, + "st_dev": 21.34, + "num": 312 + }, + "humidity": { + "min": 10, + "max": 100, + "median": 80, + "mean": 79.15, + "p25": 67, + "p75": 93, + "st_dev": 16.96, + "num": 307 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 2.67, + "mean": 3.57, + "p25": 1.77, + "p75": 5.19, + "st_dev": 2.78, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.25, + "p25": 26, + "p75": 88, + "st_dev": 33.21, + "num": 312 + } + }, + { + "month": 2, + "day": 10, + "temp": { + "record_min": 259.81, + "record_max": 280.55, + "average_min": 268.81, + "average_max": 274.54, + "median": 273.15, + "mean": 271.49, + "p25": 267.13, + "p75": 275.19, + "st_dev": 4.94, + "num": 312 + }, + "pressure": { + "min": 951, + "max": 1047, + "median": 1010, + "mean": 1004.66, + "p25": 984.5, + "p75": 1022, + "st_dev": 23.05, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 80, + "mean": 77.1, + "p25": 62, + "p75": 93, + "st_dev": 16.63, + "num": 307 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.79, + "mean": 3.16, + "p25": 1.73, + "p75": 4.1, + "st_dev": 1.96, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.46, + "p25": 17, + "p75": 90, + "st_dev": 37.4, + "num": 312 + } + }, + { + "month": 2, + "day": 11, + "temp": { + "record_min": 259.77, + "record_max": 281.96, + "average_min": 267.77, + "average_max": 273.77, + "median": 271.77, + "mean": 270.56, + "p25": 266.95, + "p75": 274.04, + "st_dev": 4.55, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1046, + "median": 1008, + "mean": 1009.45, + "p25": 998, + "p75": 1023, + "st_dev": 18.78, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 78, + "mean": 75.41, + "p25": 61, + "p75": 92, + "st_dev": 17.11, + "num": 303 + }, + "wind": { + "min": 0, + "max": 8.28, + "median": 2.24, + "mean": 2.91, + "p25": 1.5, + "p75": 3.99, + "st_dev": 1.92, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 47.7, + "p25": 0, + "p75": 92, + "st_dev": 40.19, + "num": 312 + } + }, + { + "month": 2, + "day": 12, + "temp": { + "record_min": 258.28, + "record_max": 280.64, + "average_min": 267.59, + "average_max": 273.7, + "median": 270.75, + "mean": 270.61, + "p25": 267.32, + "p75": 274.67, + "st_dev": 5.04, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1042, + "median": 1008, + "mean": 1009.07, + "p25": 995, + "p75": 1024, + "st_dev": 17.5, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 82.5, + "mean": 76.16, + "p25": 61, + "p75": 92, + "st_dev": 18.47, + "num": 290 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.09, + "mean": 2.72, + "p25": 1.35, + "p75": 4.1, + "st_dev": 1.82, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.69, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.79, + "p25": 1, + "p75": 98, + "st_dev": 41.09, + "num": 312 + } + }, + { + "month": 2, + "day": 13, + "temp": { + "record_min": 260.1, + "record_max": 283.34, + "average_min": 267.96, + "average_max": 274.77, + "median": 271.19, + "mean": 271.35, + "p25": 268.15, + "p75": 275.01, + "st_dev": 5.35, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1042, + "median": 1012, + "mean": 1011.64, + "p25": 997, + "p75": 1025, + "st_dev": 17.38, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 79, + "mean": 75.57, + "p25": 60.5, + "p75": 92, + "st_dev": 19.39, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.5, + "mean": 1.98, + "p25": 1.17, + "p75": 2.6, + "st_dev": 1.32, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.11, + "p25": 2.5, + "p75": 94.5, + "st_dev": 40.86, + "num": 312 + } + }, + { + "month": 2, + "day": 14, + "temp": { + "record_min": 258.69, + "record_max": 277.68, + "average_min": 267.22, + "average_max": 273.29, + "median": 272.3, + "mean": 270.26, + "p25": 266.25, + "p75": 274.68, + "st_dev": 5.12, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1040, + "median": 1019, + "mean": 1015.2, + "p25": 1008, + "p75": 1027, + "st_dev": 16.42, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 81.9, + "p25": 74, + "p75": 97, + "st_dev": 18.52, + "num": 306 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.38, + "mean": 2.06, + "p25": 0.95, + "p75": 3.01, + "st_dev": 1.78, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74.5, + "mean": 52.29, + "p25": 5, + "p75": 90, + "st_dev": 39.28, + "num": 312 + } + }, + { + "month": 2, + "day": 15, + "temp": { + "record_min": 258.15, + "record_max": 279.34, + "average_min": 269.03, + "average_max": 274.45, + "median": 273.15, + "mean": 271.63, + "p25": 268.94, + "p75": 275.46, + "st_dev": 5.03, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1038, + "median": 1016, + "mean": 1012.57, + "p25": 1005, + "p75": 1023, + "st_dev": 16.59, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 81.17, + "p25": 75.5, + "p75": 93, + "st_dev": 19.28, + "num": 300 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.85, + "mean": 2.68, + "p25": 0.96, + "p75": 4.1, + "st_dev": 2.11, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 71.05, + "p25": 62, + "p75": 98, + "st_dev": 33.28, + "num": 312 + } + }, + { + "month": 2, + "day": 16, + "temp": { + "record_min": 257.98, + "record_max": 280.65, + "average_min": 269.11, + "average_max": 274.58, + "median": 273.15, + "mean": 272.14, + "p25": 270.04, + "p75": 275.45, + "st_dev": 4.83, + "num": 312 + }, + "pressure": { + "min": 951, + "max": 1036, + "median": 1009, + "mean": 1004.9, + "p25": 992, + "p75": 1022, + "st_dev": 21.13, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90, + "mean": 83.15, + "p25": 79, + "p75": 93, + "st_dev": 19.28, + "num": 311 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 1.56, + "mean": 2.62, + "p25": 1, + "p75": 3.61, + "st_dev": 2.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 80, + "mean": 69.63, + "p25": 59, + "p75": 98, + "st_dev": 33.84, + "num": 312 + } + }, + { + "month": 2, + "day": 17, + "temp": { + "record_min": 259.91, + "record_max": 280.67, + "average_min": 269.84, + "average_max": 275.38, + "median": 273.2, + "mean": 272.51, + "p25": 270.83, + "p75": 275.2, + "st_dev": 4.14, + "num": 312 + }, + "pressure": { + "min": 952, + "max": 1030, + "median": 1015, + "mean": 1006.02, + "p25": 992, + "p75": 1023, + "st_dev": 19.22, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 84, + "mean": 79.97, + "p25": 72, + "p75": 92, + "st_dev": 18.76, + "num": 308 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 1.81, + "mean": 2.78, + "p25": 1.05, + "p75": 3.54, + "st_dev": 2.6, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.11, + "p25": 38, + "p75": 96.5, + "st_dev": 34.25, + "num": 312 + } + }, + { + "month": 2, + "day": 18, + "temp": { + "record_min": 261.13, + "record_max": 280.41, + "average_min": 270.2, + "average_max": 275.34, + "median": 272.85, + "mean": 272.53, + "p25": 269.87, + "p75": 276.2, + "st_dev": 4.33, + "num": 312 + }, + "pressure": { + "min": 954, + "max": 1031, + "median": 1009, + "mean": 1007.71, + "p25": 995, + "p75": 1020.5, + "st_dev": 15.56, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 84, + "mean": 79.18, + "p25": 70, + "p75": 92, + "st_dev": 16.2, + "num": 306 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.64, + "mean": 2.4, + "p25": 1, + "p75": 3.6, + "st_dev": 1.88, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.04, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.17, + "p25": 7, + "p75": 90, + "st_dev": 39.21, + "num": 312 + } + }, + { + "month": 2, + "day": 19, + "temp": { + "record_min": 258.58, + "record_max": 279.72, + "average_min": 269.61, + "average_max": 275.64, + "median": 272.37, + "mean": 272.39, + "p25": 270.34, + "p75": 274.54, + "st_dev": 4.19, + "num": 312 + }, + "pressure": { + "min": 964, + "max": 1031, + "median": 1008, + "mean": 1005.44, + "p25": 994, + "p75": 1015, + "st_dev": 14.62, + "num": 312 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 86, + "mean": 81.03, + "p25": 74, + "p75": 92, + "st_dev": 14.99, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.58, + "mean": 2.23, + "p25": 1, + "p75": 3.1, + "st_dev": 1.7, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.04, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.97, + "p25": 20, + "p75": 88, + "st_dev": 36.1, + "num": 312 + } + }, + { + "month": 2, + "day": 20, + "temp": { + "record_min": 260.35, + "record_max": 282.01, + "average_min": 269.55, + "average_max": 275.71, + "median": 273.16, + "mean": 273.01, + "p25": 271.02, + "p75": 275.48, + "st_dev": 3.79, + "num": 312 + }, + "pressure": { + "min": 955, + "max": 1031, + "median": 1003, + "mean": 1001.28, + "p25": 988, + "p75": 1015, + "st_dev": 18.25, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87, + "mean": 82.16, + "p25": 73, + "p75": 93, + "st_dev": 15.27, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.1, + "mean": 2.81, + "p25": 1.21, + "p75": 4.1, + "st_dev": 2.1, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.27, + "p25": 36.5, + "p75": 97.5, + "st_dev": 34.24, + "num": 312 + } + }, + { + "month": 2, + "day": 21, + "temp": { + "record_min": 261.79, + "record_max": 278.94, + "average_min": 270.55, + "average_max": 275.48, + "median": 273.3, + "mean": 273.15, + "p25": 272.15, + "p75": 275.35, + "st_dev": 3.16, + "num": 312 + }, + "pressure": { + "min": 949, + "max": 1034, + "median": 996, + "mean": 1000.53, + "p25": 988, + "p75": 1015, + "st_dev": 19.01, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90, + "mean": 84.64, + "p25": 79.5, + "p75": 93, + "st_dev": 15.83, + "num": 304 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.1, + "mean": 2.31, + "p25": 1.15, + "p75": 3.02, + "st_dev": 1.67, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.59, + "p25": 40.5, + "p75": 100, + "st_dev": 34.28, + "num": 312 + } + }, + { + "month": 2, + "day": 22, + "temp": { + "record_min": 257.69, + "record_max": 280.8, + "average_min": 270.11, + "average_max": 275.35, + "median": 274.15, + "mean": 272.97, + "p25": 271.15, + "p75": 276.15, + "st_dev": 4.6, + "num": 312 + }, + "pressure": { + "min": 951, + "max": 1039, + "median": 996, + "mean": 1000.83, + "p25": 986.5, + "p75": 1016, + "st_dev": 21.8, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 92, + "mean": 86.69, + "p25": 84.5, + "p75": 93, + "st_dev": 13.07, + "num": 304 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.21, + "mean": 2.58, + "p25": 1.07, + "p75": 3.31, + "st_dev": 1.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 83.5, + "mean": 67.42, + "p25": 40, + "p75": 100, + "st_dev": 37.24, + "num": 312 + } + }, + { + "month": 2, + "day": 23, + "temp": { + "record_min": 261.21, + "record_max": 279.8, + "average_min": 270.34, + "average_max": 276.09, + "median": 274.86, + "mean": 273.55, + "p25": 271.58, + "p75": 276.19, + "st_dev": 3.86, + "num": 312 + }, + "pressure": { + "min": 961, + "max": 1035, + "median": 999, + "mean": 1000.57, + "p25": 988, + "p75": 1018, + "st_dev": 20.48, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90.5, + "mean": 81.37, + "p25": 74, + "p75": 95, + "st_dev": 20.81, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.1, + "mean": 2.75, + "p25": 1, + "p75": 4.05, + "st_dev": 2.29, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 69.99, + "p25": 56, + "p75": 99, + "st_dev": 35.14, + "num": 312 + } + }, + { + "month": 2, + "day": 24, + "temp": { + "record_min": 262.93, + "record_max": 282.73, + "average_min": 272.05, + "average_max": 277.19, + "median": 275.43, + "mean": 274.46, + "p25": 272.27, + "p75": 277.03, + "st_dev": 3.62, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1039, + "median": 1000, + "mean": 1003.78, + "p25": 993, + "p75": 1010, + "st_dev": 17.94, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 78.81, + "p25": 65, + "p75": 96, + "st_dev": 19.27, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.8, + "median": 2.6, + "mean": 2.84, + "p25": 1.34, + "p75": 4.32, + "st_dev": 1.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 70.39, + "p25": 48, + "p75": 100, + "st_dev": 38.58, + "num": 312 + } + }, + { + "month": 2, + "day": 25, + "temp": { + "record_min": 261.15, + "record_max": 280.99, + "average_min": 270.54, + "average_max": 276.44, + "median": 275, + "mean": 273.58, + "p25": 271.92, + "p75": 276.52, + "st_dev": 3.88, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1044, + "median": 1007, + "mean": 1008.53, + "p25": 997, + "p75": 1019.5, + "st_dev": 16.65, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 84, + "mean": 79.54, + "p25": 68, + "p75": 93, + "st_dev": 18, + "num": 309 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.22, + "mean": 2.58, + "p25": 1.27, + "p75": 3.51, + "st_dev": 1.69, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 62, + "mean": 49, + "p25": 0, + "p75": 92, + "st_dev": 42.68, + "num": 312 + } + }, + { + "month": 2, + "day": 26, + "temp": { + "record_min": 258.15, + "record_max": 281.73, + "average_min": 269.18, + "average_max": 276.83, + "median": 274.2, + "mean": 273.02, + "p25": 270.21, + "p75": 276.15, + "st_dev": 4.51, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1044, + "median": 1014, + "mean": 1014.15, + "p25": 1004, + "p75": 1027, + "st_dev": 16.71, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 75.86, + "p25": 63, + "p75": 93, + "st_dev": 20.58, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.95, + "median": 1.54, + "mean": 2.23, + "p25": 1.06, + "p75": 2.5, + "st_dev": 1.82, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 32, + "mean": 42.29, + "p25": 0, + "p75": 88, + "st_dev": 40.75, + "num": 312 + } + }, + { + "month": 2, + "day": 27, + "temp": { + "record_min": 261.15, + "record_max": 282.34, + "average_min": 269.16, + "average_max": 276.49, + "median": 274.1, + "mean": 272.77, + "p25": 270.24, + "p75": 276.15, + "st_dev": 4.56, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1045, + "median": 1013, + "mean": 1015.31, + "p25": 1008, + "p75": 1031, + "st_dev": 16.72, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 83, + "mean": 78.1, + "p25": 66, + "p75": 93, + "st_dev": 19.92, + "num": 306 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.5, + "mean": 2.15, + "p25": 1, + "p75": 2.6, + "st_dev": 1.85, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 51.22, + "p25": 0, + "p75": 92, + "st_dev": 39.83, + "num": 312 + } + }, + { + "month": 2, + "day": 28, + "temp": { + "record_min": 259.15, + "record_max": 282.34, + "average_min": 269.86, + "average_max": 276.81, + "median": 274.18, + "mean": 273.02, + "p25": 270.23, + "p75": 276.08, + "st_dev": 4.85, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1046, + "median": 1013, + "mean": 1013.4, + "p25": 1006, + "p75": 1028, + "st_dev": 18.61, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 77.36, + "p25": 61, + "p75": 96, + "st_dev": 19.72, + "num": 300 + }, + "wind": { + "min": 0, + "max": 7.8, + "median": 1.96, + "mean": 2.55, + "p25": 1, + "p75": 3.65, + "st_dev": 1.96, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.57, + "p25": 0, + "p75": 90, + "st_dev": 39.21, + "num": 312 + } + }, + { + "month": 2, + "day": 29, + "temp": { + "record_min": 261.7, + "record_max": 277.67, + "average_min": 269.43, + "average_max": 274.11, + "median": 272.1, + "mean": 272.16, + "p25": 270.62, + "p75": 276.58, + "st_dev": 4.31, + "num": 72 + }, + "pressure": { + "min": 983, + "max": 1026, + "median": 1002, + "mean": 1007.32, + "p25": 997, + "p75": 1024, + "st_dev": 13.47, + "num": 72 + }, + "humidity": { + "min": 68, + "max": 100, + "median": 91, + "mean": 87.67, + "p25": 85, + "p75": 92, + "st_dev": 7.14, + "num": 72 + }, + "wind": { + "min": 0.5, + "max": 6.2, + "median": 3.1, + "mean": 3.13, + "p25": 1.79, + "p75": 4.6, + "st_dev": 1.63, + "num": 72 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 72 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 76.38, + "p25": 74.5, + "p75": 100, + "st_dev": 31.49, + "num": 72 + } + }, + { + "month": 3, + "day": 1, + "temp": { + "record_min": 259.15, + "record_max": 282.37, + "average_min": 270.66, + "average_max": 276.31, + "median": 273.77, + "mean": 273.29, + "p25": 271.46, + "p75": 276.6, + "st_dev": 4.28, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1043, + "median": 1010, + "mean": 1007.78, + "p25": 999, + "p75": 1024, + "st_dev": 19.99, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 83, + "mean": 80.59, + "p25": 71, + "p75": 96, + "st_dev": 18.56, + "num": 293 + }, + "wind": { + "min": 0, + "max": 8.25, + "median": 1.72, + "mean": 2.78, + "p25": 1.27, + "p75": 4.6, + "st_dev": 2.04, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.77, + "p25": 20, + "p75": 92, + "st_dev": 38.62, + "num": 312 + } + }, + { + "month": 3, + "day": 2, + "temp": { + "record_min": 260.15, + "record_max": 282.59, + "average_min": 270.8, + "average_max": 277.55, + "median": 274.62, + "mean": 274.07, + "p25": 271.43, + "p75": 276.94, + "st_dev": 4.25, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1031, + "median": 1010, + "mean": 1007.31, + "p25": 995.5, + "p75": 1021, + "st_dev": 16.35, + "num": 312 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 85, + "mean": 78.74, + "p25": 66.5, + "p75": 92.5, + "st_dev": 16.86, + "num": 284 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.1, + "mean": 2.61, + "p25": 1.37, + "p75": 3.89, + "st_dev": 1.63, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.69, + "p25": 0, + "p75": 90, + "st_dev": 40.97, + "num": 312 + } + }, + { + "month": 3, + "day": 3, + "temp": { + "record_min": 265.15, + "record_max": 283.84, + "average_min": 271.43, + "average_max": 276.86, + "median": 274.09, + "mean": 273.92, + "p25": 272.06, + "p75": 275.94, + "st_dev": 3.32, + "num": 311 + }, + "pressure": { + "min": 978, + "max": 1028, + "median": 1004, + "mean": 1004.56, + "p25": 999, + "p75": 1013, + "st_dev": 11.69, + "num": 311 + }, + "humidity": { + "min": 19, + "max": 100, + "median": 88, + "mean": 81.39, + "p25": 68, + "p75": 94, + "st_dev": 17.21, + "num": 294 + }, + "wind": { + "min": 0.39, + "max": 7.7, + "median": 1.76, + "mean": 2.33, + "p25": 1.16, + "p75": 3.1, + "st_dev": 1.57, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 76, + "mean": 62.39, + "p25": 20, + "p75": 90, + "st_dev": 38.01, + "num": 311 + } + }, + { + "month": 3, + "day": 4, + "temp": { + "record_min": 261.04, + "record_max": 283.13, + "average_min": 270.68, + "average_max": 276.92, + "median": 273.7, + "mean": 273.89, + "p25": 272.41, + "p75": 275.47, + "st_dev": 3.32, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1029, + "median": 1007, + "mean": 1006.45, + "p25": 1002, + "p75": 1015, + "st_dev": 12.21, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 74.43, + "p25": 56, + "p75": 93, + "st_dev": 23.14, + "num": 297 + }, + "wind": { + "min": 0.38, + "max": 7.7, + "median": 2.56, + "mean": 2.59, + "p25": 1.5, + "p75": 3.11, + "st_dev": 1.36, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 76, + "mean": 61.84, + "p25": 12.5, + "p75": 92, + "st_dev": 38.77, + "num": 312 + } + }, + { + "month": 3, + "day": 5, + "temp": { + "record_min": 265.15, + "record_max": 284.4, + "average_min": 270.48, + "average_max": 276.19, + "median": 272.65, + "mean": 273.19, + "p25": 270.53, + "p75": 275.15, + "st_dev": 3.54, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1034, + "median": 1006, + "mean": 1008.97, + "p25": 999, + "p75": 1020, + "st_dev": 11.89, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 79, + "mean": 75.36, + "p25": 66, + "p75": 87, + "st_dev": 18.16, + "num": 309 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.57, + "mean": 2.56, + "p25": 1.19, + "p75": 3.83, + "st_dev": 1.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.11, + "p25": 20, + "p75": 90, + "st_dev": 36.81, + "num": 312 + } + }, + { + "month": 3, + "day": 6, + "temp": { + "record_min": 262.68, + "record_max": 289.4, + "average_min": 269.97, + "average_max": 276.99, + "median": 272.65, + "mean": 273.45, + "p25": 270.17, + "p75": 276.3, + "st_dev": 4.62, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1035, + "median": 1005, + "mean": 1009.11, + "p25": 1002, + "p75": 1017, + "st_dev": 10.76, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 84, + "mean": 79.97, + "p25": 70.5, + "p75": 92, + "st_dev": 15.37, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.44, + "mean": 2.63, + "p25": 1.35, + "p75": 3.6, + "st_dev": 1.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.54, + "p25": 24, + "p75": 90, + "st_dev": 35.35, + "num": 312 + } + }, + { + "month": 3, + "day": 7, + "temp": { + "record_min": 260.47, + "record_max": 281.56, + "average_min": 270.32, + "average_max": 276.48, + "median": 273.15, + "mean": 273.32, + "p25": 271.15, + "p75": 277.15, + "st_dev": 4.33, + "num": 311 + }, + "pressure": { + "min": 978, + "max": 1035, + "median": 1006, + "mean": 1007.12, + "p25": 1001, + "p75": 1012, + "st_dev": 12.19, + "num": 311 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 78.3, + "p25": 70, + "p75": 92, + "st_dev": 21.16, + "num": 310 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 2.6, + "mean": 3.43, + "p25": 1.5, + "p75": 4.35, + "st_dev": 2.58, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.41, + "p25": 47, + "p75": 90, + "st_dev": 30.65, + "num": 311 + } + }, + { + "month": 3, + "day": 8, + "temp": { + "record_min": 260.81, + "record_max": 282.21, + "average_min": 269.8, + "average_max": 276.83, + "median": 273.15, + "mean": 273.28, + "p25": 270.91, + "p75": 276.2, + "st_dev": 4.14, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1030, + "median": 1002, + "mean": 1005.79, + "p25": 995, + "p75": 1018, + "st_dev": 12.63, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 79, + "mean": 72.99, + "p25": 58, + "p75": 89, + "st_dev": 19.73, + "num": 306 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 1.83, + "mean": 2.77, + "p25": 1.13, + "p75": 3.6, + "st_dev": 2.25, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.41, + "p25": 19.5, + "p75": 90, + "st_dev": 36.82, + "num": 312 + } + }, + { + "month": 3, + "day": 9, + "temp": { + "record_min": 262.89, + "record_max": 283.42, + "average_min": 270.44, + "average_max": 277.06, + "median": 273.27, + "mean": 273.19, + "p25": 270.93, + "p75": 275.98, + "st_dev": 3.81, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1027, + "median": 1009, + "mean": 1007.1, + "p25": 998, + "p75": 1017, + "st_dev": 11.93, + "num": 312 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 83, + "mean": 78.21, + "p25": 70, + "p75": 92, + "st_dev": 15.88, + "num": 309 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.11, + "mean": 2.69, + "p25": 1.45, + "p75": 3.48, + "st_dev": 1.81, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.71, + "p25": 23.5, + "p75": 90, + "st_dev": 36.84, + "num": 312 + } + }, + { + "month": 3, + "day": 10, + "temp": { + "record_min": 259.57, + "record_max": 282.15, + "average_min": 268.61, + "average_max": 275.46, + "median": 273.15, + "mean": 272.52, + "p25": 270.26, + "p75": 275.67, + "st_dev": 4.19, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1031, + "median": 1007, + "mean": 1007.73, + "p25": 999, + "p75": 1020, + "st_dev": 12.07, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 75, + "mean": 75.05, + "p25": 64, + "p75": 89, + "st_dev": 16.3, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.1, + "mean": 2.32, + "p25": 1.16, + "p75": 3.1, + "st_dev": 1.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.15, + "p25": 0, + "p75": 100, + "st_dev": 41.95, + "num": 312 + } + }, + { + "month": 3, + "day": 11, + "temp": { + "record_min": 258.63, + "record_max": 286.62, + "average_min": 267.99, + "average_max": 276.97, + "median": 272.9, + "mean": 272.42, + "p25": 271.09, + "p75": 275.13, + "st_dev": 4.83, + "num": 310 + }, + "pressure": { + "min": 954, + "max": 1036, + "median": 1008, + "mean": 1009.22, + "p25": 1001, + "p75": 1029, + "st_dev": 19.71, + "num": 310 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77.5, + "mean": 72.42, + "p25": 57.5, + "p75": 92, + "st_dev": 21.94, + "num": 308 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 2.05, + "mean": 2.19, + "p25": 1.06, + "p75": 3.04, + "st_dev": 1.33, + "num": 310 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.03, + "num": 310 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 43, + "mean": 47.07, + "p25": 0, + "p75": 92, + "st_dev": 43.9, + "num": 310 + } + }, + { + "month": 3, + "day": 12, + "temp": { + "record_min": 260.2, + "record_max": 283.76, + "average_min": 268.81, + "average_max": 276.61, + "median": 273.06, + "mean": 272.65, + "p25": 271.15, + "p75": 274.75, + "st_dev": 4.01, + "num": 312 + }, + "pressure": { + "min": 955, + "max": 1036, + "median": 1006, + "mean": 1007.88, + "p25": 998, + "p75": 1024, + "st_dev": 18.95, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 76.97, + "p25": 64, + "p75": 92, + "st_dev": 20.27, + "num": 307 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.82, + "mean": 2.13, + "p25": 1.2, + "p75": 3.06, + "st_dev": 1.24, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.59, + "p25": 4, + "p75": 92, + "st_dev": 41.24, + "num": 312 + } + }, + { + "month": 3, + "day": 13, + "temp": { + "record_min": 262.9, + "record_max": 285.15, + "average_min": 269.44, + "average_max": 277.61, + "median": 273.27, + "mean": 273.51, + "p25": 271.93, + "p75": 275.15, + "st_dev": 3.37, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1041, + "median": 1003, + "mean": 1004.66, + "p25": 994.5, + "p75": 1017.5, + "st_dev": 20.08, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 75.03, + "p25": 60, + "p75": 92, + "st_dev": 21.27, + "num": 309 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.5, + "mean": 2.19, + "p25": 1, + "p75": 3.1, + "st_dev": 1.71, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 73.5, + "mean": 53.07, + "p25": 0, + "p75": 93.5, + "st_dev": 40.84, + "num": 312 + } + }, + { + "month": 3, + "day": 14, + "temp": { + "record_min": 258.88, + "record_max": 286.15, + "average_min": 268.2, + "average_max": 278.47, + "median": 274.15, + "mean": 273.31, + "p25": 269.65, + "p75": 276.56, + "st_dev": 4.84, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1045, + "median": 1008, + "mean": 1007.38, + "p25": 990, + "p75": 1018, + "st_dev": 19.26, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 76, + "mean": 72.21, + "p25": 58, + "p75": 91, + "st_dev": 20.81, + "num": 311 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 1.57, + "mean": 2.19, + "p25": 1.03, + "p75": 2.7, + "st_dev": 1.69, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.03, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 41.5, + "mean": 43.59, + "p25": 0, + "p75": 87, + "st_dev": 40.47, + "num": 312 + } + }, + { + "month": 3, + "day": 15, + "temp": { + "record_min": 257.28, + "record_max": 284.15, + "average_min": 269.6, + "average_max": 278.02, + "median": 275.2, + "mean": 273.92, + "p25": 271.4, + "p75": 277.23, + "st_dev": 4.91, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1045, + "median": 1006.5, + "mean": 1008.83, + "p25": 995, + "p75": 1022, + "st_dev": 17.36, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77.5, + "mean": 72.63, + "p25": 59, + "p75": 91, + "st_dev": 20.23, + "num": 310 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 1.81, + "mean": 2.63, + "p25": 1.06, + "p75": 3.6, + "st_dev": 2.28, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 19, + "mean": 36.04, + "p25": 0, + "p75": 75, + "st_dev": 38.4, + "num": 312 + } + }, + { + "month": 3, + "day": 16, + "temp": { + "record_min": 259.45, + "record_max": 285.15, + "average_min": 269.08, + "average_max": 277.25, + "median": 274.05, + "mean": 273.44, + "p25": 271.58, + "p75": 276.23, + "st_dev": 4.49, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1045, + "median": 1013, + "mean": 1012.02, + "p25": 996, + "p75": 1027, + "st_dev": 16.83, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 78, + "mean": 71.52, + "p25": 57, + "p75": 88, + "st_dev": 21.42, + "num": 303 + }, + "wind": { + "min": 0, + "max": 8.78, + "median": 2, + "mean": 2.42, + "p25": 1.17, + "p75": 3.56, + "st_dev": 1.66, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 54.5, + "mean": 49.82, + "p25": 0, + "p75": 90, + "st_dev": 39.45, + "num": 312 + } + }, + { + "month": 3, + "day": 17, + "temp": { + "record_min": 260.15, + "record_max": 284.15, + "average_min": 270.54, + "average_max": 277.78, + "median": 274.6, + "mean": 274.11, + "p25": 271.47, + "p75": 276.61, + "st_dev": 4.31, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1041, + "median": 1013, + "mean": 1011.66, + "p25": 1000, + "p75": 1028, + "st_dev": 20.21, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 69.33, + "p25": 51, + "p75": 92, + "st_dev": 24.15, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.43, + "mean": 2.88, + "p25": 1.19, + "p75": 4.18, + "st_dev": 1.98, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 59, + "mean": 49.12, + "p25": 0, + "p75": 90, + "st_dev": 41.05, + "num": 312 + } + }, + { + "month": 3, + "day": 18, + "temp": { + "record_min": 255.15, + "record_max": 283.82, + "average_min": 269.99, + "average_max": 278.69, + "median": 274.64, + "mean": 274.3, + "p25": 272.14, + "p75": 277.24, + "st_dev": 4.59, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1047, + "median": 1017, + "mean": 1013.38, + "p25": 1004, + "p75": 1023, + "st_dev": 16.29, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 70, + "mean": 69.31, + "p25": 52, + "p75": 86, + "st_dev": 20.23, + "num": 308 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 1.52, + "mean": 2.38, + "p25": 1, + "p75": 3.13, + "st_dev": 2.06, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36.5, + "mean": 43.24, + "p25": 0, + "p75": 87.5, + "st_dev": 41.63, + "num": 312 + } + }, + { + "month": 3, + "day": 19, + "temp": { + "record_min": 263.15, + "record_max": 284.51, + "average_min": 270.06, + "average_max": 278.36, + "median": 273.99, + "mean": 274.18, + "p25": 272.23, + "p75": 276.01, + "st_dev": 3.89, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1048, + "median": 1016.5, + "mean": 1015.56, + "p25": 1010, + "p75": 1021, + "st_dev": 14.14, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 69, + "mean": 68.94, + "p25": 55, + "p75": 88, + "st_dev": 21.38, + "num": 310 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.86, + "mean": 2.05, + "p25": 1, + "p75": 2.94, + "st_dev": 1.27, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 49.6, + "p25": 0, + "p75": 90, + "st_dev": 39.41, + "num": 312 + } + }, + { + "month": 3, + "day": 20, + "temp": { + "record_min": 263.22, + "record_max": 285.11, + "average_min": 271.3, + "average_max": 279.69, + "median": 275.38, + "mean": 275.39, + "p25": 272.67, + "p75": 278.15, + "st_dev": 4.2, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1047, + "median": 1015, + "mean": 1012.71, + "p25": 1006, + "p75": 1020, + "st_dev": 15.73, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 69, + "mean": 69.58, + "p25": 54, + "p75": 92, + "st_dev": 23.77, + "num": 311 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 1.98, + "mean": 2.51, + "p25": 1.07, + "p75": 3.49, + "st_dev": 1.98, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74.5, + "mean": 48.77, + "p25": 0, + "p75": 90, + "st_dev": 42.5, + "num": 312 + } + }, + { + "month": 3, + "day": 21, + "temp": { + "record_min": 265.12, + "record_max": 286.25, + "average_min": 271.21, + "average_max": 279.38, + "median": 275.03, + "mean": 275.16, + "p25": 271.92, + "p75": 278.22, + "st_dev": 4.33, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1040, + "median": 1016, + "mean": 1013.28, + "p25": 1005, + "p75": 1027, + "st_dev": 17.88, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 69, + "mean": 67.66, + "p25": 50, + "p75": 87, + "st_dev": 22.7, + "num": 311 + }, + "wind": { + "min": 0.08, + "max": 10.8, + "median": 2.6, + "mean": 2.91, + "p25": 1.28, + "p75": 4.02, + "st_dev": 2.04, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.05, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 2, + "mean": 32.13, + "p25": 0, + "p75": 75, + "st_dev": 39.54, + "num": 312 + } + }, + { + "month": 3, + "day": 22, + "temp": { + "record_min": 266.5, + "record_max": 283.73, + "average_min": 271.28, + "average_max": 279.45, + "median": 274.85, + "mean": 275.15, + "p25": 272.66, + "p75": 277.85, + "st_dev": 3.68, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1039, + "median": 1011, + "mean": 1012.12, + "p25": 996.5, + "p75": 1028, + "st_dev": 16.27, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 78, + "mean": 72.97, + "p25": 58, + "p75": 89, + "st_dev": 19.14, + "num": 307 + }, + "wind": { + "min": 0.15, + "max": 9.3, + "median": 2.36, + "mean": 2.96, + "p25": 1.37, + "p75": 3.7, + "st_dev": 2.06, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 16, + "mean": 37.41, + "p25": 0, + "p75": 75, + "st_dev": 39.54, + "num": 312 + } + }, + { + "month": 3, + "day": 23, + "temp": { + "record_min": 263.01, + "record_max": 285.25, + "average_min": 271.95, + "average_max": 279.85, + "median": 275.89, + "mean": 275.65, + "p25": 273.29, + "p75": 278.09, + "st_dev": 4.17, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1039, + "median": 1008, + "mean": 1009.98, + "p25": 998, + "p75": 1022.5, + "st_dev": 14.76, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 70, + "mean": 69.43, + "p25": 54, + "p75": 87, + "st_dev": 20.25, + "num": 294 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.95, + "mean": 3.28, + "p25": 1.5, + "p75": 4.6, + "st_dev": 2.1, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.9, + "p25": 0, + "p75": 78, + "st_dev": 39.85, + "num": 312 + } + }, + { + "month": 3, + "day": 24, + "temp": { + "record_min": 261.3, + "record_max": 286.2, + "average_min": 271.72, + "average_max": 279.67, + "median": 275.97, + "mean": 275.6, + "p25": 274.15, + "p75": 277.86, + "st_dev": 4.15, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1040, + "median": 1006, + "mean": 1007.54, + "p25": 1001, + "p75": 1013.5, + "st_dev": 12.48, + "num": 312 + }, + "humidity": { + "min": 13, + "max": 100, + "median": 74, + "mean": 72.77, + "p25": 60, + "p75": 90, + "st_dev": 19.01, + "num": 306 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.1, + "mean": 2.95, + "p25": 1.27, + "p75": 3.6, + "st_dev": 2.47, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57, + "mean": 50.57, + "p25": 0, + "p75": 90, + "st_dev": 39.82, + "num": 312 + } + }, + { + "month": 3, + "day": 25, + "temp": { + "record_min": 263.89, + "record_max": 288.36, + "average_min": 272.6, + "average_max": 280.57, + "median": 276.07, + "mean": 276.21, + "p25": 273.21, + "p75": 279.02, + "st_dev": 4.22, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1035, + "median": 1006, + "mean": 1008.87, + "p25": 1001, + "p75": 1019, + "st_dev": 11.81, + "num": 312 + }, + "humidity": { + "min": 3, + "max": 100, + "median": 74, + "mean": 71.23, + "p25": 57, + "p75": 87, + "st_dev": 19.85, + "num": 311 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.1, + "mean": 2.85, + "p25": 1.49, + "p75": 3.6, + "st_dev": 2.17, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.92, + "p25": 0, + "p75": 94, + "st_dev": 43.34, + "num": 312 + } + }, + { + "month": 3, + "day": 26, + "temp": { + "record_min": 266.17, + "record_max": 288.38, + "average_min": 272.26, + "average_max": 279.53, + "median": 275.83, + "mean": 275.74, + "p25": 273.06, + "p75": 278.08, + "st_dev": 3.93, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1033, + "median": 1012, + "mean": 1012.13, + "p25": 1004, + "p75": 1024.5, + "st_dev": 12.43, + "num": 312 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 75, + "mean": 72.61, + "p25": 55, + "p75": 92, + "st_dev": 19.67, + "num": 309 + }, + "wind": { + "min": 0.01, + "max": 10.3, + "median": 2.1, + "mean": 2.84, + "p25": 1.32, + "p75": 3.66, + "st_dev": 2.02, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.37, + "p25": 1, + "p75": 98, + "st_dev": 41.27, + "num": 312 + } + }, + { + "month": 3, + "day": 27, + "temp": { + "record_min": 263.36, + "record_max": 287.84, + "average_min": 271.96, + "average_max": 280.75, + "median": 276.4, + "mean": 276.32, + "p25": 273.74, + "p75": 278.48, + "st_dev": 4.79, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1030, + "median": 1009, + "mean": 1010.24, + "p25": 1000.5, + "p75": 1021.5, + "st_dev": 12.95, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 75, + "mean": 73.02, + "p25": 59, + "p75": 91, + "st_dev": 20.32, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.53, + "mean": 2.25, + "p25": 1.02, + "p75": 3.1, + "st_dev": 1.67, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.69, + "p25": 0, + "p75": 99, + "st_dev": 42.84, + "num": 312 + } + }, + { + "month": 3, + "day": 28, + "temp": { + "record_min": 260.14, + "record_max": 287.74, + "average_min": 271.33, + "average_max": 280.95, + "median": 277.01, + "mean": 276.32, + "p25": 273.42, + "p75": 279.9, + "st_dev": 5.35, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1033, + "median": 1009, + "mean": 1008.69, + "p25": 1000, + "p75": 1020.5, + "st_dev": 13.82, + "num": 312 + }, + "humidity": { + "min": 15, + "max": 99, + "median": 77, + "mean": 71.3, + "p25": 54, + "p75": 91, + "st_dev": 22.28, + "num": 311 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.1, + "mean": 2.81, + "p25": 1.14, + "p75": 4.14, + "st_dev": 2.06, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 49.5, + "mean": 48.05, + "p25": 0, + "p75": 95.5, + "st_dev": 42.3, + "num": 312 + } + }, + { + "month": 3, + "day": 29, + "temp": { + "record_min": 265.04, + "record_max": 289.69, + "average_min": 272.24, + "average_max": 280.83, + "median": 276.49, + "mean": 276.16, + "p25": 273.28, + "p75": 278.48, + "st_dev": 4.83, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1034, + "median": 1008, + "mean": 1006.05, + "p25": 992, + "p75": 1016.5, + "st_dev": 14.68, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 75, + "mean": 70.85, + "p25": 57, + "p75": 90, + "st_dev": 21.09, + "num": 310 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.51, + "mean": 2.78, + "p25": 1.44, + "p75": 3.63, + "st_dev": 1.9, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74, + "mean": 52.94, + "p25": 0, + "p75": 95, + "st_dev": 42.34, + "num": 312 + } + }, + { + "month": 3, + "day": 30, + "temp": { + "record_min": 264.15, + "record_max": 290.3, + "average_min": 271.46, + "average_max": 280.18, + "median": 275.65, + "mean": 275.78, + "p25": 272.85, + "p75": 278.23, + "st_dev": 4.82, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1029, + "median": 1006, + "mean": 1006.22, + "p25": 1000, + "p75": 1014, + "st_dev": 11.67, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 76, + "mean": 72.22, + "p25": 54.5, + "p75": 92, + "st_dev": 21.8, + "num": 304 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.1, + "mean": 2.25, + "p25": 1.31, + "p75": 2.94, + "st_dev": 1.33, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 52.76, + "p25": 0, + "p75": 92, + "st_dev": 40.64, + "num": 312 + } + }, + { + "month": 3, + "day": 31, + "temp": { + "record_min": 265.15, + "record_max": 286.36, + "average_min": 271.1, + "average_max": 279.98, + "median": 276.14, + "mean": 275.66, + "p25": 272.69, + "p75": 278.59, + "st_dev": 4.11, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1028, + "median": 1010, + "mean": 1006.8, + "p25": 999.5, + "p75": 1015.5, + "st_dev": 11.97, + "num": 312 + }, + "humidity": { + "min": 3, + "max": 100, + "median": 70, + "mean": 66.88, + "p25": 48, + "p75": 89, + "st_dev": 22.51, + "num": 309 + }, + "wind": { + "min": 0, + "max": 5.7, + "median": 2.1, + "mean": 2.27, + "p25": 1.41, + "p75": 3.1, + "st_dev": 1.2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 33.5, + "mean": 43.6, + "p25": 0, + "p75": 92, + "st_dev": 42.85, + "num": 312 + } + }, + { + "month": 4, + "day": 1, + "temp": { + "record_min": 265.55, + "record_max": 289.4, + "average_min": 270.88, + "average_max": 281.59, + "median": 275.97, + "mean": 276.01, + "p25": 272.95, + "p75": 279.08, + "st_dev": 4.65, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1032, + "median": 1013.5, + "mean": 1010.12, + "p25": 1001, + "p75": 1019, + "st_dev": 12.44, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 99, + "median": 64, + "mean": 64.4, + "p25": 50, + "p75": 79, + "st_dev": 18.78, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.86, + "mean": 2.21, + "p25": 1.01, + "p75": 3.1, + "st_dev": 1.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 16, + "mean": 30.65, + "p25": 0, + "p75": 60, + "st_dev": 35.12, + "num": 312 + } + }, + { + "month": 4, + "day": 2, + "temp": { + "record_min": 266.52, + "record_max": 290.45, + "average_min": 271.87, + "average_max": 281.32, + "median": 276.1, + "mean": 276.44, + "p25": 274.13, + "p75": 278.77, + "st_dev": 4.22, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1037, + "median": 1012, + "mean": 1009.88, + "p25": 1003, + "p75": 1016, + "st_dev": 13.59, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 98, + "median": 70.5, + "mean": 67.05, + "p25": 51, + "p75": 85, + "st_dev": 19.49, + "num": 310 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.25, + "mean": 2.66, + "p25": 1.32, + "p75": 3.6, + "st_dev": 1.89, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 32, + "mean": 40.63, + "p25": 0, + "p75": 75, + "st_dev": 37.18, + "num": 312 + } + }, + { + "month": 4, + "day": 3, + "temp": { + "record_min": 267.13, + "record_max": 294.14, + "average_min": 271.76, + "average_max": 280.99, + "median": 275.99, + "mean": 276.37, + "p25": 273.61, + "p75": 278.49, + "st_dev": 4.45, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1037, + "median": 1012, + "mean": 1011.76, + "p25": 1005, + "p75": 1017, + "st_dev": 11.4, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 67.5, + "mean": 67.28, + "p25": 50.5, + "p75": 88, + "st_dev": 20.83, + "num": 308 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.96, + "mean": 2.09, + "p25": 1, + "p75": 2.85, + "st_dev": 1.27, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 24, + "mean": 43.14, + "p25": 0, + "p75": 90, + "st_dev": 42.87, + "num": 312 + } + }, + { + "month": 4, + "day": 4, + "temp": { + "record_min": 268.66, + "record_max": 286.27, + "average_min": 272.27, + "average_max": 281.1, + "median": 276.22, + "mean": 276.53, + "p25": 273.33, + "p75": 279.24, + "st_dev": 4.2, + "num": 312 + }, + "pressure": { + "min": 959, + "max": 1031, + "median": 1011, + "mean": 1007.89, + "p25": 999.5, + "p75": 1020, + "st_dev": 18.6, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 73, + "mean": 70.37, + "p25": 52, + "p75": 93, + "st_dev": 22.77, + "num": 309 + }, + "wind": { + "min": 0, + "max": 6.96, + "median": 2.1, + "mean": 2.31, + "p25": 1.31, + "p75": 3.12, + "st_dev": 1.39, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 59, + "mean": 50.23, + "p25": 0, + "p75": 94, + "st_dev": 43.36, + "num": 312 + } + }, + { + "month": 4, + "day": 5, + "temp": { + "record_min": 268.29, + "record_max": 284.34, + "average_min": 272.36, + "average_max": 280.48, + "median": 276.83, + "mean": 276.47, + "p25": 274.06, + "p75": 278.9, + "st_dev": 3.56, + "num": 312 + }, + "pressure": { + "min": 960, + "max": 1030, + "median": 1013, + "mean": 1008.31, + "p25": 996, + "p75": 1023, + "st_dev": 17.08, + "num": 312 + }, + "humidity": { + "min": 21, + "max": 100, + "median": 79, + "mean": 71.22, + "p25": 53, + "p75": 93, + "st_dev": 22.5, + "num": 302 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.1, + "mean": 2.49, + "p25": 1.33, + "p75": 3.33, + "st_dev": 1.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.48, + "p25": 17.5, + "p75": 90, + "st_dev": 37.48, + "num": 312 + } + }, + { + "month": 4, + "day": 6, + "temp": { + "record_min": 270.74, + "record_max": 288.13, + "average_min": 273.46, + "average_max": 281.54, + "median": 276.59, + "mean": 277.24, + "p25": 274.39, + "p75": 279.64, + "st_dev": 3.52, + "num": 312 + }, + "pressure": { + "min": 965, + "max": 1029, + "median": 1012, + "mean": 1008.17, + "p25": 996, + "p75": 1022, + "st_dev": 16.3, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 72, + "mean": 69.14, + "p25": 51, + "p75": 87, + "st_dev": 22.09, + "num": 303 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.8, + "mean": 2.35, + "p25": 1.08, + "p75": 3.1, + "st_dev": 1.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 54.45, + "p25": 6.5, + "p75": 90, + "st_dev": 39.87, + "num": 312 + } + }, + { + "month": 4, + "day": 7, + "temp": { + "record_min": 269.28, + "record_max": 287.03, + "average_min": 273.99, + "average_max": 283.13, + "median": 277.98, + "mean": 278.26, + "p25": 275.33, + "p75": 280.7, + "st_dev": 4.03, + "num": 312 + }, + "pressure": { + "min": 954, + "max": 1033, + "median": 1009.5, + "mean": 1006.83, + "p25": 998, + "p75": 1019, + "st_dev": 17.5, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 73.5, + "mean": 68.96, + "p25": 52, + "p75": 86, + "st_dev": 21.09, + "num": 310 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.84, + "mean": 2.26, + "p25": 1.01, + "p75": 3.1, + "st_dev": 1.6, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57.5, + "mean": 51.8, + "p25": 8.5, + "p75": 90, + "st_dev": 39.2, + "num": 312 + } + }, + { + "month": 4, + "day": 8, + "temp": { + "record_min": 270.34, + "record_max": 289.57, + "average_min": 274.18, + "average_max": 282.39, + "median": 277.6, + "mean": 278.04, + "p25": 275.31, + "p75": 280.24, + "st_dev": 3.87, + "num": 312 + }, + "pressure": { + "min": 954, + "max": 1034, + "median": 1010, + "mean": 1007.89, + "p25": 1000, + "p75": 1021.5, + "st_dev": 18.01, + "num": 312 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 73, + "mean": 69.96, + "p25": 54, + "p75": 88, + "st_dev": 21.03, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.1, + "mean": 2.79, + "p25": 1.38, + "p75": 4.1, + "st_dev": 2.02, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.09, + "p25": 16.5, + "p75": 92, + "st_dev": 38.42, + "num": 312 + } + }, + { + "month": 4, + "day": 9, + "temp": { + "record_min": 268.55, + "record_max": 285.42, + "average_min": 273.64, + "average_max": 281.97, + "median": 277.5, + "mean": 277.95, + "p25": 275.29, + "p75": 280.86, + "st_dev": 3.67, + "num": 312 + }, + "pressure": { + "min": 959, + "max": 1032, + "median": 1012, + "mean": 1007.31, + "p25": 1003, + "p75": 1021, + "st_dev": 18.56, + "num": 312 + }, + "humidity": { + "min": 19, + "max": 100, + "median": 69, + "mean": 66.37, + "p25": 45, + "p75": 90, + "st_dev": 23.64, + "num": 300 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.1, + "mean": 2.55, + "p25": 1.34, + "p75": 3.57, + "st_dev": 1.76, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.69, + "p25": 0, + "p75": 93.5, + "st_dev": 40.57, + "num": 312 + } + }, + { + "month": 4, + "day": 10, + "temp": { + "record_min": 267.82, + "record_max": 286.24, + "average_min": 273.72, + "average_max": 282.75, + "median": 278.15, + "mean": 278.02, + "p25": 274.5, + "p75": 281.09, + "st_dev": 4, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1027, + "median": 1014, + "mean": 1011.12, + "p25": 1005, + "p75": 1022, + "st_dev": 13.64, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 57, + "mean": 61.09, + "p25": 44, + "p75": 79.5, + "st_dev": 21.46, + "num": 300 + }, + "wind": { + "min": 0, + "max": 7.71, + "median": 2.23, + "mean": 2.71, + "p25": 1.5, + "p75": 3.91, + "st_dev": 1.56, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 41.5, + "mean": 44.71, + "p25": 0, + "p75": 89.5, + "st_dev": 41.5, + "num": 312 + } + }, + { + "month": 4, + "day": 11, + "temp": { + "record_min": 267.47, + "record_max": 291.98, + "average_min": 273.35, + "average_max": 282.88, + "median": 277.88, + "mean": 278.14, + "p25": 275.28, + "p75": 280.24, + "st_dev": 4.42, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1030, + "median": 1011.5, + "mean": 1011.41, + "p25": 1006, + "p75": 1021, + "st_dev": 11.5, + "num": 312 + }, + "humidity": { + "min": 21, + "max": 100, + "median": 66, + "mean": 65.73, + "p25": 45, + "p75": 86, + "st_dev": 22.46, + "num": 307 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.22, + "mean": 2.45, + "p25": 1.46, + "p75": 3.39, + "st_dev": 1.39, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36.5, + "mean": 45.54, + "p25": 0, + "p75": 92.5, + "st_dev": 42.55, + "num": 312 + } + }, + { + "month": 4, + "day": 12, + "temp": { + "record_min": 268.59, + "record_max": 291.98, + "average_min": 274.24, + "average_max": 283.09, + "median": 278.31, + "mean": 278.61, + "p25": 274.93, + "p75": 281.88, + "st_dev": 4.62, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1033, + "median": 1007, + "mean": 1007.77, + "p25": 1001, + "p75": 1017, + "st_dev": 13.53, + "num": 312 + }, + "humidity": { + "min": 17, + "max": 100, + "median": 73, + "mean": 68.17, + "p25": 51, + "p75": 86, + "st_dev": 22.47, + "num": 303 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.52, + "mean": 2.9, + "p25": 1.5, + "p75": 3.62, + "st_dev": 1.9, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 67, + "mean": 52.17, + "p25": 0, + "p75": 96, + "st_dev": 42.81, + "num": 312 + } + }, + { + "month": 4, + "day": 13, + "temp": { + "record_min": 269.24, + "record_max": 289.86, + "average_min": 274.7, + "average_max": 282.29, + "median": 277.64, + "mean": 278.36, + "p25": 275.11, + "p75": 281.09, + "st_dev": 4.28, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1035, + "median": 1006, + "mean": 1007.53, + "p25": 998, + "p75": 1015, + "st_dev": 12.53, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 64, + "mean": 63.65, + "p25": 44.5, + "p75": 85.5, + "st_dev": 23.42, + "num": 309 + }, + "wind": { + "min": 0.34, + "max": 9.8, + "median": 3.1, + "mean": 3.35, + "p25": 1.89, + "p75": 4.52, + "st_dev": 1.95, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.58, + "p25": 0, + "p75": 100, + "st_dev": 42.81, + "num": 312 + } + }, + { + "month": 4, + "day": 14, + "temp": { + "record_min": 268.52, + "record_max": 291.15, + "average_min": 273.57, + "average_max": 282.69, + "median": 278.25, + "mean": 278.24, + "p25": 275.08, + "p75": 280.64, + "st_dev": 4.44, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1037, + "median": 1008.5, + "mean": 1009.42, + "p25": 1001, + "p75": 1018, + "st_dev": 12.58, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 60, + "mean": 61.15, + "p25": 42, + "p75": 86, + "st_dev": 24.85, + "num": 291 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.33, + "mean": 2.83, + "p25": 1.65, + "p75": 4.1, + "st_dev": 1.71, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64, + "mean": 49.92, + "p25": 0, + "p75": 92, + "st_dev": 41.65, + "num": 312 + } + }, + { + "month": 4, + "day": 15, + "temp": { + "record_min": 269.02, + "record_max": 290.15, + "average_min": 274.29, + "average_max": 283.75, + "median": 278.15, + "mean": 278.86, + "p25": 275.75, + "p75": 282.15, + "st_dev": 4.76, + "num": 312 + }, + "pressure": { + "min": 991, + "max": 1038, + "median": 1013, + "mean": 1013.39, + "p25": 1001.5, + "p75": 1025, + "st_dev": 13.63, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 64, + "mean": 62.93, + "p25": 41.5, + "p75": 83, + "st_dev": 23.96, + "num": 308 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.88, + "mean": 2.42, + "p25": 1.32, + "p75": 3.1, + "st_dev": 1.7, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 47.97, + "p25": 2, + "p75": 83, + "st_dev": 38.45, + "num": 312 + } + }, + { + "month": 4, + "day": 16, + "temp": { + "record_min": 267.81, + "record_max": 288.11, + "average_min": 274.87, + "average_max": 282.74, + "median": 279.15, + "mean": 278.93, + "p25": 276.11, + "p75": 282.17, + "st_dev": 3.97, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1034, + "median": 1011, + "mean": 1013.8, + "p25": 1004, + "p75": 1027, + "st_dev": 12.37, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 73, + "mean": 69.74, + "p25": 49, + "p75": 93, + "st_dev": 22.63, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.1, + "mean": 2.45, + "p25": 1.47, + "p75": 3.1, + "st_dev": 1.63, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.24, + "p25": 7, + "p75": 90, + "st_dev": 39.36, + "num": 312 + } + }, + { + "month": 4, + "day": 17, + "temp": { + "record_min": 268.78, + "record_max": 288.56, + "average_min": 275.09, + "average_max": 283.36, + "median": 278.55, + "mean": 279.21, + "p25": 276.4, + "p75": 281.93, + "st_dev": 4.25, + "num": 312 + }, + "pressure": { + "min": 994, + "max": 1038, + "median": 1012, + "mean": 1014.46, + "p25": 1005.5, + "p75": 1022, + "st_dev": 12.18, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 76, + "mean": 70.55, + "p25": 50, + "p75": 90, + "st_dev": 22.19, + "num": 309 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.1, + "mean": 2.62, + "p25": 1.35, + "p75": 3.36, + "st_dev": 1.84, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 52.56, + "p25": 12.5, + "p75": 88, + "st_dev": 38, + "num": 312 + } + }, + { + "month": 4, + "day": 18, + "temp": { + "record_min": 268.78, + "record_max": 291.45, + "average_min": 274.56, + "average_max": 286.19, + "median": 279.74, + "mean": 280.2, + "p25": 276.59, + "p75": 284.11, + "st_dev": 5.12, + "num": 312 + }, + "pressure": { + "min": 994, + "max": 1041, + "median": 1015, + "mean": 1015.97, + "p25": 1006, + "p75": 1025, + "st_dev": 13.1, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 60, + "mean": 60.96, + "p25": 44, + "p75": 76, + "st_dev": 20.67, + "num": 310 + }, + "wind": { + "min": 0.45, + "max": 9.8, + "median": 1.8, + "mean": 2.55, + "p25": 1.25, + "p75": 3.1, + "st_dev": 2.06, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 35.88, + "p25": 0, + "p75": 75, + "st_dev": 38.49, + "num": 312 + } + }, + { + "month": 4, + "day": 19, + "temp": { + "record_min": 268.32, + "record_max": 292.06, + "average_min": 274.99, + "average_max": 286.88, + "median": 280.43, + "mean": 280.85, + "p25": 277.08, + "p75": 284.15, + "st_dev": 5.11, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1040, + "median": 1016, + "mean": 1017.05, + "p25": 1009, + "p75": 1027, + "st_dev": 13.27, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 63, + "mean": 61.36, + "p25": 42, + "p75": 77, + "st_dev": 22.19, + "num": 308 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2, + "mean": 2.41, + "p25": 1.21, + "p75": 2.69, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 9.5, + "mean": 34.33, + "p25": 0, + "p75": 75, + "st_dev": 39.78, + "num": 312 + } + }, + { + "month": 4, + "day": 20, + "temp": { + "record_min": 271.27, + "record_max": 293.66, + "average_min": 275.87, + "average_max": 287.38, + "median": 281.23, + "mean": 281.8, + "p25": 278.15, + "p75": 284.3, + "st_dev": 4.9, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1035, + "median": 1020, + "mean": 1016.77, + "p25": 1010.5, + "p75": 1025, + "st_dev": 11.46, + "num": 312 + }, + "humidity": { + "min": 15, + "max": 100, + "median": 60, + "mean": 61.35, + "p25": 44, + "p75": 81, + "st_dev": 21.64, + "num": 306 + }, + "wind": { + "min": 0.32, + "max": 6.2, + "median": 1.84, + "mean": 2.19, + "p25": 1.25, + "p75": 3.1, + "st_dev": 1.26, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 8.5, + "mean": 32.99, + "p25": 0, + "p75": 75, + "st_dev": 38.76, + "num": 312 + } + }, + { + "month": 4, + "day": 21, + "temp": { + "record_min": 272.45, + "record_max": 294.87, + "average_min": 276.55, + "average_max": 288.19, + "median": 281.54, + "mean": 282.3, + "p25": 278.46, + "p75": 285.29, + "st_dev": 5.06, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1034, + "median": 1019.5, + "mean": 1015.63, + "p25": 1012, + "p75": 1026, + "st_dev": 13.94, + "num": 312 + }, + "humidity": { + "min": 20, + "max": 94, + "median": 51, + "mean": 53.75, + "p25": 40, + "p75": 65, + "st_dev": 18.75, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.1, + "mean": 2.56, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.56, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 26.07, + "p25": 0, + "p75": 48, + "st_dev": 36.46, + "num": 312 + } + }, + { + "month": 4, + "day": 22, + "temp": { + "record_min": 270.36, + "record_max": 294.95, + "average_min": 275.86, + "average_max": 287.46, + "median": 280.84, + "mean": 281.86, + "p25": 278.15, + "p75": 285.62, + "st_dev": 5.44, + "num": 312 + }, + "pressure": { + "min": 987, + "max": 1032, + "median": 1016, + "mean": 1013.89, + "p25": 1009, + "p75": 1022, + "st_dev": 11.36, + "num": 312 + }, + "humidity": { + "min": 14, + "max": 95, + "median": 50.5, + "mean": 55.28, + "p25": 40, + "p75": 74, + "st_dev": 21.01, + "num": 298 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.23, + "mean": 2.59, + "p25": 1.31, + "p75": 4.03, + "st_dev": 1.62, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 14, + "mean": 28.19, + "p25": 0, + "p75": 48, + "st_dev": 34.07, + "num": 312 + } + }, + { + "month": 4, + "day": 23, + "temp": { + "record_min": 270.12, + "record_max": 293.38, + "average_min": 275.64, + "average_max": 285.53, + "median": 280.66, + "mean": 281.03, + "p25": 277.98, + "p75": 283.46, + "st_dev": 4.72, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1032, + "median": 1010, + "mean": 1009.56, + "p25": 1001, + "p75": 1019, + "st_dev": 11.05, + "num": 312 + }, + "humidity": { + "min": 15, + "max": 100, + "median": 50, + "mean": 55.56, + "p25": 40, + "p75": 74, + "st_dev": 21.64, + "num": 304 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.27, + "mean": 2.67, + "p25": 1.26, + "p75": 3.62, + "st_dev": 1.95, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 34, + "mean": 45.89, + "p25": 0, + "p75": 90.5, + "st_dev": 42.36, + "num": 312 + } + }, + { + "month": 4, + "day": 24, + "temp": { + "record_min": 269.84, + "record_max": 292.74, + "average_min": 275.65, + "average_max": 283.26, + "median": 279.37, + "mean": 279.63, + "p25": 276.68, + "p75": 282.19, + "st_dev": 4.21, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1033, + "median": 1007, + "mean": 1006.08, + "p25": 997, + "p75": 1017, + "st_dev": 13.7, + "num": 312 + }, + "humidity": { + "min": 19, + "max": 100, + "median": 57, + "mean": 59.27, + "p25": 41, + "p75": 80, + "st_dev": 22.06, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.68, + "mean": 2.87, + "p25": 1.5, + "p75": 3.99, + "st_dev": 1.79, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 63, + "mean": 51.05, + "p25": 0, + "p75": 92, + "st_dev": 41.03, + "num": 312 + } + }, + { + "month": 4, + "day": 25, + "temp": { + "record_min": 271.4, + "record_max": 291.19, + "average_min": 275.59, + "average_max": 284.13, + "median": 279.15, + "mean": 279.86, + "p25": 276.05, + "p75": 283.48, + "st_dev": 4.64, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1027, + "median": 1005, + "mean": 1005.71, + "p25": 998, + "p75": 1015, + "st_dev": 12.43, + "num": 312 + }, + "humidity": { + "min": 15, + "max": 99, + "median": 59, + "mean": 61.92, + "p25": 44, + "p75": 79, + "st_dev": 22.55, + "num": 306 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.53, + "mean": 2.81, + "p25": 1.5, + "p75": 4.02, + "st_dev": 1.78, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 45.63, + "p25": 0, + "p75": 92, + "st_dev": 41.11, + "num": 312 + } + }, + { + "month": 4, + "day": 26, + "temp": { + "record_min": 268.63, + "record_max": 293.02, + "average_min": 274.6, + "average_max": 284.96, + "median": 279.77, + "mean": 280.13, + "p25": 276.76, + "p75": 283.02, + "st_dev": 4.83, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1028, + "median": 1007, + "mean": 1007.09, + "p25": 1001, + "p75": 1016, + "st_dev": 11.14, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 95, + "median": 60.5, + "mean": 60.17, + "p25": 45, + "p75": 74, + "st_dev": 18.85, + "num": 304 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.1, + "mean": 2.42, + "p25": 1, + "p75": 3.57, + "st_dev": 1.57, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 12, + "mean": 38.23, + "p25": 0, + "p75": 84.5, + "st_dev": 41.15, + "num": 312 + } + }, + { + "month": 4, + "day": 27, + "temp": { + "record_min": 266.95, + "record_max": 295.07, + "average_min": 274.85, + "average_max": 284.91, + "median": 279.34, + "mean": 280.17, + "p25": 277.04, + "p75": 283.15, + "st_dev": 4.9, + "num": 311 + }, + "pressure": { + "min": 979, + "max": 1026, + "median": 1008, + "mean": 1006.17, + "p25": 1003, + "p75": 1013, + "st_dev": 10.3, + "num": 311 + }, + "humidity": { + "min": 18, + "max": 98, + "median": 70, + "mean": 65.39, + "p25": 49, + "p75": 82, + "st_dev": 20.38, + "num": 297 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 1.79, + "mean": 2.04, + "p25": 1.05, + "p75": 2.77, + "st_dev": 1.25, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74, + "mean": 56.37, + "p25": 0, + "p75": 99, + "st_dev": 41.64, + "num": 311 + } + }, + { + "month": 4, + "day": 28, + "temp": { + "record_min": 271.42, + "record_max": 294.49, + "average_min": 275.14, + "average_max": 285.16, + "median": 279.8, + "mean": 280.36, + "p25": 276.18, + "p75": 283.13, + "st_dev": 5.02, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1028, + "median": 1011, + "mean": 1008.58, + "p25": 1004.5, + "p75": 1015, + "st_dev": 9.97, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 69, + "mean": 65.96, + "p25": 45, + "p75": 87, + "st_dev": 22.54, + "num": 305 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.2, + "mean": 2.53, + "p25": 1.39, + "p75": 3.6, + "st_dev": 1.51, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.9, + "p25": 0, + "p75": 100, + "st_dev": 43.25, + "num": 312 + } + }, + { + "month": 4, + "day": 29, + "temp": { + "record_min": 271.71, + "record_max": 295.8, + "average_min": 275.17, + "average_max": 285.3, + "median": 280.35, + "mean": 280.58, + "p25": 277.55, + "p75": 283.15, + "st_dev": 4.83, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1029, + "median": 1012, + "mean": 1010.71, + "p25": 1005, + "p75": 1016, + "st_dev": 10.27, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 62, + "mean": 62.24, + "p25": 47, + "p75": 79, + "st_dev": 21, + "num": 306 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.37, + "mean": 3.05, + "p25": 1.5, + "p75": 4.1, + "st_dev": 2.33, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 45, + "mean": 46.14, + "p25": 0, + "p75": 83, + "st_dev": 38.84, + "num": 312 + } + }, + { + "month": 4, + "day": 30, + "temp": { + "record_min": 269.93, + "record_max": 293.17, + "average_min": 276.02, + "average_max": 285.09, + "median": 279.93, + "mean": 280.67, + "p25": 276.98, + "p75": 283.82, + "st_dev": 4.89, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1027, + "median": 1013, + "mean": 1010.88, + "p25": 1005, + "p75": 1019, + "st_dev": 11.41, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 66, + "mean": 65.5, + "p25": 50, + "p75": 82, + "st_dev": 20.08, + "num": 307 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.92, + "mean": 2.6, + "p25": 1.27, + "p75": 3.66, + "st_dev": 1.91, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 62, + "mean": 51.8, + "p25": 4.5, + "p75": 90, + "st_dev": 38.57, + "num": 312 + } + }, + { + "month": 5, + "day": 1, + "temp": { + "record_min": 272.95, + "record_max": 294.78, + "average_min": 276.37, + "average_max": 286.06, + "median": 280.75, + "mean": 281.22, + "p25": 277.53, + "p75": 284.01, + "st_dev": 4.78, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1027, + "median": 1011, + "mean": 1008.85, + "p25": 1003, + "p75": 1017, + "st_dev": 12.5, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 70, + "mean": 68.67, + "p25": 51, + "p75": 87, + "st_dev": 21.04, + "num": 311 + }, + "wind": { + "min": 0.05, + "max": 6.7, + "median": 1.9, + "mean": 2.2, + "p25": 1.38, + "p75": 3.1, + "st_dev": 1.17, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 78, + "mean": 57.82, + "p25": 0.5, + "p75": 96, + "st_dev": 42.38, + "num": 312 + } + }, + { + "month": 5, + "day": 2, + "temp": { + "record_min": 271.91, + "record_max": 295.36, + "average_min": 275.78, + "average_max": 286.39, + "median": 281.18, + "mean": 281.52, + "p25": 278.37, + "p75": 284.22, + "st_dev": 4.58, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1025, + "median": 1013, + "mean": 1009.01, + "p25": 1000.5, + "p75": 1019, + "st_dev": 12.26, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 58, + "mean": 59.16, + "p25": 42, + "p75": 76, + "st_dev": 20.93, + "num": 311 + }, + "wind": { + "min": 0.1, + "max": 11.8, + "median": 2, + "mean": 2.87, + "p25": 1.31, + "p75": 3.61, + "st_dev": 2.3, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 39, + "mean": 42.84, + "p25": 1, + "p75": 75, + "st_dev": 37.73, + "num": 312 + } + }, + { + "month": 5, + "day": 3, + "temp": { + "record_min": 271.68, + "record_max": 296.34, + "average_min": 275.76, + "average_max": 285.78, + "median": 280.57, + "mean": 281.13, + "p25": 278.43, + "p75": 283.72, + "st_dev": 4.31, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1030, + "median": 1015, + "mean": 1009.02, + "p25": 999, + "p75": 1018, + "st_dev": 12.71, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 63, + "mean": 61.29, + "p25": 47, + "p75": 78, + "st_dev": 19.69, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.09, + "mean": 2.41, + "p25": 1.42, + "p75": 3.43, + "st_dev": 1.43, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 47.38, + "p25": 1, + "p75": 90, + "st_dev": 38.58, + "num": 312 + } + }, + { + "month": 5, + "day": 4, + "temp": { + "record_min": 272.66, + "record_max": 297.7, + "average_min": 275.12, + "average_max": 285.56, + "median": 280.15, + "mean": 280.79, + "p25": 277.64, + "p75": 283.35, + "st_dev": 4.73, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1033, + "median": 1015, + "mean": 1012, + "p25": 1008, + "p75": 1020, + "st_dev": 13.66, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 55, + "mean": 55.98, + "p25": 41, + "p75": 75, + "st_dev": 21.61, + "num": 304 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.11, + "mean": 2.73, + "p25": 1.37, + "p75": 3.98, + "st_dev": 1.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.4, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48.5, + "mean": 47.61, + "p25": 0, + "p75": 92, + "st_dev": 41.59, + "num": 312 + } + }, + { + "month": 5, + "day": 5, + "temp": { + "record_min": 271.79, + "record_max": 292.47, + "average_min": 275.86, + "average_max": 286.54, + "median": 281.65, + "mean": 281.74, + "p25": 277.48, + "p75": 285.18, + "st_dev": 4.85, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1033, + "median": 1011, + "mean": 1010.1, + "p25": 1005, + "p75": 1018.5, + "st_dev": 14.08, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 66, + "mean": 63.28, + "p25": 44, + "p75": 82, + "st_dev": 23.17, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.1, + "mean": 2.76, + "p25": 1.07, + "p75": 4.1, + "st_dev": 2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.35, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 45.38, + "p25": 0, + "p75": 90, + "st_dev": 42.27, + "num": 312 + } + }, + { + "month": 5, + "day": 6, + "temp": { + "record_min": 271.67, + "record_max": 293.19, + "average_min": 277.36, + "average_max": 287.08, + "median": 282.63, + "mean": 282.55, + "p25": 278.7, + "p75": 286.13, + "st_dev": 4.88, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1030, + "median": 1010, + "mean": 1010.29, + "p25": 1003, + "p75": 1018.5, + "st_dev": 11.34, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 61, + "mean": 60.92, + "p25": 43, + "p75": 82, + "st_dev": 23.05, + "num": 307 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.41, + "mean": 2.88, + "p25": 1.49, + "p75": 4.1, + "st_dev": 1.79, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 33.5, + "mean": 44.56, + "p25": 0, + "p75": 90, + "st_dev": 40.53, + "num": 312 + } + }, + { + "month": 5, + "day": 7, + "temp": { + "record_min": 272.23, + "record_max": 295.38, + "average_min": 276.85, + "average_max": 287.82, + "median": 282.01, + "mean": 282.44, + "p25": 278.83, + "p75": 286.09, + "st_dev": 4.82, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1029, + "median": 1015.5, + "mean": 1011.63, + "p25": 1004, + "p75": 1021, + "st_dev": 11.39, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 59, + "mean": 60.46, + "p25": 41, + "p75": 81, + "st_dev": 23.54, + "num": 312 + }, + "wind": { + "min": 0.25, + "max": 8.2, + "median": 2.6, + "mean": 2.8, + "p25": 1.38, + "p75": 3.99, + "st_dev": 1.69, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 55.5, + "mean": 51.89, + "p25": 7, + "p75": 92, + "st_dev": 39.29, + "num": 312 + } + }, + { + "month": 5, + "day": 8, + "temp": { + "record_min": 270.99, + "record_max": 297.74, + "average_min": 277, + "average_max": 288.26, + "median": 282.46, + "mean": 283.14, + "p25": 279.03, + "p75": 286.9, + "st_dev": 5.48, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1029, + "median": 1017, + "mean": 1013.3, + "p25": 1006, + "p75": 1024, + "st_dev": 12.13, + "num": 312 + }, + "humidity": { + "min": 15, + "max": 100, + "median": 56, + "mean": 58.38, + "p25": 41, + "p75": 77.5, + "st_dev": 21.74, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.18, + "mean": 2.54, + "p25": 1.12, + "p75": 3.87, + "st_dev": 1.59, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 38.5, + "mean": 44.59, + "p25": 0, + "p75": 88, + "st_dev": 39.84, + "num": 312 + } + }, + { + "month": 5, + "day": 9, + "temp": { + "record_min": 274.17, + "record_max": 298.98, + "average_min": 278.18, + "average_max": 288.35, + "median": 282.78, + "mean": 283.66, + "p25": 279.27, + "p75": 287.8, + "st_dev": 5.42, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1027, + "median": 1015, + "mean": 1009.53, + "p25": 1001, + "p75": 1019, + "st_dev": 13.13, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 67, + "mean": 66.05, + "p25": 49, + "p75": 85, + "st_dev": 21.41, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.04, + "mean": 2.38, + "p25": 1.23, + "p75": 3.21, + "st_dev": 1.53, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.97, + "p25": 12.5, + "p75": 100, + "st_dev": 40.74, + "num": 312 + } + }, + { + "month": 5, + "day": 10, + "temp": { + "record_min": 273.57, + "record_max": 298.25, + "average_min": 279.27, + "average_max": 287.27, + "median": 283.15, + "mean": 283.53, + "p25": 280.41, + "p75": 285.73, + "st_dev": 5.29, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1025, + "median": 1008, + "mean": 1006.29, + "p25": 998.5, + "p75": 1018, + "st_dev": 13.18, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 75, + "mean": 67.75, + "p25": 50, + "p75": 91, + "st_dev": 26.58, + "num": 312 + }, + "wind": { + "min": 0.18, + "max": 7.2, + "median": 2.24, + "mean": 2.53, + "p25": 1.42, + "p75": 3.1, + "st_dev": 1.5, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.38, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 67.1, + "p25": 26, + "p75": 100, + "st_dev": 40.02, + "num": 312 + } + }, + { + "month": 5, + "day": 11, + "temp": { + "record_min": 271.17, + "record_max": 293.36, + "average_min": 278.64, + "average_max": 286.92, + "median": 282.76, + "mean": 283, + "p25": 280.43, + "p75": 285.8, + "st_dev": 4.53, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1026, + "median": 1010, + "mean": 1007.67, + "p25": 994, + "p75": 1020, + "st_dev": 13.08, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77, + "mean": 67.84, + "p25": 51, + "p75": 87, + "st_dev": 25.99, + "num": 312 + }, + "wind": { + "min": 0.15, + "max": 6.95, + "median": 2.21, + "mean": 2.72, + "p25": 1.49, + "p75": 3.84, + "st_dev": 1.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.66, + "p25": 34.5, + "p75": 92, + "st_dev": 35.91, + "num": 312 + } + }, + { + "month": 5, + "day": 12, + "temp": { + "record_min": 271.17, + "record_max": 297.9, + "average_min": 279, + "average_max": 288.23, + "median": 282.65, + "mean": 283.76, + "p25": 280.99, + "p75": 286.61, + "st_dev": 5.04, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1031, + "median": 1008, + "mean": 1007.98, + "p25": 997, + "p75": 1021, + "st_dev": 13.79, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 70, + "mean": 67.88, + "p25": 50, + "p75": 88, + "st_dev": 21.76, + "num": 312 + }, + "wind": { + "min": 0.12, + "max": 9.3, + "median": 2.41, + "mean": 2.95, + "p25": 1.37, + "p75": 4.3, + "st_dev": 2.01, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 59, + "mean": 51.81, + "p25": 15.5, + "p75": 83, + "st_dev": 35.29, + "num": 312 + } + }, + { + "month": 5, + "day": 13, + "temp": { + "record_min": 272.03, + "record_max": 297.15, + "average_min": 279.05, + "average_max": 289.33, + "median": 283.71, + "mean": 284.47, + "p25": 281.21, + "p75": 287.35, + "st_dev": 5.26, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1036, + "median": 1007, + "mean": 1009.37, + "p25": 1002, + "p75": 1020, + "st_dev": 13.37, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 58.5, + "mean": 58.91, + "p25": 42, + "p75": 79, + "st_dev": 23.68, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.97, + "mean": 2.5, + "p25": 1.38, + "p75": 3.25, + "st_dev": 1.66, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 48.9, + "p25": 8, + "p75": 87.5, + "st_dev": 37.32, + "num": 312 + } + }, + { + "month": 5, + "day": 14, + "temp": { + "record_min": 273.71, + "record_max": 298.15, + "average_min": 279.11, + "average_max": 289.33, + "median": 283.53, + "mean": 284.34, + "p25": 280.69, + "p75": 287.06, + "st_dev": 5.2, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1036, + "median": 1015, + "mean": 1010.82, + "p25": 1002, + "p75": 1020, + "st_dev": 13.26, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 55, + "mean": 57.25, + "p25": 39.5, + "p75": 75.5, + "st_dev": 21.26, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.67, + "mean": 2.96, + "p25": 1.36, + "p75": 4.21, + "st_dev": 1.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.44, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 43, + "mean": 44.96, + "p25": 0, + "p75": 80, + "st_dev": 40.33, + "num": 312 + } + }, + { + "month": 5, + "day": 15, + "temp": { + "record_min": 275.44, + "record_max": 299.15, + "average_min": 279.04, + "average_max": 290.2, + "median": 284.15, + "mean": 285.05, + "p25": 281.23, + "p75": 287.45, + "st_dev": 5.47, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1036, + "median": 1017, + "mean": 1011.47, + "p25": 1006.5, + "p75": 1020, + "st_dev": 14.46, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 99, + "median": 56.5, + "mean": 58.81, + "p25": 40, + "p75": 80, + "st_dev": 21.35, + "num": 310 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.1, + "mean": 2.54, + "p25": 1.23, + "p75": 3.52, + "st_dev": 1.81, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 29, + "mean": 42.43, + "p25": 0, + "p75": 89, + "st_dev": 41.81, + "num": 312 + } + }, + { + "month": 5, + "day": 16, + "temp": { + "record_min": 276, + "record_max": 299.15, + "average_min": 280.18, + "average_max": 290.21, + "median": 283.71, + "mean": 285.28, + "p25": 281.47, + "p75": 288.9, + "st_dev": 5.21, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1030, + "median": 1013, + "mean": 1010.59, + "p25": 1006, + "p75": 1021, + "st_dev": 14.22, + "num": 312 + }, + "humidity": { + "min": 19, + "max": 100, + "median": 60, + "mean": 62.23, + "p25": 43, + "p75": 81, + "st_dev": 22.73, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.37, + "mean": 2.61, + "p25": 1.27, + "p75": 3.78, + "st_dev": 1.64, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 42, + "mean": 47.21, + "p25": 0, + "p75": 92, + "st_dev": 42.07, + "num": 312 + } + }, + { + "month": 5, + "day": 17, + "temp": { + "record_min": 276.1, + "record_max": 297.76, + "average_min": 280.26, + "average_max": 290.74, + "median": 284.77, + "mean": 285.56, + "p25": 281.95, + "p75": 289.43, + "st_dev": 4.83, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1027, + "median": 1013.5, + "mean": 1009.8, + "p25": 1003, + "p75": 1019, + "st_dev": 13.07, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 56, + "mean": 60.06, + "p25": 40, + "p75": 83, + "st_dev": 23.56, + "num": 310 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.21, + "mean": 2.78, + "p25": 1.36, + "p75": 4.1, + "st_dev": 1.83, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 12.5, + "mean": 36.82, + "p25": 0, + "p75": 87.5, + "st_dev": 40.78, + "num": 312 + } + }, + { + "month": 5, + "day": 18, + "temp": { + "record_min": 274.16, + "record_max": 298.32, + "average_min": 280.37, + "average_max": 291.26, + "median": 285.62, + "mean": 285.97, + "p25": 282.93, + "p75": 288.52, + "st_dev": 4.78, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1028, + "median": 1014, + "mean": 1010.84, + "p25": 1004, + "p75": 1020, + "st_dev": 12.11, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 57, + "mean": 60.3, + "p25": 43.5, + "p75": 81, + "st_dev": 24.36, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.4, + "mean": 2.6, + "p25": 1.44, + "p75": 3.6, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 44.46, + "p25": 0, + "p75": 80, + "st_dev": 39.77, + "num": 312 + } + }, + { + "month": 5, + "day": 19, + "temp": { + "record_min": 275.47, + "record_max": 300.45, + "average_min": 281.67, + "average_max": 292.5, + "median": 286.88, + "mean": 287.15, + "p25": 283.2, + "p75": 290.15, + "st_dev": 5.11, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1030, + "median": 1012, + "mean": 1010.58, + "p25": 1006, + "p75": 1016, + "st_dev": 10.23, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 65, + "mean": 62.57, + "p25": 44, + "p75": 87, + "st_dev": 26.95, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 2.1, + "mean": 2.45, + "p25": 1.31, + "p75": 3.6, + "st_dev": 1.45, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 65.5, + "mean": 50.59, + "p25": 10.5, + "p75": 80, + "st_dev": 36.54, + "num": 312 + } + }, + { + "month": 5, + "day": 20, + "temp": { + "record_min": 276.46, + "record_max": 301.08, + "average_min": 282.8, + "average_max": 291.53, + "median": 286.6, + "mean": 287.13, + "p25": 284.04, + "p75": 290.33, + "st_dev": 4.49, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1031, + "median": 1012, + "mean": 1012.5, + "p25": 1008, + "p75": 1017, + "st_dev": 8.63, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 69.5, + "mean": 63.91, + "p25": 41.5, + "p75": 87, + "st_dev": 26.96, + "num": 312 + }, + "wind": { + "min": 0.23, + "max": 9.3, + "median": 2.6, + "mean": 2.84, + "p25": 1.5, + "p75": 3.68, + "st_dev": 1.75, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 43.5, + "mean": 44.22, + "p25": 0, + "p75": 75, + "st_dev": 37.02, + "num": 312 + } + }, + { + "month": 5, + "day": 21, + "temp": { + "record_min": 277.48, + "record_max": 297.5, + "average_min": 281.73, + "average_max": 291.53, + "median": 286.16, + "mean": 286.77, + "p25": 283.58, + "p75": 289.88, + "st_dev": 4.5, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1028, + "median": 1011, + "mean": 1011.49, + "p25": 1005, + "p75": 1021, + "st_dev": 10.57, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 59, + "mean": 59.14, + "p25": 42.5, + "p75": 82, + "st_dev": 25.94, + "num": 312 + }, + "wind": { + "min": 0.14, + "max": 6.45, + "median": 2.37, + "mean": 2.52, + "p25": 1.27, + "p75": 3.6, + "st_dev": 1.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.74, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44.5, + "mean": 47.5, + "p25": 7, + "p75": 78, + "st_dev": 38.48, + "num": 312 + } + }, + { + "month": 5, + "day": 22, + "temp": { + "record_min": 277.9, + "record_max": 298.37, + "average_min": 282.2, + "average_max": 291.07, + "median": 286.5, + "mean": 286.87, + "p25": 283.34, + "p75": 289.36, + "st_dev": 4.78, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1024, + "median": 1009, + "mean": 1008.39, + "p25": 1004, + "p75": 1016, + "st_dev": 11.02, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 68, + "mean": 64.25, + "p25": 47.5, + "p75": 87, + "st_dev": 25.29, + "num": 312 + }, + "wind": { + "min": 0.39, + "max": 7.7, + "median": 2.2, + "mean": 2.74, + "p25": 1.34, + "p75": 4.1, + "st_dev": 1.71, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 1.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.06, + "p25": 17, + "p75": 92, + "st_dev": 38.24, + "num": 312 + } + }, + { + "month": 5, + "day": 23, + "temp": { + "record_min": 277.35, + "record_max": 299.15, + "average_min": 282.06, + "average_max": 290.36, + "median": 286.12, + "mean": 286.41, + "p25": 283.41, + "p75": 288.7, + "st_dev": 4.49, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1028, + "median": 1009, + "mean": 1006.95, + "p25": 1000, + "p75": 1015, + "st_dev": 11.11, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 78, + "mean": 72.12, + "p25": 59.5, + "p75": 90, + "st_dev": 21.83, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.26, + "mean": 2.67, + "p25": 1.42, + "p75": 3.63, + "st_dev": 1.63, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0.3, + "st_dev": 0.47, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.48, + "p25": 0, + "p75": 93, + "st_dev": 41.16, + "num": 312 + } + }, + { + "month": 5, + "day": 24, + "temp": { + "record_min": 277.74, + "record_max": 299.15, + "average_min": 281.76, + "average_max": 289.93, + "median": 285.01, + "mean": 286, + "p25": 282.47, + "p75": 289.15, + "st_dev": 4.64, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1030, + "median": 1007, + "mean": 1007.45, + "p25": 1000, + "p75": 1017, + "st_dev": 11.68, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 76, + "mean": 70.35, + "p25": 60, + "p75": 87.5, + "st_dev": 24.22, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.1, + "mean": 2.64, + "p25": 1.03, + "p75": 3.6, + "st_dev": 1.84, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.73, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.46, + "p25": 40, + "p75": 95, + "st_dev": 34.48, + "num": 312 + } + }, + { + "month": 5, + "day": 25, + "temp": { + "record_min": 276, + "record_max": 300.15, + "average_min": 281.92, + "average_max": 291.61, + "median": 286.17, + "mean": 286.87, + "p25": 283.39, + "p75": 289.83, + "st_dev": 4.91, + "num": 312 + }, + "pressure": { + "min": 990, + "max": 1028, + "median": 1008.5, + "mean": 1010.03, + "p25": 1002, + "p75": 1019.5, + "st_dev": 9.88, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 65, + "mean": 61.23, + "p25": 46, + "p75": 83, + "st_dev": 26.25, + "num": 312 + }, + "wind": { + "min": 0, + "max": 25.93, + "median": 1.98, + "mean": 2.47, + "p25": 1.32, + "p75": 3.39, + "st_dev": 2.04, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 50.5, + "mean": 48.62, + "p25": 3.5, + "p75": 85.5, + "st_dev": 38.04, + "num": 312 + } + }, + { + "month": 5, + "day": 26, + "temp": { + "record_min": 277.33, + "record_max": 301.15, + "average_min": 282.72, + "average_max": 292.36, + "median": 286.9, + "mean": 287.55, + "p25": 283.26, + "p75": 290.7, + "st_dev": 5.08, + "num": 305 + }, + "pressure": { + "min": 987, + "max": 1028, + "median": 1008, + "mean": 1009.16, + "p25": 999, + "p75": 1020, + "st_dev": 11.94, + "num": 305 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 60, + "mean": 59.35, + "p25": 47.5, + "p75": 76, + "st_dev": 21.56, + "num": 305 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.38, + "mean": 2.68, + "p25": 1.43, + "p75": 3.6, + "st_dev": 1.72, + "num": 305 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.72, + "num": 305 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 42.77, + "p25": 0, + "p75": 82, + "st_dev": 39.46, + "num": 305 + } + }, + { + "month": 5, + "day": 27, + "temp": { + "record_min": 278.45, + "record_max": 300.15, + "average_min": 282.13, + "average_max": 292.34, + "median": 286.67, + "mean": 287.46, + "p25": 283.8, + "p75": 291.05, + "st_dev": 5.16, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1030, + "median": 1010, + "mean": 1009.36, + "p25": 1000, + "p75": 1020, + "st_dev": 12.6, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 57, + "mean": 55.12, + "p25": 40, + "p75": 72, + "st_dev": 23.27, + "num": 286 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.66, + "mean": 2.8, + "p25": 1.37, + "p75": 4.1, + "st_dev": 1.58, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 27.5, + "mean": 40.25, + "p25": 0, + "p75": 80, + "st_dev": 40.18, + "num": 288 + } + }, + { + "month": 5, + "day": 28, + "temp": { + "record_min": 277.31, + "record_max": 295.95, + "average_min": 281.85, + "average_max": 291.5, + "median": 287.24, + "mean": 286.84, + "p25": 283.19, + "p75": 290.35, + "st_dev": 4.59, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1031, + "median": 1012, + "mean": 1009.2, + "p25": 1000.5, + "p75": 1018, + "st_dev": 12.22, + "num": 288 + }, + "humidity": { + "min": 9, + "max": 100, + "median": 59, + "mean": 59.96, + "p25": 40, + "p75": 80.5, + "st_dev": 23.72, + "num": 281 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.13, + "mean": 2.46, + "p25": 1.5, + "p75": 3.26, + "st_dev": 1.35, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64, + "mean": 50.54, + "p25": 3.5, + "p75": 80, + "st_dev": 37.14, + "num": 288 + } + }, + { + "month": 5, + "day": 29, + "temp": { + "record_min": 277.15, + "record_max": 299.15, + "average_min": 281.35, + "average_max": 292.15, + "median": 286.15, + "mean": 287.17, + "p25": 283.94, + "p75": 291.28, + "st_dev": 5.15, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1028, + "median": 1012, + "mean": 1011.01, + "p25": 1007, + "p75": 1022, + "st_dev": 12.09, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 57, + "mean": 58.07, + "p25": 39, + "p75": 77, + "st_dev": 24.64, + "num": 286 + }, + "wind": { + "min": 0.16, + "max": 7.2, + "median": 2.24, + "mean": 2.48, + "p25": 1.42, + "p75": 3.6, + "st_dev": 1.48, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 32, + "mean": 40.61, + "p25": 0, + "p75": 75, + "st_dev": 39.57, + "num": 288 + } + }, + { + "month": 5, + "day": 30, + "temp": { + "record_min": 278.69, + "record_max": 303.15, + "average_min": 283.56, + "average_max": 293.21, + "median": 288.16, + "mean": 288.45, + "p25": 284.91, + "p75": 292.31, + "st_dev": 5.62, + "num": 288 + }, + "pressure": { + "min": 980, + "max": 1032, + "median": 1012, + "mean": 1010.29, + "p25": 1006, + "p75": 1021, + "st_dev": 12.62, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 62, + "mean": 61.11, + "p25": 39, + "p75": 88, + "st_dev": 28.44, + "num": 285 + }, + "wind": { + "min": 0.13, + "max": 8.2, + "median": 2.22, + "mean": 2.74, + "p25": 1.47, + "p75": 3.97, + "st_dev": 1.72, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 50.5, + "mean": 46.99, + "p25": 0, + "p75": 92, + "st_dev": 43.23, + "num": 288 + } + }, + { + "month": 5, + "day": 31, + "temp": { + "record_min": 276.61, + "record_max": 302.6, + "average_min": 283, + "average_max": 295.23, + "median": 288.87, + "mean": 289.32, + "p25": 285.07, + "p75": 293.54, + "st_dev": 5.72, + "num": 288 + }, + "pressure": { + "min": 980, + "max": 1031, + "median": 1014, + "mean": 1010.51, + "p25": 1009.5, + "p75": 1017, + "st_dev": 11.92, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 57, + "mean": 56.22, + "p25": 35, + "p75": 77, + "st_dev": 26.53, + "num": 285 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.1, + "mean": 2.37, + "p25": 1.4, + "p75": 3.47, + "st_dev": 1.41, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 39.01, + "p25": 0, + "p75": 82.5, + "st_dev": 40.95, + "num": 288 + } + }, + { + "month": 6, + "day": 1, + "temp": { + "record_min": 277.82, + "record_max": 303.76, + "average_min": 283.71, + "average_max": 295.23, + "median": 288.84, + "mean": 289.64, + "p25": 285.02, + "p75": 293.96, + "st_dev": 5.65, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1029, + "median": 1013, + "mean": 1012.06, + "p25": 1006, + "p75": 1019, + "st_dev": 8.95, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 93, + "median": 51, + "mean": 51.95, + "p25": 36, + "p75": 72, + "st_dev": 24.2, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.06, + "mean": 2.46, + "p25": 1.27, + "p75": 3.45, + "st_dev": 1.72, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 4.5, + "mean": 32.41, + "p25": 0, + "p75": 75, + "st_dev": 39.32, + "num": 288 + } + }, + { + "month": 6, + "day": 2, + "temp": { + "record_min": 277.58, + "record_max": 303.73, + "average_min": 283.38, + "average_max": 294.49, + "median": 288.62, + "mean": 289.12, + "p25": 283.9, + "p75": 293.68, + "st_dev": 6.04, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1029, + "median": 1013, + "mean": 1011.63, + "p25": 1007, + "p75": 1018, + "st_dev": 9.28, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 95, + "median": 58.5, + "mean": 57.72, + "p25": 42, + "p75": 77, + "st_dev": 23.46, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.62, + "mean": 2.2, + "p25": 1.31, + "p75": 2.71, + "st_dev": 1.62, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.27, + "p25": 0, + "p75": 76, + "st_dev": 38.85, + "num": 288 + } + }, + { + "month": 6, + "day": 3, + "temp": { + "record_min": 280.26, + "record_max": 304.27, + "average_min": 283.95, + "average_max": 294.97, + "median": 289.52, + "mean": 289.51, + "p25": 286.04, + "p75": 292.72, + "st_dev": 5, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1029, + "median": 1009, + "mean": 1007.92, + "p25": 1003, + "p75": 1015, + "st_dev": 9.96, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 61.5, + "mean": 59.6, + "p25": 40, + "p75": 82, + "st_dev": 26.18, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.66, + "mean": 2.35, + "p25": 1.11, + "p75": 3.51, + "st_dev": 1.75, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 49.09, + "p25": 0, + "p75": 88, + "st_dev": 38.27, + "num": 288 + } + }, + { + "month": 6, + "day": 4, + "temp": { + "record_min": 279.12, + "record_max": 299.28, + "average_min": 283.17, + "average_max": 292.96, + "median": 287.91, + "mean": 288.39, + "p25": 285.24, + "p75": 290.97, + "st_dev": 4.26, + "num": 288 + }, + "pressure": { + "min": 975, + "max": 1027, + "median": 1009, + "mean": 1008.76, + "p25": 1003, + "p75": 1019, + "st_dev": 12.04, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 53, + "mean": 56.1, + "p25": 38, + "p75": 81, + "st_dev": 26.53, + "num": 288 + }, + "wind": { + "min": 0.27, + "max": 8.2, + "median": 2.47, + "mean": 3.11, + "p25": 1.51, + "p75": 4.6, + "st_dev": 1.91, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 47, + "mean": 46.55, + "p25": 0, + "p75": 92, + "st_dev": 40.66, + "num": 288 + } + }, + { + "month": 6, + "day": 5, + "temp": { + "record_min": 280.09, + "record_max": 298.42, + "average_min": 282.53, + "average_max": 292.44, + "median": 287.11, + "mean": 287.75, + "p25": 284.9, + "p75": 289.48, + "st_dev": 4.3, + "num": 288 + }, + "pressure": { + "min": 968, + "max": 1028, + "median": 1013, + "mean": 1007.9, + "p25": 1002, + "p75": 1019, + "st_dev": 15.28, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 59, + "mean": 59.3, + "p25": 39, + "p75": 83, + "st_dev": 26.85, + "num": 287 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 2.01, + "mean": 2.34, + "p25": 1, + "p75": 3.42, + "st_dev": 1.51, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 38.5, + "mean": 45.06, + "p25": 0, + "p75": 89.5, + "st_dev": 40.43, + "num": 288 + } + }, + { + "month": 6, + "day": 6, + "temp": { + "record_min": 280.01, + "record_max": 298.81, + "average_min": 282.72, + "average_max": 293.04, + "median": 287.47, + "mean": 287.94, + "p25": 283.88, + "p75": 291.48, + "st_dev": 4.62, + "num": 288 + }, + "pressure": { + "min": 965, + "max": 1024, + "median": 1012, + "mean": 1006.65, + "p25": 998, + "p75": 1018, + "st_dev": 15.73, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 68, + "mean": 64.41, + "p25": 50, + "p75": 85.5, + "st_dev": 24.25, + "num": 288 + }, + "wind": { + "min": 0.15, + "max": 7.2, + "median": 2.1, + "mean": 2.38, + "p25": 1.25, + "p75": 3.21, + "st_dev": 1.51, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0.3, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 45.86, + "p25": 4, + "p75": 88, + "st_dev": 39.2, + "num": 288 + } + }, + { + "month": 6, + "day": 7, + "temp": { + "record_min": 278.86, + "record_max": 298.87, + "average_min": 283.29, + "average_max": 292.5, + "median": 287.44, + "mean": 287.88, + "p25": 284.63, + "p75": 290.32, + "st_dev": 4.29, + "num": 288 + }, + "pressure": { + "min": 970, + "max": 1024, + "median": 1011, + "mean": 1007.16, + "p25": 999, + "p75": 1016, + "st_dev": 13.27, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 75, + "mean": 66.64, + "p25": 52, + "p75": 87, + "st_dev": 26.61, + "num": 288 + }, + "wind": { + "min": 0.08, + "max": 7.7, + "median": 2.1, + "mean": 2.58, + "p25": 1.34, + "p75": 3.6, + "st_dev": 1.66, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.36, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.32, + "p25": 3, + "p75": 92, + "st_dev": 40.36, + "num": 288 + } + }, + { + "month": 6, + "day": 8, + "temp": { + "record_min": 279.5, + "record_max": 300.15, + "average_min": 283.51, + "average_max": 292.7, + "median": 286.83, + "mean": 287.76, + "p25": 284.62, + "p75": 290.46, + "st_dev": 4.29, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1028, + "median": 1012, + "mean": 1008.44, + "p25": 1000, + "p75": 1018, + "st_dev": 11.34, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 68, + "mean": 61.75, + "p25": 40, + "p75": 88, + "st_dev": 29.73, + "num": 288 + }, + "wind": { + "min": 0.09, + "max": 9.8, + "median": 1.9, + "mean": 2.22, + "p25": 1.03, + "p75": 3.1, + "st_dev": 1.57, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 19.5, + "mean": 40.99, + "p25": 0, + "p75": 90, + "st_dev": 42.09, + "num": 288 + } + }, + { + "month": 6, + "day": 9, + "temp": { + "record_min": 279.07, + "record_max": 298.41, + "average_min": 282.73, + "average_max": 293.41, + "median": 287.47, + "mean": 288.25, + "p25": 284.83, + "p75": 291.99, + "st_dev": 4.5, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1030, + "median": 1012, + "mean": 1009.8, + "p25": 996, + "p75": 1017, + "st_dev": 11.48, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 57, + "mean": 58.44, + "p25": 42, + "p75": 81, + "st_dev": 27.64, + "num": 288 + }, + "wind": { + "min": 0.22, + "max": 8.7, + "median": 1.55, + "mean": 2.23, + "p25": 1.11, + "p75": 2.99, + "st_dev": 1.73, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 27, + "mean": 40.58, + "p25": 0, + "p75": 80, + "st_dev": 38.98, + "num": 288 + } + }, + { + "month": 6, + "day": 10, + "temp": { + "record_min": 277.97, + "record_max": 298.15, + "average_min": 282.95, + "average_max": 293.89, + "median": 288.52, + "mean": 288.65, + "p25": 285.87, + "p75": 291.76, + "st_dev": 4.38, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1029, + "median": 1012, + "mean": 1010.52, + "p25": 999, + "p75": 1019, + "st_dev": 10.82, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 98, + "median": 53, + "mean": 53.66, + "p25": 38, + "p75": 72.5, + "st_dev": 26.73, + "num": 288 + }, + "wind": { + "min": 0.08, + "max": 7.2, + "median": 2.6, + "mean": 2.67, + "p25": 1.49, + "p75": 3.6, + "st_dev": 1.56, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 35.94, + "p25": 0, + "p75": 75, + "st_dev": 38.45, + "num": 288 + } + }, + { + "month": 6, + "day": 11, + "temp": { + "record_min": 278.93, + "record_max": 298.8, + "average_min": 283.31, + "average_max": 294.2, + "median": 288.97, + "mean": 289.01, + "p25": 286.06, + "p75": 292.15, + "st_dev": 4.35, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1028, + "median": 1011, + "mean": 1008.73, + "p25": 1002, + "p75": 1018, + "st_dev": 11.86, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 98, + "median": 56, + "mean": 56.56, + "p25": 38.5, + "p75": 77, + "st_dev": 25.32, + "num": 288 + }, + "wind": { + "min": 0.35, + "max": 9.8, + "median": 2.4, + "mean": 2.57, + "p25": 1.27, + "p75": 3.6, + "st_dev": 1.6, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.38, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.71, + "p25": 0.5, + "p75": 79.5, + "st_dev": 37.66, + "num": 288 + } + }, + { + "month": 6, + "day": 12, + "temp": { + "record_min": 281.31, + "record_max": 299.67, + "average_min": 283.79, + "average_max": 293.71, + "median": 288.15, + "mean": 288.86, + "p25": 285.22, + "p75": 292.26, + "st_dev": 4.42, + "num": 288 + }, + "pressure": { + "min": 977, + "max": 1026, + "median": 1008.5, + "mean": 1006.69, + "p25": 1000.5, + "p75": 1015, + "st_dev": 13.28, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 96, + "median": 55.5, + "mean": 53.19, + "p25": 35, + "p75": 73.5, + "st_dev": 24.1, + "num": 288 + }, + "wind": { + "min": 0.11, + "max": 7.2, + "median": 2.22, + "mean": 2.55, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.42, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 43, + "mean": 44.27, + "p25": 1, + "p75": 82.5, + "st_dev": 37.51, + "num": 288 + } + }, + { + "month": 6, + "day": 13, + "temp": { + "record_min": 281.35, + "record_max": 300.56, + "average_min": 283.52, + "average_max": 293.63, + "median": 287.96, + "mean": 288.66, + "p25": 285.15, + "p75": 291.19, + "st_dev": 4.44, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1025, + "median": 1008, + "mean": 1006.46, + "p25": 1000.5, + "p75": 1013.5, + "st_dev": 10.56, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 60, + "mean": 59.05, + "p25": 42, + "p75": 77, + "st_dev": 22.91, + "num": 288 + }, + "wind": { + "min": 0.22, + "max": 13.36, + "median": 1.63, + "mean": 2.07, + "p25": 1.15, + "p75": 2.6, + "st_dev": 1.48, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 45, + "mean": 46.59, + "p25": 8, + "p75": 82, + "st_dev": 36.72, + "num": 288 + } + }, + { + "month": 6, + "day": 14, + "temp": { + "record_min": 280.89, + "record_max": 302.4, + "average_min": 283.68, + "average_max": 293.86, + "median": 287.98, + "mean": 289.05, + "p25": 285.89, + "p75": 291.32, + "st_dev": 4.69, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1025, + "median": 1005, + "mean": 1005.61, + "p25": 997, + "p75": 1017, + "st_dev": 12.02, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 67, + "mean": 62, + "p25": 44, + "p75": 82, + "st_dev": 24.44, + "num": 288 + }, + "wind": { + "min": 0.27, + "max": 12.9, + "median": 1.69, + "mean": 2.34, + "p25": 1.02, + "p75": 2.66, + "st_dev": 2.15, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 46.02, + "p25": 0, + "p75": 88, + "st_dev": 38.42, + "num": 288 + } + }, + { + "month": 6, + "day": 15, + "temp": { + "record_min": 280.06, + "record_max": 303.86, + "average_min": 283.8, + "average_max": 295.35, + "median": 289.15, + "mean": 289.83, + "p25": 285.79, + "p75": 293.02, + "st_dev": 5.15, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1021, + "median": 1010, + "mean": 1006.86, + "p25": 1000, + "p75": 1015, + "st_dev": 9.41, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 56, + "mean": 54.89, + "p25": 36, + "p75": 74, + "st_dev": 23.48, + "num": 288 + }, + "wind": { + "min": 0.2, + "max": 9.8, + "median": 1.86, + "mean": 2.44, + "p25": 1.34, + "p75": 3.06, + "st_dev": 1.77, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 27.5, + "mean": 39.05, + "p25": 0, + "p75": 80, + "st_dev": 39.22, + "num": 288 + } + }, + { + "month": 6, + "day": 16, + "temp": { + "record_min": 280.32, + "record_max": 303.88, + "average_min": 284.49, + "average_max": 294.82, + "median": 289.15, + "mean": 289.73, + "p25": 286.45, + "p75": 291.9, + "st_dev": 4.69, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1022, + "median": 1013, + "mean": 1008.61, + "p25": 1003, + "p75": 1015, + "st_dev": 9.02, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 59.5, + "mean": 57.78, + "p25": 43, + "p75": 76.5, + "st_dev": 25.01, + "num": 288 + }, + "wind": { + "min": 0.06, + "max": 8.22, + "median": 1.77, + "mean": 2.17, + "p25": 1.15, + "p75": 2.9, + "st_dev": 1.5, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 62, + "mean": 50.71, + "p25": 1, + "p75": 88, + "st_dev": 38.16, + "num": 288 + } + }, + { + "month": 6, + "day": 17, + "temp": { + "record_min": 280.5, + "record_max": 304.14, + "average_min": 284.53, + "average_max": 293.84, + "median": 288.52, + "mean": 289.17, + "p25": 285.67, + "p75": 292.15, + "st_dev": 4.75, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1022, + "median": 1010, + "mean": 1007.97, + "p25": 1001, + "p75": 1014, + "st_dev": 7.56, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 97, + "median": 70, + "mean": 64.33, + "p25": 51, + "p75": 82, + "st_dev": 23.71, + "num": 288 + }, + "wind": { + "min": 0.45, + "max": 9.8, + "median": 2.1, + "mean": 2.6, + "p25": 1.32, + "p75": 3.36, + "st_dev": 1.76, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0.3, + "st_dev": 0.79, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.88, + "p25": 20, + "p75": 90, + "st_dev": 35.65, + "num": 288 + } + }, + { + "month": 6, + "day": 18, + "temp": { + "record_min": 281.04, + "record_max": 302.32, + "average_min": 285.12, + "average_max": 294.69, + "median": 289.58, + "mean": 289.97, + "p25": 286.93, + "p75": 292.97, + "st_dev": 4.27, + "num": 285 + }, + "pressure": { + "min": 986, + "max": 1018, + "median": 1006, + "mean": 1005.42, + "p25": 1002, + "p75": 1013, + "st_dev": 8.56, + "num": 285 + }, + "humidity": { + "min": 1, + "max": 97, + "median": 71, + "mean": 66.42, + "p25": 51, + "p75": 87, + "st_dev": 22.41, + "num": 285 + }, + "wind": { + "min": 0.25, + "max": 8.2, + "median": 2.23, + "mean": 2.73, + "p25": 1.39, + "p75": 3.6, + "st_dev": 1.85, + "num": 285 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 285 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.05, + "p25": 25, + "p75": 88, + "st_dev": 35.21, + "num": 285 + } + }, + { + "month": 6, + "day": 19, + "temp": { + "record_min": 280.35, + "record_max": 303.24, + "average_min": 284.67, + "average_max": 294.23, + "median": 289.24, + "mean": 289.51, + "p25": 286.61, + "p75": 291.77, + "st_dev": 4.22, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1019, + "median": 1008, + "mean": 1005.48, + "p25": 999, + "p75": 1011, + "st_dev": 8.28, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 98, + "median": 61, + "mean": 60.31, + "p25": 47, + "p75": 77, + "st_dev": 22.66, + "num": 288 + }, + "wind": { + "min": 0.13, + "max": 8.74, + "median": 1.77, + "mean": 2.33, + "p25": 1.22, + "p75": 2.74, + "st_dev": 1.76, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 45, + "mean": 47.64, + "p25": 8, + "p75": 88, + "st_dev": 37.93, + "num": 288 + } + }, + { + "month": 6, + "day": 20, + "temp": { + "record_min": 281.04, + "record_max": 300.22, + "average_min": 284.76, + "average_max": 292.77, + "median": 288.55, + "mean": 288.71, + "p25": 285.68, + "p75": 291.37, + "st_dev": 3.89, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1019, + "median": 1008, + "mean": 1005.08, + "p25": 996, + "p75": 1013, + "st_dev": 9.56, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 67.5, + "mean": 66.3, + "p25": 53, + "p75": 82, + "st_dev": 20.73, + "num": 288 + }, + "wind": { + "min": 0.14, + "max": 9.25, + "median": 2.05, + "mean": 2.31, + "p25": 1.22, + "p75": 3.35, + "st_dev": 1.39, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 50.1, + "p25": 12, + "p75": 92, + "st_dev": 37.7, + "num": 288 + } + }, + { + "month": 6, + "day": 21, + "temp": { + "record_min": 280.15, + "record_max": 297.1, + "average_min": 284.24, + "average_max": 292.75, + "median": 288.53, + "mean": 288.69, + "p25": 286.17, + "p75": 291.14, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1020, + "median": 1006, + "mean": 1003.8, + "p25": 996, + "p75": 1010, + "st_dev": 8.55, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 65, + "mean": 65.89, + "p25": 51, + "p75": 84.5, + "st_dev": 22.66, + "num": 288 + }, + "wind": { + "min": 0.28, + "max": 8.2, + "median": 1.61, + "mean": 2.14, + "p25": 1.04, + "p75": 2.71, + "st_dev": 1.55, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.4, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 62, + "mean": 54.91, + "p25": 14.5, + "p75": 96, + "st_dev": 38.6, + "num": 288 + } + }, + { + "month": 6, + "day": 22, + "temp": { + "record_min": 281.15, + "record_max": 299.13, + "average_min": 284.24, + "average_max": 292.68, + "median": 288.06, + "mean": 288.55, + "p25": 286, + "p75": 290.79, + "st_dev": 3.68, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1021, + "median": 1007, + "mean": 1004.84, + "p25": 994, + "p75": 1011, + "st_dev": 9.46, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 67, + "mean": 63.16, + "p25": 47, + "p75": 83, + "st_dev": 24.01, + "num": 288 + }, + "wind": { + "min": 0.42, + "max": 9.25, + "median": 1.63, + "mean": 2.29, + "p25": 1.25, + "p75": 3.21, + "st_dev": 1.47, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 59.5, + "mean": 53.59, + "p25": 6.5, + "p75": 94, + "st_dev": 39.99, + "num": 288 + } + }, + { + "month": 6, + "day": 23, + "temp": { + "record_min": 280.15, + "record_max": 300.03, + "average_min": 283.88, + "average_max": 294.61, + "median": 288.91, + "mean": 289.33, + "p25": 286.47, + "p75": 292.1, + "st_dev": 4.26, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1026, + "median": 1010, + "mean": 1007.12, + "p25": 999, + "p75": 1015, + "st_dev": 11.29, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 66.5, + "mean": 63.34, + "p25": 47.5, + "p75": 83, + "st_dev": 24.61, + "num": 288 + }, + "wind": { + "min": 0.02, + "max": 7.2, + "median": 1.5, + "mean": 1.94, + "p25": 1.03, + "p75": 2.51, + "st_dev": 1.37, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 45.42, + "p25": 0, + "p75": 92, + "st_dev": 40.06, + "num": 288 + } + }, + { + "month": 6, + "day": 24, + "temp": { + "record_min": 281.58, + "record_max": 301.7, + "average_min": 284.67, + "average_max": 295.62, + "median": 289.83, + "mean": 290.45, + "p25": 287.33, + "p75": 293.57, + "st_dev": 4.64, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1029, + "median": 1013, + "mean": 1008.51, + "p25": 1003, + "p75": 1017, + "st_dev": 13.4, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 64.5, + "mean": 63.03, + "p25": 47, + "p75": 83, + "st_dev": 23.42, + "num": 288 + }, + "wind": { + "min": 0.16, + "max": 6.2, + "median": 1.63, + "mean": 1.95, + "p25": 1.06, + "p75": 2.6, + "st_dev": 1.14, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 36.93, + "p25": 0, + "p75": 75, + "st_dev": 36.55, + "num": 288 + } + }, + { + "month": 6, + "day": 25, + "temp": { + "record_min": 281.35, + "record_max": 302.15, + "average_min": 285.63, + "average_max": 296.09, + "median": 289.73, + "mean": 290.8, + "p25": 287.02, + "p75": 294.25, + "st_dev": 4.99, + "num": 288 + }, + "pressure": { + "min": 975, + "max": 1027, + "median": 1014, + "mean": 1009.88, + "p25": 1010, + "p75": 1017, + "st_dev": 12.77, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 62, + "mean": 62.59, + "p25": 50, + "p75": 78, + "st_dev": 21.65, + "num": 288 + }, + "wind": { + "min": 0.26, + "max": 5.7, + "median": 2.1, + "mean": 2.17, + "p25": 1.11, + "p75": 3.1, + "st_dev": 1.18, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 34.5, + "mean": 39.85, + "p25": 1.5, + "p75": 75, + "st_dev": 35.84, + "num": 288 + } + }, + { + "month": 6, + "day": 26, + "temp": { + "record_min": 281.66, + "record_max": 302.15, + "average_min": 285.85, + "average_max": 296.47, + "median": 290.52, + "mean": 290.98, + "p25": 288.04, + "p75": 293.86, + "st_dev": 4.59, + "num": 288 + }, + "pressure": { + "min": 975, + "max": 1024, + "median": 1014, + "mean": 1009.74, + "p25": 1007, + "p75": 1017, + "st_dev": 11.56, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 67, + "mean": 63.22, + "p25": 48, + "p75": 85.5, + "st_dev": 25.51, + "num": 288 + }, + "wind": { + "min": 0.05, + "max": 8.22, + "median": 1.69, + "mean": 2.1, + "p25": 1, + "p75": 2.92, + "st_dev": 1.44, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 42.44, + "p25": 0, + "p75": 76, + "st_dev": 37.42, + "num": 288 + } + }, + { + "month": 6, + "day": 27, + "temp": { + "record_min": 281.03, + "record_max": 302.64, + "average_min": 285.85, + "average_max": 295.21, + "median": 289.6, + "mean": 290.31, + "p25": 286.61, + "p75": 293.6, + "st_dev": 4.87, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1027, + "median": 1011, + "mean": 1009.52, + "p25": 1007, + "p75": 1016, + "st_dev": 10.45, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 67, + "mean": 63.49, + "p25": 50, + "p75": 83, + "st_dev": 24.75, + "num": 288 + }, + "wind": { + "min": 0.17, + "max": 9.8, + "median": 2.1, + "mean": 2.64, + "p25": 1.03, + "p75": 4.1, + "st_dev": 1.99, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 0.39, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 46.75, + "p25": 0, + "p75": 92, + "st_dev": 41.9, + "num": 288 + } + }, + { + "month": 6, + "day": 28, + "temp": { + "record_min": 280.26, + "record_max": 301.1, + "average_min": 285.51, + "average_max": 294.4, + "median": 290.14, + "mean": 290.12, + "p25": 286.88, + "p75": 293.19, + "st_dev": 4.61, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1025, + "median": 1012, + "mean": 1008.58, + "p25": 1004, + "p75": 1015, + "st_dev": 10.37, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 96, + "median": 74, + "mean": 65.82, + "p25": 49.5, + "p75": 87, + "st_dev": 25.28, + "num": 288 + }, + "wind": { + "min": 0.09, + "max": 7.71, + "median": 2.6, + "mean": 2.92, + "p25": 1.46, + "p75": 4.19, + "st_dev": 1.82, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.36, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 49.74, + "p25": 6.5, + "p75": 87, + "st_dev": 38.77, + "num": 288 + } + }, + { + "month": 6, + "day": 29, + "temp": { + "record_min": 282.15, + "record_max": 299.86, + "average_min": 285.41, + "average_max": 294.02, + "median": 289.33, + "mean": 289.66, + "p25": 286.56, + "p75": 292.19, + "st_dev": 3.87, + "num": 288 + }, + "pressure": { + "min": 978, + "max": 1024, + "median": 1009, + "mean": 1007.54, + "p25": 1006, + "p75": 1015, + "st_dev": 10.86, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 63, + "mean": 60.61, + "p25": 48, + "p75": 77, + "st_dev": 22.75, + "num": 288 + }, + "wind": { + "min": 0.28, + "max": 8.2, + "median": 3.03, + "mean": 3.05, + "p25": 1.77, + "p75": 4.1, + "st_dev": 1.74, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 45.64, + "p25": 3, + "p75": 75, + "st_dev": 36.54, + "num": 288 + } + }, + { + "month": 6, + "day": 30, + "temp": { + "record_min": 283.07, + "record_max": 300.96, + "average_min": 285.07, + "average_max": 294.53, + "median": 289.15, + "mean": 289.78, + "p25": 286.25, + "p75": 293.01, + "st_dev": 4.27, + "num": 288 + }, + "pressure": { + "min": 967, + "max": 1025, + "median": 1006, + "mean": 1004.76, + "p25": 998, + "p75": 1014, + "st_dev": 13.06, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 68, + "mean": 64.2, + "p25": 48, + "p75": 87, + "st_dev": 24.26, + "num": 288 + }, + "wind": { + "min": 0.04, + "max": 8.2, + "median": 2.32, + "mean": 2.65, + "p25": 1.41, + "p75": 3.6, + "st_dev": 1.66, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.45, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 37.5, + "mean": 41.81, + "p25": 0, + "p75": 75, + "st_dev": 37.39, + "num": 288 + } + }, + { + "month": 7, + "day": 1, + "temp": { + "record_min": 283.15, + "record_max": 299.79, + "average_min": 285.37, + "average_max": 294.91, + "median": 290.08, + "mean": 290.2, + "p25": 286.8, + "p75": 293.39, + "st_dev": 4.17, + "num": 288 + }, + "pressure": { + "min": 969, + "max": 1026, + "median": 1007, + "mean": 1005.58, + "p25": 997, + "p75": 1014, + "st_dev": 13.14, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 96, + "median": 61, + "mean": 57.61, + "p25": 45, + "p75": 76, + "st_dev": 24.76, + "num": 288 + }, + "wind": { + "min": 0.13, + "max": 7.7, + "median": 2.1, + "mean": 2.52, + "p25": 1.37, + "p75": 3.6, + "st_dev": 1.58, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 35.27, + "p25": 0, + "p75": 75, + "st_dev": 36.18, + "num": 288 + } + }, + { + "month": 7, + "day": 2, + "temp": { + "record_min": 280.15, + "record_max": 300.62, + "average_min": 284.61, + "average_max": 294.29, + "median": 289.45, + "mean": 289.87, + "p25": 287.11, + "p75": 292.45, + "st_dev": 4.37, + "num": 288 + }, + "pressure": { + "min": 977, + "max": 1027, + "median": 1007, + "mean": 1004.89, + "p25": 999, + "p75": 1014, + "st_dev": 12.84, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 59, + "mean": 58.14, + "p25": 39, + "p75": 79, + "st_dev": 25.83, + "num": 288 + }, + "wind": { + "min": 0.14, + "max": 9.3, + "median": 2.6, + "mean": 3.01, + "p25": 1.44, + "p75": 4.1, + "st_dev": 1.95, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 45.44, + "p25": 0, + "p75": 80, + "st_dev": 39.33, + "num": 288 + } + }, + { + "month": 7, + "day": 3, + "temp": { + "record_min": 280.28, + "record_max": 303.27, + "average_min": 284.32, + "average_max": 293.89, + "median": 287.93, + "mean": 289.09, + "p25": 286.11, + "p75": 291.86, + "st_dev": 4.8, + "num": 288 + }, + "pressure": { + "min": 980, + "max": 1026, + "median": 1007, + "mean": 1004.63, + "p25": 996, + "p75": 1012, + "st_dev": 11.33, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 65, + "mean": 59.48, + "p25": 44, + "p75": 82, + "st_dev": 26.59, + "num": 288 + }, + "wind": { + "min": 0.16, + "max": 7.7, + "median": 2.6, + "mean": 2.67, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.48, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 49.63, + "p25": 0, + "p75": 89, + "st_dev": 40.98, + "num": 288 + } + }, + { + "month": 7, + "day": 4, + "temp": { + "record_min": 281.3, + "record_max": 300.15, + "average_min": 284.6, + "average_max": 293.13, + "median": 288.99, + "mean": 288.95, + "p25": 286, + "p75": 291.79, + "st_dev": 4.12, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1022, + "median": 1007, + "mean": 1003.61, + "p25": 996, + "p75": 1011, + "st_dev": 10.73, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 62, + "mean": 60.94, + "p25": 44.5, + "p75": 83.5, + "st_dev": 25.32, + "num": 288 + }, + "wind": { + "min": 0.21, + "max": 8.2, + "median": 2.1, + "mean": 2.61, + "p25": 1, + "p75": 3.6, + "st_dev": 1.84, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 43.5, + "mean": 49.04, + "p25": 0, + "p75": 97, + "st_dev": 41.47, + "num": 288 + } + }, + { + "month": 7, + "day": 5, + "temp": { + "record_min": 280.57, + "record_max": 300.88, + "average_min": 284.87, + "average_max": 293.69, + "median": 288.98, + "mean": 289.26, + "p25": 286.22, + "p75": 291.7, + "st_dev": 4.12, + "num": 288 + }, + "pressure": { + "min": 961, + "max": 1018, + "median": 1007, + "mean": 1003.46, + "p25": 1000, + "p75": 1009, + "st_dev": 12.18, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 66, + "mean": 64.12, + "p25": 50.5, + "p75": 84.5, + "st_dev": 24.99, + "num": 288 + }, + "wind": { + "min": 0.45, + "max": 7.2, + "median": 2.1, + "mean": 2.5, + "p25": 1.34, + "p75": 3.55, + "st_dev": 1.53, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.38, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 50.5, + "mean": 45.68, + "p25": 0, + "p75": 83, + "st_dev": 39.47, + "num": 288 + } + }, + { + "month": 7, + "day": 6, + "temp": { + "record_min": 281.95, + "record_max": 302.15, + "average_min": 285.26, + "average_max": 293.98, + "median": 289.15, + "mean": 289.26, + "p25": 286.61, + "p75": 291.76, + "st_dev": 3.76, + "num": 288 + }, + "pressure": { + "min": 963, + "max": 1027, + "median": 1006, + "mean": 1001.78, + "p25": 998, + "p75": 1009, + "st_dev": 12.78, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 98, + "median": 67, + "mean": 65.18, + "p25": 50.5, + "p75": 82, + "st_dev": 22.61, + "num": 288 + }, + "wind": { + "min": 0.15, + "max": 7.7, + "median": 2.3, + "mean": 2.57, + "p25": 1.5, + "p75": 3.51, + "st_dev": 1.56, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.42, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.94, + "p25": 0, + "p75": 99, + "st_dev": 40.93, + "num": 288 + } + }, + { + "month": 7, + "day": 7, + "temp": { + "record_min": 282.04, + "record_max": 299.15, + "average_min": 285.24, + "average_max": 294.5, + "median": 289.45, + "mean": 289.69, + "p25": 286.46, + "p75": 292.87, + "st_dev": 4, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1031, + "median": 1008, + "mean": 1005.67, + "p25": 997, + "p75": 1015, + "st_dev": 13.05, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 97, + "median": 61, + "mean": 60.36, + "p25": 45, + "p75": 79, + "st_dev": 22.24, + "num": 288 + }, + "wind": { + "min": 0.34, + "max": 8.7, + "median": 2.16, + "mean": 2.58, + "p25": 1.47, + "p75": 3.6, + "st_dev": 1.58, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 63.5, + "mean": 50.01, + "p25": 0, + "p75": 90, + "st_dev": 40.58, + "num": 288 + } + }, + { + "month": 7, + "day": 8, + "temp": { + "record_min": 280.97, + "record_max": 299.15, + "average_min": 285.02, + "average_max": 294.75, + "median": 289.46, + "mean": 290.13, + "p25": 286.64, + "p75": 293.36, + "st_dev": 4.19, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1030, + "median": 1011, + "mean": 1008.86, + "p25": 997, + "p75": 1018, + "st_dev": 12.7, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 62, + "mean": 63, + "p25": 46, + "p75": 87, + "st_dev": 23.57, + "num": 288 + }, + "wind": { + "min": 0.19, + "max": 8.2, + "median": 2.1, + "mean": 2.6, + "p25": 1.35, + "p75": 3.6, + "st_dev": 1.72, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 59, + "mean": 50.25, + "p25": 10, + "p75": 79.5, + "st_dev": 35.98, + "num": 288 + } + }, + { + "month": 7, + "day": 9, + "temp": { + "record_min": 281.62, + "record_max": 302.49, + "average_min": 285.46, + "average_max": 296.37, + "median": 290.85, + "mean": 290.82, + "p25": 287.24, + "p75": 293.95, + "st_dev": 4.6, + "num": 287 + }, + "pressure": { + "min": 986, + "max": 1035, + "median": 1014, + "mean": 1011.19, + "p25": 1005, + "p75": 1019, + "st_dev": 12.12, + "num": 287 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 55, + "mean": 56.9, + "p25": 45, + "p75": 72, + "st_dev": 22.06, + "num": 287 + }, + "wind": { + "min": 0.08, + "max": 8.2, + "median": 2.1, + "mean": 2.62, + "p25": 1.13, + "p75": 3.52, + "st_dev": 1.89, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.31, + "p25": 0, + "p75": 79, + "st_dev": 38.47, + "num": 287 + } + }, + { + "month": 7, + "day": 10, + "temp": { + "record_min": 281.67, + "record_max": 301.15, + "average_min": 285.37, + "average_max": 295.25, + "median": 289.9, + "mean": 290.65, + "p25": 287.69, + "p75": 293.29, + "st_dev": 4.61, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1028, + "median": 1014, + "mean": 1009.8, + "p25": 1005, + "p75": 1018, + "st_dev": 11.34, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 98, + "median": 56, + "mean": 57.31, + "p25": 43, + "p75": 72, + "st_dev": 21.47, + "num": 288 + }, + "wind": { + "min": 0.12, + "max": 8.2, + "median": 2.34, + "mean": 2.57, + "p25": 1.46, + "p75": 3.45, + "st_dev": 1.54, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 1.01, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 45.29, + "p25": 0, + "p75": 95.5, + "st_dev": 42.78, + "num": 288 + } + }, + { + "month": 7, + "day": 11, + "temp": { + "record_min": 281.39, + "record_max": 303.15, + "average_min": 286.07, + "average_max": 296.11, + "median": 290.24, + "mean": 291.13, + "p25": 287.66, + "p75": 294.46, + "st_dev": 4.45, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1021, + "median": 1012, + "mean": 1007.72, + "p25": 997, + "p75": 1018, + "st_dev": 11.84, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 58, + "mean": 60.24, + "p25": 42, + "p75": 81.5, + "st_dev": 24.95, + "num": 288 + }, + "wind": { + "min": 0.29, + "max": 6.2, + "median": 2.1, + "mean": 2.31, + "p25": 1.17, + "p75": 3.1, + "st_dev": 1.36, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.77, + "p25": 0, + "p75": 0, + "st_dev": 2.82, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 45.13, + "p25": 0, + "p75": 90.5, + "st_dev": 41.03, + "num": 288 + } + }, + { + "month": 7, + "day": 12, + "temp": { + "record_min": 280.9, + "record_max": 302.15, + "average_min": 285.49, + "average_max": 295.71, + "median": 290.16, + "mean": 290.76, + "p25": 287.31, + "p75": 294.15, + "st_dev": 4.25, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1021, + "median": 1011, + "mean": 1008.43, + "p25": 1003, + "p75": 1016, + "st_dev": 9.71, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 65, + "mean": 61.12, + "p25": 44, + "p75": 82, + "st_dev": 26.16, + "num": 288 + }, + "wind": { + "min": 0.26, + "max": 7.2, + "median": 2.01, + "mean": 2.2, + "p25": 1.18, + "p75": 3.1, + "st_dev": 1.3, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.52, + "p25": 0, + "p75": 0, + "st_dev": 2.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 34.5, + "mean": 39.16, + "p25": 0, + "p75": 75, + "st_dev": 36.48, + "num": 288 + } + }, + { + "month": 7, + "day": 13, + "temp": { + "record_min": 281.4, + "record_max": 301.38, + "average_min": 285.52, + "average_max": 296.31, + "median": 290.69, + "mean": 291.22, + "p25": 287.66, + "p75": 293.95, + "st_dev": 4.39, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1020, + "median": 1008, + "mean": 1007.95, + "p25": 1003, + "p75": 1014, + "st_dev": 7.41, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 65, + "mean": 62.42, + "p25": 46.5, + "p75": 82, + "st_dev": 23.95, + "num": 288 + }, + "wind": { + "min": 0.22, + "max": 6.2, + "median": 1.68, + "mean": 2.15, + "p25": 1.11, + "p75": 3.1, + "st_dev": 1.35, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 1.03, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56.5, + "mean": 47.22, + "p25": 0, + "p75": 75, + "st_dev": 37.29, + "num": 288 + } + }, + { + "month": 7, + "day": 14, + "temp": { + "record_min": 282.43, + "record_max": 298.88, + "average_min": 286.55, + "average_max": 294.19, + "median": 290.15, + "mean": 290.23, + "p25": 287.63, + "p75": 292.55, + "st_dev": 3.32, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1018, + "median": 1007, + "mean": 1004.87, + "p25": 994.5, + "p75": 1012, + "st_dev": 9.07, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77, + "mean": 70.8, + "p25": 55.5, + "p75": 88, + "st_dev": 21.13, + "num": 288 + }, + "wind": { + "min": 0.16, + "max": 7.2, + "median": 1.61, + "mean": 2.09, + "p25": 1.06, + "p75": 2.6, + "st_dev": 1.51, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64, + "mean": 54.78, + "p25": 12, + "p75": 94, + "st_dev": 38.21, + "num": 288 + } + }, + { + "month": 7, + "day": 15, + "temp": { + "record_min": 281.7, + "record_max": 303.18, + "average_min": 285.61, + "average_max": 294.66, + "median": 289.47, + "mean": 290.04, + "p25": 287.45, + "p75": 292.15, + "st_dev": 3.79, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1016, + "median": 1009, + "mean": 1004.75, + "p25": 998, + "p75": 1011, + "st_dev": 8.5, + "num": 288 + }, + "humidity": { + "min": 23, + "max": 99, + "median": 72, + "mean": 69.74, + "p25": 52, + "p75": 87, + "st_dev": 19.85, + "num": 288 + }, + "wind": { + "min": 0.08, + "max": 9.3, + "median": 1.88, + "mean": 2.28, + "p25": 1.11, + "p75": 3.07, + "st_dev": 1.65, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 34, + "mean": 42.76, + "p25": 6, + "p75": 75, + "st_dev": 37.34, + "num": 288 + } + }, + { + "month": 7, + "day": 16, + "temp": { + "record_min": 282.81, + "record_max": 300.83, + "average_min": 285.47, + "average_max": 294.7, + "median": 289.95, + "mean": 290.1, + "p25": 286.99, + "p75": 292.78, + "st_dev": 3.91, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1021, + "median": 1011, + "mean": 1006.55, + "p25": 997, + "p75": 1013, + "st_dev": 9.18, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 67.77, + "p25": 50, + "p75": 88, + "st_dev": 23.61, + "num": 288 + }, + "wind": { + "min": 0.19, + "max": 8.2, + "median": 2.1, + "mean": 2.52, + "p25": 1.31, + "p75": 3.56, + "st_dev": 1.69, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.84, + "p25": 0, + "p75": 76.5, + "st_dev": 38.53, + "num": 288 + } + }, + { + "month": 7, + "day": 17, + "temp": { + "record_min": 280.1, + "record_max": 302.15, + "average_min": 285.52, + "average_max": 295.02, + "median": 290.29, + "mean": 290.66, + "p25": 288.15, + "p75": 292.61, + "st_dev": 4.2, + "num": 287 + }, + "pressure": { + "min": 987, + "max": 1019, + "median": 1012, + "mean": 1007.23, + "p25": 1000, + "p75": 1015, + "st_dev": 10.38, + "num": 287 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 63, + "mean": 62.96, + "p25": 47, + "p75": 81, + "st_dev": 20.79, + "num": 287 + }, + "wind": { + "min": 0.45, + "max": 8.2, + "median": 2.17, + "mean": 2.59, + "p25": 1.37, + "p75": 3.6, + "st_dev": 1.55, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 33, + "mean": 44.1, + "p25": 0, + "p75": 92, + "st_dev": 42.93, + "num": 287 + } + }, + { + "month": 7, + "day": 18, + "temp": { + "record_min": 283.86, + "record_max": 298.77, + "average_min": 286.36, + "average_max": 294.96, + "median": 290.18, + "mean": 290.66, + "p25": 287.66, + "p75": 293.9, + "st_dev": 3.76, + "num": 285 + }, + "pressure": { + "min": 988, + "max": 1020, + "median": 1012, + "mean": 1008.25, + "p25": 1002, + "p75": 1015, + "st_dev": 9.37, + "num": 285 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 67, + "mean": 63.42, + "p25": 49, + "p75": 82, + "st_dev": 23.03, + "num": 285 + }, + "wind": { + "min": 0.26, + "max": 9.3, + "median": 2.06, + "mean": 2.43, + "p25": 1.34, + "p75": 2.96, + "st_dev": 1.63, + "num": 285 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 285 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.25, + "p25": 12, + "p75": 92, + "st_dev": 39, + "num": 285 + } + }, + { + "month": 7, + "day": 19, + "temp": { + "record_min": 283.75, + "record_max": 299.79, + "average_min": 285.8, + "average_max": 295.37, + "median": 290.15, + "mean": 290.81, + "p25": 287.21, + "p75": 294.15, + "st_dev": 4.28, + "num": 286 + }, + "pressure": { + "min": 988, + "max": 1021, + "median": 1013.5, + "mean": 1008.66, + "p25": 1001, + "p75": 1016, + "st_dev": 9.84, + "num": 286 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 65, + "mean": 63.09, + "p25": 44, + "p75": 82, + "st_dev": 24.17, + "num": 286 + }, + "wind": { + "min": 0.32, + "max": 6.2, + "median": 2.03, + "mean": 2.16, + "p25": 1.15, + "p75": 2.92, + "st_dev": 1.29, + "num": 286 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 286 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56.5, + "mean": 47.92, + "p25": 12, + "p75": 75, + "st_dev": 36.87, + "num": 286 + } + }, + { + "month": 7, + "day": 20, + "temp": { + "record_min": 282.15, + "record_max": 302.42, + "average_min": 285.86, + "average_max": 297.53, + "median": 291.25, + "mean": 291.45, + "p25": 287.85, + "p75": 295.02, + "st_dev": 4.62, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1022, + "median": 1012, + "mean": 1008.42, + "p25": 1002, + "p75": 1015, + "st_dev": 9.08, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 60, + "mean": 60.19, + "p25": 45, + "p75": 82, + "st_dev": 24.39, + "num": 288 + }, + "wind": { + "min": 0.05, + "max": 6.2, + "median": 1.54, + "mean": 2.04, + "p25": 1, + "p75": 2.6, + "st_dev": 1.39, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 55, + "mean": 48.64, + "p25": 0, + "p75": 87.5, + "st_dev": 38.91, + "num": 288 + } + }, + { + "month": 7, + "day": 21, + "temp": { + "record_min": 282.75, + "record_max": 303.39, + "average_min": 286.56, + "average_max": 296.6, + "median": 290.67, + "mean": 291.58, + "p25": 288.15, + "p75": 295.24, + "st_dev": 4.85, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1022, + "median": 1010, + "mean": 1009.94, + "p25": 1003.5, + "p75": 1017, + "st_dev": 7.7, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 65.5, + "mean": 62.05, + "p25": 45.5, + "p75": 87, + "st_dev": 26.93, + "num": 288 + }, + "wind": { + "min": 0.12, + "max": 6.7, + "median": 1.79, + "mean": 2.19, + "p25": 1.02, + "p75": 3.06, + "st_dev": 1.46, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 43.5, + "mean": 46.09, + "p25": 0, + "p75": 75, + "st_dev": 38.4, + "num": 288 + } + }, + { + "month": 7, + "day": 22, + "temp": { + "record_min": 280.59, + "record_max": 305.13, + "average_min": 286.44, + "average_max": 296.47, + "median": 290.8, + "mean": 291.53, + "p25": 288.39, + "p75": 294.52, + "st_dev": 4.67, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1025, + "median": 1013, + "mean": 1011.76, + "p25": 1005.5, + "p75": 1019, + "st_dev": 8.26, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 63, + "mean": 61.44, + "p25": 45, + "p75": 87, + "st_dev": 27.41, + "num": 288 + }, + "wind": { + "min": 0.1, + "max": 7.2, + "median": 1.5, + "mean": 2.16, + "p25": 0.92, + "p75": 3.1, + "st_dev": 1.68, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 24, + "mean": 40.62, + "p25": 0, + "p75": 79.5, + "st_dev": 40.96, + "num": 288 + } + }, + { + "month": 7, + "day": 23, + "temp": { + "record_min": 280.41, + "record_max": 305.01, + "average_min": 285.9, + "average_max": 297.4, + "median": 292.09, + "mean": 291.97, + "p25": 288.78, + "p75": 295.2, + "st_dev": 4.96, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1027, + "median": 1014, + "mean": 1012.18, + "p25": 1007.5, + "p75": 1018.5, + "st_dev": 8.95, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 62.5, + "mean": 59.4, + "p25": 43, + "p75": 77, + "st_dev": 24.77, + "num": 288 + }, + "wind": { + "min": 0.07, + "max": 7.2, + "median": 1.5, + "mean": 1.8, + "p25": 0.92, + "p75": 2.11, + "st_dev": 1.35, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 19, + "mean": 35.24, + "p25": 0, + "p75": 75, + "st_dev": 36.53, + "num": 288 + } + }, + { + "month": 7, + "day": 24, + "temp": { + "record_min": 281.04, + "record_max": 303.39, + "average_min": 286.5, + "average_max": 296.58, + "median": 290.96, + "mean": 291.56, + "p25": 288.63, + "p75": 294.3, + "st_dev": 4.65, + "num": 288 + }, + "pressure": { + "min": 980, + "max": 1024, + "median": 1014, + "mean": 1011.52, + "p25": 1009, + "p75": 1018, + "st_dev": 9.72, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 64, + "mean": 60.3, + "p25": 45, + "p75": 82, + "st_dev": 26.43, + "num": 288 + }, + "wind": { + "min": 0.09, + "max": 7.2, + "median": 2.1, + "mean": 2.49, + "p25": 1.17, + "p75": 3.6, + "st_dev": 1.64, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 27, + "mean": 40.44, + "p25": 0, + "p75": 87.5, + "st_dev": 40.07, + "num": 288 + } + }, + { + "month": 7, + "day": 25, + "temp": { + "record_min": 279.77, + "record_max": 304.98, + "average_min": 286.9, + "average_max": 297.6, + "median": 291.29, + "mean": 292.09, + "p25": 288.52, + "p75": 295.22, + "st_dev": 4.97, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1023, + "median": 1014, + "mean": 1009.39, + "p25": 1005, + "p75": 1017, + "st_dev": 10.49, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 64, + "mean": 61.38, + "p25": 47, + "p75": 82, + "st_dev": 25.38, + "num": 288 + }, + "wind": { + "min": 0.07, + "max": 7.7, + "median": 1.79, + "mean": 2.24, + "p25": 1.16, + "p75": 3.1, + "st_dev": 1.47, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 38.93, + "p25": 0, + "p75": 75, + "st_dev": 39.77, + "num": 288 + } + }, + { + "month": 7, + "day": 26, + "temp": { + "record_min": 282.97, + "record_max": 306.21, + "average_min": 287.51, + "average_max": 296.7, + "median": 290.45, + "mean": 291.94, + "p25": 288.54, + "p75": 294.86, + "st_dev": 5.18, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1022, + "median": 1008.5, + "mean": 1006.48, + "p25": 997, + "p75": 1016, + "st_dev": 11.21, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 98, + "median": 72, + "mean": 66.97, + "p25": 51, + "p75": 88, + "st_dev": 25.7, + "num": 288 + }, + "wind": { + "min": 0.39, + "max": 8.2, + "median": 1.78, + "mean": 2.32, + "p25": 1.19, + "p75": 2.9, + "st_dev": 1.62, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.43, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.13, + "p25": 0, + "p75": 91, + "st_dev": 41.1, + "num": 288 + } + }, + { + "month": 7, + "day": 27, + "temp": { + "record_min": 282.44, + "record_max": 306.15, + "average_min": 286.91, + "average_max": 296.27, + "median": 291.32, + "mean": 291.7, + "p25": 288.27, + "p75": 293.53, + "st_dev": 4.6, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1023, + "median": 1008, + "mean": 1006.65, + "p25": 1000, + "p75": 1014, + "st_dev": 10.48, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 67.5, + "mean": 66.29, + "p25": 48.5, + "p75": 87, + "st_dev": 21.21, + "num": 288 + }, + "wind": { + "min": 0.34, + "max": 8.7, + "median": 1.69, + "mean": 2.13, + "p25": 1.14, + "p75": 2.64, + "st_dev": 1.39, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 51, + "mean": 49.63, + "p25": 0, + "p75": 90, + "st_dev": 39.51, + "num": 288 + } + }, + { + "month": 7, + "day": 28, + "temp": { + "record_min": 284.24, + "record_max": 302.96, + "average_min": 287.42, + "average_max": 295.88, + "median": 291.06, + "mean": 291.52, + "p25": 288.06, + "p75": 294.44, + "st_dev": 4.52, + "num": 288 + }, + "pressure": { + "min": 977, + "max": 1022, + "median": 1008, + "mean": 1005.63, + "p25": 1002, + "p75": 1013.5, + "st_dev": 11.47, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 69, + "mean": 68.26, + "p25": 51, + "p75": 87, + "st_dev": 20.39, + "num": 288 + }, + "wind": { + "min": 0.19, + "max": 8.7, + "median": 2.04, + "mean": 2.66, + "p25": 1.19, + "p75": 4.1, + "st_dev": 1.93, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 49, + "mean": 52.07, + "p25": 20, + "p75": 88, + "st_dev": 35.72, + "num": 288 + } + }, + { + "month": 7, + "day": 29, + "temp": { + "record_min": 282.35, + "record_max": 301.12, + "average_min": 285.96, + "average_max": 294.99, + "median": 290.15, + "mean": 290.76, + "p25": 287.28, + "p75": 294.15, + "st_dev": 4.27, + "num": 288 + }, + "pressure": { + "min": 972, + "max": 1022, + "median": 1008, + "mean": 1004.38, + "p25": 1001, + "p75": 1013, + "st_dev": 13.74, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 73.5, + "mean": 69.79, + "p25": 53.5, + "p75": 87, + "st_dev": 21.78, + "num": 288 + }, + "wind": { + "min": 0.12, + "max": 7.7, + "median": 1.96, + "mean": 2.36, + "p25": 1.06, + "p75": 3.6, + "st_dev": 1.7, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 55, + "mean": 50.38, + "p25": 8, + "p75": 90, + "st_dev": 38.14, + "num": 288 + } + }, + { + "month": 7, + "day": 30, + "temp": { + "record_min": 283.35, + "record_max": 299.35, + "average_min": 285.66, + "average_max": 296.36, + "median": 290.33, + "mean": 290.89, + "p25": 287.49, + "p75": 294.15, + "st_dev": 4.06, + "num": 288 + }, + "pressure": { + "min": 970, + "max": 1021, + "median": 1005, + "mean": 1005.99, + "p25": 1001, + "p75": 1015, + "st_dev": 10.66, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 68, + "mean": 65.48, + "p25": 49, + "p75": 87, + "st_dev": 24.79, + "num": 288 + }, + "wind": { + "min": 0.09, + "max": 9.3, + "median": 2.1, + "mean": 2.52, + "p25": 1.34, + "p75": 3.6, + "st_dev": 1.67, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.04, + "p25": 1.5, + "p75": 75, + "st_dev": 36.32, + "num": 288 + } + }, + { + "month": 7, + "day": 31, + "temp": { + "record_min": 283.25, + "record_max": 303.15, + "average_min": 286.45, + "average_max": 294.92, + "median": 290.13, + "mean": 290.5, + "p25": 287.7, + "p75": 292.19, + "st_dev": 3.81, + "num": 277 + }, + "pressure": { + "min": 972, + "max": 1021, + "median": 1008, + "mean": 1006.37, + "p25": 1003, + "p75": 1013, + "st_dev": 11.01, + "num": 277 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 62, + "mean": 59.1, + "p25": 44, + "p75": 80, + "st_dev": 24.69, + "num": 277 + }, + "wind": { + "min": 0.35, + "max": 9.3, + "median": 1.85, + "mean": 2.55, + "p25": 1.3, + "p75": 3.55, + "st_dev": 1.87, + "num": 277 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 277 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 65, + "mean": 50.72, + "p25": 0, + "p75": 88, + "st_dev": 39.18, + "num": 277 + } + }, + { + "month": 8, + "day": 1, + "temp": { + "record_min": 280.19, + "record_max": 298.6, + "average_min": 285.37, + "average_max": 295.04, + "median": 290.15, + "mean": 290.22, + "p25": 287.51, + "p75": 292.95, + "st_dev": 3.78, + "num": 284 + }, + "pressure": { + "min": 972, + "max": 1021, + "median": 1010, + "mean": 1008.74, + "p25": 1005, + "p75": 1014, + "st_dev": 8.52, + "num": 284 + }, + "humidity": { + "min": 1, + "max": 97, + "median": 68.5, + "mean": 62.48, + "p25": 48, + "p75": 82, + "st_dev": 25.07, + "num": 284 + }, + "wind": { + "min": 0.17, + "max": 8.2, + "median": 2.11, + "mean": 2.68, + "p25": 1.19, + "p75": 3.6, + "st_dev": 1.83, + "num": 284 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 284 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 36.27, + "p25": 0, + "p75": 75, + "st_dev": 38.08, + "num": 284 + } + }, + { + "month": 8, + "day": 2, + "temp": { + "record_min": 282.89, + "record_max": 299.35, + "average_min": 285.19, + "average_max": 295.02, + "median": 289.75, + "mean": 290.17, + "p25": 287.1, + "p75": 293.06, + "st_dev": 4.04, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1021, + "median": 1010, + "mean": 1007.78, + "p25": 1005, + "p75": 1014, + "st_dev": 9.89, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 68, + "mean": 62.32, + "p25": 45.5, + "p75": 87, + "st_dev": 27.38, + "num": 288 + }, + "wind": { + "min": 0.22, + "max": 9.3, + "median": 1.73, + "mean": 2.36, + "p25": 1.21, + "p75": 3.11, + "st_dev": 1.61, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.37, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 39.5, + "mean": 40.23, + "p25": 0, + "p75": 75, + "st_dev": 37.21, + "num": 288 + } + }, + { + "month": 8, + "day": 3, + "temp": { + "record_min": 280.05, + "record_max": 297.64, + "average_min": 285.43, + "average_max": 294.46, + "median": 290.51, + "mean": 290.12, + "p25": 287.2, + "p75": 293.15, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1021, + "median": 1009, + "mean": 1007.95, + "p25": 1005, + "p75": 1014, + "st_dev": 8.96, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 97, + "median": 69.5, + "mean": 62.87, + "p25": 52, + "p75": 84, + "st_dev": 27.65, + "num": 288 + }, + "wind": { + "min": 0.38, + "max": 8.2, + "median": 2.1, + "mean": 2.47, + "p25": 1.21, + "p75": 3.1, + "st_dev": 1.68, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 53, + "mean": 49.17, + "p25": 4.5, + "p75": 84.5, + "st_dev": 38.13, + "num": 288 + } + }, + { + "month": 8, + "day": 4, + "temp": { + "record_min": 282.06, + "record_max": 300.15, + "average_min": 286.46, + "average_max": 294.01, + "median": 290.15, + "mean": 290.13, + "p25": 288.16, + "p75": 292.15, + "st_dev": 3.18, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1020, + "median": 1009, + "mean": 1006.26, + "p25": 999.5, + "p75": 1012, + "st_dev": 8.22, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 69.17, + "p25": 59.5, + "p75": 90.5, + "st_dev": 29.94, + "num": 288 + }, + "wind": { + "min": 0.15, + "max": 7.7, + "median": 1.87, + "mean": 2.22, + "p25": 1.2, + "p75": 3.05, + "st_dev": 1.5, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.36, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.61, + "p25": 36, + "p75": 92, + "st_dev": 32.51, + "num": 288 + } + }, + { + "month": 8, + "day": 5, + "temp": { + "record_min": 283.69, + "record_max": 299.22, + "average_min": 286.03, + "average_max": 294.38, + "median": 289.15, + "mean": 289.86, + "p25": 287.29, + "p75": 291.88, + "st_dev": 3.26, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1018, + "median": 1010, + "mean": 1007.77, + "p25": 1006, + "p75": 1013, + "st_dev": 7.91, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 70.33, + "p25": 53, + "p75": 93, + "st_dev": 28.13, + "num": 288 + }, + "wind": { + "min": 0.39, + "max": 8.7, + "median": 1.5, + "mean": 2.19, + "p25": 1.12, + "p75": 2.6, + "st_dev": 1.67, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.95, + "p25": 40, + "p75": 92, + "st_dev": 34.14, + "num": 288 + } + }, + { + "month": 8, + "day": 6, + "temp": { + "record_min": 283.29, + "record_max": 296.98, + "average_min": 285.7, + "average_max": 293.91, + "median": 289.15, + "mean": 289.67, + "p25": 287.55, + "p75": 291.9, + "st_dev": 3.1, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1021, + "median": 1012, + "mean": 1009.36, + "p25": 1007, + "p75": 1013.5, + "st_dev": 7.49, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 76, + "mean": 69.37, + "p25": 52, + "p75": 89, + "st_dev": 23.32, + "num": 288 + }, + "wind": { + "min": 0.4, + "max": 5.7, + "median": 1.84, + "mean": 2.08, + "p25": 1.09, + "p75": 2.89, + "st_dev": 1.23, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.68, + "p25": 55.5, + "p75": 92, + "st_dev": 32.56, + "num": 288 + } + }, + { + "month": 8, + "day": 7, + "temp": { + "record_min": 282.61, + "record_max": 299.03, + "average_min": 285.66, + "average_max": 294.07, + "median": 289.15, + "mean": 289.74, + "p25": 287.22, + "p75": 291.96, + "st_dev": 3.27, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1023, + "median": 1012, + "mean": 1008.19, + "p25": 1001, + "p75": 1014, + "st_dev": 8.89, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 71.81, + "p25": 59.5, + "p75": 92, + "st_dev": 25.75, + "num": 288 + }, + "wind": { + "min": 0.45, + "max": 9.3, + "median": 2.55, + "mean": 2.65, + "p25": 1.37, + "p75": 3.6, + "st_dev": 1.64, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 80, + "mean": 65.94, + "p25": 27, + "p75": 100, + "st_dev": 38.15, + "num": 288 + } + }, + { + "month": 8, + "day": 8, + "temp": { + "record_min": 284.37, + "record_max": 300.4, + "average_min": 286.28, + "average_max": 295.8, + "median": 290.13, + "mean": 290.69, + "p25": 287.84, + "p75": 293.15, + "st_dev": 3.46, + "num": 288 + }, + "pressure": { + "min": 978, + "max": 1026, + "median": 1008, + "mean": 1006.08, + "p25": 1000, + "p75": 1014, + "st_dev": 11.35, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 77, + "mean": 68.5, + "p25": 56, + "p75": 89, + "st_dev": 27.43, + "num": 288 + }, + "wind": { + "min": 0.27, + "max": 5.7, + "median": 1.73, + "mean": 2.07, + "p25": 1.21, + "p75": 2.6, + "st_dev": 1.19, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.72, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 51.01, + "p25": 20, + "p75": 81, + "st_dev": 35.86, + "num": 288 + } + }, + { + "month": 8, + "day": 9, + "temp": { + "record_min": 281.65, + "record_max": 297.24, + "average_min": 285.55, + "average_max": 293.04, + "median": 288.34, + "mean": 289.2, + "p25": 286.8, + "p75": 291.69, + "st_dev": 3.32, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1026, + "median": 1009, + "mean": 1007.91, + "p25": 1001, + "p75": 1014.5, + "st_dev": 11.1, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 69.57, + "p25": 56, + "p75": 93, + "st_dev": 28.61, + "num": 288 + }, + "wind": { + "min": 0.09, + "max": 7.7, + "median": 2.18, + "mean": 2.61, + "p25": 1.33, + "p75": 3.6, + "st_dev": 1.66, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.37, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.86, + "p25": 20, + "p75": 92, + "st_dev": 37.73, + "num": 288 + } + }, + { + "month": 8, + "day": 10, + "temp": { + "record_min": 280.65, + "record_max": 298.61, + "average_min": 285.92, + "average_max": 293.64, + "median": 289.32, + "mean": 289.46, + "p25": 287.59, + "p75": 291.56, + "st_dev": 3.27, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1025, + "median": 1010.5, + "mean": 1009.32, + "p25": 1003.5, + "p75": 1014, + "st_dev": 8.15, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 71, + "mean": 65.03, + "p25": 52, + "p75": 87, + "st_dev": 26.94, + "num": 288 + }, + "wind": { + "min": 0.37, + "max": 15.9, + "median": 2.42, + "mean": 2.88, + "p25": 1.21, + "p75": 4.1, + "st_dev": 2.17, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57, + "mean": 51.05, + "p25": 18, + "p75": 77, + "st_dev": 34.69, + "num": 288 + } + }, + { + "month": 8, + "day": 11, + "temp": { + "record_min": 279.73, + "record_max": 300.1, + "average_min": 285.08, + "average_max": 294.44, + "median": 289.1, + "mean": 289.54, + "p25": 286.7, + "p75": 291.8, + "st_dev": 3.87, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1026, + "median": 1011, + "mean": 1009.59, + "p25": 1005, + "p75": 1015, + "st_dev": 7.67, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 64.84, + "p25": 50, + "p75": 87, + "st_dev": 26.28, + "num": 288 + }, + "wind": { + "min": 0.09, + "max": 8.7, + "median": 2.33, + "mean": 2.74, + "p25": 1.19, + "p75": 3.6, + "st_dev": 2.04, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.09, + "p25": 4, + "p75": 75, + "st_dev": 34.43, + "num": 288 + } + }, + { + "month": 8, + "day": 12, + "temp": { + "record_min": 279.15, + "record_max": 300.81, + "average_min": 284.86, + "average_max": 294.09, + "median": 288.72, + "mean": 289.35, + "p25": 286.94, + "p75": 291.73, + "st_dev": 4.27, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1023, + "median": 1009, + "mean": 1008.95, + "p25": 1003, + "p75": 1015, + "st_dev": 7.86, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 78.5, + "mean": 69.72, + "p25": 48.5, + "p75": 92.5, + "st_dev": 26.37, + "num": 288 + }, + "wind": { + "min": 0.09, + "max": 8.7, + "median": 2.21, + "mean": 2.65, + "p25": 1.02, + "p75": 3.83, + "st_dev": 1.75, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 52.91, + "p25": 12.5, + "p75": 80, + "st_dev": 35.83, + "num": 288 + } + }, + { + "month": 8, + "day": 13, + "temp": { + "record_min": 279.15, + "record_max": 301.87, + "average_min": 284.8, + "average_max": 294.14, + "median": 289.15, + "mean": 289.35, + "p25": 286.64, + "p75": 291.9, + "st_dev": 3.98, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1025, + "median": 1007, + "mean": 1007.38, + "p25": 1001, + "p75": 1015, + "st_dev": 9.5, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 66.76, + "p25": 48.5, + "p75": 87, + "st_dev": 25.18, + "num": 288 + }, + "wind": { + "min": 0.3, + "max": 6.7, + "median": 2.1, + "mean": 2.37, + "p25": 1, + "p75": 3.5, + "st_dev": 1.51, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 0.74, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.31, + "p25": 7.5, + "p75": 92, + "st_dev": 40.15, + "num": 288 + } + }, + { + "month": 8, + "day": 14, + "temp": { + "record_min": 281.15, + "record_max": 301.32, + "average_min": 284.34, + "average_max": 294.24, + "median": 288.85, + "mean": 289.23, + "p25": 286.2, + "p75": 291.27, + "st_dev": 4.36, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1022, + "median": 1010.5, + "mean": 1008.08, + "p25": 1005, + "p75": 1015, + "st_dev": 10.7, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 71, + "mean": 67.01, + "p25": 49.5, + "p75": 87, + "st_dev": 24.46, + "num": 288 + }, + "wind": { + "min": 0.07, + "max": 6.2, + "median": 1.62, + "mean": 2.04, + "p25": 1, + "p75": 2.7, + "st_dev": 1.3, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 58.5, + "mean": 50.71, + "p25": 0, + "p75": 88, + "st_dev": 39.27, + "num": 288 + } + }, + { + "month": 8, + "day": 15, + "temp": { + "record_min": 280.7, + "record_max": 301.01, + "average_min": 285.17, + "average_max": 294.82, + "median": 290, + "mean": 289.83, + "p25": 287.15, + "p75": 292, + "st_dev": 4.04, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1022, + "median": 1010, + "mean": 1008.63, + "p25": 1008, + "p75": 1015, + "st_dev": 10.04, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 73.5, + "mean": 67.41, + "p25": 50, + "p75": 90, + "st_dev": 26.67, + "num": 288 + }, + "wind": { + "min": 0.24, + "max": 8.7, + "median": 1.61, + "mean": 2.35, + "p25": 1.11, + "p75": 3.6, + "st_dev": 1.69, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.34, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 70, + "mean": 53.98, + "p25": 0, + "p75": 97.5, + "st_dev": 40.35, + "num": 288 + } + }, + { + "month": 8, + "day": 16, + "temp": { + "record_min": 283.15, + "record_max": 298.99, + "average_min": 286.45, + "average_max": 294.7, + "median": 289.9, + "mean": 290.13, + "p25": 287.83, + "p75": 292.15, + "st_dev": 3.33, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1023, + "median": 1010, + "mean": 1009.62, + "p25": 1006, + "p75": 1015.5, + "st_dev": 7.49, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 98, + "median": 76.5, + "mean": 63.7, + "p25": 49, + "p75": 87.5, + "st_dev": 31.29, + "num": 288 + }, + "wind": { + "min": 0.08, + "max": 10.3, + "median": 2.17, + "mean": 2.77, + "p25": 1.5, + "p75": 3.54, + "st_dev": 1.97, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.75, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 66, + "mean": 49.85, + "p25": 1, + "p75": 88, + "st_dev": 39.08, + "num": 288 + } + }, + { + "month": 8, + "day": 17, + "temp": { + "record_min": 282.48, + "record_max": 300.29, + "average_min": 285.75, + "average_max": 294.23, + "median": 289.15, + "mean": 290.05, + "p25": 287.15, + "p75": 292.15, + "st_dev": 3.78, + "num": 287 + }, + "pressure": { + "min": 979, + "max": 1027, + "median": 1009, + "mean": 1008.92, + "p25": 1003, + "p75": 1015, + "st_dev": 10.21, + "num": 287 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 71, + "mean": 62.39, + "p25": 42, + "p75": 87, + "st_dev": 31.42, + "num": 287 + }, + "wind": { + "min": 0.34, + "max": 9.3, + "median": 3.16, + "mean": 3.48, + "p25": 2.04, + "p75": 4.6, + "st_dev": 1.87, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 52, + "mean": 46.94, + "p25": 4, + "p75": 75, + "st_dev": 36.71, + "num": 287 + } + }, + { + "month": 8, + "day": 18, + "temp": { + "record_min": 281.92, + "record_max": 301.28, + "average_min": 285.47, + "average_max": 294.09, + "median": 289.15, + "mean": 289.62, + "p25": 287.11, + "p75": 291.15, + "st_dev": 3.66, + "num": 288 + }, + "pressure": { + "min": 972, + "max": 1028, + "median": 1007, + "mean": 1006.75, + "p25": 1000, + "p75": 1014, + "st_dev": 12.44, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 71, + "mean": 61.88, + "p25": 45.5, + "p75": 87, + "st_dev": 29.52, + "num": 288 + }, + "wind": { + "min": 0.07, + "max": 10.8, + "median": 2.31, + "mean": 2.82, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.98, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74.5, + "mean": 56.24, + "p25": 20, + "p75": 92, + "st_dev": 36.94, + "num": 288 + } + }, + { + "month": 8, + "day": 19, + "temp": { + "record_min": 281.29, + "record_max": 298.62, + "average_min": 285.22, + "average_max": 293.9, + "median": 289.15, + "mean": 289.37, + "p25": 287.09, + "p75": 291.45, + "st_dev": 3.57, + "num": 288 + }, + "pressure": { + "min": 974, + "max": 1028, + "median": 1007, + "mean": 1005.11, + "p25": 998.5, + "p75": 1012, + "st_dev": 13.2, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 73.5, + "mean": 65.8, + "p25": 49, + "p75": 87, + "st_dev": 26.33, + "num": 288 + }, + "wind": { + "min": 0.32, + "max": 9.3, + "median": 1.86, + "mean": 2.53, + "p25": 1.21, + "p75": 3.6, + "st_dev": 1.86, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.69, + "p25": 19, + "p75": 93, + "st_dev": 38.18, + "num": 288 + } + }, + { + "month": 8, + "day": 20, + "temp": { + "record_min": 281.96, + "record_max": 297.87, + "average_min": 284.91, + "average_max": 294.11, + "median": 289.14, + "mean": 289.17, + "p25": 286.24, + "p75": 291.56, + "st_dev": 3.66, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1028, + "median": 1009, + "mean": 1007.76, + "p25": 1006, + "p75": 1012, + "st_dev": 10.29, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 76, + "mean": 67.19, + "p25": 50, + "p75": 90, + "st_dev": 26.36, + "num": 288 + }, + "wind": { + "min": 0.05, + "max": 8.7, + "median": 1.77, + "mean": 2.36, + "p25": 1, + "p75": 3.21, + "st_dev": 1.67, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 43.5, + "mean": 49.43, + "p25": 8, + "p75": 91.5, + "st_dev": 39.17, + "num": 288 + } + }, + { + "month": 8, + "day": 21, + "temp": { + "record_min": 281.15, + "record_max": 298.4, + "average_min": 283.78, + "average_max": 294.04, + "median": 289.17, + "mean": 288.88, + "p25": 286.14, + "p75": 291.76, + "st_dev": 3.77, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1028, + "median": 1014, + "mean": 1010.76, + "p25": 1003, + "p75": 1018, + "st_dev": 10.83, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 63.48, + "p25": 45, + "p75": 90, + "st_dev": 29.88, + "num": 288 + }, + "wind": { + "min": 0.23, + "max": 7.2, + "median": 1.92, + "mean": 2.08, + "p25": 1.05, + "p75": 2.6, + "st_dev": 1.27, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 29.5, + "mean": 38.61, + "p25": 0, + "p75": 75, + "st_dev": 38.94, + "num": 288 + } + }, + { + "month": 8, + "day": 22, + "temp": { + "record_min": 280.35, + "record_max": 298.3, + "average_min": 283.03, + "average_max": 292.94, + "median": 288.11, + "mean": 288.12, + "p25": 284.86, + "p75": 291.15, + "st_dev": 3.9, + "num": 288 + }, + "pressure": { + "min": 977, + "max": 1027, + "median": 1015.5, + "mean": 1010.96, + "p25": 1004, + "p75": 1019, + "st_dev": 12.62, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77, + "mean": 67.33, + "p25": 48, + "p75": 88, + "st_dev": 27.68, + "num": 288 + }, + "wind": { + "min": 0.11, + "max": 9.8, + "median": 1.68, + "mean": 2.54, + "p25": 1.03, + "p75": 3.6, + "st_dev": 2, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 44.34, + "p25": 4, + "p75": 75, + "st_dev": 35.86, + "num": 288 + } + }, + { + "month": 8, + "day": 23, + "temp": { + "record_min": 279.15, + "record_max": 298.99, + "average_min": 283.39, + "average_max": 294.63, + "median": 288.22, + "mean": 288.78, + "p25": 286.05, + "p75": 291.53, + "st_dev": 4.17, + "num": 288 + }, + "pressure": { + "min": 976, + "max": 1028, + "median": 1015.5, + "mean": 1010.51, + "p25": 1002, + "p75": 1021.5, + "st_dev": 14.15, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 65.16, + "p25": 48, + "p75": 89.5, + "st_dev": 28.47, + "num": 288 + }, + "wind": { + "min": 0.14, + "max": 8.88, + "median": 1.5, + "mean": 2.06, + "p25": 1, + "p75": 2.62, + "st_dev": 1.5, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 37.67, + "p25": 0, + "p75": 75, + "st_dev": 39.3, + "num": 288 + } + }, + { + "month": 8, + "day": 24, + "temp": { + "record_min": 279.87, + "record_max": 300.82, + "average_min": 283.62, + "average_max": 293.25, + "median": 288.15, + "mean": 288.29, + "p25": 285.81, + "p75": 290.34, + "st_dev": 3.71, + "num": 288 + }, + "pressure": { + "min": 980, + "max": 1028, + "median": 1012, + "mean": 1011.24, + "p25": 1002, + "p75": 1023, + "st_dev": 12.58, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 64.69, + "p25": 48, + "p75": 87, + "st_dev": 28.47, + "num": 288 + }, + "wind": { + "min": 0.22, + "max": 8.7, + "median": 1.74, + "mean": 2.27, + "p25": 1.04, + "p75": 3.1, + "st_dev": 1.75, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.35, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 50, + "mean": 47.2, + "p25": 0, + "p75": 89.5, + "st_dev": 40.36, + "num": 288 + } + }, + { + "month": 8, + "day": 25, + "temp": { + "record_min": 279.54, + "record_max": 299.65, + "average_min": 284.95, + "average_max": 293.28, + "median": 288.7, + "mean": 288.88, + "p25": 286.52, + "p75": 290.83, + "st_dev": 3.78, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1027, + "median": 1009, + "mean": 1008.61, + "p25": 1002, + "p75": 1020, + "st_dev": 12.08, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 75.5, + "mean": 70.1, + "p25": 51, + "p75": 93, + "st_dev": 24.15, + "num": 288 + }, + "wind": { + "min": 0.13, + "max": 7.33, + "median": 2.1, + "mean": 2.52, + "p25": 1.24, + "p75": 3.28, + "st_dev": 1.67, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.49, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 58.5, + "mean": 50.2, + "p25": 8, + "p75": 77, + "st_dev": 37.06, + "num": 288 + } + }, + { + "month": 8, + "day": 26, + "temp": { + "record_min": 280.64, + "record_max": 300.67, + "average_min": 284.41, + "average_max": 293.29, + "median": 288.16, + "mean": 288.53, + "p25": 286.15, + "p75": 290.67, + "st_dev": 3.64, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1025, + "median": 1009, + "mean": 1008.79, + "p25": 1006, + "p75": 1015.5, + "st_dev": 11.06, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 73.5, + "mean": 66.58, + "p25": 49.5, + "p75": 92, + "st_dev": 28.77, + "num": 288 + }, + "wind": { + "min": 0.38, + "max": 8.7, + "median": 2.38, + "mean": 3, + "p25": 1.27, + "p75": 4.6, + "st_dev": 2.13, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 73.5, + "mean": 54.94, + "p25": 5.5, + "p75": 94.5, + "st_dev": 39.18, + "num": 288 + } + }, + { + "month": 8, + "day": 27, + "temp": { + "record_min": 280.91, + "record_max": 299.98, + "average_min": 284.15, + "average_max": 293.03, + "median": 288.3, + "mean": 288.53, + "p25": 286.15, + "p75": 290.77, + "st_dev": 3.54, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1026, + "median": 1013, + "mean": 1010.27, + "p25": 1003, + "p75": 1018, + "st_dev": 10.23, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 68, + "mean": 64.15, + "p25": 48, + "p75": 87, + "st_dev": 26.53, + "num": 288 + }, + "wind": { + "min": 0.14, + "max": 7.2, + "median": 2.6, + "mean": 2.77, + "p25": 1.15, + "p75": 4.1, + "st_dev": 1.75, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.77, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 53, + "mean": 48.41, + "p25": 0, + "p75": 95, + "st_dev": 42.52, + "num": 288 + } + }, + { + "month": 8, + "day": 28, + "temp": { + "record_min": 281.07, + "record_max": 296.04, + "average_min": 284.71, + "average_max": 293.03, + "median": 288.84, + "mean": 288.64, + "p25": 286.15, + "p75": 291.5, + "st_dev": 3.38, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1026, + "median": 1015, + "mean": 1012.41, + "p25": 1006.5, + "p75": 1018, + "st_dev": 9.08, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 64.18, + "p25": 48, + "p75": 86, + "st_dev": 27.74, + "num": 288 + }, + "wind": { + "min": 0.38, + "max": 8.7, + "median": 2.1, + "mean": 2.56, + "p25": 1.46, + "p75": 3.21, + "st_dev": 1.6, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0, + "st_dev": 1.4, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 45, + "mean": 45.77, + "p25": 0, + "p75": 75, + "st_dev": 37.81, + "num": 288 + } + }, + { + "month": 8, + "day": 29, + "temp": { + "record_min": 281.22, + "record_max": 299, + "average_min": 283.77, + "average_max": 292.92, + "median": 289.15, + "mean": 288.46, + "p25": 285.85, + "p75": 290.89, + "st_dev": 3.6, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1025, + "median": 1014, + "mean": 1011.68, + "p25": 1008.5, + "p75": 1016, + "st_dev": 9.34, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 76.5, + "mean": 67.28, + "p25": 49, + "p75": 88, + "st_dev": 27.48, + "num": 288 + }, + "wind": { + "min": 0.11, + "max": 7.7, + "median": 2.09, + "mean": 2.68, + "p25": 1.3, + "p75": 3.6, + "st_dev": 1.92, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.42, + "p25": 0, + "p75": 0, + "st_dev": 2.09, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44.5, + "mean": 46.31, + "p25": 0, + "p75": 82, + "st_dev": 39.48, + "num": 288 + } + }, + { + "month": 8, + "day": 30, + "temp": { + "record_min": 279.82, + "record_max": 298.85, + "average_min": 283.56, + "average_max": 292.47, + "median": 288.07, + "mean": 287.96, + "p25": 285.15, + "p75": 290.44, + "st_dev": 3.6, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1030, + "median": 1014, + "mean": 1013.83, + "p25": 1012, + "p75": 1017, + "st_dev": 8.6, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 64.8, + "p25": 51.5, + "p75": 82, + "st_dev": 25.65, + "num": 288 + }, + "wind": { + "min": 0.4, + "max": 11.8, + "median": 1.81, + "mean": 2.41, + "p25": 1.17, + "p75": 3.1, + "st_dev": 1.85, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.51, + "p25": 0, + "p75": 0, + "st_dev": 2.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 33, + "mean": 40.67, + "p25": 0, + "p75": 75, + "st_dev": 36.11, + "num": 288 + } + }, + { + "month": 8, + "day": 31, + "temp": { + "record_min": 279.89, + "record_max": 297.83, + "average_min": 282.91, + "average_max": 292.7, + "median": 287.25, + "mean": 287.57, + "p25": 284.27, + "p75": 290.35, + "st_dev": 3.82, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1030, + "median": 1015, + "mean": 1015.27, + "p25": 1008, + "p75": 1022, + "st_dev": 8.6, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 71, + "mean": 64.53, + "p25": 48, + "p75": 85, + "st_dev": 25.39, + "num": 288 + }, + "wind": { + "min": 0.21, + "max": 8.2, + "median": 1.52, + "mean": 2.21, + "p25": 1.07, + "p75": 2.6, + "st_dev": 1.67, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.49, + "p25": 0, + "p75": 75, + "st_dev": 37.48, + "num": 288 + } + }, + { + "month": 9, + "day": 1, + "temp": { + "record_min": 278.3, + "record_max": 297.06, + "average_min": 282.11, + "average_max": 292.8, + "median": 286.81, + "mean": 287.29, + "p25": 284.51, + "p75": 290.23, + "st_dev": 4.17, + "num": 288 + }, + "pressure": { + "min": 998, + "max": 1028, + "median": 1012, + "mean": 1014.67, + "p25": 1008, + "p75": 1024, + "st_dev": 8.83, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 63, + "mean": 60.58, + "p25": 46.5, + "p75": 77.5, + "st_dev": 25.06, + "num": 288 + }, + "wind": { + "min": 0.09, + "max": 6.7, + "median": 1.77, + "mean": 2.1, + "p25": 1, + "p75": 2.66, + "st_dev": 1.5, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.36, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 32.41, + "p25": 0, + "p75": 75, + "st_dev": 35.28, + "num": 288 + } + }, + { + "month": 9, + "day": 2, + "temp": { + "record_min": 279.13, + "record_max": 297.96, + "average_min": 282.55, + "average_max": 292.17, + "median": 286.42, + "mean": 287.17, + "p25": 284.15, + "p75": 290.15, + "st_dev": 3.91, + "num": 287 + }, + "pressure": { + "min": 996, + "max": 1029, + "median": 1015, + "mean": 1014.78, + "p25": 1008, + "p75": 1022, + "st_dev": 8.53, + "num": 287 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 70, + "mean": 62.03, + "p25": 47, + "p75": 87, + "st_dev": 29.38, + "num": 287 + }, + "wind": { + "min": 0.04, + "max": 8.7, + "median": 1.7, + "mean": 2.44, + "p25": 0.97, + "p75": 3.55, + "st_dev": 1.94, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.48, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 32, + "mean": 39, + "p25": 0, + "p75": 75, + "st_dev": 37.22, + "num": 287 + } + }, + { + "month": 9, + "day": 3, + "temp": { + "record_min": 280.93, + "record_max": 295.19, + "average_min": 282.88, + "average_max": 291.92, + "median": 286.92, + "mean": 287.16, + "p25": 284.74, + "p75": 289.54, + "st_dev": 3.26, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1027, + "median": 1018, + "mean": 1014.51, + "p25": 1009, + "p75": 1021.5, + "st_dev": 10.22, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 76, + "mean": 67.45, + "p25": 52.5, + "p75": 92.5, + "st_dev": 29.31, + "num": 288 + }, + "wind": { + "min": 0.25, + "max": 6.2, + "median": 1.91, + "mean": 2.08, + "p25": 1.05, + "p75": 2.84, + "st_dev": 1.23, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.63, + "p25": 6.5, + "p75": 98, + "st_dev": 40.41, + "num": 288 + } + }, + { + "month": 9, + "day": 4, + "temp": { + "record_min": 279.58, + "record_max": 298.6, + "average_min": 283.47, + "average_max": 291.69, + "median": 286.36, + "mean": 287.19, + "p25": 284.5, + "p75": 289.82, + "st_dev": 3.84, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1032, + "median": 1019, + "mean": 1014.43, + "p25": 1009, + "p75": 1022, + "st_dev": 12.03, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 68.51, + "p25": 50.5, + "p75": 92.5, + "st_dev": 29.8, + "num": 288 + }, + "wind": { + "min": 0.15, + "max": 8.2, + "median": 1.67, + "mean": 2.16, + "p25": 1.07, + "p75": 3.1, + "st_dev": 1.45, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.37, + "p25": 2.5, + "p75": 92, + "st_dev": 39.92, + "num": 288 + } + }, + { + "month": 9, + "day": 5, + "temp": { + "record_min": 279.17, + "record_max": 299.03, + "average_min": 283.39, + "average_max": 292.45, + "median": 287.15, + "mean": 287.64, + "p25": 284.36, + "p75": 290.53, + "st_dev": 4.16, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1032, + "median": 1018, + "mean": 1013.5, + "p25": 1003, + "p75": 1021, + "st_dev": 13.51, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72.5, + "mean": 66.74, + "p25": 50, + "p75": 90, + "st_dev": 28.07, + "num": 288 + }, + "wind": { + "min": 0.17, + "max": 7.2, + "median": 1.74, + "mean": 2.25, + "p25": 1, + "p75": 3.11, + "st_dev": 1.64, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 50.5, + "mean": 45.45, + "p25": 0, + "p75": 75, + "st_dev": 37.44, + "num": 288 + } + }, + { + "month": 9, + "day": 6, + "temp": { + "record_min": 278, + "record_max": 300.97, + "average_min": 282.9, + "average_max": 292.14, + "median": 287.15, + "mean": 287.38, + "p25": 284.33, + "p75": 289.94, + "st_dev": 4.09, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1029, + "median": 1017, + "mean": 1013.75, + "p25": 1009, + "p75": 1021.5, + "st_dev": 11.16, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 76, + "mean": 68.12, + "p25": 55.5, + "p75": 88.5, + "st_dev": 26.48, + "num": 288 + }, + "wind": { + "min": 0.1, + "max": 9.3, + "median": 1.96, + "mean": 2.71, + "p25": 1, + "p75": 4.1, + "st_dev": 2.21, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 42, + "mean": 46.08, + "p25": 3, + "p75": 85.5, + "st_dev": 39.04, + "num": 288 + } + }, + { + "month": 9, + "day": 7, + "temp": { + "record_min": 278.15, + "record_max": 297.62, + "average_min": 283.8, + "average_max": 292.32, + "median": 287.77, + "mean": 287.88, + "p25": 285.13, + "p75": 290.19, + "st_dev": 3.94, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1026, + "median": 1015, + "mean": 1013.29, + "p25": 1011, + "p75": 1020, + "st_dev": 9.81, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 66.97, + "p25": 53, + "p75": 87, + "st_dev": 25.68, + "num": 288 + }, + "wind": { + "min": 0.23, + "max": 8.2, + "median": 1.78, + "mean": 2.36, + "p25": 1.09, + "p75": 3.1, + "st_dev": 1.68, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 70, + "mean": 50.51, + "p25": 0, + "p75": 92, + "st_dev": 41.1, + "num": 288 + } + }, + { + "month": 9, + "day": 8, + "temp": { + "record_min": 281.16, + "record_max": 299.59, + "average_min": 284.15, + "average_max": 292.69, + "median": 287.38, + "mean": 287.96, + "p25": 285.15, + "p75": 290.26, + "st_dev": 3.64, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1027, + "median": 1013, + "mean": 1011.99, + "p25": 1009, + "p75": 1021.5, + "st_dev": 11.4, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77, + "mean": 68.93, + "p25": 51, + "p75": 89, + "st_dev": 25.33, + "num": 288 + }, + "wind": { + "min": 0.45, + "max": 6.7, + "median": 1.98, + "mean": 2.37, + "p25": 1.39, + "p75": 3.1, + "st_dev": 1.46, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.4, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.88, + "p25": 20, + "p75": 92, + "st_dev": 37.7, + "num": 288 + } + }, + { + "month": 9, + "day": 9, + "temp": { + "record_min": 280.55, + "record_max": 299.14, + "average_min": 284.9, + "average_max": 292.19, + "median": 288.15, + "mean": 288.06, + "p25": 285.21, + "p75": 290.15, + "st_dev": 3.43, + "num": 288 + }, + "pressure": { + "min": 979, + "max": 1030, + "median": 1013, + "mean": 1009.02, + "p25": 999.5, + "p75": 1018, + "st_dev": 12.87, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82.5, + "mean": 72.4, + "p25": 56, + "p75": 93, + "st_dev": 27.82, + "num": 288 + }, + "wind": { + "min": 0.35, + "max": 7.7, + "median": 2.09, + "mean": 2.41, + "p25": 1.35, + "p75": 3.19, + "st_dev": 1.49, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.34, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 80, + "mean": 69.71, + "p25": 56.5, + "p75": 95.5, + "st_dev": 34.09, + "num": 288 + } + }, + { + "month": 9, + "day": 10, + "temp": { + "record_min": 279.15, + "record_max": 297.6, + "average_min": 284.35, + "average_max": 291.97, + "median": 287.87, + "mean": 287.77, + "p25": 285.71, + "p75": 289.89, + "st_dev": 3.41, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1032, + "median": 1012, + "mean": 1009.7, + "p25": 996, + "p75": 1015, + "st_dev": 11.82, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77, + "mean": 65.92, + "p25": 55, + "p75": 92.5, + "st_dev": 31.41, + "num": 288 + }, + "wind": { + "min": 0.44, + "max": 8.7, + "median": 2.21, + "mean": 2.82, + "p25": 1.21, + "p75": 4.1, + "st_dev": 1.97, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.18, + "p25": 20, + "p75": 96.5, + "st_dev": 37.47, + "num": 288 + } + }, + { + "month": 9, + "day": 11, + "temp": { + "record_min": 280.24, + "record_max": 294.6, + "average_min": 283.73, + "average_max": 290.75, + "median": 286.74, + "mean": 287.1, + "p25": 285.15, + "p75": 289.64, + "st_dev": 3.19, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1033, + "median": 1008, + "mean": 1006.28, + "p25": 992, + "p75": 1016, + "st_dev": 13.69, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 72.5, + "p25": 61, + "p75": 93, + "st_dev": 27.34, + "num": 288 + }, + "wind": { + "min": 0.17, + "max": 9.8, + "median": 2.36, + "mean": 2.95, + "p25": 1.14, + "p75": 4.44, + "st_dev": 2.05, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.49, + "p25": 24, + "p75": 93.5, + "st_dev": 36.65, + "num": 288 + } + }, + { + "month": 9, + "day": 12, + "temp": { + "record_min": 278.05, + "record_max": 294.25, + "average_min": 282.66, + "average_max": 290.65, + "median": 286.65, + "mean": 286.68, + "p25": 284.36, + "p75": 289.15, + "st_dev": 3.06, + "num": 288 + }, + "pressure": { + "min": 978, + "max": 1030, + "median": 1008.5, + "mean": 1007.9, + "p25": 1004, + "p75": 1017, + "st_dev": 13.07, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 76, + "mean": 64.23, + "p25": 52.5, + "p75": 88, + "st_dev": 30.97, + "num": 288 + }, + "wind": { + "min": 0.29, + "max": 9.8, + "median": 2.58, + "mean": 3.05, + "p25": 1.5, + "p75": 4.45, + "st_dev": 2.01, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74, + "mean": 52.75, + "p25": 0, + "p75": 92, + "st_dev": 40.44, + "num": 288 + } + }, + { + "month": 9, + "day": 13, + "temp": { + "record_min": 278.47, + "record_max": 296.29, + "average_min": 282.08, + "average_max": 290.73, + "median": 286.1, + "mean": 286.01, + "p25": 283.63, + "p75": 288.13, + "st_dev": 3.36, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1031, + "median": 1015, + "mean": 1010.42, + "p25": 994, + "p75": 1019, + "st_dev": 13.37, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 68.5, + "mean": 63.15, + "p25": 50.5, + "p75": 84.5, + "st_dev": 26.46, + "num": 288 + }, + "wind": { + "min": 0.24, + "max": 7.7, + "median": 2.1, + "mean": 2.39, + "p25": 1.25, + "p75": 3.1, + "st_dev": 1.49, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.6, + "p25": 0, + "p75": 75, + "st_dev": 37.45, + "num": 288 + } + }, + { + "month": 9, + "day": 14, + "temp": { + "record_min": 276.98, + "record_max": 295.53, + "average_min": 281.8, + "average_max": 290.78, + "median": 285.83, + "mean": 285.9, + "p25": 283.68, + "p75": 288.15, + "st_dev": 3.79, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1032, + "median": 1014, + "mean": 1011.72, + "p25": 998, + "p75": 1021, + "st_dev": 12.7, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 74, + "mean": 66.23, + "p25": 54, + "p75": 87, + "st_dev": 28.23, + "num": 288 + }, + "wind": { + "min": 0.04, + "max": 9.3, + "median": 1.5, + "mean": 2.16, + "p25": 1, + "p75": 2.73, + "st_dev": 1.67, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 53.57, + "p25": 8.5, + "p75": 84.5, + "st_dev": 36.78, + "num": 288 + } + }, + { + "month": 9, + "day": 15, + "temp": { + "record_min": 277.88, + "record_max": 296.17, + "average_min": 282.34, + "average_max": 291.05, + "median": 286.15, + "mean": 286.32, + "p25": 284.2, + "p75": 288.5, + "st_dev": 3.45, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1032, + "median": 1004, + "mean": 1007.9, + "p25": 997, + "p75": 1019, + "st_dev": 12.39, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 69.58, + "p25": 50, + "p75": 93, + "st_dev": 28.26, + "num": 288 + }, + "wind": { + "min": 0.21, + "max": 9.3, + "median": 2.1, + "mean": 2.61, + "p25": 1.29, + "p75": 3.78, + "st_dev": 1.71, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0, + "st_dev": 0.86, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.06, + "p25": 20, + "p75": 90, + "st_dev": 38.27, + "num": 288 + } + }, + { + "month": 9, + "day": 16, + "temp": { + "record_min": 279.43, + "record_max": 291.29, + "average_min": 281.6, + "average_max": 288.6, + "median": 285.03, + "mean": 285.23, + "p25": 283.15, + "p75": 287.5, + "st_dev": 2.9, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1030, + "median": 1009.5, + "mean": 1009.25, + "p25": 1000, + "p75": 1019, + "st_dev": 12.31, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 68.94, + "p25": 48, + "p75": 93, + "st_dev": 28.78, + "num": 288 + }, + "wind": { + "min": 0.15, + "max": 7.2, + "median": 2.1, + "mean": 2.47, + "p25": 1.5, + "p75": 3.1, + "st_dev": 1.49, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 0.45, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.27, + "p25": 17, + "p75": 92, + "st_dev": 38.56, + "num": 288 + } + }, + { + "month": 9, + "day": 17, + "temp": { + "record_min": 277.81, + "record_max": 293.15, + "average_min": 281.13, + "average_max": 289.06, + "median": 284.4, + "mean": 284.63, + "p25": 282.58, + "p75": 286.99, + "st_dev": 3.22, + "num": 288 + }, + "pressure": { + "min": 975, + "max": 1033, + "median": 1011, + "mean": 1010.34, + "p25": 1000, + "p75": 1022, + "st_dev": 13.09, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 71, + "mean": 66.49, + "p25": 50, + "p75": 87, + "st_dev": 25.09, + "num": 288 + }, + "wind": { + "min": 0.11, + "max": 7.2, + "median": 2.1, + "mean": 2.46, + "p25": 1.35, + "p75": 3.6, + "st_dev": 1.46, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.41, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.27, + "p25": 0, + "p75": 92, + "st_dev": 40.69, + "num": 288 + } + }, + { + "month": 9, + "day": 18, + "temp": { + "record_min": 277.86, + "record_max": 296.1, + "average_min": 281.16, + "average_max": 290.07, + "median": 285.15, + "mean": 285.39, + "p25": 282.59, + "p75": 288.08, + "st_dev": 3.74, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1035, + "median": 1009.5, + "mean": 1010.65, + "p25": 1001, + "p75": 1021, + "st_dev": 11.81, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77, + "mean": 69.62, + "p25": 51.5, + "p75": 93, + "st_dev": 26.38, + "num": 288 + }, + "wind": { + "min": 0.1, + "max": 9.3, + "median": 1.77, + "mean": 2.33, + "p25": 1, + "p75": 3.1, + "st_dev": 1.82, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.74, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57, + "mean": 50.2, + "p25": 0, + "p75": 92, + "st_dev": 41.15, + "num": 288 + } + }, + { + "month": 9, + "day": 19, + "temp": { + "record_min": 276.25, + "record_max": 295.78, + "average_min": 280.98, + "average_max": 290.35, + "median": 284.38, + "mean": 285.21, + "p25": 282.35, + "p75": 288.66, + "st_dev": 4.04, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1035, + "median": 1011, + "mean": 1010.84, + "p25": 1003, + "p75": 1018, + "st_dev": 11.38, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 72, + "mean": 69.32, + "p25": 51.5, + "p75": 88.5, + "st_dev": 23.04, + "num": 288 + }, + "wind": { + "min": 0.17, + "max": 12.9, + "median": 1.51, + "mean": 2.45, + "p25": 1, + "p75": 3.1, + "st_dev": 2.24, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 36.79, + "p25": 0, + "p75": 75, + "st_dev": 38.15, + "num": 288 + } + }, + { + "month": 9, + "day": 20, + "temp": { + "record_min": 276.15, + "record_max": 297.03, + "average_min": 280.43, + "average_max": 289.75, + "median": 283.99, + "mean": 284.32, + "p25": 281.5, + "p75": 286.74, + "st_dev": 3.85, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1032, + "median": 1015, + "mean": 1012.48, + "p25": 1004, + "p75": 1019, + "st_dev": 10.24, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 75.5, + "mean": 68.36, + "p25": 54, + "p75": 92, + "st_dev": 27.14, + "num": 288 + }, + "wind": { + "min": 0.07, + "max": 10.3, + "median": 1.5, + "mean": 2.25, + "p25": 1, + "p75": 2.6, + "st_dev": 2.14, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 9, + "mean": 38.36, + "p25": 0, + "p75": 88, + "st_dev": 42.06, + "num": 288 + } + }, + { + "month": 9, + "day": 21, + "temp": { + "record_min": 277.15, + "record_max": 294.81, + "average_min": 281.21, + "average_max": 289.46, + "median": 284.63, + "mean": 284.95, + "p25": 282.35, + "p75": 287.23, + "st_dev": 3.61, + "num": 288 + }, + "pressure": { + "min": 977, + "max": 1028, + "median": 1014, + "mean": 1010.73, + "p25": 1003, + "p75": 1021, + "st_dev": 13, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 72.98, + "p25": 66, + "p75": 93, + "st_dev": 28.75, + "num": 288 + }, + "wind": { + "min": 0.02, + "max": 13.4, + "median": 1.5, + "mean": 2.57, + "p25": 1, + "p75": 3.06, + "st_dev": 2.5, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.5, + "p25": 2, + "p75": 97, + "st_dev": 41.17, + "num": 288 + } + }, + { + "month": 9, + "day": 22, + "temp": { + "record_min": 277.51, + "record_max": 292.21, + "average_min": 281.91, + "average_max": 288.71, + "median": 285.1, + "mean": 285.06, + "p25": 283.15, + "p75": 286.97, + "st_dev": 2.88, + "num": 288 + }, + "pressure": { + "min": 978, + "max": 1026, + "median": 1014.5, + "mean": 1008.66, + "p25": 996.5, + "p75": 1019, + "st_dev": 13.5, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 78, + "mean": 68.4, + "p25": 54, + "p75": 93, + "st_dev": 29.03, + "num": 288 + }, + "wind": { + "min": 0.27, + "max": 11.3, + "median": 2.1, + "mean": 2.63, + "p25": 1.16, + "p75": 3.58, + "st_dev": 2.11, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.53, + "p25": 16.5, + "p75": 93, + "st_dev": 38.97, + "num": 288 + } + }, + { + "month": 9, + "day": 23, + "temp": { + "record_min": 276.36, + "record_max": 291.27, + "average_min": 281.86, + "average_max": 287.73, + "median": 284.97, + "mean": 284.73, + "p25": 283.15, + "p75": 286.4, + "st_dev": 2.73, + "num": 288 + }, + "pressure": { + "min": 968, + "max": 1028, + "median": 1011, + "mean": 1006.89, + "p25": 1002, + "p75": 1016, + "st_dev": 14.5, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 70.92, + "p25": 56.5, + "p75": 93, + "st_dev": 29.68, + "num": 288 + }, + "wind": { + "min": 0.45, + "max": 6.7, + "median": 2.1, + "mean": 2.29, + "p25": 1.38, + "p75": 3.1, + "st_dev": 1.12, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.83, + "p25": 24, + "p75": 92, + "st_dev": 36.63, + "num": 288 + } + }, + { + "month": 9, + "day": 24, + "temp": { + "record_min": 276.44, + "record_max": 289.22, + "average_min": 280.84, + "average_max": 287.07, + "median": 284.31, + "mean": 284.02, + "p25": 281.63, + "p75": 286.61, + "st_dev": 2.98, + "num": 288 + }, + "pressure": { + "min": 967, + "max": 1034, + "median": 1013, + "mean": 1006.99, + "p25": 1002, + "p75": 1016, + "st_dev": 16.68, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 70.02, + "p25": 53, + "p75": 89.5, + "st_dev": 28.53, + "num": 288 + }, + "wind": { + "min": 0.28, + "max": 6.7, + "median": 1.9, + "mean": 2.25, + "p25": 1.2, + "p75": 3.1, + "st_dev": 1.32, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.46, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.5, + "p25": 18, + "p75": 92, + "st_dev": 37.42, + "num": 288 + } + }, + { + "month": 9, + "day": 25, + "temp": { + "record_min": 274.95, + "record_max": 291.91, + "average_min": 280.75, + "average_max": 287.51, + "median": 285.05, + "mean": 284.13, + "p25": 281.2, + "p75": 287.15, + "st_dev": 3.81, + "num": 288 + }, + "pressure": { + "min": 976, + "max": 1035, + "median": 1013, + "mean": 1009.68, + "p25": 1002.5, + "p75": 1016, + "st_dev": 14.44, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77.5, + "mean": 69.93, + "p25": 62, + "p75": 89.5, + "st_dev": 27.2, + "num": 288 + }, + "wind": { + "min": 0.18, + "max": 8.2, + "median": 2.57, + "mean": 2.79, + "p25": 1.14, + "p75": 3.98, + "st_dev": 1.86, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.35, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.82, + "p25": 12, + "p75": 92, + "st_dev": 39, + "num": 288 + } + }, + { + "month": 9, + "day": 26, + "temp": { + "record_min": 274.38, + "record_max": 294.78, + "average_min": 280.59, + "average_max": 287.86, + "median": 283.96, + "mean": 283.84, + "p25": 281.37, + "p75": 286.85, + "st_dev": 3.88, + "num": 288 + }, + "pressure": { + "min": 977, + "max": 1036, + "median": 1014, + "mean": 1009.4, + "p25": 996, + "p75": 1019, + "st_dev": 14.22, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 76.5, + "mean": 65.99, + "p25": 58, + "p75": 87, + "st_dev": 29.66, + "num": 288 + }, + "wind": { + "min": 0.39, + "max": 11.3, + "median": 2.51, + "mean": 2.95, + "p25": 1.37, + "p75": 3.64, + "st_dev": 2.15, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.34, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.44, + "p25": 0, + "p75": 100, + "st_dev": 41.24, + "num": 288 + } + }, + { + "month": 9, + "day": 27, + "temp": { + "record_min": 272.36, + "record_max": 292.53, + "average_min": 280.8, + "average_max": 287.6, + "median": 284.15, + "mean": 284.01, + "p25": 282.37, + "p75": 286.32, + "st_dev": 3.52, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1037, + "median": 1011, + "mean": 1009.96, + "p25": 996, + "p75": 1017, + "st_dev": 13.93, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 76, + "mean": 66.65, + "p25": 52, + "p75": 87, + "st_dev": 27.9, + "num": 288 + }, + "wind": { + "min": 0.45, + "max": 7.37, + "median": 2.91, + "mean": 2.89, + "p25": 1.43, + "p75": 4.1, + "st_dev": 1.72, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.11, + "p25": 0, + "p75": 100, + "st_dev": 42.4, + "num": 288 + } + }, + { + "month": 9, + "day": 28, + "temp": { + "record_min": 274.15, + "record_max": 291.93, + "average_min": 280.76, + "average_max": 287.91, + "median": 284.77, + "mean": 284.16, + "p25": 282.15, + "p75": 286.49, + "st_dev": 3.62, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1039, + "median": 1010, + "mean": 1011.67, + "p25": 1001, + "p75": 1020, + "st_dev": 13.82, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 73, + "mean": 66.48, + "p25": 54, + "p75": 87, + "st_dev": 27.8, + "num": 288 + }, + "wind": { + "min": 0.21, + "max": 8.2, + "median": 2.08, + "mean": 2.54, + "p25": 1, + "p75": 3.75, + "st_dev": 1.72, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 66.5, + "mean": 49.31, + "p25": 0, + "p75": 90, + "st_dev": 41.25, + "num": 288 + } + }, + { + "month": 9, + "day": 29, + "temp": { + "record_min": 273.01, + "record_max": 290.57, + "average_min": 279.53, + "average_max": 287.1, + "median": 284.15, + "mean": 283.41, + "p25": 281.46, + "p75": 285.95, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1038, + "median": 1010, + "mean": 1011.09, + "p25": 996, + "p75": 1023, + "st_dev": 15.18, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 71, + "mean": 66.8, + "p25": 51.5, + "p75": 87, + "st_dev": 27, + "num": 288 + }, + "wind": { + "min": 0.33, + "max": 8.7, + "median": 2.31, + "mean": 2.83, + "p25": 1.33, + "p75": 4.1, + "st_dev": 1.9, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 61.5, + "mean": 50.94, + "p25": 3.5, + "p75": 88, + "st_dev": 38.74, + "num": 288 + } + }, + { + "month": 9, + "day": 30, + "temp": { + "record_min": 273.15, + "record_max": 293.41, + "average_min": 279.21, + "average_max": 287.06, + "median": 283.15, + "mean": 282.88, + "p25": 280.96, + "p75": 284.66, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1033, + "median": 1007, + "mean": 1009.57, + "p25": 994, + "p75": 1025, + "st_dev": 14.8, + "num": 288 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 71, + "mean": 66.25, + "p25": 53, + "p75": 86, + "st_dev": 25.1, + "num": 288 + }, + "wind": { + "min": 0.07, + "max": 8.7, + "median": 2.27, + "mean": 2.63, + "p25": 1.06, + "p75": 3.81, + "st_dev": 1.77, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44.5, + "mean": 47.16, + "p25": 0, + "p75": 92, + "st_dev": 41.01, + "num": 288 + } + }, + { + "month": 10, + "day": 1, + "temp": { + "record_min": 272.86, + "record_max": 290.78, + "average_min": 279.38, + "average_max": 287.09, + "median": 283.52, + "mean": 282.55, + "p25": 279.88, + "p75": 285.15, + "st_dev": 3.66, + "num": 299 + }, + "pressure": { + "min": 983, + "max": 1028, + "median": 1008, + "mean": 1008.76, + "p25": 999, + "p75": 1023, + "st_dev": 14.04, + "num": 299 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 75, + "mean": 67.52, + "p25": 56, + "p75": 86, + "st_dev": 25.46, + "num": 299 + }, + "wind": { + "min": 0.45, + "max": 8.4, + "median": 1.76, + "mean": 2.44, + "p25": 1.02, + "p75": 3.1, + "st_dev": 2.03, + "num": 299 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 299 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 32, + "mean": 44.75, + "p25": 0, + "p75": 99, + "st_dev": 43.86, + "num": 299 + } + }, + { + "month": 10, + "day": 2, + "temp": { + "record_min": 271.15, + "record_max": 290.48, + "average_min": 279.49, + "average_max": 286.48, + "median": 283.77, + "mean": 282.97, + "p25": 280.15, + "p75": 286.15, + "st_dev": 3.79, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1029, + "median": 1008, + "mean": 1007.53, + "p25": 996, + "p75": 1017, + "st_dev": 12.84, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 73.5, + "mean": 69.09, + "p25": 61, + "p75": 87, + "st_dev": 25.12, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.1, + "mean": 3.08, + "p25": 1.23, + "p75": 4.29, + "st_dev": 2.51, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.21, + "p25": 9, + "p75": 94.5, + "st_dev": 40.33, + "num": 312 + } + }, + { + "month": 10, + "day": 3, + "temp": { + "record_min": 273.91, + "record_max": 289.98, + "average_min": 279.25, + "average_max": 286.74, + "median": 283.35, + "mean": 282.55, + "p25": 279.2, + "p75": 285.72, + "st_dev": 3.89, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1038, + "median": 1015, + "mean": 1009.84, + "p25": 999, + "p75": 1022, + "st_dev": 15.96, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 77, + "mean": 69.57, + "p25": 58, + "p75": 84, + "st_dev": 22.38, + "num": 312 + }, + "wind": { + "min": 0.04, + "max": 8.2, + "median": 1.76, + "mean": 2.39, + "p25": 1, + "p75": 3.6, + "st_dev": 1.78, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44.5, + "mean": 46.45, + "p25": 0.5, + "p75": 81.5, + "st_dev": 40.53, + "num": 312 + } + }, + { + "month": 10, + "day": 4, + "temp": { + "record_min": 273.15, + "record_max": 289.95, + "average_min": 278.7, + "average_max": 285.96, + "median": 283.15, + "mean": 282.14, + "p25": 278.72, + "p75": 285.93, + "st_dev": 4.17, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1045, + "median": 1013.5, + "mean": 1010.07, + "p25": 999, + "p75": 1019.5, + "st_dev": 16.57, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 73, + "p25": 65, + "p75": 92, + "st_dev": 24.79, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.1, + "mean": 2.47, + "p25": 1, + "p75": 3.66, + "st_dev": 1.62, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.08, + "p25": 24, + "p75": 99, + "st_dev": 38.28, + "num": 312 + } + }, + { + "month": 10, + "day": 5, + "temp": { + "record_min": 271.03, + "record_max": 288.91, + "average_min": 278.94, + "average_max": 286.13, + "median": 283.15, + "mean": 282.22, + "p25": 280.08, + "p75": 285.15, + "st_dev": 4.24, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1045, + "median": 1011, + "mean": 1008.89, + "p25": 995.5, + "p75": 1021, + "st_dev": 14.78, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 78, + "mean": 70.22, + "p25": 54.5, + "p75": 92, + "st_dev": 26.54, + "num": 312 + }, + "wind": { + "min": 0.17, + "max": 10.3, + "median": 1.88, + "mean": 2.3, + "p25": 1.12, + "p75": 3.1, + "st_dev": 1.59, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.98, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 55, + "mean": 50.96, + "p25": 0, + "p75": 96, + "st_dev": 42, + "num": 312 + } + }, + { + "month": 10, + "day": 6, + "temp": { + "record_min": 270.52, + "record_max": 289.15, + "average_min": 277.73, + "average_max": 285.41, + "median": 282.86, + "mean": 281.43, + "p25": 279.26, + "p75": 284.1, + "st_dev": 4.01, + "num": 311 + }, + "pressure": { + "min": 970, + "max": 1030, + "median": 1009, + "mean": 1008.05, + "p25": 999, + "p75": 1023, + "st_dev": 15.54, + "num": 311 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 76, + "mean": 71.29, + "p25": 55.5, + "p75": 90, + "st_dev": 23.48, + "num": 304 + }, + "wind": { + "min": 0, + "max": 6.81, + "median": 2.1, + "mean": 2.4, + "p25": 1.26, + "p75": 3.17, + "st_dev": 1.46, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.39, + "p25": 0, + "p75": 0, + "st_dev": 1.93, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 60, + "mean": 52.61, + "p25": 10, + "p75": 90, + "st_dev": 39.02, + "num": 311 + } + }, + { + "month": 10, + "day": 7, + "temp": { + "record_min": 269.86, + "record_max": 288.83, + "average_min": 277.98, + "average_max": 284.8, + "median": 281.9, + "mean": 281.27, + "p25": 279.15, + "p75": 284.15, + "st_dev": 3.84, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1028, + "median": 1011, + "mean": 1008.69, + "p25": 1002, + "p75": 1018, + "st_dev": 12.86, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 73, + "mean": 67.06, + "p25": 60, + "p75": 86, + "st_dev": 26.64, + "num": 307 + }, + "wind": { + "min": 0, + "max": 7.38, + "median": 2.29, + "mean": 2.59, + "p25": 1.38, + "p75": 3.24, + "st_dev": 1.71, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 61.5, + "mean": 49.94, + "p25": 0, + "p75": 94, + "st_dev": 41.88, + "num": 312 + } + }, + { + "month": 10, + "day": 8, + "temp": { + "record_min": 272.8, + "record_max": 289.15, + "average_min": 279.05, + "average_max": 284.82, + "median": 282.33, + "mean": 281.98, + "p25": 279.08, + "p75": 284.99, + "st_dev": 3.73, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1027, + "median": 1007, + "mean": 1007.23, + "p25": 1001, + "p75": 1015, + "st_dev": 11.65, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 79, + "mean": 73.34, + "p25": 57, + "p75": 93, + "st_dev": 21.63, + "num": 307 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.33, + "mean": 2.85, + "p25": 1.34, + "p75": 4.05, + "st_dev": 2.03, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.41, + "p25": 8.5, + "p75": 92, + "st_dev": 39.2, + "num": 312 + } + }, + { + "month": 10, + "day": 9, + "temp": { + "record_min": 271.64, + "record_max": 288.43, + "average_min": 279.27, + "average_max": 284.54, + "median": 281.69, + "mean": 281.8, + "p25": 278.94, + "p75": 285.15, + "st_dev": 3.67, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1029, + "median": 1007, + "mean": 1006.4, + "p25": 997.5, + "p75": 1015, + "st_dev": 12.07, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 78, + "mean": 72.75, + "p25": 61, + "p75": 93, + "st_dev": 23, + "num": 311 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.6, + "mean": 2.85, + "p25": 1.2, + "p75": 3.6, + "st_dev": 2.23, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.12, + "p25": 44.5, + "p75": 92, + "st_dev": 35.92, + "num": 312 + } + }, + { + "month": 10, + "day": 10, + "temp": { + "record_min": 273.15, + "record_max": 288.15, + "average_min": 277.59, + "average_max": 284.38, + "median": 281.1, + "mean": 281.24, + "p25": 279.15, + "p75": 284.15, + "st_dev": 3.24, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1029, + "median": 1006, + "mean": 1006.67, + "p25": 997, + "p75": 1020, + "st_dev": 13.31, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 74.62, + "p25": 72, + "p75": 93, + "st_dev": 29.02, + "num": 309 + }, + "wind": { + "min": 0.04, + "max": 8.7, + "median": 2.6, + "mean": 3.02, + "p25": 1.2, + "p75": 4.48, + "st_dev": 2.12, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.53, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 69.86, + "p25": 55.5, + "p75": 100, + "st_dev": 33.66, + "num": 312 + } + }, + { + "month": 10, + "day": 11, + "temp": { + "record_min": 270.69, + "record_max": 290.15, + "average_min": 276.68, + "average_max": 284.63, + "median": 280.15, + "mean": 280.44, + "p25": 277.8, + "p75": 282.89, + "st_dev": 3.71, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1034, + "median": 1008, + "mean": 1007.36, + "p25": 994, + "p75": 1020, + "st_dev": 14.53, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 80, + "mean": 72.17, + "p25": 62, + "p75": 93, + "st_dev": 26.32, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.44, + "median": 1.5, + "mean": 2.11, + "p25": 1, + "p75": 2.61, + "st_dev": 1.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 52.5, + "mean": 46.69, + "p25": 5, + "p75": 82.5, + "st_dev": 38.04, + "num": 312 + } + }, + { + "month": 10, + "day": 12, + "temp": { + "record_min": 269.8, + "record_max": 287.15, + "average_min": 275.57, + "average_max": 284.02, + "median": 279.78, + "mean": 279.85, + "p25": 277.65, + "p75": 282.3, + "st_dev": 3.9, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1034, + "median": 1011.5, + "mean": 1010.07, + "p25": 997.5, + "p75": 1019, + "st_dev": 13.09, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 70.59, + "p25": 57.5, + "p75": 93, + "st_dev": 27.53, + "num": 304 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 1.5, + "mean": 2.01, + "p25": 1.05, + "p75": 2.61, + "st_dev": 1.38, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.38, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 24, + "mean": 40.36, + "p25": 0, + "p75": 75, + "st_dev": 39.35, + "num": 312 + } + }, + { + "month": 10, + "day": 13, + "temp": { + "record_min": 268.5, + "record_max": 290.15, + "average_min": 275.98, + "average_max": 283.55, + "median": 279.61, + "mean": 279.72, + "p25": 276.9, + "p75": 283.01, + "st_dev": 4.54, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1030, + "median": 1013, + "mean": 1011.04, + "p25": 1005, + "p75": 1017, + "st_dev": 10.99, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 72.35, + "p25": 66, + "p75": 93, + "st_dev": 28.92, + "num": 295 + }, + "wind": { + "min": 0.36, + "max": 8.7, + "median": 1.75, + "mean": 2.29, + "p25": 1.05, + "p75": 3.03, + "st_dev": 1.75, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.77, + "p25": 0, + "p75": 96, + "st_dev": 42.16, + "num": 312 + } + }, + { + "month": 10, + "day": 14, + "temp": { + "record_min": 267.65, + "record_max": 290.15, + "average_min": 276.97, + "average_max": 283.41, + "median": 279.7, + "mean": 279.85, + "p25": 276.61, + "p75": 282.82, + "st_dev": 4.72, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1031, + "median": 1012, + "mean": 1009.24, + "p25": 1006, + "p75": 1016, + "st_dev": 14.3, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 71.68, + "p25": 65, + "p75": 92, + "st_dev": 26.9, + "num": 305 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.1, + "mean": 2.51, + "p25": 1.2, + "p75": 3.6, + "st_dev": 1.66, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74, + "mean": 50.79, + "p25": 0, + "p75": 81, + "st_dev": 39.28, + "num": 312 + } + }, + { + "month": 10, + "day": 15, + "temp": { + "record_min": 270.57, + "record_max": 287.15, + "average_min": 276.66, + "average_max": 283, + "median": 279.14, + "mean": 279.45, + "p25": 276.23, + "p75": 282.85, + "st_dev": 4.2, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1032, + "median": 1013, + "mean": 1011.1, + "p25": 1005, + "p75": 1016, + "st_dev": 11.01, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 72.61, + "p25": 64, + "p75": 93, + "st_dev": 27.47, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.2, + "mean": 2.49, + "p25": 1.27, + "p75": 3.1, + "st_dev": 1.73, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0, + "st_dev": 0.73, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.84, + "p25": 27, + "p75": 90, + "st_dev": 34.05, + "num": 312 + } + }, + { + "month": 10, + "day": 16, + "temp": { + "record_min": 272.77, + "record_max": 289.15, + "average_min": 276.62, + "average_max": 281.66, + "median": 278.78, + "mean": 279.02, + "p25": 276.57, + "p75": 281.15, + "st_dev": 3.5, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1029, + "median": 1013, + "mean": 1012.74, + "p25": 1007, + "p75": 1017, + "st_dev": 8.25, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 77.53, + "p25": 68, + "p75": 95, + "st_dev": 28.23, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.94, + "mean": 2.34, + "p25": 1.24, + "p75": 3.23, + "st_dev": 1.47, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.96, + "p25": 30, + "p75": 92, + "st_dev": 34.83, + "num": 312 + } + }, + { + "month": 10, + "day": 17, + "temp": { + "record_min": 271.83, + "record_max": 286.96, + "average_min": 276.93, + "average_max": 281.94, + "median": 279.32, + "mean": 279.24, + "p25": 276.47, + "p75": 281.14, + "st_dev": 3.4, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1026, + "median": 1011, + "mean": 1010.08, + "p25": 1006, + "p75": 1016, + "st_dev": 8.74, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 93, + "mean": 78.56, + "p25": 75.5, + "p75": 95, + "st_dev": 28.3, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.51, + "mean": 2.01, + "p25": 1, + "p75": 2.6, + "st_dev": 1.5, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 1.02, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 86.5, + "mean": 70.05, + "p25": 56, + "p75": 92, + "st_dev": 33.04, + "num": 312 + } + }, + { + "month": 10, + "day": 18, + "temp": { + "record_min": 270.5, + "record_max": 286.15, + "average_min": 275.92, + "average_max": 283.06, + "median": 279.58, + "mean": 279.15, + "p25": 277.09, + "p75": 281.44, + "st_dev": 3.23, + "num": 312 + }, + "pressure": { + "min": 987, + "max": 1026, + "median": 1015, + "mean": 1012.34, + "p25": 1006, + "p75": 1018, + "st_dev": 8.71, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 82, + "mean": 71.32, + "p25": 56, + "p75": 93, + "st_dev": 29.17, + "num": 311 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 1.51, + "mean": 1.89, + "p25": 1, + "p75": 2.6, + "st_dev": 1.19, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0.3, + "st_dev": 1.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 47.39, + "p25": 0, + "p75": 92, + "st_dev": 43.84, + "num": 312 + } + }, + { + "month": 10, + "day": 19, + "temp": { + "record_min": 270.42, + "record_max": 286.08, + "average_min": 275.72, + "average_max": 281.42, + "median": 277.77, + "mean": 278.21, + "p25": 274.68, + "p75": 281.11, + "st_dev": 4.01, + "num": 312 + }, + "pressure": { + "min": 989, + "max": 1029, + "median": 1015, + "mean": 1011.86, + "p25": 1003, + "p75": 1020, + "st_dev": 10.6, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87, + "mean": 74.26, + "p25": 64.5, + "p75": 96, + "st_dev": 31.25, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.44, + "mean": 1.92, + "p25": 1, + "p75": 2.54, + "st_dev": 1.45, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0, + "st_dev": 1.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.86, + "p25": 18, + "p75": 96.5, + "st_dev": 38.57, + "num": 312 + } + }, + { + "month": 10, + "day": 20, + "temp": { + "record_min": 272.86, + "record_max": 287.15, + "average_min": 276.37, + "average_max": 280.97, + "median": 278.39, + "mean": 278.93, + "p25": 276.28, + "p75": 281.15, + "st_dev": 3.51, + "num": 311 + }, + "pressure": { + "min": 978, + "max": 1024, + "median": 1014, + "mean": 1009.73, + "p25": 1006, + "p75": 1018, + "st_dev": 11.97, + "num": 311 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 76.86, + "p25": 71, + "p75": 94, + "st_dev": 30.2, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.59, + "median": 2.31, + "mean": 2.62, + "p25": 1.3, + "p75": 3.6, + "st_dev": 1.72, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.3, + "p25": 0, + "p75": 0, + "st_dev": 1.4, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.96, + "p25": 40, + "p75": 92, + "st_dev": 36.21, + "num": 311 + } + }, + { + "month": 10, + "day": 21, + "temp": { + "record_min": 272.36, + "record_max": 287.15, + "average_min": 277.24, + "average_max": 280.92, + "median": 279.15, + "mean": 279.23, + "p25": 276.43, + "p75": 281.39, + "st_dev": 3.55, + "num": 312 + }, + "pressure": { + "min": 959, + "max": 1025, + "median": 1013, + "mean": 1006.77, + "p25": 1000, + "p75": 1017, + "st_dev": 14.32, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 78.46, + "p25": 74.5, + "p75": 94.5, + "st_dev": 28.49, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 3.19, + "mean": 3.55, + "p25": 1.76, + "p75": 4.6, + "st_dev": 2.07, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 1.03, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 76.88, + "p25": 75, + "p75": 96.5, + "st_dev": 26.66, + "num": 312 + } + }, + { + "month": 10, + "day": 22, + "temp": { + "record_min": 274.15, + "record_max": 286.73, + "average_min": 276.84, + "average_max": 281.95, + "median": 279.15, + "mean": 279.25, + "p25": 277.21, + "p75": 281.25, + "st_dev": 2.78, + "num": 312 + }, + "pressure": { + "min": 962, + "max": 1036, + "median": 1011, + "mean": 1004.41, + "p25": 997.5, + "p75": 1013, + "st_dev": 15.24, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 78.17, + "p25": 70, + "p75": 96, + "st_dev": 27.22, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.76, + "mean": 2.94, + "p25": 1.5, + "p75": 4.1, + "st_dev": 1.94, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.3, + "p25": 0, + "p75": 0.3, + "st_dev": 1.4, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.99, + "p25": 43, + "p75": 92, + "st_dev": 35.29, + "num": 312 + } + }, + { + "month": 10, + "day": 23, + "temp": { + "record_min": 274.15, + "record_max": 287.15, + "average_min": 276.9, + "average_max": 281.96, + "median": 278.72, + "mean": 279.6, + "p25": 277.08, + "p75": 282.15, + "st_dev": 3.25, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1040, + "median": 1011, + "mean": 1009.16, + "p25": 998.5, + "p75": 1018, + "st_dev": 14, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87, + "mean": 75.21, + "p25": 66, + "p75": 95.5, + "st_dev": 27.47, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.13, + "mean": 2.71, + "p25": 1, + "p75": 4.1, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0.3, + "st_dev": 1.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.85, + "p25": 12, + "p75": 92, + "st_dev": 39.72, + "num": 312 + } + }, + { + "month": 10, + "day": 24, + "temp": { + "record_min": 273.15, + "record_max": 286.74, + "average_min": 277.51, + "average_max": 281.88, + "median": 279.51, + "mean": 279.87, + "p25": 277.4, + "p75": 282.52, + "st_dev": 3.08, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1040, + "median": 1010, + "mean": 1008.21, + "p25": 1002, + "p75": 1017, + "st_dev": 13.8, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 77.04, + "p25": 70, + "p75": 93, + "st_dev": 28.01, + "num": 310 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.87, + "mean": 3.17, + "p25": 1.37, + "p75": 4.6, + "st_dev": 2.24, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0.3, + "st_dev": 0.8, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 70.25, + "p25": 75, + "p75": 100, + "st_dev": 37.23, + "num": 312 + } + }, + { + "month": 10, + "day": 25, + "temp": { + "record_min": 273.15, + "record_max": 285.37, + "average_min": 277.52, + "average_max": 282.1, + "median": 280.15, + "mean": 279.91, + "p25": 277.37, + "p75": 282.97, + "st_dev": 3.19, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1031, + "median": 1006, + "mean": 1003.85, + "p25": 1000, + "p75": 1012.5, + "st_dev": 12.75, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 84.5, + "mean": 75.23, + "p25": 69, + "p75": 93, + "st_dev": 26.41, + "num": 306 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.27, + "mean": 2.57, + "p25": 1, + "p75": 3.6, + "st_dev": 1.83, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.75, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 78, + "mean": 63.72, + "p25": 20, + "p75": 98.5, + "st_dev": 39.7, + "num": 312 + } + }, + { + "month": 10, + "day": 26, + "temp": { + "record_min": 270.87, + "record_max": 285.15, + "average_min": 276.21, + "average_max": 281.45, + "median": 278.61, + "mean": 278.72, + "p25": 276.15, + "p75": 281.17, + "st_dev": 3.29, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1022, + "median": 1005, + "mean": 1003.69, + "p25": 1000.5, + "p75": 1011, + "st_dev": 11.86, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 76.67, + "p25": 71, + "p75": 93, + "st_dev": 25.47, + "num": 306 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 1.91, + "mean": 2.66, + "p25": 1.12, + "p75": 3.1, + "st_dev": 2.49, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.35, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.51, + "p25": 20, + "p75": 90, + "st_dev": 37.38, + "num": 312 + } + }, + { + "month": 10, + "day": 27, + "temp": { + "record_min": 269.95, + "record_max": 288.37, + "average_min": 276.54, + "average_max": 282.25, + "median": 280.24, + "mean": 279.36, + "p25": 275.15, + "p75": 283.1, + "st_dev": 4.44, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1026, + "median": 1005, + "mean": 1001.75, + "p25": 997, + "p75": 1011, + "st_dev": 13.65, + "num": 311 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 79, + "mean": 71.9, + "p25": 62, + "p75": 93, + "st_dev": 27.09, + "num": 306 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.1, + "mean": 2.83, + "p25": 1.4, + "p75": 4.03, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.4, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 71, + "mean": 52.06, + "p25": 0, + "p75": 92, + "st_dev": 42.17, + "num": 312 + } + }, + { + "month": 10, + "day": 28, + "temp": { + "record_min": 270.15, + "record_max": 287.15, + "average_min": 277.46, + "average_max": 282.07, + "median": 280.15, + "mean": 279.69, + "p25": 275.91, + "p75": 283.99, + "st_dev": 4.68, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1031, + "median": 1007, + "mean": 1002.19, + "p25": 989, + "p75": 1013.5, + "st_dev": 16.99, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 73, + "mean": 67.78, + "p25": 57, + "p75": 86, + "st_dev": 24.39, + "num": 310 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 2.1, + "mean": 2.82, + "p25": 1.21, + "p75": 3.6, + "st_dev": 2.39, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64, + "mean": 51.51, + "p25": 0, + "p75": 92, + "st_dev": 41.18, + "num": 312 + } + }, + { + "month": 10, + "day": 29, + "temp": { + "record_min": 266.15, + "record_max": 287.5, + "average_min": 274.77, + "average_max": 280.57, + "median": 278.15, + "mean": 277.71, + "p25": 274.15, + "p75": 280.22, + "st_dev": 4.35, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1031, + "median": 1008, + "mean": 1006.34, + "p25": 998, + "p75": 1019, + "st_dev": 14.76, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 99, + "median": 73, + "mean": 66.22, + "p25": 50, + "p75": 86, + "st_dev": 24.6, + "num": 311 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 1.71, + "mean": 2.43, + "p25": 1.13, + "p75": 3.1, + "st_dev": 1.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 41.59, + "p25": 0, + "p75": 77, + "st_dev": 38.8, + "num": 312 + } + }, + { + "month": 10, + "day": 30, + "temp": { + "record_min": 269.8, + "record_max": 286.3, + "average_min": 274, + "average_max": 279.39, + "median": 276.35, + "mean": 276.51, + "p25": 273.47, + "p75": 278.15, + "st_dev": 3.6, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1032, + "median": 1010.5, + "mean": 1009.86, + "p25": 1001, + "p75": 1018, + "st_dev": 12.2, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 72.3, + "p25": 59, + "p75": 92, + "st_dev": 27.81, + "num": 307 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.34, + "mean": 2.02, + "p25": 0.89, + "p75": 2.89, + "st_dev": 1.73, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57, + "mean": 49.71, + "p25": 0, + "p75": 90, + "st_dev": 42.07, + "num": 312 + } + }, + { + "month": 10, + "day": 31, + "temp": { + "record_min": 266.16, + "record_max": 286.42, + "average_min": 275.05, + "average_max": 281.11, + "median": 278.8, + "mean": 277.91, + "p25": 274.15, + "p75": 281.15, + "st_dev": 4.37, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1031, + "median": 1006, + "mean": 1007.4, + "p25": 1000, + "p75": 1017, + "st_dev": 12.42, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87, + "mean": 76.35, + "p25": 74, + "p75": 93, + "st_dev": 29, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 1.77, + "mean": 2.14, + "p25": 1, + "p75": 2.92, + "st_dev": 1.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.1, + "p25": 12, + "p75": 94, + "st_dev": 39.8, + "num": 312 + } + }, + { + "month": 11, + "day": 1, + "temp": { + "record_min": 267.97, + "record_max": 287.77, + "average_min": 275.66, + "average_max": 281.62, + "median": 279.75, + "mean": 278.75, + "p25": 275.51, + "p75": 282.54, + "st_dev": 4.39, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1030, + "median": 1005, + "mean": 1002.71, + "p25": 995, + "p75": 1015, + "st_dev": 14.25, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90, + "mean": 77.91, + "p25": 76, + "p75": 96, + "st_dev": 28.91, + "num": 306 + }, + "wind": { + "min": 0, + "max": 7.99, + "median": 2.1, + "mean": 2.43, + "p25": 1.21, + "p75": 3.53, + "st_dev": 1.6, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.68, + "p25": 27.5, + "p75": 94, + "st_dev": 37.9, + "num": 312 + } + }, + { + "month": 11, + "day": 2, + "temp": { + "record_min": 271.28, + "record_max": 294.15, + "average_min": 276.37, + "average_max": 282.73, + "median": 280.15, + "mean": 279.66, + "p25": 276, + "p75": 282.99, + "st_dev": 4.41, + "num": 312 + }, + "pressure": { + "min": 957, + "max": 1028, + "median": 1000, + "mean": 1000.9, + "p25": 994, + "p75": 1012, + "st_dev": 17.05, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87, + "mean": 76.26, + "p25": 66.5, + "p75": 93, + "st_dev": 27.11, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.33, + "mean": 2.63, + "p25": 1.34, + "p75": 3.6, + "st_dev": 1.65, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.05, + "p25": 20, + "p75": 100, + "st_dev": 39.15, + "num": 312 + } + }, + { + "month": 11, + "day": 3, + "temp": { + "record_min": 272.15, + "record_max": 290.15, + "average_min": 276.39, + "average_max": 282.1, + "median": 279.15, + "mean": 279.4, + "p25": 276.76, + "p75": 281.85, + "st_dev": 3.61, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1027, + "median": 1000, + "mean": 1000.44, + "p25": 989, + "p75": 1014, + "st_dev": 13.9, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87, + "mean": 78.23, + "p25": 76, + "p75": 93, + "st_dev": 27.97, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.6, + "mean": 2.88, + "p25": 1.46, + "p75": 4.1, + "st_dev": 1.84, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0, + "st_dev": 0.6, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 82, + "mean": 73.15, + "p25": 68, + "p75": 100, + "st_dev": 31.62, + "num": 312 + } + }, + { + "month": 11, + "day": 4, + "temp": { + "record_min": 270.41, + "record_max": 286.15, + "average_min": 276.18, + "average_max": 280.63, + "median": 278.15, + "mean": 278.58, + "p25": 276.62, + "p75": 281.15, + "st_dev": 3.25, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1029, + "median": 1002, + "mean": 1002.58, + "p25": 989, + "p75": 1016, + "st_dev": 14.67, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87, + "mean": 77.05, + "p25": 72, + "p75": 95, + "st_dev": 27.57, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.1, + "mean": 2.69, + "p25": 1.08, + "p75": 4.09, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.13, + "p25": 20, + "p75": 92, + "st_dev": 38.26, + "num": 312 + } + }, + { + "month": 11, + "day": 5, + "temp": { + "record_min": 268.21, + "record_max": 286.83, + "average_min": 275, + "average_max": 279.52, + "median": 276.93, + "mean": 277.29, + "p25": 275.15, + "p75": 280.15, + "st_dev": 3.88, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1026, + "median": 1003, + "mean": 1003.6, + "p25": 994, + "p75": 1019, + "st_dev": 14.36, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87.5, + "mean": 76.94, + "p25": 69, + "p75": 96, + "st_dev": 29.47, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 1.75, + "mean": 2.2, + "p25": 1.02, + "p75": 3.23, + "st_dev": 1.45, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.79, + "p25": 40.5, + "p75": 93.5, + "st_dev": 35.72, + "num": 312 + } + }, + { + "month": 11, + "day": 6, + "temp": { + "record_min": 266.79, + "record_max": 286.52, + "average_min": 274.63, + "average_max": 278.87, + "median": 277.44, + "mean": 276.8, + "p25": 273.83, + "p75": 280.15, + "st_dev": 4.52, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1029, + "median": 1007, + "mean": 1006.09, + "p25": 994.5, + "p75": 1017, + "st_dev": 13.51, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 77.62, + "p25": 70, + "p75": 97, + "st_dev": 28.95, + "num": 312 + }, + "wind": { + "min": 0.09, + "max": 10.8, + "median": 1.54, + "mean": 1.87, + "p25": 1, + "p75": 2.42, + "st_dev": 1.35, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.72, + "p25": 29, + "p75": 92, + "st_dev": 37.78, + "num": 312 + } + }, + { + "month": 11, + "day": 7, + "temp": { + "record_min": 266.36, + "record_max": 284.15, + "average_min": 274.08, + "average_max": 278.34, + "median": 276.74, + "mean": 276.37, + "p25": 273.94, + "p75": 280.15, + "st_dev": 4.01, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1035, + "median": 1007.5, + "mean": 1007.3, + "p25": 997, + "p75": 1015, + "st_dev": 15.12, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90, + "mean": 79.47, + "p25": 79, + "p75": 96, + "st_dev": 27.43, + "num": 311 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.72, + "mean": 2.05, + "p25": 1, + "p75": 2.6, + "st_dev": 1.45, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.42, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 83.5, + "mean": 71.95, + "p25": 71.5, + "p75": 92, + "st_dev": 30.83, + "num": 312 + } + }, + { + "month": 11, + "day": 8, + "temp": { + "record_min": 267.99, + "record_max": 287.15, + "average_min": 274.23, + "average_max": 279.47, + "median": 276.47, + "mean": 276.73, + "p25": 274.58, + "p75": 279.39, + "st_dev": 3.53, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1035, + "median": 1008, + "mean": 1010.05, + "p25": 1001, + "p75": 1019, + "st_dev": 11.32, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 79.39, + "p25": 75, + "p75": 96, + "st_dev": 27.08, + "num": 311 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 1.57, + "mean": 2.01, + "p25": 0.99, + "p75": 2.6, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.98, + "p25": 23, + "p75": 90, + "st_dev": 36.49, + "num": 312 + } + }, + { + "month": 11, + "day": 9, + "temp": { + "record_min": 267.73, + "record_max": 289.15, + "average_min": 275.23, + "average_max": 280.11, + "median": 278.15, + "mean": 278.32, + "p25": 275.95, + "p75": 281.15, + "st_dev": 3.81, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1033, + "median": 1004.5, + "mean": 1005.62, + "p25": 997, + "p75": 1011, + "st_dev": 11.14, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 80.07, + "p25": 81, + "p75": 95, + "st_dev": 26.61, + "num": 301 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.6, + "mean": 2.99, + "p25": 1.37, + "p75": 4.1, + "st_dev": 2.23, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 75.69, + "p25": 75, + "p75": 98.5, + "st_dev": 27.91, + "num": 312 + } + }, + { + "month": 11, + "day": 10, + "temp": { + "record_min": 270.08, + "record_max": 286.15, + "average_min": 275.4, + "average_max": 279.62, + "median": 277.31, + "mean": 277.59, + "p25": 275.45, + "p75": 280.15, + "st_dev": 3.42, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1031, + "median": 1007, + "mean": 1006.28, + "p25": 998, + "p75": 1012, + "st_dev": 9.58, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 75.51, + "p25": 71, + "p75": 93, + "st_dev": 30.05, + "num": 306 + }, + "wind": { + "min": 0, + "max": 6.85, + "median": 2.1, + "mean": 2.53, + "p25": 1.19, + "p75": 3.6, + "st_dev": 1.73, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 68.31, + "p25": 40, + "p75": 100, + "st_dev": 36.97, + "num": 312 + } + }, + { + "month": 11, + "day": 11, + "temp": { + "record_min": 268.15, + "record_max": 288.15, + "average_min": 275.74, + "average_max": 280.12, + "median": 277.6, + "mean": 277.83, + "p25": 275.28, + "p75": 280.52, + "st_dev": 4.51, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1032, + "median": 1006, + "mean": 1006.42, + "p25": 1001.5, + "p75": 1009, + "st_dev": 8.55, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 76.56, + "p25": 69, + "p75": 96, + "st_dev": 30.21, + "num": 311 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3, + "mean": 3.28, + "p25": 1.41, + "p75": 4.99, + "st_dev": 2.28, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.69, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.59, + "p25": 11, + "p75": 99.5, + "st_dev": 40.38, + "num": 312 + } + }, + { + "month": 11, + "day": 12, + "temp": { + "record_min": 257.21, + "record_max": 287.97, + "average_min": 272.9, + "average_max": 279.1, + "median": 276.15, + "mean": 276.81, + "p25": 274.29, + "p75": 278.88, + "st_dev": 3.93, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1035, + "median": 1010, + "mean": 1009.39, + "p25": 999, + "p75": 1018, + "st_dev": 12.64, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 89, + "mean": 78.11, + "p25": 78.5, + "p75": 95, + "st_dev": 27.69, + "num": 309 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.88, + "mean": 2.7, + "p25": 1.02, + "p75": 3.93, + "st_dev": 2.06, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 82, + "mean": 62.9, + "p25": 20, + "p75": 99.5, + "st_dev": 38.93, + "num": 312 + } + }, + { + "month": 11, + "day": 13, + "temp": { + "record_min": 269.15, + "record_max": 289.15, + "average_min": 274.24, + "average_max": 279.33, + "median": 276.8, + "mean": 276.74, + "p25": 274.49, + "p75": 278.6, + "st_dev": 3.46, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1029, + "median": 1012, + "mean": 1011.58, + "p25": 1004, + "p75": 1020, + "st_dev": 11.05, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 88, + "mean": 73.44, + "p25": 64.5, + "p75": 93, + "st_dev": 31.87, + "num": 308 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.77, + "mean": 2.16, + "p25": 1, + "p75": 3.1, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.25, + "p25": 10.5, + "p75": 90, + "st_dev": 38.51, + "num": 312 + } + }, + { + "month": 11, + "day": 14, + "temp": { + "record_min": 269.15, + "record_max": 286.15, + "average_min": 273.37, + "average_max": 278.45, + "median": 275.15, + "mean": 275.86, + "p25": 273.93, + "p75": 278.15, + "st_dev": 3.37, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1034, + "median": 1014.5, + "mean": 1012.64, + "p25": 1005, + "p75": 1022, + "st_dev": 12.49, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 79.25, + "p25": 82, + "p75": 97, + "st_dev": 30.46, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.5, + "mean": 1.91, + "p25": 0.98, + "p75": 2.6, + "st_dev": 1.45, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.62, + "p25": 45.5, + "p75": 90, + "st_dev": 34.23, + "num": 312 + } + }, + { + "month": 11, + "day": 15, + "temp": { + "record_min": 268.65, + "record_max": 284.33, + "average_min": 274.47, + "average_max": 279.16, + "median": 277.05, + "mean": 277.01, + "p25": 274.65, + "p75": 280.61, + "st_dev": 3.96, + "num": 311 + }, + "pressure": { + "min": 975, + "max": 1033, + "median": 1016, + "mean": 1011.27, + "p25": 1003, + "p75": 1022, + "st_dev": 14.04, + "num": 311 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 80.68, + "p25": 75, + "p75": 96, + "st_dev": 26.29, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.24, + "mean": 2.72, + "p25": 1.35, + "p75": 3.6, + "st_dev": 1.69, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 82, + "mean": 66.53, + "p25": 37, + "p75": 99, + "st_dev": 37.84, + "num": 311 + } + }, + { + "month": 11, + "day": 16, + "temp": { + "record_min": 268.43, + "record_max": 286.15, + "average_min": 274.95, + "average_max": 279.35, + "median": 276.7, + "mean": 277.22, + "p25": 274.47, + "p75": 281.15, + "st_dev": 4.24, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1038, + "median": 1009, + "mean": 1006.8, + "p25": 994, + "p75": 1021, + "st_dev": 16.93, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 74.42, + "p25": 63, + "p75": 93, + "st_dev": 27.54, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.68, + "mean": 3.14, + "p25": 1.88, + "p75": 4.1, + "st_dev": 1.8, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.18, + "p25": 33, + "p75": 90, + "st_dev": 34.67, + "num": 312 + } + }, + { + "month": 11, + "day": 17, + "temp": { + "record_min": 267.06, + "record_max": 282.63, + "average_min": 273.83, + "average_max": 278.33, + "median": 275.55, + "mean": 276.15, + "p25": 274.24, + "p75": 278.92, + "st_dev": 3.21, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1041, + "median": 1007, + "mean": 1005.46, + "p25": 990, + "p75": 1020, + "st_dev": 18.8, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 74.67, + "p25": 65, + "p75": 93, + "st_dev": 28.77, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.26, + "mean": 2.54, + "p25": 1.46, + "p75": 3.24, + "st_dev": 1.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.53, + "p25": 24, + "p75": 90, + "st_dev": 34.26, + "num": 312 + } + }, + { + "month": 11, + "day": 18, + "temp": { + "record_min": 264.96, + "record_max": 285.5, + "average_min": 272.2, + "average_max": 277.12, + "median": 275.15, + "mean": 274.83, + "p25": 273.15, + "p75": 276.36, + "st_dev": 3.84, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1043, + "median": 1006, + "mean": 1004.78, + "p25": 993, + "p75": 1022, + "st_dev": 19.65, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 88, + "mean": 79.32, + "p25": 73.5, + "p75": 94, + "st_dev": 23.28, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.1, + "mean": 2.51, + "p25": 1.32, + "p75": 3.46, + "st_dev": 1.55, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.54, + "p25": 42.5, + "p75": 92, + "st_dev": 34.31, + "num": 312 + } + }, + { + "month": 11, + "day": 19, + "temp": { + "record_min": 265.73, + "record_max": 286.69, + "average_min": 271.38, + "average_max": 276.46, + "median": 273.8, + "mean": 273.87, + "p25": 271.7, + "p75": 276.15, + "st_dev": 3.77, + "num": 312 + }, + "pressure": { + "min": 959, + "max": 1041, + "median": 1002, + "mean": 1003.65, + "p25": 995, + "p75": 1015, + "st_dev": 17.46, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 81.44, + "p25": 74, + "p75": 93, + "st_dev": 17.86, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.16, + "mean": 2.49, + "p25": 1.5, + "p75": 3.22, + "st_dev": 1.51, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.84, + "p25": 19.5, + "p75": 92, + "st_dev": 38.27, + "num": 312 + } + }, + { + "month": 11, + "day": 20, + "temp": { + "record_min": 264.09, + "record_max": 280.27, + "average_min": 270.09, + "average_max": 274.22, + "median": 272.38, + "mean": 272.31, + "p25": 270.15, + "p75": 273.93, + "st_dev": 3.2, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1038, + "median": 1010, + "mean": 1009.91, + "p25": 999, + "p75": 1019, + "st_dev": 14.1, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 80.84, + "p25": 72, + "p75": 92, + "st_dev": 16.27, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.87, + "mean": 2.22, + "p25": 1.34, + "p75": 3.1, + "st_dev": 1.31, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.28, + "p25": 17.5, + "p75": 97, + "st_dev": 40, + "num": 312 + } + }, + { + "month": 11, + "day": 21, + "temp": { + "record_min": 264.59, + "record_max": 281.33, + "average_min": 270.27, + "average_max": 274.88, + "median": 273.03, + "mean": 273.06, + "p25": 270.15, + "p75": 275.61, + "st_dev": 4, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1036, + "median": 1010, + "mean": 1008.93, + "p25": 998, + "p75": 1022, + "st_dev": 16, + "num": 312 + }, + "humidity": { + "min": 8, + "max": 100, + "median": 85, + "mean": 80.67, + "p25": 71, + "p75": 93.5, + "st_dev": 17.59, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.24, + "mean": 2.7, + "p25": 1.48, + "p75": 4.08, + "st_dev": 1.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 67.58, + "p25": 40, + "p75": 95.5, + "st_dev": 37, + "num": 312 + } + }, + { + "month": 11, + "day": 22, + "temp": { + "record_min": 261.5, + "record_max": 280.57, + "average_min": 270.25, + "average_max": 275.23, + "median": 273.15, + "mean": 272.9, + "p25": 270.15, + "p75": 277, + "st_dev": 4.6, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1033, + "median": 1010, + "mean": 1006.72, + "p25": 994, + "p75": 1017, + "st_dev": 14.69, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90, + "mean": 77.29, + "p25": 63, + "p75": 96.5, + "st_dev": 25.01, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.5, + "mean": 2.21, + "p25": 1, + "p75": 2.93, + "st_dev": 1.85, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 69.64, + "p25": 56, + "p75": 92, + "st_dev": 35.18, + "num": 312 + } + }, + { + "month": 11, + "day": 23, + "temp": { + "record_min": 258.04, + "record_max": 282.15, + "average_min": 271.26, + "average_max": 275.85, + "median": 275.78, + "mean": 273.93, + "p25": 269.15, + "p75": 277.55, + "st_dev": 5.36, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1027, + "median": 1009, + "mean": 1005.24, + "p25": 993, + "p75": 1015, + "st_dev": 13.26, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 76.15, + "p25": 64.5, + "p75": 93, + "st_dev": 28.21, + "num": 312 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 2.1, + "mean": 2.78, + "p25": 1.1, + "p75": 3.6, + "st_dev": 2.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 67.24, + "p25": 40, + "p75": 92, + "st_dev": 35.33, + "num": 312 + } + }, + { + "month": 11, + "day": 24, + "temp": { + "record_min": 264.15, + "record_max": 280.84, + "average_min": 271.84, + "average_max": 277.33, + "median": 275.34, + "mean": 274.73, + "p25": 272.41, + "p75": 277.8, + "st_dev": 3.68, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1022, + "median": 1005, + "mean": 1004.58, + "p25": 997, + "p75": 1014, + "st_dev": 11.49, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 76.43, + "p25": 70, + "p75": 93, + "st_dev": 27.26, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.1, + "mean": 2.38, + "p25": 1.32, + "p75": 3.17, + "st_dev": 1.53, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.06, + "p25": 16, + "p75": 100, + "st_dev": 40.43, + "num": 312 + } + }, + { + "month": 11, + "day": 25, + "temp": { + "record_min": 266.15, + "record_max": 282.82, + "average_min": 271.88, + "average_max": 276.9, + "median": 274.32, + "mean": 274.84, + "p25": 272.36, + "p75": 276.25, + "st_dev": 3.61, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1030, + "median": 1010, + "mean": 1006.28, + "p25": 994.5, + "p75": 1019, + "st_dev": 15.01, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 84, + "mean": 74.47, + "p25": 69, + "p75": 93, + "st_dev": 28.98, + "num": 307 + }, + "wind": { + "min": 0, + "max": 5.7, + "median": 1.72, + "mean": 1.91, + "p25": 1.06, + "p75": 2.4, + "st_dev": 1.07, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.62, + "p25": 0, + "p75": 92, + "st_dev": 41.95, + "num": 312 + } + }, + { + "month": 11, + "day": 26, + "temp": { + "record_min": 257.11, + "record_max": 281.81, + "average_min": 270.04, + "average_max": 275.33, + "median": 273.44, + "mean": 272.86, + "p25": 270.15, + "p75": 276.11, + "st_dev": 4.37, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1029, + "median": 1006, + "mean": 1006.38, + "p25": 996, + "p75": 1020, + "st_dev": 14.36, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 76.34, + "p25": 70, + "p75": 93, + "st_dev": 27.68, + "num": 303 + }, + "wind": { + "min": 0, + "max": 7.05, + "median": 1.59, + "mean": 2.05, + "p25": 1.13, + "p75": 2.6, + "st_dev": 1.39, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.13, + "p25": 0, + "p75": 92, + "st_dev": 42.09, + "num": 312 + } + }, + { + "month": 11, + "day": 27, + "temp": { + "record_min": 263.1, + "record_max": 284.15, + "average_min": 270.88, + "average_max": 275.25, + "median": 273.82, + "mean": 273.25, + "p25": 270.15, + "p75": 275.88, + "st_dev": 4.34, + "num": 312 + }, + "pressure": { + "min": 987, + "max": 1028, + "median": 1008, + "mean": 1009.21, + "p25": 1000, + "p75": 1018, + "st_dev": 10.47, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 75.04, + "p25": 66, + "p75": 92, + "st_dev": 25.63, + "num": 294 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.42, + "mean": 2.82, + "p25": 1.5, + "p75": 3.6, + "st_dev": 2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.96, + "p25": 25.5, + "p75": 92.5, + "st_dev": 37.14, + "num": 312 + } + }, + { + "month": 11, + "day": 28, + "temp": { + "record_min": 261.75, + "record_max": 281.65, + "average_min": 269.58, + "average_max": 274.21, + "median": 272.15, + "mean": 271.98, + "p25": 269.43, + "p75": 273.98, + "st_dev": 3.92, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1032, + "median": 1010, + "mean": 1010.08, + "p25": 1003.5, + "p75": 1022, + "st_dev": 13, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 80, + "mean": 72.58, + "p25": 68, + "p75": 92, + "st_dev": 26.51, + "num": 290 + }, + "wind": { + "min": 0, + "max": 9.75, + "median": 2.57, + "mean": 3.07, + "p25": 1.16, + "p75": 4.86, + "st_dev": 2.18, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.29, + "p25": 43.5, + "p75": 94, + "st_dev": 35.71, + "num": 312 + } + }, + { + "month": 11, + "day": 29, + "temp": { + "record_min": 262.34, + "record_max": 277.15, + "average_min": 269.68, + "average_max": 273.91, + "median": 272.15, + "mean": 271.89, + "p25": 270.1, + "p75": 273.85, + "st_dev": 3.03, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1032, + "median": 1006, + "mean": 1007.55, + "p25": 1001, + "p75": 1015, + "st_dev": 14.01, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81.5, + "mean": 75.98, + "p25": 75.5, + "p75": 92, + "st_dev": 25.06, + "num": 296 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.76, + "mean": 2.59, + "p25": 1, + "p75": 4.1, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.69, + "p25": 39.5, + "p75": 98, + "st_dev": 36.34, + "num": 312 + } + }, + { + "month": 11, + "day": 30, + "temp": { + "record_min": 264.09, + "record_max": 281.75, + "average_min": 269.99, + "average_max": 274.31, + "median": 271.93, + "mean": 272.21, + "p25": 269.15, + "p75": 274.9, + "st_dev": 3.98, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1035, + "median": 1008, + "mean": 1005.1, + "p25": 994, + "p75": 1015, + "st_dev": 15.78, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 89, + "mean": 76.97, + "p25": 71, + "p75": 92, + "st_dev": 27.15, + "num": 310 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 1.79, + "mean": 2.34, + "p25": 0.98, + "p75": 3.02, + "st_dev": 1.98, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.62, + "p25": 29.5, + "p75": 98, + "st_dev": 38.21, + "num": 312 + } + }, + { + "month": 12, + "day": 1, + "temp": { + "record_min": 261.11, + "record_max": 283.02, + "average_min": 269.29, + "average_max": 274.16, + "median": 272.15, + "mean": 272.17, + "p25": 268.1, + "p75": 275.1, + "st_dev": 5, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1038, + "median": 1009, + "mean": 1007.5, + "p25": 1000, + "p75": 1017, + "st_dev": 15.37, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 79, + "mean": 70.93, + "p25": 57, + "p75": 92, + "st_dev": 25.64, + "num": 303 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.96, + "mean": 2.63, + "p25": 1.15, + "p75": 4.1, + "st_dev": 1.95, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.13, + "p25": 11.5, + "p75": 90, + "st_dev": 38.09, + "num": 312 + } + }, + { + "month": 12, + "day": 2, + "temp": { + "record_min": 258.97, + "record_max": 281.33, + "average_min": 268.39, + "average_max": 273.68, + "median": 271.93, + "mean": 271.17, + "p25": 267.33, + "p75": 274.68, + "st_dev": 4.9, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1040, + "median": 1010, + "mean": 1008.13, + "p25": 999.5, + "p75": 1017, + "st_dev": 15.14, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87, + "mean": 78.18, + "p25": 72, + "p75": 92, + "st_dev": 23.9, + "num": 309 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.74, + "mean": 2.18, + "p25": 1.05, + "p75": 3.1, + "st_dev": 1.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.17, + "p25": 20, + "p75": 93.5, + "st_dev": 38, + "num": 312 + } + }, + { + "month": 12, + "day": 3, + "temp": { + "record_min": 259.03, + "record_max": 279.52, + "average_min": 268.06, + "average_max": 272.63, + "median": 271.78, + "mean": 270.45, + "p25": 266.16, + "p75": 274.51, + "st_dev": 5.42, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1040, + "median": 1011.5, + "mean": 1008.82, + "p25": 1003, + "p75": 1020, + "st_dev": 15.73, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 77.23, + "p25": 66, + "p75": 92, + "st_dev": 20.44, + "num": 311 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 1.5, + "mean": 1.8, + "p25": 1.02, + "p75": 2.17, + "st_dev": 1.18, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 60, + "mean": 50.3, + "p25": 3.5, + "p75": 90, + "st_dev": 39.8, + "num": 312 + } + }, + { + "month": 12, + "day": 4, + "temp": { + "record_min": 256.62, + "record_max": 277.75, + "average_min": 267.26, + "average_max": 271.37, + "median": 271.15, + "mean": 269.34, + "p25": 267.05, + "p75": 273.88, + "st_dev": 5.36, + "num": 311 + }, + "pressure": { + "min": 976, + "max": 1036, + "median": 1007, + "mean": 1007.67, + "p25": 999, + "p75": 1020, + "st_dev": 16.46, + "num": 311 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 78.92, + "p25": 71, + "p75": 92, + "st_dev": 18.08, + "num": 306 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.35, + "mean": 1.7, + "p25": 0.87, + "p75": 2.27, + "st_dev": 1.32, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 65, + "mean": 50.43, + "p25": 0, + "p75": 90, + "st_dev": 41.1, + "num": 311 + } + }, + { + "month": 12, + "day": 5, + "temp": { + "record_min": 256.62, + "record_max": 282.15, + "average_min": 268.54, + "average_max": 273.45, + "median": 272.19, + "mean": 271.15, + "p25": 268.16, + "p75": 275.15, + "st_dev": 5.78, + "num": 312 + }, + "pressure": { + "min": 961, + "max": 1035, + "median": 1007.5, + "mean": 1004.52, + "p25": 994.5, + "p75": 1016, + "st_dev": 16.03, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 81, + "mean": 76.7, + "p25": 68, + "p75": 89, + "st_dev": 20.04, + "num": 310 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.21, + "mean": 2.98, + "p25": 1.28, + "p75": 4.1, + "st_dev": 2.36, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 71.5, + "mean": 54, + "p25": 13, + "p75": 90, + "st_dev": 37.77, + "num": 312 + } + }, + { + "month": 12, + "day": 6, + "temp": { + "record_min": 262.11, + "record_max": 282.15, + "average_min": 269.09, + "average_max": 272.58, + "median": 271.07, + "mean": 270.78, + "p25": 266.64, + "p75": 274.15, + "st_dev": 4.96, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1026, + "median": 1007, + "mean": 1003.18, + "p25": 991.5, + "p75": 1011, + "st_dev": 12.45, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 83, + "mean": 74.14, + "p25": 62, + "p75": 92, + "st_dev": 23.9, + "num": 308 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.34, + "mean": 2.26, + "p25": 1, + "p75": 2.6, + "st_dev": 2.1, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 84, + "mean": 64.33, + "p25": 20, + "p75": 100, + "st_dev": 40.34, + "num": 312 + } + }, + { + "month": 12, + "day": 7, + "temp": { + "record_min": 261.15, + "record_max": 282.15, + "average_min": 268.73, + "average_max": 273.38, + "median": 272.22, + "mean": 271.41, + "p25": 266.42, + "p75": 274.97, + "st_dev": 5.38, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1030, + "median": 1003, + "mean": 1002.26, + "p25": 992, + "p75": 1010, + "st_dev": 12.86, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 74.54, + "p25": 59.5, + "p75": 93, + "st_dev": 24.62, + "num": 309 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 1.64, + "mean": 2.46, + "p25": 1.1, + "p75": 3.1, + "st_dev": 2.32, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 64.31, + "p25": 6, + "p75": 100, + "st_dev": 41.26, + "num": 312 + } + }, + { + "month": 12, + "day": 8, + "temp": { + "record_min": 261.15, + "record_max": 281.23, + "average_min": 268.87, + "average_max": 274.05, + "median": 272.15, + "mean": 271.72, + "p25": 268.15, + "p75": 274.65, + "st_dev": 4.5, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1038, + "median": 1002, + "mean": 999.89, + "p25": 987, + "p75": 1013, + "st_dev": 17.43, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 76.28, + "p25": 70, + "p75": 92, + "st_dev": 25.69, + "num": 311 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 2.1, + "mean": 2.43, + "p25": 1.13, + "p75": 3.1, + "st_dev": 1.88, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 81.5, + "mean": 66.46, + "p25": 36, + "p75": 100, + "st_dev": 38.25, + "num": 312 + } + }, + { + "month": 12, + "day": 9, + "temp": { + "record_min": 260.84, + "record_max": 280.15, + "average_min": 269.15, + "average_max": 273.7, + "median": 272.65, + "mean": 271.64, + "p25": 268.15, + "p75": 274.81, + "st_dev": 4.45, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1042, + "median": 1007, + "mean": 1003.26, + "p25": 992, + "p75": 1013, + "st_dev": 16.75, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 87, + "mean": 78.11, + "p25": 69.5, + "p75": 92, + "st_dev": 21.68, + "num": 312 + }, + "wind": { + "min": 0.44, + "max": 11.3, + "median": 1.97, + "mean": 2.34, + "p25": 1.21, + "p75": 2.96, + "st_dev": 1.66, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.68, + "p25": 9.5, + "p75": 100, + "st_dev": 39.59, + "num": 312 + } + }, + { + "month": 12, + "day": 10, + "temp": { + "record_min": 262.53, + "record_max": 280.16, + "average_min": 269.35, + "average_max": 273.62, + "median": 272.53, + "mean": 271.78, + "p25": 268.14, + "p75": 274.82, + "st_dev": 4.25, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1040, + "median": 1002, + "mean": 1002.6, + "p25": 990, + "p75": 1011.5, + "st_dev": 14.57, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 79.14, + "p25": 69.5, + "p75": 94.5, + "st_dev": 22.24, + "num": 312 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 1.89, + "mean": 2.72, + "p25": 1.11, + "p75": 3.1, + "st_dev": 2.39, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 69.17, + "p25": 44.5, + "p75": 99, + "st_dev": 35.91, + "num": 312 + } + }, + { + "month": 12, + "day": 11, + "temp": { + "record_min": 263.01, + "record_max": 278.95, + "average_min": 269.89, + "average_max": 273.1, + "median": 272.15, + "mean": 271.62, + "p25": 269.77, + "p75": 274.15, + "st_dev": 3.47, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1035, + "median": 1006, + "mean": 1005.86, + "p25": 990.5, + "p75": 1020, + "st_dev": 15.64, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86, + "mean": 79.13, + "p25": 79, + "p75": 94, + "st_dev": 25.03, + "num": 309 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.1, + "mean": 2.61, + "p25": 1.21, + "p75": 3.52, + "st_dev": 1.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 71.6, + "p25": 68, + "p75": 98, + "st_dev": 33.84, + "num": 312 + } + }, + { + "month": 12, + "day": 12, + "temp": { + "record_min": 259.37, + "record_max": 277.15, + "average_min": 268.02, + "average_max": 272.18, + "median": 270.34, + "mean": 270.29, + "p25": 267.62, + "p75": 274.15, + "st_dev": 4.32, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1034, + "median": 1006.5, + "mean": 1007.88, + "p25": 995, + "p75": 1020, + "st_dev": 15.74, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 88.5, + "mean": 82.04, + "p25": 79, + "p75": 93, + "st_dev": 20.09, + "num": 308 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.53, + "mean": 2.15, + "p25": 1.02, + "p75": 2.6, + "st_dev": 1.69, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.6, + "p25": 15, + "p75": 87, + "st_dev": 37.12, + "num": 312 + } + }, + { + "month": 12, + "day": 13, + "temp": { + "record_min": 257.67, + "record_max": 278.15, + "average_min": 266.44, + "average_max": 271.52, + "median": 269.15, + "mean": 269.4, + "p25": 266.45, + "p75": 273.99, + "st_dev": 4.52, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1034, + "median": 1010, + "mean": 1007.15, + "p25": 991.5, + "p75": 1018, + "st_dev": 15.03, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 81.56, + "p25": 84, + "p75": 93, + "st_dev": 23.33, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.07, + "mean": 1.36, + "p25": 0.67, + "p75": 1.55, + "st_dev": 1.05, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.51, + "p25": 19.5, + "p75": 100, + "st_dev": 38.73, + "num": 312 + } + }, + { + "month": 12, + "day": 14, + "temp": { + "record_min": 256.47, + "record_max": 279.15, + "average_min": 266.37, + "average_max": 271.41, + "median": 269.15, + "mean": 269.33, + "p25": 264.73, + "p75": 274.43, + "st_dev": 5.33, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1035, + "median": 1001, + "mean": 1003.24, + "p25": 988, + "p75": 1016, + "st_dev": 16.14, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 80.74, + "p25": 77.5, + "p75": 95, + "st_dev": 22.88, + "num": 312 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 1.33, + "mean": 1.79, + "p25": 0.89, + "p75": 2.1, + "st_dev": 1.86, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 77, + "mean": 68.97, + "p25": 66.5, + "p75": 92, + "st_dev": 34.19, + "num": 312 + } + }, + { + "month": 12, + "day": 15, + "temp": { + "record_min": 260.34, + "record_max": 280.83, + "average_min": 267.93, + "average_max": 272.38, + "median": 271.15, + "mean": 270.1, + "p25": 265.61, + "p75": 274.72, + "st_dev": 5.3, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1034, + "median": 1006, + "mean": 1004.13, + "p25": 989, + "p75": 1015, + "st_dev": 15.66, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 78.75, + "p25": 74, + "p75": 92, + "st_dev": 25.73, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.32, + "mean": 1.77, + "p25": 0.95, + "p75": 2.1, + "st_dev": 1.4, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 72.38, + "p25": 64.5, + "p75": 95.5, + "st_dev": 30.8, + "num": 312 + } + }, + { + "month": 12, + "day": 16, + "temp": { + "record_min": 257.3, + "record_max": 280.93, + "average_min": 268.44, + "average_max": 273.83, + "median": 272.26, + "mean": 271.54, + "p25": 268.23, + "p75": 275.85, + "st_dev": 5.31, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1032, + "median": 1004.5, + "mean": 1005.78, + "p25": 995, + "p75": 1015, + "st_dev": 12.09, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90, + "mean": 80.6, + "p25": 79.5, + "p75": 92, + "st_dev": 24.23, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 1.5, + "mean": 2.45, + "p25": 1, + "p75": 3.54, + "st_dev": 2.04, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.35, + "p25": 12, + "p75": 90, + "st_dev": 37.22, + "num": 312 + } + }, + { + "month": 12, + "day": 17, + "temp": { + "record_min": 261.15, + "record_max": 278.52, + "average_min": 268.77, + "average_max": 272.95, + "median": 271.57, + "mean": 271.04, + "p25": 268.03, + "p75": 274.15, + "st_dev": 4.19, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1034, + "median": 1009, + "mean": 1008.62, + "p25": 1002, + "p75": 1014, + "st_dev": 10.62, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90.5, + "mean": 74.52, + "p25": 79, + "p75": 92, + "st_dev": 32.92, + "num": 290 + }, + "wind": { + "min": 0, + "max": 6.47, + "median": 1.08, + "mean": 1.35, + "p25": 0.99, + "p75": 1.5, + "st_dev": 0.9, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 76, + "mean": 71, + "p25": 64, + "p75": 97, + "st_dev": 32.57, + "num": 312 + } + }, + { + "month": 12, + "day": 18, + "temp": { + "record_min": 264.36, + "record_max": 281.21, + "average_min": 269.52, + "average_max": 274.92, + "median": 273.15, + "mean": 272.35, + "p25": 268.78, + "p75": 275.15, + "st_dev": 3.91, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1032, + "median": 1009, + "mean": 1007.24, + "p25": 999, + "p75": 1016, + "st_dev": 12.29, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 85.51, + "p25": 90, + "p75": 96, + "st_dev": 24.28, + "num": 294 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.49, + "mean": 1.84, + "p25": 0.95, + "p75": 2.51, + "st_dev": 1.41, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 75.49, + "p25": 69.5, + "p75": 92, + "st_dev": 27.46, + "num": 312 + } + }, + { + "month": 12, + "day": 19, + "temp": { + "record_min": 264.26, + "record_max": 280.67, + "average_min": 270.72, + "average_max": 275.54, + "median": 273.15, + "mean": 273.44, + "p25": 270.57, + "p75": 276.66, + "st_dev": 3.88, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1027, + "median": 1006.5, + "mean": 1005.08, + "p25": 993.5, + "p75": 1018.5, + "st_dev": 14.93, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 82.35, + "p25": 84.5, + "p75": 96, + "st_dev": 26.6, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.72, + "mean": 2, + "p25": 1, + "p75": 2.6, + "st_dev": 1.3, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 69.49, + "p25": 40, + "p75": 92, + "st_dev": 32.83, + "num": 312 + } + }, + { + "month": 12, + "day": 20, + "temp": { + "record_min": 264.15, + "record_max": 282.24, + "average_min": 271.17, + "average_max": 275.75, + "median": 273.71, + "mean": 273.6, + "p25": 271.31, + "p75": 275.59, + "st_dev": 4.02, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1040, + "median": 1002, + "mean": 1004.85, + "p25": 994, + "p75": 1016, + "st_dev": 14.04, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 81.83, + "p25": 85, + "p75": 95, + "st_dev": 26.51, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.54, + "mean": 2.15, + "p25": 1, + "p75": 2.74, + "st_dev": 1.82, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 71.11, + "p25": 55, + "p75": 92, + "st_dev": 31.53, + "num": 312 + } + }, + { + "month": 12, + "day": 21, + "temp": { + "record_min": 261.61, + "record_max": 280.2, + "average_min": 270.64, + "average_max": 274.85, + "median": 273.86, + "mean": 272.89, + "p25": 270.99, + "p75": 276.2, + "st_dev": 4.47, + "num": 312 + }, + "pressure": { + "min": 964, + "max": 1040, + "median": 996, + "mean": 999.37, + "p25": 988, + "p75": 1011, + "st_dev": 15.53, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 88, + "mean": 78.64, + "p25": 81, + "p75": 94, + "st_dev": 27.9, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.69, + "mean": 2.34, + "p25": 0.83, + "p75": 3.76, + "st_dev": 1.82, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 71.24, + "p25": 65.5, + "p75": 99, + "st_dev": 35.11, + "num": 312 + } + }, + { + "month": 12, + "day": 22, + "temp": { + "record_min": 263.15, + "record_max": 279.13, + "average_min": 271.71, + "average_max": 274.86, + "median": 274.71, + "mean": 273.37, + "p25": 271.15, + "p75": 276.15, + "st_dev": 3.7, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1040, + "median": 992, + "mean": 996.39, + "p25": 987, + "p75": 1009, + "st_dev": 15.81, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 85, + "mean": 78.13, + "p25": 74, + "p75": 92, + "st_dev": 23.7, + "num": 310 + }, + "wind": { + "min": 0, + "max": 12.9, + "median": 2.06, + "mean": 2.32, + "p25": 0.94, + "p75": 3.6, + "st_dev": 1.79, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.34, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 69.11, + "p25": 40, + "p75": 98, + "st_dev": 36.7, + "num": 312 + } + }, + { + "month": 12, + "day": 23, + "temp": { + "record_min": 257.8, + "record_max": 281.15, + "average_min": 268.17, + "average_max": 274.11, + "median": 272.88, + "mean": 271.75, + "p25": 267.84, + "p75": 274.81, + "st_dev": 4.3, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1032, + "median": 997, + "mean": 1000.06, + "p25": 992, + "p75": 1006, + "st_dev": 12.27, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 86.5, + "mean": 83.04, + "p25": 80, + "p75": 92, + "st_dev": 15.88, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.09, + "mean": 2.3, + "p25": 1.28, + "p75": 3.1, + "st_dev": 1.36, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 42, + "mean": 44.56, + "p25": 6, + "p75": 75.5, + "st_dev": 36.98, + "num": 312 + } + }, + { + "month": 12, + "day": 24, + "temp": { + "record_min": 257.49, + "record_max": 280.19, + "average_min": 267.38, + "average_max": 273.27, + "median": 272.12, + "mean": 270.51, + "p25": 265.93, + "p75": 275.34, + "st_dev": 5.99, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1025, + "median": 1003, + "mean": 999.75, + "p25": 988, + "p75": 1012.5, + "st_dev": 14.34, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 85, + "mean": 82.73, + "p25": 74, + "p75": 93, + "st_dev": 13.53, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.1, + "mean": 2.81, + "p25": 1.21, + "p75": 3.62, + "st_dev": 2.27, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.04, + "p25": 15, + "p75": 92, + "st_dev": 39.31, + "num": 312 + } + }, + { + "month": 12, + "day": 25, + "temp": { + "record_min": 254.15, + "record_max": 279.85, + "average_min": 268.01, + "average_max": 273.91, + "median": 271.88, + "mean": 271.19, + "p25": 267.75, + "p75": 276.74, + "st_dev": 6.07, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1022, + "median": 1002.5, + "mean": 1001.03, + "p25": 992, + "p75": 1013, + "st_dev": 14.34, + "num": 312 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 91, + "mean": 84.35, + "p25": 78, + "p75": 94, + "st_dev": 14.23, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.81, + "mean": 2.31, + "p25": 1.13, + "p75": 3.1, + "st_dev": 1.61, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.34, + "p25": 3, + "p75": 92, + "st_dev": 40.58, + "num": 312 + } + }, + { + "month": 12, + "day": 26, + "temp": { + "record_min": 250.97, + "record_max": 279.85, + "average_min": 268.05, + "average_max": 273.57, + "median": 271.96, + "mean": 270.55, + "p25": 267.85, + "p75": 276.12, + "st_dev": 6.97, + "num": 312 + }, + "pressure": { + "min": 964, + "max": 1029, + "median": 1001.5, + "mean": 1001.26, + "p25": 989, + "p75": 1017, + "st_dev": 17.76, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 83.94, + "p25": 76, + "p75": 95, + "st_dev": 17.24, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 1.5, + "mean": 2.35, + "p25": 1, + "p75": 2.79, + "st_dev": 2.23, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.57, + "p25": 20, + "p75": 92, + "st_dev": 39.18, + "num": 312 + } + }, + { + "month": 12, + "day": 27, + "temp": { + "record_min": 248.47, + "record_max": 279.61, + "average_min": 267.17, + "average_max": 272.87, + "median": 271.75, + "mean": 270.19, + "p25": 267.18, + "p75": 275.15, + "st_dev": 6.73, + "num": 312 + }, + "pressure": { + "min": 956, + "max": 1039, + "median": 1010, + "mean": 1003.42, + "p25": 988, + "p75": 1018, + "st_dev": 20.77, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 91, + "mean": 82.97, + "p25": 75, + "p75": 95, + "st_dev": 17.83, + "num": 311 + }, + "wind": { + "min": 0, + "max": 22.8, + "median": 1.5, + "mean": 2.46, + "p25": 1.04, + "p75": 3.13, + "st_dev": 2.4, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.73, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 85, + "mean": 62.94, + "p25": 21.5, + "p75": 92, + "st_dev": 38.95, + "num": 312 + } + }, + { + "month": 12, + "day": 28, + "temp": { + "record_min": 253.91, + "record_max": 279.26, + "average_min": 267.68, + "average_max": 271.82, + "median": 269.22, + "mean": 269.82, + "p25": 267.56, + "p75": 273.97, + "st_dev": 5.13, + "num": 312 + }, + "pressure": { + "min": 960, + "max": 1039, + "median": 1007, + "mean": 1005.59, + "p25": 987, + "p75": 1022.5, + "st_dev": 20.86, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 90, + "mean": 84.53, + "p25": 80, + "p75": 96, + "st_dev": 18.52, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 1.64, + "mean": 2.13, + "p25": 1, + "p75": 2.6, + "st_dev": 1.76, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 74.51, + "p25": 75, + "p75": 100, + "st_dev": 32.74, + "num": 312 + } + }, + { + "month": 12, + "day": 29, + "temp": { + "record_min": 256.65, + "record_max": 279.22, + "average_min": 269, + "average_max": 273.04, + "median": 270.29, + "mean": 271.16, + "p25": 268.27, + "p75": 275.1, + "st_dev": 4.92, + "num": 312 + }, + "pressure": { + "min": 966, + "max": 1038, + "median": 1005, + "mean": 1004.26, + "p25": 990, + "p75": 1015, + "st_dev": 18.04, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 86.98, + "p25": 85, + "p75": 97.5, + "st_dev": 19.46, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.42, + "mean": 2.02, + "p25": 0.9, + "p75": 2.45, + "st_dev": 1.79, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 75.6, + "p25": 74, + "p75": 100, + "st_dev": 31.75, + "num": 312 + } + }, + { + "month": 12, + "day": 30, + "temp": { + "record_min": 258.75, + "record_max": 280.17, + "average_min": 269.79, + "average_max": 274.87, + "median": 272.87, + "mean": 272.57, + "p25": 270.25, + "p75": 275.25, + "st_dev": 4.33, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1032, + "median": 1002, + "mean": 1003.16, + "p25": 996, + "p75": 1011, + "st_dev": 15.03, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 92, + "mean": 85.52, + "p25": 82, + "p75": 96, + "st_dev": 18.48, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.5, + "mean": 2.24, + "p25": 1.04, + "p75": 3.44, + "st_dev": 1.76, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 72.93, + "p25": 56, + "p75": 100, + "st_dev": 33.53, + "num": 312 + } + }, + { + "month": 12, + "day": 31, + "temp": { + "record_min": 264.46, + "record_max": 281.48, + "average_min": 271.16, + "average_max": 275.63, + "median": 273.15, + "mean": 273.5, + "p25": 271.15, + "p75": 276.36, + "st_dev": 3.5, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1025, + "median": 1001.5, + "mean": 1002.13, + "p25": 990, + "p75": 1014.5, + "st_dev": 13.85, + "num": 312 + }, + "humidity": { + "min": 1, + "max": 100, + "median": 89, + "mean": 81.3, + "p25": 72, + "p75": 94, + "st_dev": 20.17, + "num": 307 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.6, + "mean": 3.12, + "p25": 1.41, + "p75": 4.11, + "st_dev": 2.26, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 72.95, + "p25": 64, + "p75": 100, + "st_dev": 31.24, + "num": 312 + } + } + ] + } +} \ No newline at end of file diff --git a/data/json/output_current/data_trondheim.json b/data/json/output_current/data_trondheim.json new file mode 100644 index 0000000..a8f04b8 --- /dev/null +++ b/data/json/output_current/data_trondheim.json @@ -0,0 +1,46 @@ +{ + "coord": { + "lon": 10.3951, + "lat": 63.4305 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ], + "base": "stations", + "main": { + "temp": 10.44, + "feels_like": 9.58, + "temp_min": 9.44, + "temp_max": 14.03, + "pressure": 1000, + "humidity": 78, + "sea_level": 1000, + "grnd_level": 989 + }, + "visibility": 10000, + "wind": { + "speed": 0.89, + "deg": 338, + "gust": 1.79 + }, + "clouds": { + "all": 93 + }, + "dt": 1748279000, + "sys": { + "type": 2, + "id": 2046252, + "country": "NO", + "sunrise": 1748223592, + "sunset": 1748292684 + }, + "timezone": 7200, + "id": 3133880, + "name": "Trondheim", + "cod": 200 +} \ No newline at end of file diff --git a/data/json/output_interactive/data_fredrikstad.json b/data/json/output_interactive/data_fredrikstad.json new file mode 100644 index 0000000..7e48a26 --- /dev/null +++ b/data/json/output_interactive/data_fredrikstad.json @@ -0,0 +1,657 @@ +{ + "message": "Count: 24", + "cod": "200", + "city_id": 3156529, + "calctime": 0.003655008, + "cnt": 24, + "list": [ + { + "dt": 1747440000, + "main": { + "temp": 12.05, + "feels_like": 11.14, + "pressure": 1018, + "humidity": 70, + "temp_min": 12.05, + "temp_max": 14.21 + }, + "wind": { + "speed": 5.87, + "deg": 19, + "gust": 12.55 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1747443600, + "main": { + "temp": 12.05, + "feels_like": 11.14, + "pressure": 1018, + "humidity": 70, + "temp_min": 12.05, + "temp_max": 13.66 + }, + "wind": { + "speed": 6.39, + "deg": 18, + "gust": 12.54 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1747447200, + "main": { + "temp": 11.49, + "feels_like": 10.52, + "pressure": 1018, + "humidity": 70, + "temp_min": 11.49, + "temp_max": 13.66 + }, + "wind": { + "speed": 6.28, + "deg": 22, + "gust": 12.23 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1747450800, + "main": { + "temp": 9.82, + "feels_like": 7, + "pressure": 1018, + "humidity": 70, + "temp_min": 9.82, + "temp_max": 12.55 + }, + "wind": { + "speed": 6.04, + "deg": 21, + "gust": 11.89 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1747454400, + "main": { + "temp": 10.38, + "feels_like": 9.28, + "pressure": 1017, + "humidity": 69, + "temp_min": 10.38, + "temp_max": 11.99 + }, + "wind": { + "speed": 6.09, + "deg": 19, + "gust": 11.5 + }, + "clouds": { + "all": 1 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1747458000, + "main": { + "temp": 10.38, + "feels_like": 9.25, + "pressure": 1018, + "humidity": 68, + "temp_min": 10.38, + "temp_max": 11.99 + }, + "wind": { + "speed": 6.56, + "deg": 18, + "gust": 10.84 + }, + "clouds": { + "all": 2 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1747461600, + "main": { + "temp": 10.94, + "feels_like": 9.79, + "pressure": 1016, + "humidity": 65, + "temp_min": 10.94, + "temp_max": 11.99 + }, + "wind": { + "speed": 6.67, + "deg": 18, + "gust": 10.11 + }, + "clouds": { + "all": 2 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01d" + } + ] + }, + { + "dt": 1747465200, + "main": { + "temp": 12.05, + "feels_like": 10.98, + "pressure": 1018, + "humidity": 64, + "temp_min": 11.99, + "temp_max": 12.05 + }, + "wind": { + "speed": 6.01, + "deg": 13, + "gust": 10.38 + }, + "clouds": { + "all": 99 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1747468800, + "main": { + "temp": 14.82, + "feels_like": 13.92, + "pressure": 1016, + "humidity": 60, + "temp_min": 12.55, + "temp_max": 14.82 + }, + "wind": { + "speed": 6.14, + "deg": 21, + "gust": 9.5 + }, + "clouds": { + "all": 99 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1747472400, + "main": { + "temp": 18.16, + "feels_like": 17.39, + "pressure": 1016, + "humidity": 52, + "temp_min": 13.66, + "temp_max": 18.16 + }, + "wind": { + "speed": 5.86, + "deg": 32, + "gust": 9.54 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1747476000, + "main": { + "temp": 18.71, + "feels_like": 17.89, + "pressure": 1017, + "humidity": 48, + "temp_min": 14.77, + "temp_max": 18.71 + }, + "wind": { + "speed": 4.86, + "deg": 41, + "gust": 8.73 + }, + "clouds": { + "all": 85 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1747479600, + "main": { + "temp": 17.6, + "feels_like": 16.67, + "pressure": 1016, + "humidity": 48, + "temp_min": 15.32, + "temp_max": 17.6 + }, + "wind": { + "speed": 4.02, + "deg": 35, + "gust": 7.51 + }, + "clouds": { + "all": 71 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1747483200, + "main": { + "temp": 18.71, + "feels_like": 17.89, + "pressure": 1016, + "humidity": 48, + "temp_min": 18.71, + "temp_max": 18.71 + }, + "wind": { + "speed": 4.02, + "deg": 23, + "gust": 7.07 + }, + "clouds": { + "all": 69 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1747486800, + "main": { + "temp": 17.6, + "feels_like": 16.67, + "pressure": 1016, + "humidity": 48, + "temp_min": 17.6, + "temp_max": 17.6 + }, + "wind": { + "speed": 4.27, + "deg": 24, + "gust": 7.28 + }, + "clouds": { + "all": 21 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02d" + } + ] + }, + { + "dt": 1747490400, + "main": { + "temp": 18.16, + "feels_like": 17.23, + "pressure": 1015, + "humidity": 46, + "temp_min": 18.16, + "temp_max": 18.16 + }, + "wind": { + "speed": 4.47, + "deg": 26, + "gust": 7.64 + }, + "clouds": { + "all": 14 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02d" + } + ] + }, + { + "dt": 1747494000, + "main": { + "temp": 20.38, + "feels_like": 19.62, + "pressure": 1014, + "humidity": 44, + "temp_min": 20.38, + "temp_max": 20.38 + }, + "wind": { + "speed": 4.95, + "deg": 31, + "gust": 7.57 + }, + "clouds": { + "all": 14 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02d" + } + ] + }, + { + "dt": 1747497600, + "main": { + "temp": 19.82, + "feels_like": 18.95, + "pressure": 1015, + "humidity": 42, + "temp_min": 19.82, + "temp_max": 19.82 + }, + "wind": { + "speed": 5.06, + "deg": 36, + "gust": 7.34 + }, + "clouds": { + "all": 27 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1747501200, + "main": { + "temp": 17.05, + "feels_like": 15.99, + "pressure": 1015, + "humidity": 45, + "temp_min": 16.44, + "temp_max": 17.05 + }, + "wind": { + "speed": 3.65, + "deg": 54, + "gust": 6.46 + }, + "clouds": { + "all": 41 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03d" + } + ] + }, + { + "dt": 1747504800, + "main": { + "temp": 15.94, + "feels_like": 14.79, + "pressure": 1014, + "humidity": 46, + "temp_min": 15.94, + "temp_max": 16.44 + }, + "wind": { + "speed": 3.64, + "deg": 124, + "gust": 5.54 + }, + "clouds": { + "all": 51 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1747508400, + "main": { + "temp": 14.82, + "feels_like": 13.69, + "pressure": 1014, + "humidity": 51, + "temp_min": 14.82, + "temp_max": 15.88 + }, + "wind": { + "speed": 3.2, + "deg": 121, + "gust": 5.83 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1747512000, + "main": { + "temp": 13.16, + "feels_like": 12.02, + "pressure": 1016, + "humidity": 57, + "temp_min": 13.16, + "temp_max": 13.16 + }, + "wind": { + "speed": 0.99, + "deg": 84, + "gust": 1.29 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1747515600, + "main": { + "temp": 10.94, + "feels_like": 9.76, + "pressure": 1016, + "humidity": 64, + "temp_min": 10.94, + "temp_max": 14.77 + }, + "wind": { + "speed": 1.61, + "deg": 43, + "gust": 1.71 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1747519200, + "main": { + "temp": 10.94, + "feels_like": 9.81, + "pressure": 1018, + "humidity": 66, + "temp_min": 10.94, + "temp_max": 14.21 + }, + "wind": { + "speed": 2.03, + "deg": 33, + "gust": 2.36 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1747522800, + "main": { + "temp": 10.38, + "feels_like": 9.25, + "pressure": 1018, + "humidity": 68, + "temp_min": 10.38, + "temp_max": 13.1 + }, + "wind": { + "speed": 1.99, + "deg": 26, + "gust": 3.4 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + } + ] +} \ No newline at end of file diff --git a/data/json/output_one_day/data_jorpeland.json b/data/json/output_one_day/data_jorpeland.json new file mode 100644 index 0000000..ef216ff --- /dev/null +++ b/data/json/output_one_day/data_jorpeland.json @@ -0,0 +1,663 @@ +{ + "message": "Count: 24", + "cod": "200", + "city_id": 3150742, + "calctime": 0.056370155, + "cnt": 24, + "list": [ + { + "dt": 1727654400, + "main": { + "temp": 9.26, + "feels_like": 7.7, + "pressure": 1022, + "humidity": 99, + "temp_min": 8, + "temp_max": 9.29 + }, + "wind": { + "speed": 2.88, + "deg": 133, + "gust": 3.85 + }, + "clouds": { + "all": 93 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727658000, + "main": { + "temp": 9.82, + "feels_like": 8.41, + "pressure": 1021, + "humidity": 99, + "temp_min": 8.35, + "temp_max": 9.85 + }, + "wind": { + "speed": 2.81, + "deg": 118, + "gust": 3.13 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727661600, + "main": { + "temp": 9.27, + "feels_like": 7.64, + "pressure": 1021, + "humidity": 99, + "temp_min": 8.35, + "temp_max": 9.29 + }, + "wind": { + "speed": 2.99, + "deg": 113, + "gust": 3.06 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727665200, + "main": { + "temp": 9.84, + "feels_like": 8.18, + "pressure": 1021, + "humidity": 99, + "temp_min": 8.91, + "temp_max": 10.61 + }, + "wind": { + "speed": 3.25, + "deg": 115, + "gust": 3.42 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727668800, + "main": { + "temp": 9.84, + "feels_like": 8.2, + "pressure": 1021, + "humidity": 99, + "temp_min": 8.91, + "temp_max": 9.9 + }, + "wind": { + "speed": 3.22, + "deg": 116, + "gust": 3.26 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727672400, + "main": { + "temp": 9.84, + "feels_like": 7.94, + "pressure": 1021, + "humidity": 99, + "temp_min": 9.11, + "temp_max": 9.9 + }, + "wind": { + "speed": 3.72, + "deg": 110, + "gust": 3.79 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727676000, + "main": { + "temp": 10.41, + "feels_like": 10.09, + "pressure": 1021, + "humidity": 99, + "temp_min": 10.02, + "temp_max": 11.17 + }, + "wind": { + "speed": 4.13, + "deg": 113, + "gust": 4.9 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.4 + } + }, + { + "dt": 1727679600, + "main": { + "temp": 10.94, + "feels_like": 10.67, + "pressure": 1021, + "humidity": 99, + "temp_min": 9.66, + "temp_max": 11.73 + }, + "wind": { + "speed": 4.35, + "deg": 112, + "gust": 6.42 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727683200, + "main": { + "temp": 11.5, + "feels_like": 11.29, + "pressure": 1021, + "humidity": 99, + "temp_min": 10.58, + "temp_max": 11.73 + }, + "wind": { + "speed": 4.18, + "deg": 111, + "gust": 6.23 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727686800, + "main": { + "temp": 11.53, + "feels_like": 11.32, + "pressure": 1021, + "humidity": 99, + "temp_min": 11.52, + "temp_max": 11.9 + }, + "wind": { + "speed": 4.05, + "deg": 113, + "gust": 6.69 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 500, + "main": "Rain", + "description": "light rain", + "icon": "10d" + } + ], + "rain": { + "1h": 0.46 + } + }, + { + "dt": 1727690400, + "main": { + "temp": 12.65, + "feels_like": 12.56, + "pressure": 1021, + "humidity": 99, + "temp_min": 12.63, + "temp_max": 13.55 + }, + "wind": { + "speed": 4.06, + "deg": 120, + "gust": 9.01 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727694000, + "main": { + "temp": 13.75, + "feels_like": 13.77, + "pressure": 1021, + "humidity": 99, + "temp_min": 13.35, + "temp_max": 14.11 + }, + "wind": { + "speed": 5.94, + "deg": 138, + "gust": 10.42 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727697600, + "main": { + "temp": 14.84, + "feels_like": 14.42, + "pressure": 1021, + "humidity": 78, + "temp_min": 13.9, + "temp_max": 14.85 + }, + "wind": { + "speed": 6.21, + "deg": 134, + "gust": 10.73 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727701200, + "main": { + "temp": 14.86, + "feels_like": 14.12, + "pressure": 1021, + "humidity": 66, + "temp_min": 13.9, + "temp_max": 15.22 + }, + "wind": { + "speed": 6.38, + "deg": 134, + "gust": 10.9 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727704800, + "main": { + "temp": 14.45, + "feels_like": 13.7, + "pressure": 1020, + "humidity": 67, + "temp_min": 13.9, + "temp_max": 15.02 + }, + "wind": { + "speed": 6.54, + "deg": 136, + "gust": 11.3 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727708400, + "main": { + "temp": 14.06, + "feels_like": 13.3, + "pressure": 1020, + "humidity": 68, + "temp_min": 13.9, + "temp_max": 14.5 + }, + "wind": { + "speed": 6.36, + "deg": 130, + "gust": 11.12 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727712000, + "main": { + "temp": 14.05, + "feels_like": 13.31, + "pressure": 1020, + "humidity": 69, + "temp_min": 13.9, + "temp_max": 15.02 + }, + "wind": { + "speed": 6, + "deg": 126, + "gust": 11.45 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727715600, + "main": { + "temp": 13.71, + "feels_like": 12.47, + "pressure": 1020, + "humidity": 51, + "temp_min": 12.24, + "temp_max": 13.74 + }, + "wind": { + "speed": 5.82, + "deg": 119, + "gust": 11.83 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04d" + } + ] + }, + { + "dt": 1727719200, + "main": { + "temp": 13.14, + "feels_like": 12.1, + "pressure": 1020, + "humidity": 61, + "temp_min": 11.33, + "temp_max": 13.18 + }, + "wind": { + "speed": 6.64, + "deg": 118, + "gust": 12.72 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727722800, + "main": { + "temp": 12.59, + "feels_like": 11.52, + "pressure": 1020, + "humidity": 62, + "temp_min": 10.78, + "temp_max": 12.84 + }, + "wind": { + "speed": 6.24, + "deg": 112, + "gust": 12.58 + }, + "clouds": { + "all": 96 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727726400, + "main": { + "temp": 12.57, + "feels_like": 11.63, + "pressure": 1020, + "humidity": 67, + "temp_min": 9.9, + "temp_max": 12.84 + }, + "wind": { + "speed": 6.35, + "deg": 104, + "gust": 12.91 + }, + "clouds": { + "all": 87 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727730000, + "main": { + "temp": 11.5, + "feels_like": 10.69, + "pressure": 1021, + "humidity": 76, + "temp_min": 9.9, + "temp_max": 11.52 + }, + "wind": { + "speed": 5.93, + "deg": 99, + "gust": 12.52 + }, + "clouds": { + "all": 81 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727733600, + "main": { + "temp": 12.61, + "feels_like": 11.78, + "pressure": 1021, + "humidity": 71, + "temp_min": 11.69, + "temp_max": 12.84 + }, + "wind": { + "speed": 5.66, + "deg": 95, + "gust": 12.22 + }, + "clouds": { + "all": 83 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1727737200, + "main": { + "temp": 12.59, + "feels_like": 11.86, + "pressure": 1020, + "humidity": 75, + "temp_min": 10.58, + "temp_max": 12.84 + }, + "wind": { + "speed": 5.07, + "deg": 91, + "gust": 11.89 + }, + "clouds": { + "all": 79 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + } + ] +} \ No newline at end of file diff --git a/data/json/output_one_week/data_kirkenes.json b/data/json/output_one_week/data_kirkenes.json new file mode 100644 index 0000000..9e3aec2 --- /dev/null +++ b/data/json/output_one_week/data_kirkenes.json @@ -0,0 +1,4431 @@ +{ + "message": "Count: 163", + "cod": "200", + "city_id": 779303, + "calctime": 0.139153428, + "cnt": 163, + "list": [ + { + "dt": 1735862400, + "main": { + "temp": -20.47, + "feels_like": -27.47, + "pressure": 984, + "humidity": 84, + "temp_min": -20.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1735866000, + "main": { + "temp": -20.47, + "feels_like": -27.47, + "pressure": 985, + "humidity": 77, + "temp_min": -20.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 4.12, + "deg": 180 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1735869600, + "main": { + "temp": -20.47, + "feels_like": -27.47, + "pressure": 985, + "humidity": 84, + "temp_min": -20.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 4.12, + "deg": 180 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1735873200, + "main": { + "temp": -20.47, + "feels_like": -27.47, + "pressure": 985, + "humidity": 84, + "temp_min": -20.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.6, + "deg": 180 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1735876800, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 985, + "humidity": 77, + "temp_min": -19.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.6, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735880400, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 985, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.09, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735884000, + "main": { + "temp": -17.47, + "feels_like": -23.83, + "pressure": 985, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 2.57, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.12 + } + }, + { + "dt": 1735887600, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 985, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 4.12, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.21 + } + }, + { + "dt": 1735891200, + "main": { + "temp": -16.47, + "feels_like": -22.64, + "pressure": 985, + "humidity": 92, + "temp_min": -16.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 2.57, + "deg": 170 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.21 + } + }, + { + "dt": 1735894800, + "main": { + "temp": -15.47, + "feels_like": -21.46, + "pressure": 986, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 2.57, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735898400, + "main": { + "temp": -15.47, + "feels_like": -21.46, + "pressure": 986, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 2.57, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.12 + } + }, + { + "dt": 1735902000, + "main": { + "temp": -15.47, + "feels_like": -21.46, + "pressure": 987, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 2.57, + "deg": 170 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 1.15 + } + }, + { + "dt": 1735905600, + "main": { + "temp": -15.47, + "feels_like": -22.2, + "pressure": 987, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.09, + "deg": 190 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.75 + } + }, + { + "dt": 1735909200, + "main": { + "temp": -16.47, + "feels_like": -21.76, + "pressure": 988, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 2.06, + "deg": 190 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.75 + } + }, + { + "dt": 1735912800, + "main": { + "temp": -15.47, + "feels_like": -21.46, + "pressure": 988, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 2.57, + "deg": 190 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.59 + } + }, + { + "dt": 1735916400, + "main": { + "temp": -16.47, + "feels_like": -23.41, + "pressure": 988, + "humidity": 92, + "temp_min": -16.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.32 + } + }, + { + "dt": 1735920000, + "main": { + "temp": -16.47, + "feels_like": -22.64, + "pressure": 989, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 2.57, + "deg": 180 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1735923600, + "main": { + "temp": -16.47, + "feels_like": -20.64, + "pressure": 989, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1735927200, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 990, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735930800, + "main": { + "temp": -17.47, + "feels_like": -21.78, + "pressure": 990, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 1.54, + "deg": 130 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1735934400, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 991, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1735938000, + "main": { + "temp": -18.47, + "feels_like": -22.92, + "pressure": 991, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1735941600, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 992, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 3.6, + "deg": 190 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1735945200, + "main": { + "temp": -18.47, + "feels_like": -25.02, + "pressure": 992, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 2.57, + "deg": 190 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1735948800, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 993, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 3.6, + "deg": 200 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735952400, + "main": { + "temp": -18.47, + "feels_like": -18.47, + "pressure": 993, + "humidity": 78, + "temp_min": -18.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735956000, + "main": { + "temp": -19.47, + "feels_like": -24.06, + "pressure": 993, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 1.54, + "deg": 240 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735959600, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 993, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735963200, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 994, + "humidity": 78, + "temp_min": -18.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.09, + "deg": 230 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735966800, + "main": { + "temp": -18.47, + "feels_like": -24.09, + "pressure": 994, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 2.06, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735970400, + "main": { + "temp": -18.47, + "feels_like": -22.92, + "pressure": 994, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735974000, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 995, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.09, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735977600, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 995, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 4.12, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1735981200, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 995, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 4.12, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735984800, + "main": { + "temp": -18.47, + "feels_like": -24.09, + "pressure": 995, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 2.06, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.13 + } + }, + { + "dt": 1735988400, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 996, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 4.12, + "deg": 200 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735992000, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 995, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.6, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.27 + } + }, + { + "dt": 1735995600, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 995, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.6, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1735999200, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 995, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.09, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736002800, + "main": { + "temp": -16.47, + "feels_like": -23.47, + "pressure": 995, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.6, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736006400, + "main": { + "temp": -16.47, + "feels_like": -23.47, + "pressure": 994, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.6, + "deg": 200 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1736010000, + "main": { + "temp": -15.47, + "feels_like": -22.47, + "pressure": 994, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -3.88 + }, + "wind": { + "speed": 3.6, + "deg": 210 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736013600, + "main": { + "temp": -15.47, + "feels_like": -22.47, + "pressure": 994, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 5.14, + "deg": 230 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736017200, + "main": { + "temp": -14.47, + "feels_like": -21.47, + "pressure": 993, + "humidity": 92, + "temp_min": -14.47, + "temp_max": -3.88 + }, + "wind": { + "speed": 3.6, + "deg": 220 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ], + "snow": { + "1h": 0.1 + } + }, + { + "dt": 1736020800, + "main": { + "temp": -14.47, + "feels_like": -18.35, + "pressure": 993, + "humidity": 85, + "temp_min": -14.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 1.54, + "deg": 190 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.87 + } + }, + { + "dt": 1736024400, + "main": { + "temp": -13.47, + "feels_like": -19.08, + "pressure": 993, + "humidity": 85, + "temp_min": -13.47, + "temp_max": -1.88 + }, + "wind": { + "speed": 2.57, + "deg": 200 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.27 + } + }, + { + "dt": 1736028000, + "main": { + "temp": -12.47, + "feels_like": -18.59, + "pressure": 993, + "humidity": 85, + "temp_min": -12.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.49 + } + }, + { + "dt": 1736031600, + "main": { + "temp": -13.47, + "feels_like": -20.47, + "pressure": 992, + "humidity": 85, + "temp_min": -13.47, + "temp_max": -1.88 + }, + "wind": { + "speed": 4.63, + "deg": 190 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.32 + } + }, + { + "dt": 1736035200, + "main": { + "temp": -13.47, + "feels_like": -20.47, + "pressure": 992, + "humidity": 85, + "temp_min": -13.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 5.14, + "deg": 190 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.35 + } + }, + { + "dt": 1736038800, + "main": { + "temp": -14.47, + "feels_like": -18.35, + "pressure": 992, + "humidity": 92, + "temp_min": -14.47, + "temp_max": -3.88 + }, + "wind": { + "speed": 1.54, + "deg": 150 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.29 + } + }, + { + "dt": 1736042400, + "main": { + "temp": -13.47, + "feels_like": -18.25, + "pressure": 992, + "humidity": 85, + "temp_min": -13.47, + "temp_max": -3.88 + }, + "wind": { + "speed": 2.06, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.23 + } + }, + { + "dt": 1736046000, + "main": { + "temp": -13.47, + "feels_like": -20.4, + "pressure": 992, + "humidity": 85, + "temp_min": -13.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 3.6, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.17 + } + }, + { + "dt": 1736049600, + "main": { + "temp": -12.47, + "feels_like": -16.07, + "pressure": 992, + "humidity": 85, + "temp_min": -12.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.19 + } + }, + { + "dt": 1736053200, + "main": { + "temp": -11.47, + "feels_like": -14.92, + "pressure": 992, + "humidity": 85, + "temp_min": -11.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 1.54, + "deg": 160 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 1 + } + }, + { + "dt": 1736056800, + "main": { + "temp": -11.47, + "feels_like": -17.97, + "pressure": 992, + "humidity": 85, + "temp_min": -11.47, + "temp_max": -1.88 + }, + "wind": { + "speed": 3.6, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.24 + } + }, + { + "dt": 1736060400, + "main": { + "temp": -11.47, + "feels_like": -18.47, + "pressure": 992, + "humidity": 92, + "temp_min": -11.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 4.12, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.27 + } + }, + { + "dt": 1736064000, + "main": { + "temp": -10.47, + "feels_like": -15.52, + "pressure": 992, + "humidity": 85, + "temp_min": -10.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 2.57, + "deg": 140 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.12 + } + }, + { + "dt": 1736067600, + "main": { + "temp": -10.47, + "feels_like": -14.75, + "pressure": 992, + "humidity": 92, + "temp_min": -10.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 2.06, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.13 + } + }, + { + "dt": 1736071200, + "main": { + "temp": -9.47, + "feels_like": -12.64, + "pressure": 992, + "humidity": 85, + "temp_min": -9.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 1.54, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.16 + } + }, + { + "dt": 1736074800, + "main": { + "temp": -8.47, + "feels_like": -8.47, + "pressure": 992, + "humidity": 86, + "temp_min": -8.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 1.03, + "deg": 160 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.23 + } + }, + { + "dt": 1736078400, + "main": { + "temp": -8.47, + "feels_like": -11.5, + "pressure": 993, + "humidity": 92, + "temp_min": -8.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 1 + } + }, + { + "dt": 1736082000, + "main": { + "temp": -9.47, + "feels_like": -12.64, + "pressure": 993, + "humidity": 85, + "temp_min": -9.47, + "temp_max": -3.88 + }, + "wind": { + "speed": 1.54, + "deg": 220 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736085600, + "main": { + "temp": -3.47, + "feels_like": -7.21, + "pressure": 993, + "humidity": 93, + "temp_min": -3.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 2.57, + "deg": 300 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.33 + } + }, + { + "dt": 1736089200, + "main": { + "temp": -6.47, + "feels_like": -9.21, + "pressure": 993, + "humidity": 100, + "temp_min": -6.47, + "temp_max": -3.88 + }, + "wind": { + "speed": 1.54, + "deg": 290 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.21 + } + }, + { + "dt": 1736092800, + "main": { + "temp": -3.47, + "feels_like": -5.78, + "pressure": 993, + "humidity": 93, + "temp_min": -3.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.36 + } + }, + { + "dt": 1736096400, + "main": { + "temp": -1.47, + "feels_like": -6.84, + "pressure": 993, + "humidity": 93, + "temp_min": -2.88, + "temp_max": -1.47 + }, + "wind": { + "speed": 5.14, + "deg": 360 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 1.09 + } + }, + { + "dt": 1736100000, + "main": { + "temp": -6.47, + "feels_like": -9.21, + "pressure": 993, + "humidity": 93, + "temp_min": -6.47, + "temp_max": -3.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.35 + } + }, + { + "dt": 1736103600, + "main": { + "temp": -4.47, + "feels_like": -4.47, + "pressure": 993, + "humidity": 100, + "temp_min": -4.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.42 + } + }, + { + "dt": 1736107200, + "main": { + "temp": -4.47, + "feels_like": -4.47, + "pressure": 993, + "humidity": 93, + "temp_min": -4.47, + "temp_max": -2.88 + }, + "wind": { + "speed": 1.03, + "deg": 280 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.56 + } + }, + { + "dt": 1736110800, + "main": { + "temp": -3.47, + "feels_like": -5.78, + "pressure": 993, + "humidity": 100, + "temp_min": -3.47, + "temp_max": -1.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 1.15 + } + }, + { + "dt": 1736114400, + "main": { + "temp": -2.47, + "feels_like": -7, + "pressure": 993, + "humidity": 93, + "temp_min": -2.88, + "temp_max": -2.47 + }, + "wind": { + "speed": 3.6, + "deg": 40 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 1 + } + }, + { + "dt": 1736118000, + "main": { + "temp": -2.47, + "feels_like": -8.09, + "pressure": 994, + "humidity": 100, + "temp_min": -2.88, + "temp_max": -2.47 + }, + "wind": { + "speed": 5.14, + "deg": 40 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 1.15 + } + }, + { + "dt": 1736121600, + "main": { + "temp": -1.47, + "feels_like": -7.4, + "pressure": 994, + "humidity": 93, + "temp_min": -2.88, + "temp_max": -1.47 + }, + "wind": { + "speed": 6.17, + "deg": 40 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.65 + } + }, + { + "dt": 1736125200, + "main": { + "temp": -2.47, + "feels_like": -8.09, + "pressure": 995, + "humidity": 100, + "temp_min": -2.47, + "temp_max": -1.88 + }, + "wind": { + "speed": 5.14, + "deg": 40 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 1.15 + } + }, + { + "dt": 1736150400, + "main": { + "temp": -11.76, + "feels_like": -16.08, + "pressure": 1000, + "humidity": 93, + "temp_min": -11.76, + "temp_max": -11.76 + }, + "wind": { + "speed": 1.96, + "deg": 114, + "gust": 4.81 + }, + "clouds": { + "all": 88 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736154000, + "main": { + "temp": -11.76, + "feels_like": -16.08, + "pressure": 1000, + "humidity": 93, + "temp_min": -11.76, + "temp_max": -11.76 + }, + "wind": { + "speed": 1.96, + "deg": 114, + "gust": 4.81 + }, + "clouds": { + "all": 88 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736157600, + "main": { + "temp": -11.99, + "feels_like": -17.33, + "pressure": 1000, + "humidity": 94, + "temp_min": -11.99, + "temp_max": -11.99 + }, + "wind": { + "speed": 2.57, + "deg": 117, + "gust": 5.65 + }, + "clouds": { + "all": 91 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736161200, + "main": { + "temp": -12.31, + "feels_like": -17.62, + "pressure": 1001, + "humidity": 97, + "temp_min": -12.31, + "temp_max": -12.31 + }, + "wind": { + "speed": 2.51, + "deg": 117, + "gust": 5.29 + }, + "clouds": { + "all": 93 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736164800, + "main": { + "temp": -9.47, + "feels_like": -13.58, + "pressure": 1001, + "humidity": 92, + "temp_min": -9.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 2.06, + "deg": 80 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1736168400, + "main": { + "temp": -15.47, + "feels_like": -22.47, + "pressure": 1002, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 4.12, + "deg": 180 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ] + }, + { + "dt": 1736172000, + "main": { + "temp": -15.47, + "feels_like": -19.49, + "pressure": 1002, + "humidity": 92, + "temp_min": -15.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736175600, + "main": { + "temp": -16.47, + "feels_like": -23.41, + "pressure": 1003, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736179200, + "main": { + "temp": -18.47, + "feels_like": -24.09, + "pressure": 1003, + "humidity": 92, + "temp_min": -18.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 2.06, + "deg": 190 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736182800, + "main": { + "temp": -17.47, + "feels_like": -21.78, + "pressure": 1003, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736186400, + "main": { + "temp": -18.47, + "feels_like": -22.92, + "pressure": 1004, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 1.54, + "deg": 160 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736190000, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1004, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 4.63, + "deg": 180 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736193600, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 1004, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 4.63, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736197200, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1005, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 4.63, + "deg": 180 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736200800, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1006, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.09, + "deg": 170 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736204400, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1006, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 5.14, + "deg": 180 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.24 + } + }, + { + "dt": 1736208000, + "main": { + "temp": -18.47, + "feels_like": -25.02, + "pressure": 1006, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 2.57, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.11 + } + }, + { + "dt": 1736211600, + "main": { + "temp": -18.47, + "feels_like": -25.02, + "pressure": 1006, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 2.57, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736215200, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1006, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.6, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736218800, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1006, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736222400, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1006, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -3.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 801, + "main": "Clouds", + "description": "few clouds", + "icon": "02n" + } + ], + "snow": { + "1h": 0.1 + } + }, + { + "dt": 1736226000, + "main": { + "temp": -18.47, + "feels_like": -25.02, + "pressure": 1006, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 2.57, + "deg": 180 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.21 + } + }, + { + "dt": 1736229600, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 1007, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.6, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.7 + } + }, + { + "dt": 1736233200, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 1007, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.6, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 620, + "main": "Snow", + "description": "light shower snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.1 + } + }, + { + "dt": 1736236800, + "main": { + "temp": -17.47, + "feels_like": -22.92, + "pressure": 1008, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 2.06, + "deg": 160 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.33 + } + }, + { + "dt": 1736240400, + "main": { + "temp": -16.47, + "feels_like": -22.64, + "pressure": 1009, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 2.57, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.1 + } + }, + { + "dt": 1736244000, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 1009, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.6, + "deg": 170 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.1 + } + }, + { + "dt": 1736247600, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 1010, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.6, + "deg": 180 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1736251200, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1010, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 4.12, + "deg": 180 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.11 + } + }, + { + "dt": 1736254800, + "main": { + "temp": -17.47, + "feels_like": -22.92, + "pressure": 1010, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 2.06, + "deg": 210 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736258400, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 1011, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.6, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736262000, + "main": { + "temp": -18.47, + "feels_like": -22.92, + "pressure": 1011, + "humidity": 92, + "temp_min": -18.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 1.54, + "deg": 150 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736265600, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 1012, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 5.14, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.12 + } + }, + { + "dt": 1736269200, + "main": { + "temp": -18.47, + "feels_like": -25.47, + "pressure": 1012, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 4.12, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736272800, + "main": { + "temp": -17.47, + "feels_like": -24.47, + "pressure": 1012, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 5.14, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736276400, + "main": { + "temp": -16.47, + "feels_like": -23.47, + "pressure": 1012, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 4.12, + "deg": 160 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736280000, + "main": { + "temp": -16.47, + "feels_like": -23.47, + "pressure": 1012, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -3.88 + }, + "wind": { + "speed": 5.14, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736283600, + "main": { + "temp": -15.47, + "feels_like": -20.59, + "pressure": 1012, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 2.06, + "deg": 150 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736287200, + "main": { + "temp": -14.47, + "feels_like": -18.35, + "pressure": 1012, + "humidity": 85, + "temp_min": -14.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 1.54, + "deg": 150 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736290800, + "main": { + "temp": -14.47, + "feels_like": -21, + "pressure": 1013, + "humidity": 85, + "temp_min": -14.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.09, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736294400, + "main": { + "temp": -14.47, + "feels_like": -19.42, + "pressure": 1013, + "humidity": 85, + "temp_min": -14.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 2.06, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736298000, + "main": { + "temp": -14.47, + "feels_like": -21.47, + "pressure": 1013, + "humidity": 85, + "temp_min": -14.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 4.12, + "deg": 190 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736301600, + "main": { + "temp": -14.47, + "feels_like": -21.47, + "pressure": 1013, + "humidity": 85, + "temp_min": -14.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.6, + "deg": 190 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736305200, + "main": { + "temp": -14.47, + "feels_like": -19.42, + "pressure": 1012, + "humidity": 92, + "temp_min": -14.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 2.06, + "deg": 170 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736308800, + "main": { + "temp": -14.47, + "feels_like": -20.27, + "pressure": 1012, + "humidity": 92, + "temp_min": -14.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 2.57, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736312400, + "main": { + "temp": -15.47, + "feels_like": -22.47, + "pressure": 1012, + "humidity": 92, + "temp_min": -15.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.6, + "deg": 180 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736316000, + "main": { + "temp": -16.47, + "feels_like": -22.64, + "pressure": 1012, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 2.57, + "deg": 170 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736319600, + "main": { + "temp": -16.47, + "feels_like": -23.41, + "pressure": 1012, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.09, + "deg": 190 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736323200, + "main": { + "temp": -16.47, + "feels_like": -21.76, + "pressure": 1012, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 2.06, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736326800, + "main": { + "temp": -16.47, + "feels_like": -22.64, + "pressure": 1012, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 2.57, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736330400, + "main": { + "temp": -16.47, + "feels_like": -21.76, + "pressure": 1011, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -10.88 + }, + "wind": { + "speed": 2.06, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736334000, + "main": { + "temp": -16.47, + "feels_like": -16.47, + "pressure": 1011, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736337600, + "main": { + "temp": -17.47, + "feels_like": -22.92, + "pressure": 1011, + "humidity": 85, + "temp_min": -17.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 2.06, + "deg": 190 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736341200, + "main": { + "temp": -20.47, + "feels_like": -20.47, + "pressure": 1010, + "humidity": 84, + "temp_min": -20.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736344800, + "main": { + "temp": -21.47, + "feels_like": -21.47, + "pressure": 1010, + "humidity": 84, + "temp_min": -21.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 28 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736348400, + "main": { + "temp": -22.47, + "feels_like": -22.47, + "pressure": 1010, + "humidity": 84, + "temp_min": -22.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 28 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736352000, + "main": { + "temp": -21.47, + "feels_like": -21.47, + "pressure": 1009, + "humidity": 84, + "temp_min": -21.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 27 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736355600, + "main": { + "temp": -22.47, + "feels_like": -22.47, + "pressure": 1009, + "humidity": 84, + "temp_min": -22.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 0, + "deg": 0 + }, + "clouds": { + "all": 27 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736359200, + "main": { + "temp": -19.47, + "feels_like": -19.47, + "pressure": 1009, + "humidity": 100, + "temp_min": -19.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 0.51, + "deg": 0 + }, + "clouds": { + "all": 41 + }, + "weather": [ + { + "id": 701, + "main": "Mist", + "description": "mist", + "icon": "50n" + } + ] + }, + { + "dt": 1736362800, + "main": { + "temp": -16.47, + "feels_like": -21.76, + "pressure": 1008, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 2.06, + "deg": 350 + }, + "clouds": { + "all": 27 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736366400, + "main": { + "temp": -15.47, + "feels_like": -15.47, + "pressure": 1008, + "humidity": 85, + "temp_min": -15.47, + "temp_max": -11.88 + }, + "wind": { + "speed": 1.03, + "deg": 320 + }, + "clouds": { + "all": 30 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736370000, + "main": { + "temp": -16.47, + "feels_like": -16.47, + "pressure": 1007, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -15.88 + }, + "wind": { + "speed": 0.51, + "deg": 0 + }, + "clouds": { + "all": 32 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736373600, + "main": { + "temp": -16.47, + "feels_like": -16.47, + "pressure": 1007, + "humidity": 85, + "temp_min": -16.47, + "temp_max": -11.88 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 33 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736377200, + "main": { + "temp": -14.47, + "feels_like": -18.35, + "pressure": 1007, + "humidity": 85, + "temp_min": -14.47, + "temp_max": -10.88 + }, + "wind": { + "speed": 1.54, + "deg": 300 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736380800, + "main": { + "temp": -14.47, + "feels_like": -19.42, + "pressure": 1007, + "humidity": 92, + "temp_min": -14.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 2.06, + "deg": 320 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736384400, + "main": { + "temp": -12.47, + "feels_like": -17.9, + "pressure": 1006, + "humidity": 85, + "temp_min": -12.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 2.57, + "deg": 320 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736388000, + "main": { + "temp": -12.47, + "feels_like": -16.07, + "pressure": 1006, + "humidity": 92, + "temp_min": -12.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 1.54, + "deg": 340 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736391600, + "main": { + "temp": -11.47, + "feels_like": -16.71, + "pressure": 1005, + "humidity": 92, + "temp_min": -11.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 2.57, + "deg": 330 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736395200, + "main": { + "temp": -11.47, + "feels_like": -15.92, + "pressure": 1005, + "humidity": 92, + "temp_min": -11.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 2.06, + "deg": 310 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736398800, + "main": { + "temp": -10.47, + "feels_like": -16.18, + "pressure": 1005, + "humidity": 85, + "temp_min": -10.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.09, + "deg": 320 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 802, + "main": "Clouds", + "description": "scattered clouds", + "icon": "03n" + } + ] + }, + { + "dt": 1736402400, + "main": { + "temp": -9.47, + "feels_like": -14.98, + "pressure": 1004, + "humidity": 92, + "temp_min": -9.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.09, + "deg": 310 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 803, + "main": "Clouds", + "description": "broken clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736406000, + "main": { + "temp": -12.47, + "feels_like": -16.07, + "pressure": 1004, + "humidity": 100, + "temp_min": -12.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 1.54, + "deg": 310 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + }, + { + "dt": 1736409600, + "main": { + "temp": -9.47, + "feels_like": -14.34, + "pressure": 1004, + "humidity": 92, + "temp_min": -9.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 2.57, + "deg": 300 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.26 + } + }, + { + "dt": 1736413200, + "main": { + "temp": -10.47, + "feels_like": -14.75, + "pressure": 1004, + "humidity": 100, + "temp_min": -10.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 2.06, + "deg": 300 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.37 + } + }, + { + "dt": 1736416800, + "main": { + "temp": -10.47, + "feels_like": -10.47, + "pressure": 1004, + "humidity": 92, + "temp_min": -10.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 1.03, + "deg": 0 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.49 + } + }, + { + "dt": 1736420400, + "main": { + "temp": -12.47, + "feels_like": -17.09, + "pressure": 1004, + "humidity": 85, + "temp_min": -12.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 2.06, + "deg": 270 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 620, + "main": "Snow", + "description": "light shower snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.37 + } + }, + { + "dt": 1736424000, + "main": { + "temp": -12.47, + "feels_like": -18.59, + "pressure": 1004, + "humidity": 92, + "temp_min": -12.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.09, + "deg": 250 + }, + "clouds": { + "all": 75 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.35 + } + }, + { + "dt": 1736427600, + "main": { + "temp": -10.47, + "feels_like": -15.52, + "pressure": 1004, + "humidity": 85, + "temp_min": -10.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 2.57, + "deg": 260 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 600, + "main": "Snow", + "description": "light snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.38 + } + }, + { + "dt": 1736431200, + "main": { + "temp": -17.47, + "feels_like": -21.78, + "pressure": 1004, + "humidity": 92, + "temp_min": -17.47, + "temp_max": -4.88 + }, + "wind": { + "speed": 1.54, + "deg": 0 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.54 + } + }, + { + "dt": 1736434800, + "main": { + "temp": -18.47, + "feels_like": -25.02, + "pressure": 1005, + "humidity": 84, + "temp_min": -18.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 2.57, + "deg": 200 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 601, + "main": "Snow", + "description": "snow", + "icon": "13n" + } + ], + "snow": { + "1h": 0.51 + } + }, + { + "dt": 1736438400, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1005, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.09, + "deg": 180 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736442000, + "main": { + "temp": -19.47, + "feels_like": -26.47, + "pressure": 1006, + "humidity": 84, + "temp_min": -19.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.09, + "deg": 170 + }, + "clouds": { + "all": 40 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736445600, + "main": { + "temp": -20.47, + "feels_like": -27.47, + "pressure": 1006, + "humidity": 84, + "temp_min": -20.47, + "temp_max": -5.88 + }, + "wind": { + "speed": 3.09, + "deg": 190 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736449200, + "main": { + "temp": -20.47, + "feels_like": -27.47, + "pressure": 1006, + "humidity": 84, + "temp_min": -20.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.6, + "deg": 180 + }, + "clouds": { + "all": 99 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736452800, + "main": { + "temp": -20.47, + "feels_like": -27.47, + "pressure": 1007, + "humidity": 84, + "temp_min": -20.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.09, + "deg": 170 + }, + "clouds": { + "all": 99 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736456400, + "main": { + "temp": -20.47, + "feels_like": -27.47, + "pressure": 1008, + "humidity": 84, + "temp_min": -20.47, + "temp_max": -6.88 + }, + "wind": { + "speed": 3.09, + "deg": 170 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736460000, + "main": { + "temp": -20.47, + "feels_like": -27.47, + "pressure": 1008, + "humidity": 77, + "temp_min": -20.47, + "temp_max": -7.88 + }, + "wind": { + "speed": 3.09, + "deg": 170 + }, + "clouds": { + "all": 0 + }, + "weather": [ + { + "id": 800, + "main": "Clear", + "description": "clear sky", + "icon": "01n" + } + ] + }, + { + "dt": 1736463600, + "main": { + "temp": -21.47, + "feels_like": -28.47, + "pressure": 1009, + "humidity": 84, + "temp_min": -21.47, + "temp_max": -8.88 + }, + "wind": { + "speed": 3.09, + "deg": 160 + }, + "clouds": { + "all": 20 + }, + "weather": [ + { + "id": 741, + "main": "Fog", + "description": "fog", + "icon": "50n" + } + ] + }, + { + "dt": 1736467200, + "main": { + "temp": -21.47, + "feels_like": -27.59, + "pressure": 1009, + "humidity": 77, + "temp_min": -21.47, + "temp_max": -9.88 + }, + "wind": { + "speed": 2.06, + "deg": 150 + }, + "clouds": { + "all": 100 + }, + "weather": [ + { + "id": 804, + "main": "Clouds", + "description": "overcast clouds", + "icon": "04n" + } + ] + } + ] +} \ No newline at end of file diff --git a/data/json/output_records/data_records_maura.json b/data/json/output_records/data_records_maura.json new file mode 100644 index 0000000..bebcaea --- /dev/null +++ b/data/json/output_records/data_records_maura.json @@ -0,0 +1,18 @@ +[ + { + "Metric": "Max Temp mean (\u00b0C)", + "Values": 18.060000000000002 + }, + { + "Metric": "Min Temp Mean (\u00b0C)", + "Values": -7.060000000000002 + }, + { + "Metric": "Max Temp (\u00b0C)", + "Values": 32.83000000000004 + }, + { + "Metric": "Min temp (\u00b0C)", + "Values": -26.45999999999998 + } +] \ No newline at end of file diff --git a/data/json/output_statistic/data_maura.json b/data/json/output_statistic/data_maura.json new file mode 100644 index 0000000..59954b9 --- /dev/null +++ b/data/json/output_statistic/data_maura.json @@ -0,0 +1,24163 @@ +{ + "cod": 200, + "city_id": 3146270, + "calctime": 10.778260785, + "result": [ + { + "month": 1, + "day": 1, + "temp": { + "record_min": 262.21, + "record_max": 278.3, + "average_min": 269.82, + "average_max": 273.95, + "median": 273.3, + "mean": 272.12, + "p25": 268.21, + "p75": 275.32, + "st_dev": 3.91, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1029, + "median": 1006, + "mean": 1001.66, + "p25": 992.5, + "p75": 1013, + "st_dev": 14.92, + "num": 312 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 92, + "mean": 86.26, + "p25": 79, + "p75": 96, + "st_dev": 12.73, + "num": 294 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.84, + "mean": 3.2, + "p25": 2.06, + "p75": 4.6, + "st_dev": 2.03, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 85, + "mean": 64.24, + "p25": 24, + "p75": 92, + "st_dev": 37.84, + "num": 312 + } + }, + { + "month": 1, + "day": 2, + "temp": { + "record_min": 261.11, + "record_max": 278.9, + "average_min": 268.42, + "average_max": 272.71, + "median": 271.67, + "mean": 270.75, + "p25": 267.3, + "p75": 274.15, + "st_dev": 4.31, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1036, + "median": 1001, + "mean": 1003.59, + "p25": 993, + "p75": 1013.5, + "st_dev": 16.14, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 89, + "mean": 85.41, + "p25": 81, + "p75": 95, + "st_dev": 13.17, + "num": 311 + }, + "wind": { + "min": 0, + "max": 13.4, + "median": 2.66, + "mean": 3.03, + "p25": 1.54, + "p75": 4, + "st_dev": 2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.29, + "p25": 0, + "p75": 90, + "st_dev": 38.96, + "num": 312 + } + }, + { + "month": 1, + "day": 3, + "temp": { + "record_min": 257.62, + "record_max": 279.2, + "average_min": 266.41, + "average_max": 271.67, + "median": 269.16, + "mean": 269.12, + "p25": 265.18, + "p75": 273.24, + "st_dev": 5.25, + "num": 312 + }, + "pressure": { + "min": 958, + "max": 1035, + "median": 999, + "mean": 1002.01, + "p25": 990, + "p75": 1020, + "st_dev": 19.32, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 88, + "mean": 83.81, + "p25": 79, + "p75": 92, + "st_dev": 13.78, + "num": 312 + }, + "wind": { + "min": 0, + "max": 12.86, + "median": 2.1, + "mean": 2.64, + "p25": 1.32, + "p75": 3.75, + "st_dev": 1.98, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 46.5, + "mean": 47.15, + "p25": 0, + "p75": 91, + "st_dev": 41.06, + "num": 312 + } + }, + { + "month": 1, + "day": 4, + "temp": { + "record_min": 254.21, + "record_max": 278.15, + "average_min": 265.43, + "average_max": 270.93, + "median": 268.72, + "mean": 268.55, + "p25": 264.59, + "p75": 273.16, + "st_dev": 5.72, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1033, + "median": 1008, + "mean": 1004.09, + "p25": 994.5, + "p75": 1014.5, + "st_dev": 16.17, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 87, + "mean": 83.35, + "p25": 77, + "p75": 93, + "st_dev": 13.16, + "num": 309 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.6, + "mean": 2.59, + "p25": 1.42, + "p75": 3.46, + "st_dev": 1.43, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 54, + "mean": 45.79, + "p25": 0, + "p75": 85, + "st_dev": 39.34, + "num": 312 + } + }, + { + "month": 1, + "day": 5, + "temp": { + "record_min": 248.19, + "record_max": 276.63, + "average_min": 263.29, + "average_max": 269.48, + "median": 268.34, + "mean": 266.82, + "p25": 262.87, + "p75": 271.98, + "st_dev": 6.7, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1033, + "median": 1014, + "mean": 1010.67, + "p25": 1005, + "p75": 1020.5, + "st_dev": 14.19, + "num": 312 + }, + "humidity": { + "min": 49, + "max": 100, + "median": 90, + "mean": 85.87, + "p25": 79, + "p75": 93, + "st_dev": 10.53, + "num": 303 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 1.55, + "mean": 2.05, + "p25": 1.06, + "p75": 2.57, + "st_dev": 1.4, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 73.5, + "mean": 50.17, + "p25": 0, + "p75": 80, + "st_dev": 37.2, + "num": 312 + } + }, + { + "month": 1, + "day": 6, + "temp": { + "record_min": 246.69, + "record_max": 279.34, + "average_min": 263.49, + "average_max": 269.97, + "median": 267.99, + "mean": 266.63, + "p25": 261.88, + "p75": 272.15, + "st_dev": 7.52, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1029, + "median": 1013.5, + "mean": 1011.47, + "p25": 1004.5, + "p75": 1022, + "st_dev": 11.7, + "num": 312 + }, + "humidity": { + "min": 58, + "max": 100, + "median": 92, + "mean": 89.24, + "p25": 85, + "p75": 97, + "st_dev": 10.66, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.77, + "mean": 2.11, + "p25": 1, + "p75": 3.09, + "st_dev": 1.62, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.06, + "p25": 22, + "p75": 90.5, + "st_dev": 35.69, + "num": 312 + } + }, + { + "month": 1, + "day": 7, + "temp": { + "record_min": 247.56, + "record_max": 279.28, + "average_min": 265.84, + "average_max": 270.68, + "median": 270.05, + "mean": 268.22, + "p25": 265.38, + "p75": 273, + "st_dev": 7.71, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1037, + "median": 1008, + "mean": 1007.41, + "p25": 1002, + "p75": 1016, + "st_dev": 13.99, + "num": 312 + }, + "humidity": { + "min": 53, + "max": 100, + "median": 92, + "mean": 88.44, + "p25": 86, + "p75": 95, + "st_dev": 11.54, + "num": 311 + }, + "wind": { + "min": 0, + "max": 14.9, + "median": 2.1, + "mean": 2.72, + "p25": 1.07, + "p75": 3.6, + "st_dev": 2.27, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 68.46, + "p25": 58.5, + "p75": 90, + "st_dev": 30.07, + "num": 312 + } + }, + { + "month": 1, + "day": 8, + "temp": { + "record_min": 247.95, + "record_max": 280.6, + "average_min": 266.47, + "average_max": 270.61, + "median": 269.94, + "mean": 268.67, + "p25": 264.55, + "p75": 274.25, + "st_dev": 7.45, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1038, + "median": 1002, + "mean": 1005.5, + "p25": 996, + "p75": 1014, + "st_dev": 13.55, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 92, + "mean": 84.31, + "p25": 77, + "p75": 94, + "st_dev": 14.42, + "num": 305 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.15, + "mean": 2.79, + "p25": 1.13, + "p75": 4.03, + "st_dev": 2.12, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.67, + "p25": 18.5, + "p75": 90, + "st_dev": 36.47, + "num": 312 + } + }, + { + "month": 1, + "day": 9, + "temp": { + "record_min": 254.21, + "record_max": 275.87, + "average_min": 265.82, + "average_max": 270.87, + "median": 270.16, + "mean": 268.32, + "p25": 264.29, + "p75": 272.58, + "st_dev": 5.14, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1037, + "median": 1008, + "mean": 1007.72, + "p25": 996, + "p75": 1016, + "st_dev": 12.48, + "num": 312 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 92, + "mean": 86.95, + "p25": 83, + "p75": 94, + "st_dev": 11.28, + "num": 307 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.71, + "mean": 2.12, + "p25": 1.08, + "p75": 2.6, + "st_dev": 1.51, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.95, + "p25": 12, + "p75": 90, + "st_dev": 37.42, + "num": 312 + } + }, + { + "month": 1, + "day": 10, + "temp": { + "record_min": 255.9, + "record_max": 276.75, + "average_min": 265.29, + "average_max": 271.07, + "median": 268.72, + "mean": 268.25, + "p25": 265.49, + "p75": 270.72, + "st_dev": 4.18, + "num": 312 + }, + "pressure": { + "min": 966, + "max": 1034, + "median": 1008, + "mean": 1006.38, + "p25": 999, + "p75": 1016, + "st_dev": 15.57, + "num": 312 + }, + "humidity": { + "min": 61, + "max": 100, + "median": 93, + "mean": 91.24, + "p25": 86, + "p75": 97, + "st_dev": 6.94, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.17, + "median": 1.99, + "mean": 2.18, + "p25": 1.07, + "p75": 3.14, + "st_dev": 1.31, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.55, + "p25": 0, + "p75": 90, + "st_dev": 39.63, + "num": 312 + } + }, + { + "month": 1, + "day": 11, + "temp": { + "record_min": 259.87, + "record_max": 279.35, + "average_min": 267.09, + "average_max": 272.91, + "median": 270.05, + "mean": 270.94, + "p25": 268.46, + "p75": 274.21, + "st_dev": 4.22, + "num": 312 + }, + "pressure": { + "min": 949, + "max": 1032, + "median": 1004, + "mean": 1003.14, + "p25": 994, + "p75": 1016.5, + "st_dev": 18.78, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 93, + "mean": 86.66, + "p25": 80, + "p75": 96, + "st_dev": 13.02, + "num": 312 + }, + "wind": { + "min": 0.5, + "max": 10.8, + "median": 2.25, + "mean": 3.29, + "p25": 1.52, + "p75": 5.1, + "st_dev": 2.22, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.8, + "p25": 0, + "p75": 90, + "st_dev": 38.4, + "num": 312 + } + }, + { + "month": 1, + "day": 12, + "temp": { + "record_min": 257.21, + "record_max": 278.8, + "average_min": 264.66, + "average_max": 271.38, + "median": 267.15, + "mean": 268.16, + "p25": 264.49, + "p75": 272.86, + "st_dev": 5.03, + "num": 312 + }, + "pressure": { + "min": 954, + "max": 1039, + "median": 1002, + "mean": 1003.56, + "p25": 990, + "p75": 1020, + "st_dev": 20.45, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 89, + "mean": 85.16, + "p25": 79, + "p75": 93, + "st_dev": 10.93, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.13, + "mean": 2.55, + "p25": 1.21, + "p75": 3.36, + "st_dev": 1.7, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.02, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.88, + "p25": 0, + "p75": 76, + "st_dev": 37.84, + "num": 312 + } + }, + { + "month": 1, + "day": 13, + "temp": { + "record_min": 255.15, + "record_max": 283.54, + "average_min": 264.42, + "average_max": 271.54, + "median": 267.88, + "mean": 267.93, + "p25": 263.59, + "p75": 273.7, + "st_dev": 5.99, + "num": 312 + }, + "pressure": { + "min": 960, + "max": 1035, + "median": 1005, + "mean": 1002.71, + "p25": 988, + "p75": 1018, + "st_dev": 17.32, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 88, + "mean": 85.34, + "p25": 81.5, + "p75": 92, + "st_dev": 10.38, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.06, + "mean": 2.89, + "p25": 1.1, + "p75": 4.12, + "st_dev": 2.28, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 45, + "mean": 44.41, + "p25": 0, + "p75": 75, + "st_dev": 37.09, + "num": 312 + } + }, + { + "month": 1, + "day": 14, + "temp": { + "record_min": 254.15, + "record_max": 282.46, + "average_min": 265.77, + "average_max": 270.85, + "median": 269.46, + "mean": 268.38, + "p25": 263.53, + "p75": 273.15, + "st_dev": 6.04, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1026, + "median": 1008.5, + "mean": 1003.68, + "p25": 988, + "p75": 1018, + "st_dev": 15.68, + "num": 312 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 88, + "mean": 81.99, + "p25": 72, + "p75": 93, + "st_dev": 15.29, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.11, + "mean": 2.69, + "p25": 1.33, + "p75": 3.6, + "st_dev": 2.01, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.36, + "p25": 5, + "p75": 80.5, + "st_dev": 37.24, + "num": 312 + } + }, + { + "month": 1, + "day": 15, + "temp": { + "record_min": 252.63, + "record_max": 277.14, + "average_min": 263.43, + "average_max": 269.26, + "median": 266.94, + "mean": 266.5, + "p25": 261.28, + "p75": 272.49, + "st_dev": 6.54, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1028, + "median": 999.5, + "mean": 1003.03, + "p25": 990, + "p75": 1020, + "st_dev": 17.64, + "num": 312 + }, + "humidity": { + "min": 49, + "max": 100, + "median": 89, + "mean": 85.95, + "p25": 84, + "p75": 94, + "st_dev": 11.07, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.76, + "mean": 2.34, + "p25": 1.17, + "p75": 3.6, + "st_dev": 1.71, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 58, + "mean": 48.12, + "p25": 0, + "p75": 89.5, + "st_dev": 39.26, + "num": 312 + } + }, + { + "month": 1, + "day": 16, + "temp": { + "record_min": 248.05, + "record_max": 279.21, + "average_min": 263.49, + "average_max": 269.22, + "median": 267.18, + "mean": 266.5, + "p25": 260.45, + "p75": 273.14, + "st_dev": 7.71, + "num": 312 + }, + "pressure": { + "min": 958, + "max": 1026, + "median": 1006, + "mean": 1001.36, + "p25": 986, + "p75": 1016, + "st_dev": 18.55, + "num": 312 + }, + "humidity": { + "min": 54, + "max": 100, + "median": 91, + "mean": 86.97, + "p25": 85, + "p75": 94, + "st_dev": 10.17, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.18, + "mean": 2.71, + "p25": 1.17, + "p75": 3.73, + "st_dev": 1.83, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 60.5, + "mean": 49.04, + "p25": 0, + "p75": 88, + "st_dev": 39.13, + "num": 312 + } + }, + { + "month": 1, + "day": 17, + "temp": { + "record_min": 254.83, + "record_max": 278.36, + "average_min": 264.84, + "average_max": 269.69, + "median": 267.23, + "mean": 267.69, + "p25": 262.06, + "p75": 273.74, + "st_dev": 6.64, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1025, + "median": 1010, + "mean": 1002.21, + "p25": 986.5, + "p75": 1017, + "st_dev": 17.34, + "num": 312 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 91, + "mean": 85.73, + "p25": 84, + "p75": 93, + "st_dev": 12.86, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 2.63, + "mean": 2.96, + "p25": 1.4, + "p75": 4.1, + "st_dev": 1.85, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 73, + "mean": 51.44, + "p25": 0, + "p75": 88, + "st_dev": 38.75, + "num": 312 + } + }, + { + "month": 1, + "day": 18, + "temp": { + "record_min": 251.84, + "record_max": 276.96, + "average_min": 264.16, + "average_max": 269.59, + "median": 267.15, + "mean": 267.17, + "p25": 265.15, + "p75": 272.1, + "st_dev": 5.85, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1026, + "median": 1009, + "mean": 1006.43, + "p25": 1001, + "p75": 1020, + "st_dev": 15.03, + "num": 312 + }, + "humidity": { + "min": 53, + "max": 100, + "median": 92, + "mean": 86.58, + "p25": 83, + "p75": 94, + "st_dev": 11.83, + "num": 312 + }, + "wind": { + "min": 0, + "max": 5.14, + "median": 1.61, + "mean": 1.98, + "p25": 1.07, + "p75": 2.64, + "st_dev": 1.09, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.31, + "p25": 0, + "p75": 88, + "st_dev": 39.43, + "num": 312 + } + }, + { + "month": 1, + "day": 19, + "temp": { + "record_min": 250.24, + "record_max": 277.06, + "average_min": 263.97, + "average_max": 269.25, + "median": 268.46, + "mean": 266.74, + "p25": 263.48, + "p75": 271.54, + "st_dev": 6.79, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1032, + "median": 1009, + "mean": 1009.18, + "p25": 1000, + "p75": 1021, + "st_dev": 13.06, + "num": 312 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 92, + "mean": 87.07, + "p25": 85, + "p75": 94, + "st_dev": 11.91, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 1.76, + "mean": 2.11, + "p25": 1.2, + "p75": 2.57, + "st_dev": 1.42, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.02, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.92, + "p25": 20, + "p75": 88, + "st_dev": 36.08, + "num": 312 + } + }, + { + "month": 1, + "day": 20, + "temp": { + "record_min": 248.21, + "record_max": 279.09, + "average_min": 263.38, + "average_max": 268.8, + "median": 269.05, + "mean": 266.09, + "p25": 260.15, + "p75": 271.25, + "st_dev": 7.46, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1029, + "median": 1015, + "mean": 1011.86, + "p25": 1006, + "p75": 1020, + "st_dev": 11.78, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 88, + "mean": 84.74, + "p25": 81, + "p75": 94, + "st_dev": 13.06, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.06, + "mean": 2.29, + "p25": 1.07, + "p75": 2.59, + "st_dev": 1.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.27, + "p25": 0, + "p75": 88, + "st_dev": 39.6, + "num": 312 + } + }, + { + "month": 1, + "day": 21, + "temp": { + "record_min": 250.04, + "record_max": 279.79, + "average_min": 264.86, + "average_max": 269.87, + "median": 268.64, + "mean": 267.51, + "p25": 264.17, + "p75": 270.75, + "st_dev": 5.98, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1038, + "median": 1014.5, + "mean": 1012.67, + "p25": 1009, + "p75": 1021, + "st_dev": 14.12, + "num": 312 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 92, + "mean": 86.17, + "p25": 85, + "p75": 94, + "st_dev": 12.59, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 1.53, + "mean": 2.05, + "p25": 1.03, + "p75": 2.47, + "st_dev": 1.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.63, + "p25": 30.5, + "p75": 88, + "st_dev": 37, + "num": 312 + } + }, + { + "month": 1, + "day": 22, + "temp": { + "record_min": 251.62, + "record_max": 278.2, + "average_min": 264.29, + "average_max": 269.33, + "median": 267.82, + "mean": 267.33, + "p25": 263.97, + "p75": 270.86, + "st_dev": 5.88, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1039, + "median": 1017, + "mean": 1010.4, + "p25": 1000, + "p75": 1025, + "st_dev": 19.55, + "num": 312 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 92, + "mean": 87.08, + "p25": 85, + "p75": 94, + "st_dev": 11.82, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 1.33, + "mean": 2.33, + "p25": 1.03, + "p75": 2.3, + "st_dev": 2.53, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.55, + "p25": 40, + "p75": 88, + "st_dev": 34.42, + "num": 312 + } + }, + { + "month": 1, + "day": 23, + "temp": { + "record_min": 252.77, + "record_max": 280.21, + "average_min": 264.72, + "average_max": 271.62, + "median": 268.71, + "mean": 268.19, + "p25": 264.43, + "p75": 271.72, + "st_dev": 5.47, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1037, + "median": 1010, + "mean": 1009.2, + "p25": 997.5, + "p75": 1022, + "st_dev": 15.76, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 93, + "mean": 87.21, + "p25": 81, + "p75": 96, + "st_dev": 12.02, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 1.46, + "mean": 2.33, + "p25": 1.06, + "p75": 3.22, + "st_dev": 1.92, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.02, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 80, + "mean": 62.81, + "p25": 24, + "p75": 92, + "st_dev": 37.55, + "num": 312 + } + }, + { + "month": 1, + "day": 24, + "temp": { + "record_min": 250.15, + "record_max": 278.5, + "average_min": 266.04, + "average_max": 271.35, + "median": 269.57, + "mean": 268.86, + "p25": 265.39, + "p75": 273.46, + "st_dev": 5.74, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1030, + "median": 1006, + "mean": 1006.55, + "p25": 996, + "p75": 1018, + "st_dev": 15.72, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 93, + "mean": 89.76, + "p25": 86, + "p75": 96, + "st_dev": 11.02, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 1.54, + "mean": 2.33, + "p25": 1.03, + "p75": 3.1, + "st_dev": 1.79, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60, + "p25": 33, + "p75": 90, + "st_dev": 33.35, + "num": 312 + } + }, + { + "month": 1, + "day": 25, + "temp": { + "record_min": 257.52, + "record_max": 277.29, + "average_min": 266.11, + "average_max": 271.57, + "median": 268.13, + "mean": 269.13, + "p25": 265.77, + "p75": 274.05, + "st_dev": 4.77, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1028, + "median": 1012.5, + "mean": 1008.24, + "p25": 1004, + "p75": 1018, + "st_dev": 13.19, + "num": 312 + }, + "humidity": { + "min": 55, + "max": 100, + "median": 92, + "mean": 88.45, + "p25": 83, + "p75": 96, + "st_dev": 9.05, + "num": 310 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 1.54, + "mean": 2.49, + "p25": 1.03, + "p75": 3.48, + "st_dev": 2.31, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.03, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 62, + "mean": 51.21, + "p25": 12, + "p75": 89, + "st_dev": 37.82, + "num": 312 + } + }, + { + "month": 1, + "day": 26, + "temp": { + "record_min": 256.4, + "record_max": 277.94, + "average_min": 265.49, + "average_max": 272.81, + "median": 270.12, + "mean": 269.59, + "p25": 266.37, + "p75": 273.71, + "st_dev": 5.12, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1030, + "median": 1005, + "mean": 1006.67, + "p25": 1002, + "p75": 1010, + "st_dev": 8.56, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 92, + "mean": 88.63, + "p25": 85, + "p75": 95, + "st_dev": 8.61, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 1.61, + "mean": 2.06, + "p25": 1.03, + "p75": 2.75, + "st_dev": 1.42, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 60.5, + "mean": 48.4, + "p25": 0, + "p75": 75, + "st_dev": 37.34, + "num": 312 + } + }, + { + "month": 1, + "day": 27, + "temp": { + "record_min": 259.18, + "record_max": 277.88, + "average_min": 266.86, + "average_max": 272.03, + "median": 268.92, + "mean": 269.38, + "p25": 265.21, + "p75": 273.88, + "st_dev": 4.78, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1030, + "median": 1003, + "mean": 1002.64, + "p25": 995, + "p75": 1007.5, + "st_dev": 10.76, + "num": 312 + }, + "humidity": { + "min": 61, + "max": 100, + "median": 92, + "mean": 89.88, + "p25": 86, + "p75": 94.5, + "st_dev": 7.26, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.42, + "mean": 2.74, + "p25": 1.07, + "p75": 3.74, + "st_dev": 1.89, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.72, + "p25": 8, + "p75": 89, + "st_dev": 37.2, + "num": 312 + } + }, + { + "month": 1, + "day": 28, + "temp": { + "record_min": 259.15, + "record_max": 277.21, + "average_min": 268.02, + "average_max": 273.03, + "median": 271.23, + "mean": 270.87, + "p25": 268.4, + "p75": 274.31, + "st_dev": 4.12, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1021, + "median": 1000.5, + "mean": 999.93, + "p25": 990.5, + "p75": 1013, + "st_dev": 12.57, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 92, + "mean": 88.47, + "p25": 86, + "p75": 95, + "st_dev": 10.92, + "num": 310 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 2.57, + "mean": 2.81, + "p25": 1.08, + "p75": 3.9, + "st_dev": 2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 63.11, + "p25": 40, + "p75": 90, + "st_dev": 34.83, + "num": 312 + } + }, + { + "month": 1, + "day": 29, + "temp": { + "record_min": 255.15, + "record_max": 278.78, + "average_min": 268.32, + "average_max": 273.07, + "median": 272.95, + "mean": 270.88, + "p25": 268.73, + "p75": 274.99, + "st_dev": 5.65, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1027, + "median": 993.5, + "mean": 994.52, + "p25": 984, + "p75": 1002, + "st_dev": 15.45, + "num": 312 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 92, + "mean": 89.4, + "p25": 85, + "p75": 95, + "st_dev": 8.63, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.13, + "mean": 2.75, + "p25": 1.13, + "p75": 3.76, + "st_dev": 1.88, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.42, + "p25": 40, + "p75": 90, + "st_dev": 33.88, + "num": 312 + } + }, + { + "month": 1, + "day": 30, + "temp": { + "record_min": 257.15, + "record_max": 278.15, + "average_min": 266.89, + "average_max": 271.99, + "median": 271.23, + "mean": 269.46, + "p25": 266.13, + "p75": 273.27, + "st_dev": 5.33, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1026, + "median": 996, + "mean": 997.76, + "p25": 989, + "p75": 1006, + "st_dev": 14.36, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 91, + "mean": 83.52, + "p25": 78, + "p75": 94, + "st_dev": 15.4, + "num": 296 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 1.76, + "mean": 2.37, + "p25": 1.07, + "p75": 2.85, + "st_dev": 1.74, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.39, + "p25": 0, + "p75": 85, + "st_dev": 38.32, + "num": 312 + } + }, + { + "month": 1, + "day": 31, + "temp": { + "record_min": 259.2, + "record_max": 276.15, + "average_min": 266.45, + "average_max": 271.71, + "median": 269.34, + "mean": 269.1, + "p25": 266.15, + "p75": 272.43, + "st_dev": 4.14, + "num": 312 + }, + "pressure": { + "min": 965, + "max": 1029, + "median": 997, + "mean": 996.93, + "p25": 984, + "p75": 1007, + "st_dev": 15.06, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 92, + "mean": 89.89, + "p25": 89, + "p75": 95, + "st_dev": 9.17, + "num": 292 + }, + "wind": { + "min": 0, + "max": 13.38, + "median": 2.01, + "mean": 2.45, + "p25": 1.15, + "p75": 3.29, + "st_dev": 1.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 80, + "mean": 64.3, + "p25": 40, + "p75": 90, + "st_dev": 35.51, + "num": 312 + } + }, + { + "month": 2, + "day": 1, + "temp": { + "record_min": 259, + "record_max": 278.3, + "average_min": 266.35, + "average_max": 271.87, + "median": 269.22, + "mean": 269.37, + "p25": 267.03, + "p75": 272.27, + "st_dev": 4.43, + "num": 312 + }, + "pressure": { + "min": 965, + "max": 1032, + "median": 996, + "mean": 995.47, + "p25": 984, + "p75": 1004, + "st_dev": 15.17, + "num": 312 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 92, + "mean": 87.8, + "p25": 86, + "p75": 93, + "st_dev": 10.62, + "num": 305 + }, + "wind": { + "min": 0, + "max": 6.71, + "median": 2.26, + "mean": 2.55, + "p25": 1.17, + "p75": 3.6, + "st_dev": 1.58, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.53, + "p25": 10, + "p75": 88, + "st_dev": 36.32, + "num": 312 + } + }, + { + "month": 2, + "day": 2, + "temp": { + "record_min": 258.56, + "record_max": 281.61, + "average_min": 265.7, + "average_max": 272.01, + "median": 268.21, + "mean": 268.52, + "p25": 264.23, + "p75": 272.83, + "st_dev": 5.15, + "num": 312 + }, + "pressure": { + "min": 956, + "max": 1029, + "median": 998, + "mean": 997.16, + "p25": 990, + "p75": 1007, + "st_dev": 16.69, + "num": 312 + }, + "humidity": { + "min": 41, + "max": 97, + "median": 90, + "mean": 85.62, + "p25": 85, + "p75": 92, + "st_dev": 11.56, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 2.18, + "mean": 2.57, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.37, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.06, + "p25": 24, + "p75": 90, + "st_dev": 36.54, + "num": 312 + } + }, + { + "month": 2, + "day": 3, + "temp": { + "record_min": 259.38, + "record_max": 282.21, + "average_min": 265.31, + "average_max": 271.29, + "median": 268.37, + "mean": 268.65, + "p25": 265.16, + "p75": 271.2, + "st_dev": 4.82, + "num": 312 + }, + "pressure": { + "min": 956, + "max": 1030, + "median": 1004, + "mean": 1003.46, + "p25": 995, + "p75": 1012, + "st_dev": 13.32, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 98, + "median": 91, + "mean": 84.82, + "p25": 79, + "p75": 93, + "st_dev": 12.19, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.06, + "mean": 2.23, + "p25": 1.06, + "p75": 3.26, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57, + "p25": 18, + "p75": 88, + "st_dev": 37.09, + "num": 312 + } + }, + { + "month": 2, + "day": 4, + "temp": { + "record_min": 253.73, + "record_max": 276.75, + "average_min": 263.6, + "average_max": 270.73, + "median": 269.53, + "mean": 267.47, + "p25": 261.83, + "p75": 272.66, + "st_dev": 6.01, + "num": 312 + }, + "pressure": { + "min": 964, + "max": 1038, + "median": 1010.5, + "mean": 1007.2, + "p25": 994, + "p75": 1017, + "st_dev": 15.18, + "num": 312 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 89, + "mean": 85.57, + "p25": 79, + "p75": 93, + "st_dev": 10.97, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.06, + "mean": 2.39, + "p25": 1.17, + "p75": 3.09, + "st_dev": 1.7, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 66, + "mean": 46.23, + "p25": 0, + "p75": 88, + "st_dev": 41.59, + "num": 312 + } + }, + { + "month": 2, + "day": 5, + "temp": { + "record_min": 252.7, + "record_max": 280.21, + "average_min": 264.32, + "average_max": 271.17, + "median": 270.37, + "mean": 268.22, + "p25": 264.85, + "p75": 272.23, + "st_dev": 6.16, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1037, + "median": 1010, + "mean": 1010.03, + "p25": 999, + "p75": 1025, + "st_dev": 15.1, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 89, + "mean": 84.51, + "p25": 78, + "p75": 93, + "st_dev": 12.78, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 1.54, + "mean": 2.41, + "p25": 1.07, + "p75": 3.1, + "st_dev": 1.92, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 45.67, + "p25": 0, + "p75": 90, + "st_dev": 40.92, + "num": 312 + } + }, + { + "month": 2, + "day": 6, + "temp": { + "record_min": 256.05, + "record_max": 278.37, + "average_min": 263.94, + "average_max": 270.66, + "median": 267.51, + "mean": 267.45, + "p25": 263.3, + "p75": 271.78, + "st_dev": 5.41, + "num": 312 + }, + "pressure": { + "min": 943, + "max": 1051, + "median": 1011, + "mean": 1009.05, + "p25": 996, + "p75": 1026, + "st_dev": 22.59, + "num": 312 + }, + "humidity": { + "min": 56, + "max": 100, + "median": 88, + "mean": 87.58, + "p25": 84, + "p75": 95, + "st_dev": 8.69, + "num": 312 + }, + "wind": { + "min": 0, + "max": 5.66, + "median": 1.54, + "mean": 1.84, + "p25": 1.03, + "p75": 2.46, + "st_dev": 1.17, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.49, + "p25": 0, + "p75": 90, + "st_dev": 39.24, + "num": 312 + } + }, + { + "month": 2, + "day": 7, + "temp": { + "record_min": 254.36, + "record_max": 278.21, + "average_min": 266.09, + "average_max": 271.51, + "median": 269.15, + "mean": 268.97, + "p25": 265.14, + "p75": 272.63, + "st_dev": 4.97, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1051, + "median": 1005.5, + "mean": 1009.71, + "p25": 994, + "p75": 1025, + "st_dev": 18.93, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 87, + "mean": 86.7, + "p25": 80, + "p75": 95, + "st_dev": 10.85, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 2.26, + "mean": 2.58, + "p25": 1.15, + "p75": 4.1, + "st_dev": 1.59, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0, + "st_dev": 0.55, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.89, + "p25": 20, + "p75": 90, + "st_dev": 36.93, + "num": 312 + } + }, + { + "month": 2, + "day": 8, + "temp": { + "record_min": 251.74, + "record_max": 279.27, + "average_min": 266.47, + "average_max": 272.2, + "median": 270.75, + "mean": 269.51, + "p25": 266.15, + "p75": 274.37, + "st_dev": 6.14, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1045, + "median": 1006, + "mean": 1007.05, + "p25": 994, + "p75": 1023, + "st_dev": 18.96, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 87.5, + "mean": 85.69, + "p25": 78.5, + "p75": 94.5, + "st_dev": 10.69, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.7, + "mean": 3.13, + "p25": 1.54, + "p75": 4.6, + "st_dev": 1.91, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.42, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.68, + "p25": 8, + "p75": 90, + "st_dev": 37.88, + "num": 312 + } + }, + { + "month": 2, + "day": 9, + "temp": { + "record_min": 251.27, + "record_max": 279.5, + "average_min": 267.36, + "average_max": 273.09, + "median": 273.15, + "mean": 270.47, + "p25": 265.15, + "p75": 275.62, + "st_dev": 6.61, + "num": 312 + }, + "pressure": { + "min": 955, + "max": 1048, + "median": 1002.5, + "mean": 1002.22, + "p25": 983, + "p75": 1019, + "st_dev": 21.02, + "num": 312 + }, + "humidity": { + "min": 10, + "max": 100, + "median": 86, + "mean": 83.55, + "p25": 74, + "p75": 93, + "st_dev": 13.17, + "num": 312 + }, + "wind": { + "min": 0, + "max": 13.9, + "median": 2.85, + "mean": 3.7, + "p25": 2.06, + "p75": 4.57, + "st_dev": 2.66, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0.3, + "st_dev": 0.6, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.23, + "p25": 12, + "p75": 90, + "st_dev": 38.15, + "num": 312 + } + }, + { + "month": 2, + "day": 10, + "temp": { + "record_min": 254.15, + "record_max": 279.35, + "average_min": 267.4, + "average_max": 273.2, + "median": 271.75, + "mean": 270.19, + "p25": 266.49, + "p75": 274.2, + "st_dev": 5.61, + "num": 312 + }, + "pressure": { + "min": 951, + "max": 1047, + "median": 1001, + "mean": 1002.01, + "p25": 984, + "p75": 1018, + "st_dev": 23.23, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 86, + "mean": 81.67, + "p25": 73.5, + "p75": 93.5, + "st_dev": 14.66, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.88, + "mean": 3.24, + "p25": 2.21, + "p75": 4.22, + "st_dev": 1.71, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.11, + "p25": 0, + "p75": 92, + "st_dev": 40.96, + "num": 312 + } + }, + { + "month": 2, + "day": 11, + "temp": { + "record_min": 256.72, + "record_max": 281.21, + "average_min": 266.45, + "average_max": 272.41, + "median": 269.64, + "mean": 269.02, + "p25": 265.53, + "p75": 272.37, + "st_dev": 4.71, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1046, + "median": 1008, + "mean": 1005.95, + "p25": 984.5, + "p75": 1024, + "st_dev": 21.76, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 86, + "mean": 81.89, + "p25": 72, + "p75": 92, + "st_dev": 12.77, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 3.09, + "mean": 2.74, + "p25": 1.43, + "p75": 3.72, + "st_dev": 1.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 30, + "mean": 42.82, + "p25": 0, + "p75": 92, + "st_dev": 42.64, + "num": 312 + } + }, + { + "month": 2, + "day": 12, + "temp": { + "record_min": 255.72, + "record_max": 279.21, + "average_min": 265.57, + "average_max": 272.4, + "median": 269.29, + "mean": 269.22, + "p25": 265.97, + "p75": 273.72, + "st_dev": 5.24, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1040, + "median": 1012, + "mean": 1007.23, + "p25": 985, + "p75": 1024, + "st_dev": 20.73, + "num": 312 + }, + "humidity": { + "min": 35, + "max": 99, + "median": 87, + "mean": 83.42, + "p25": 77, + "p75": 93, + "st_dev": 12.58, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 2.57, + "mean": 2.77, + "p25": 1.19, + "p75": 3.67, + "st_dev": 1.9, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 51.88, + "p25": 0, + "p75": 92, + "st_dev": 41.26, + "num": 312 + } + }, + { + "month": 2, + "day": 13, + "temp": { + "record_min": 252.15, + "record_max": 282.21, + "average_min": 266.53, + "average_max": 273.66, + "median": 269.83, + "mean": 270.21, + "p25": 267.24, + "p75": 275.34, + "st_dev": 5.79, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1040, + "median": 1010, + "mean": 1010.1, + "p25": 995, + "p75": 1025, + "st_dev": 17.3, + "num": 312 + }, + "humidity": { + "min": 32, + "max": 99, + "median": 85.5, + "mean": 81.28, + "p25": 74, + "p75": 93, + "st_dev": 15.14, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 1.54, + "mean": 2.07, + "p25": 1.03, + "p75": 2.57, + "st_dev": 1.6, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 55, + "mean": 47.18, + "p25": 0, + "p75": 92, + "st_dev": 42.17, + "num": 312 + } + }, + { + "month": 2, + "day": 14, + "temp": { + "record_min": 254.15, + "record_max": 277.15, + "average_min": 265.29, + "average_max": 272.36, + "median": 269.28, + "mean": 268.98, + "p25": 266.31, + "p75": 272.82, + "st_dev": 5.03, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1037, + "median": 1016.5, + "mean": 1013.37, + "p25": 1001, + "p75": 1027, + "st_dev": 15.89, + "num": 312 + }, + "humidity": { + "min": 58, + "max": 100, + "median": 91, + "mean": 87.97, + "p25": 85, + "p75": 94, + "st_dev": 8.77, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.5, + "mean": 1.96, + "p25": 1.03, + "p75": 2.93, + "st_dev": 1.35, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 69, + "mean": 50.61, + "p25": 0, + "p75": 90.5, + "st_dev": 41.28, + "num": 312 + } + }, + { + "month": 2, + "day": 15, + "temp": { + "record_min": 255.37, + "record_max": 279.15, + "average_min": 267.81, + "average_max": 272.54, + "median": 271.41, + "mean": 270.32, + "p25": 266.99, + "p75": 274.18, + "st_dev": 4.9, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1033, + "median": 1017, + "mean": 1013.02, + "p25": 1002, + "p75": 1025, + "st_dev": 15.24, + "num": 312 + }, + "humidity": { + "min": 53, + "max": 100, + "median": 90, + "mean": 87.95, + "p25": 85.5, + "p75": 93, + "st_dev": 9.01, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.55, + "mean": 2.73, + "p25": 1.19, + "p75": 4.1, + "st_dev": 1.82, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 88, + "mean": 67.77, + "p25": 64, + "p75": 92, + "st_dev": 34.88, + "num": 312 + } + }, + { + "month": 2, + "day": 16, + "temp": { + "record_min": 255.09, + "record_max": 280.24, + "average_min": 267.77, + "average_max": 273.07, + "median": 271.37, + "mean": 270.75, + "p25": 268.18, + "p75": 274.25, + "st_dev": 4.89, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1033, + "median": 1008, + "mean": 1006.34, + "p25": 994, + "p75": 1022, + "st_dev": 17.6, + "num": 312 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 91.5, + "mean": 88.6, + "p25": 87, + "p75": 95, + "st_dev": 10.53, + "num": 312 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 2.13, + "mean": 2.63, + "p25": 1.36, + "p75": 2.86, + "st_dev": 2.19, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.5, + "p25": 44, + "p75": 90, + "st_dev": 33.89, + "num": 312 + } + }, + { + "month": 2, + "day": 17, + "temp": { + "record_min": 259.77, + "record_max": 280.83, + "average_min": 268.23, + "average_max": 274.58, + "median": 272.32, + "mean": 271.68, + "p25": 269.59, + "p75": 274.08, + "st_dev": 3.83, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1029, + "median": 1014, + "mean": 1006.87, + "p25": 996, + "p75": 1022, + "st_dev": 16.96, + "num": 312 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 89, + "mean": 84, + "p25": 79, + "p75": 93, + "st_dev": 13.33, + "num": 310 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.2, + "mean": 2.78, + "p25": 1.41, + "p75": 3.6, + "st_dev": 2.05, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.76, + "p25": 20, + "p75": 82, + "st_dev": 35.9, + "num": 312 + } + }, + { + "month": 2, + "day": 18, + "temp": { + "record_min": 263.21, + "record_max": 279.96, + "average_min": 268.05, + "average_max": 274.05, + "median": 270.36, + "mean": 271.11, + "p25": 268.16, + "p75": 274.72, + "st_dev": 4.03, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1031, + "median": 1009, + "mean": 1007.86, + "p25": 1000.5, + "p75": 1017, + "st_dev": 13, + "num": 312 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 90, + "mean": 84.24, + "p25": 77, + "p75": 93, + "st_dev": 13.78, + "num": 305 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.06, + "mean": 2.46, + "p25": 1.25, + "p75": 3.09, + "st_dev": 1.64, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64.5, + "mean": 50.73, + "p25": 0, + "p75": 80, + "st_dev": 36.37, + "num": 312 + } + }, + { + "month": 2, + "day": 19, + "temp": { + "record_min": 257.54, + "record_max": 279.21, + "average_min": 268.19, + "average_max": 274.34, + "median": 270.88, + "mean": 271.12, + "p25": 268.52, + "p75": 273.22, + "st_dev": 3.98, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1032, + "median": 1007, + "mean": 1005.39, + "p25": 998, + "p75": 1012, + "st_dev": 11.95, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 89, + "mean": 85.22, + "p25": 80.5, + "p75": 93, + "st_dev": 12.62, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.83, + "mean": 2.02, + "p25": 1.08, + "p75": 2.57, + "st_dev": 1.23, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.02, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 73.5, + "mean": 48.35, + "p25": 0, + "p75": 82, + "st_dev": 38.2, + "num": 312 + } + }, + { + "month": 2, + "day": 20, + "temp": { + "record_min": 261.21, + "record_max": 280.21, + "average_min": 267.64, + "average_max": 274.72, + "median": 272.4, + "mean": 271.86, + "p25": 269.76, + "p75": 274.77, + "st_dev": 3.85, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1032, + "median": 1005, + "mean": 1002, + "p25": 991, + "p75": 1011.5, + "st_dev": 15.18, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 91, + "mean": 86.69, + "p25": 82.5, + "p75": 95, + "st_dev": 11.89, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.57, + "mean": 2.82, + "p25": 1.32, + "p75": 3.6, + "st_dev": 1.86, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.74, + "p25": 20, + "p75": 90, + "st_dev": 36.41, + "num": 312 + } + }, + { + "month": 2, + "day": 21, + "temp": { + "record_min": 261.2, + "record_max": 278.24, + "average_min": 269.43, + "average_max": 274.15, + "median": 272.42, + "mean": 271.98, + "p25": 270.84, + "p75": 274.23, + "st_dev": 3.26, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1036, + "median": 1000.5, + "mean": 1001.3, + "p25": 990, + "p75": 1013, + "st_dev": 16.13, + "num": 312 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 92, + "mean": 87.63, + "p25": 84, + "p75": 95, + "st_dev": 11.48, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.1, + "mean": 2.71, + "p25": 1.27, + "p75": 3.6, + "st_dev": 1.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.63, + "p25": 24, + "p75": 90, + "st_dev": 35.11, + "num": 312 + } + }, + { + "month": 2, + "day": 22, + "temp": { + "record_min": 255.15, + "record_max": 279.84, + "average_min": 268.51, + "average_max": 274.21, + "median": 272.89, + "mean": 271.49, + "p25": 268.77, + "p75": 275.25, + "st_dev": 5.05, + "num": 312 + }, + "pressure": { + "min": 951, + "max": 1039, + "median": 1001.5, + "mean": 1001.51, + "p25": 988, + "p75": 1015, + "st_dev": 20.7, + "num": 312 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 92, + "mean": 87.79, + "p25": 83.5, + "p75": 95, + "st_dev": 11.53, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.41, + "mean": 2.62, + "p25": 1.16, + "p75": 3.54, + "st_dev": 1.89, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.43, + "p25": 12, + "p75": 90, + "st_dev": 38.27, + "num": 312 + } + }, + { + "month": 2, + "day": 23, + "temp": { + "record_min": 259.53, + "record_max": 279.79, + "average_min": 269.19, + "average_max": 274.79, + "median": 274.07, + "mean": 272.3, + "p25": 269.52, + "p75": 275.14, + "st_dev": 4.12, + "num": 312 + }, + "pressure": { + "min": 961, + "max": 1035, + "median": 1003, + "mean": 1001.89, + "p25": 987, + "p75": 1017, + "st_dev": 18.86, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 93, + "mean": 86.16, + "p25": 79.5, + "p75": 95, + "st_dev": 14.72, + "num": 312 + }, + "wind": { + "min": 0, + "max": 13.89, + "median": 2.69, + "mean": 3.21, + "p25": 1.5, + "p75": 4.12, + "st_dev": 2.44, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.54, + "p25": 36, + "p75": 90, + "st_dev": 35.75, + "num": 312 + } + }, + { + "month": 2, + "day": 24, + "temp": { + "record_min": 262.93, + "record_max": 281.15, + "average_min": 270.73, + "average_max": 275.82, + "median": 274.15, + "mean": 273.25, + "p25": 271.18, + "p75": 276.15, + "st_dev": 3.87, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1031, + "median": 1003, + "mean": 1004.74, + "p25": 993.5, + "p75": 1013.5, + "st_dev": 14.32, + "num": 312 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 91, + "mean": 84.98, + "p25": 79, + "p75": 95, + "st_dev": 14.24, + "num": 310 + }, + "wind": { + "min": 0, + "max": 12.35, + "median": 3.1, + "mean": 3.44, + "p25": 1.68, + "p75": 4.63, + "st_dev": 2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.99, + "p25": 20, + "p75": 90, + "st_dev": 37.27, + "num": 312 + } + }, + { + "month": 2, + "day": 25, + "temp": { + "record_min": 256.28, + "record_max": 277.5, + "average_min": 269.05, + "average_max": 275.02, + "median": 273.42, + "mean": 272.18, + "p25": 270.23, + "p75": 275.61, + "st_dev": 4.34, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1033, + "median": 1007, + "mean": 1008.33, + "p25": 1000, + "p75": 1017.5, + "st_dev": 13.31, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 91, + "mean": 82.79, + "p25": 69, + "p75": 94, + "st_dev": 14.4, + "num": 310 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.3, + "mean": 2.94, + "p25": 1.5, + "p75": 4.1, + "st_dev": 1.89, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 44.46, + "p25": 0, + "p75": 86, + "st_dev": 41.07, + "num": 312 + } + }, + { + "month": 2, + "day": 26, + "temp": { + "record_min": 254.38, + "record_max": 282.04, + "average_min": 267.74, + "average_max": 275.31, + "median": 273.13, + "mean": 271.58, + "p25": 268.66, + "p75": 274.67, + "st_dev": 5.11, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1036, + "median": 1014, + "mean": 1013.45, + "p25": 1007, + "p75": 1024, + "st_dev": 14.57, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 99, + "median": 85, + "mean": 79.65, + "p25": 69, + "p75": 93, + "st_dev": 15.18, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.06, + "mean": 2.37, + "p25": 1.18, + "p75": 3.1, + "st_dev": 1.53, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 38.95, + "p25": 0, + "p75": 80, + "st_dev": 40.45, + "num": 312 + } + }, + { + "month": 2, + "day": 27, + "temp": { + "record_min": 260.46, + "record_max": 281.21, + "average_min": 268.1, + "average_max": 275.44, + "median": 273.57, + "mean": 271.71, + "p25": 268.66, + "p75": 275.43, + "st_dev": 5.19, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1035, + "median": 1014.5, + "mean": 1014.79, + "p25": 1008, + "p75": 1029, + "st_dev": 15.49, + "num": 312 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 87, + "mean": 83.82, + "p25": 75, + "p75": 94, + "st_dev": 13.82, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 1.9, + "mean": 2.37, + "p25": 1.05, + "p75": 3.09, + "st_dev": 1.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.1, + "p25": 0, + "p75": 89, + "st_dev": 41.47, + "num": 312 + } + }, + { + "month": 2, + "day": 28, + "temp": { + "record_min": 259.48, + "record_max": 285.15, + "average_min": 268.5, + "average_max": 275.89, + "median": 273.92, + "mean": 271.92, + "p25": 269.41, + "p75": 275.12, + "st_dev": 5.32, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1032, + "median": 1018.5, + "mean": 1013.65, + "p25": 1007, + "p75": 1029, + "st_dev": 17.78, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 89, + "mean": 81.91, + "p25": 69, + "p75": 95, + "st_dev": 17.67, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.06, + "mean": 2.69, + "p25": 1.11, + "p75": 4.06, + "st_dev": 1.89, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 46.74, + "p25": 0, + "p75": 90, + "st_dev": 40.04, + "num": 312 + } + }, + { + "month": 2, + "day": 29, + "temp": { + "record_min": 260.57, + "record_max": 276.2, + "average_min": 267.9, + "average_max": 273.3, + "median": 271.35, + "mean": 271, + "p25": 269.14, + "p75": 275.28, + "st_dev": 4.39, + "num": 72 + }, + "pressure": { + "min": 983, + "max": 1027, + "median": 1003.5, + "mean": 1007.6, + "p25": 997, + "p75": 1025, + "st_dev": 13.64, + "num": 72 + }, + "humidity": { + "min": 68, + "max": 100, + "median": 92, + "mean": 91.68, + "p25": 91, + "p75": 97, + "st_dev": 6.66, + "num": 72 + }, + "wind": { + "min": 1, + "max": 9.26, + "median": 4.1, + "mean": 3.98, + "p25": 1.55, + "p75": 5.66, + "st_dev": 2.33, + "num": 72 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 72 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.4, + "p25": 31.5, + "p75": 100, + "st_dev": 33.89, + "num": 72 + } + }, + { + "month": 3, + "day": 1, + "temp": { + "record_min": 253.59, + "record_max": 281.03, + "average_min": 269.34, + "average_max": 275.45, + "median": 273.81, + "mean": 272.34, + "p25": 270.89, + "p75": 275.14, + "st_dev": 5.08, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1032, + "median": 1012, + "mean": 1008.04, + "p25": 1004, + "p75": 1023, + "st_dev": 19.14, + "num": 312 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 91, + "mean": 82.36, + "p25": 69, + "p75": 95, + "st_dev": 17.23, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.45, + "mean": 2.75, + "p25": 1.5, + "p75": 3.75, + "st_dev": 1.62, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 48.29, + "p25": 0, + "p75": 92, + "st_dev": 43.21, + "num": 312 + } + }, + { + "month": 3, + "day": 2, + "temp": { + "record_min": 252.5, + "record_max": 282.21, + "average_min": 269.25, + "average_max": 276.75, + "median": 274.04, + "mean": 272.96, + "p25": 271.28, + "p75": 275.48, + "st_dev": 5.2, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1030, + "median": 1006.5, + "mean": 1005.51, + "p25": 995, + "p75": 1020, + "st_dev": 16.08, + "num": 312 + }, + "humidity": { + "min": 21, + "max": 100, + "median": 83, + "mean": 77.16, + "p25": 63.5, + "p75": 93, + "st_dev": 18.45, + "num": 308 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.27, + "mean": 2.6, + "p25": 1.5, + "p75": 3.15, + "st_dev": 1.55, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 39.87, + "p25": 0, + "p75": 84.5, + "st_dev": 41.07, + "num": 312 + } + }, + { + "month": 3, + "day": 3, + "temp": { + "record_min": 260.85, + "record_max": 283.21, + "average_min": 270.34, + "average_max": 275.99, + "median": 273.52, + "mean": 273.06, + "p25": 271.39, + "p75": 275.15, + "st_dev": 4.05, + "num": 311 + }, + "pressure": { + "min": 978, + "max": 1027, + "median": 1003, + "mean": 1004.34, + "p25": 997, + "p75": 1016, + "st_dev": 12.41, + "num": 311 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 89, + "mean": 81.17, + "p25": 70, + "p75": 96, + "st_dev": 18.27, + "num": 309 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 1.54, + "mean": 2.47, + "p25": 1.18, + "p75": 3.6, + "st_dev": 1.72, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.48, + "p25": 0, + "p75": 90, + "st_dev": 40.76, + "num": 311 + } + }, + { + "month": 3, + "day": 4, + "temp": { + "record_min": 260.98, + "record_max": 281.21, + "average_min": 270.16, + "average_max": 275.25, + "median": 273.15, + "mean": 272.61, + "p25": 271.36, + "p75": 274.8, + "st_dev": 3.77, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1028, + "median": 1006, + "mean": 1006.34, + "p25": 1000, + "p75": 1015.5, + "st_dev": 13.15, + "num": 312 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 87, + "mean": 79, + "p25": 63, + "p75": 95, + "st_dev": 19.64, + "num": 307 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 2.21, + "mean": 2.85, + "p25": 1.36, + "p75": 3.91, + "st_dev": 1.87, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 47.59, + "p25": 0, + "p75": 90, + "st_dev": 41.71, + "num": 312 + } + }, + { + "month": 3, + "day": 5, + "temp": { + "record_min": 263.37, + "record_max": 283.29, + "average_min": 269.09, + "average_max": 275.18, + "median": 271.79, + "mean": 272.1, + "p25": 269.58, + "p75": 274.56, + "st_dev": 3.73, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1032, + "median": 1007, + "mean": 1008.2, + "p25": 995, + "p75": 1021, + "st_dev": 13.29, + "num": 312 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 84, + "mean": 79.54, + "p25": 71.5, + "p75": 92, + "st_dev": 16.1, + "num": 309 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.06, + "mean": 2.59, + "p25": 1.39, + "p75": 3.6, + "st_dev": 1.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 66, + "mean": 46.66, + "p25": 0, + "p75": 88, + "st_dev": 39.93, + "num": 312 + } + }, + { + "month": 3, + "day": 6, + "temp": { + "record_min": 260.68, + "record_max": 286.21, + "average_min": 268.75, + "average_max": 275.73, + "median": 271.83, + "mean": 272.47, + "p25": 268.94, + "p75": 275.64, + "st_dev": 4.7, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1033, + "median": 1005, + "mean": 1008.47, + "p25": 1001.5, + "p75": 1018, + "st_dev": 12.06, + "num": 312 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 85, + "mean": 80.08, + "p25": 71, + "p75": 94, + "st_dev": 16.8, + "num": 311 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.11, + "mean": 2.56, + "p25": 1.54, + "p75": 3.17, + "st_dev": 1.53, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57, + "mean": 47.1, + "p25": 0, + "p75": 90, + "st_dev": 41.14, + "num": 312 + } + }, + { + "month": 3, + "day": 7, + "temp": { + "record_min": 257.3, + "record_max": 280.21, + "average_min": 269.11, + "average_max": 275.46, + "median": 272.18, + "mean": 272.2, + "p25": 269.14, + "p75": 276.02, + "st_dev": 4.6, + "num": 311 + }, + "pressure": { + "min": 978, + "max": 1034, + "median": 1007, + "mean": 1006.14, + "p25": 1001, + "p75": 1013, + "st_dev": 13.15, + "num": 311 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 89, + "mean": 81.26, + "p25": 71, + "p75": 93, + "st_dev": 17.2, + "num": 309 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.96, + "mean": 3.04, + "p25": 1.54, + "p75": 4.1, + "st_dev": 1.68, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.53, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 74, + "mean": 49.49, + "p25": 0, + "p75": 90, + "st_dev": 41.19, + "num": 311 + } + }, + { + "month": 3, + "day": 8, + "temp": { + "record_min": 256.87, + "record_max": 281.38, + "average_min": 267.86, + "average_max": 275.71, + "median": 272.08, + "mean": 272.02, + "p25": 269.46, + "p75": 275.65, + "st_dev": 4.61, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1029, + "median": 1008, + "mean": 1006.79, + "p25": 992, + "p75": 1021, + "st_dev": 14.74, + "num": 312 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 83, + "mean": 78.93, + "p25": 71, + "p75": 90, + "st_dev": 15.12, + "num": 306 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.06, + "mean": 2.63, + "p25": 1.48, + "p75": 3.57, + "st_dev": 1.92, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 8, + "mean": 32.54, + "p25": 0, + "p75": 75, + "st_dev": 37.85, + "num": 312 + } + }, + { + "month": 3, + "day": 9, + "temp": { + "record_min": 260.52, + "record_max": 282.37, + "average_min": 268.58, + "average_max": 275.53, + "median": 272.15, + "mean": 271.98, + "p25": 269.15, + "p75": 275.18, + "st_dev": 4.58, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1030, + "median": 1013, + "mean": 1007.28, + "p25": 991.5, + "p75": 1019, + "st_dev": 14.01, + "num": 312 + }, + "humidity": { + "min": 17, + "max": 100, + "median": 85, + "mean": 81.79, + "p25": 76, + "p75": 92, + "st_dev": 13.33, + "num": 308 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.13, + "mean": 2.51, + "p25": 1.54, + "p75": 3.59, + "st_dev": 1.37, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.05, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 43.59, + "p25": 0, + "p75": 75, + "st_dev": 37.66, + "num": 312 + } + }, + { + "month": 3, + "day": 10, + "temp": { + "record_min": 256.77, + "record_max": 279.89, + "average_min": 267.25, + "average_max": 274.33, + "median": 271.15, + "mean": 271.25, + "p25": 268.89, + "p75": 274.76, + "st_dev": 4.56, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1031, + "median": 1008.5, + "mean": 1009.62, + "p25": 998, + "p75": 1022, + "st_dev": 13.65, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 81, + "mean": 80.27, + "p25": 70, + "p75": 92, + "st_dev": 13.1, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 2.6, + "mean": 2.79, + "p25": 1.44, + "p75": 3.6, + "st_dev": 1.44, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 71, + "mean": 48.12, + "p25": 0, + "p75": 82, + "st_dev": 39.98, + "num": 312 + } + }, + { + "month": 3, + "day": 11, + "temp": { + "record_min": 256.94, + "record_max": 281.32, + "average_min": 266.67, + "average_max": 274.85, + "median": 271.83, + "mean": 271.03, + "p25": 268.21, + "p75": 274.05, + "st_dev": 4.82, + "num": 310 + }, + "pressure": { + "min": 976, + "max": 1033, + "median": 1008, + "mean": 1010.32, + "p25": 996, + "p75": 1029, + "st_dev": 17.1, + "num": 310 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 83, + "mean": 79.46, + "p25": 71, + "p75": 92, + "st_dev": 15.43, + "num": 307 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 1.71, + "mean": 2.27, + "p25": 1.22, + "p75": 3.09, + "st_dev": 1.43, + "num": 310 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0, + "p25": 0, + "p75": 0, + "st_dev": 0.03, + "num": 310 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 37.96, + "p25": 0, + "p75": 75, + "st_dev": 39.25, + "num": 310 + } + }, + { + "month": 3, + "day": 12, + "temp": { + "record_min": 259.15, + "record_max": 283.03, + "average_min": 267.21, + "average_max": 275.69, + "median": 271.46, + "mean": 271.4, + "p25": 269.2, + "p75": 274.49, + "st_dev": 4.36, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1036, + "median": 1007, + "mean": 1007.95, + "p25": 996, + "p75": 1025.5, + "st_dev": 18.37, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 87, + "mean": 80.64, + "p25": 74.5, + "p75": 92, + "st_dev": 16.91, + "num": 308 + }, + "wind": { + "min": 0, + "max": 5.14, + "median": 1.98, + "mean": 2.07, + "p25": 1.18, + "p75": 2.76, + "st_dev": 1.09, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 39.49, + "p25": 0, + "p75": 81.5, + "st_dev": 39.67, + "num": 312 + } + }, + { + "month": 3, + "day": 13, + "temp": { + "record_min": 264.56, + "record_max": 283.73, + "average_min": 268.01, + "average_max": 276.29, + "median": 272.15, + "mean": 272.21, + "p25": 269.97, + "p75": 274.46, + "st_dev": 3.38, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1041, + "median": 1003, + "mean": 1005.2, + "p25": 987, + "p75": 1019, + "st_dev": 18.82, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 87, + "mean": 81.42, + "p25": 77, + "p75": 93, + "st_dev": 16.37, + "num": 308 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.06, + "mean": 2.41, + "p25": 1.12, + "p75": 3.13, + "st_dev": 1.62, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.65, + "p25": 0, + "p75": 75, + "st_dev": 37.51, + "num": 312 + } + }, + { + "month": 3, + "day": 14, + "temp": { + "record_min": 258.08, + "record_max": 281.01, + "average_min": 267.17, + "average_max": 277.08, + "median": 272.96, + "mean": 272.1, + "p25": 268.48, + "p75": 276.1, + "st_dev": 4.82, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1045, + "median": 1004.5, + "mean": 1006.92, + "p25": 992, + "p75": 1018.5, + "st_dev": 18.6, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 80, + "mean": 76.77, + "p25": 68, + "p75": 90, + "st_dev": 16.36, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 1.85, + "mean": 2.33, + "p25": 1.03, + "p75": 3.06, + "st_dev": 1.8, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 10, + "mean": 29.26, + "p25": 0, + "p75": 60, + "st_dev": 34.73, + "num": 312 + } + }, + { + "month": 3, + "day": 15, + "temp": { + "record_min": 256.39, + "record_max": 281.73, + "average_min": 268.19, + "average_max": 277.25, + "median": 273.94, + "mean": 272.71, + "p25": 270.01, + "p75": 276.52, + "st_dev": 5.27, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1045, + "median": 1005, + "mean": 1007.81, + "p25": 995, + "p75": 1015, + "st_dev": 17.04, + "num": 312 + }, + "humidity": { + "min": 17, + "max": 100, + "median": 80, + "mean": 76.21, + "p25": 65, + "p75": 91, + "st_dev": 16.55, + "num": 306 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.06, + "mean": 2.64, + "p25": 1.19, + "p75": 3.82, + "st_dev": 2.07, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 27.7, + "p25": 0, + "p75": 64, + "st_dev": 35.36, + "num": 312 + } + }, + { + "month": 3, + "day": 16, + "temp": { + "record_min": 254.72, + "record_max": 281.51, + "average_min": 267.73, + "average_max": 275.81, + "median": 273.15, + "mean": 272.26, + "p25": 270.67, + "p75": 275.8, + "st_dev": 4.96, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1045, + "median": 1014, + "mean": 1013.16, + "p25": 998, + "p75": 1025, + "st_dev": 16.22, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 82, + "mean": 78.11, + "p25": 68, + "p75": 91, + "st_dev": 15.11, + "num": 311 + }, + "wind": { + "min": 0, + "max": 11.83, + "median": 2.1, + "mean": 2.76, + "p25": 1.29, + "p75": 3.52, + "st_dev": 2.2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 38, + "mean": 41.56, + "p25": 0, + "p75": 75, + "st_dev": 40.25, + "num": 312 + } + }, + { + "month": 3, + "day": 17, + "temp": { + "record_min": 256.86, + "record_max": 283.6, + "average_min": 269.29, + "average_max": 276.56, + "median": 273.5, + "mean": 272.85, + "p25": 270.52, + "p75": 275.65, + "st_dev": 4.8, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1041, + "median": 1017, + "mean": 1011.63, + "p25": 1004, + "p75": 1025.5, + "st_dev": 19.23, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 80, + "mean": 77.34, + "p25": 66, + "p75": 92, + "st_dev": 16.64, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.25, + "mean": 2.96, + "p25": 1.31, + "p75": 4.56, + "st_dev": 2.09, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 21.5, + "mean": 37.66, + "p25": 0, + "p75": 75, + "st_dev": 39.21, + "num": 312 + } + }, + { + "month": 3, + "day": 18, + "temp": { + "record_min": 256.17, + "record_max": 284.21, + "average_min": 269.03, + "average_max": 277.84, + "median": 273.63, + "mean": 273.41, + "p25": 270.77, + "p75": 277.05, + "st_dev": 5.02, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1046, + "median": 1017, + "mean": 1012.74, + "p25": 1004, + "p75": 1023, + "st_dev": 16, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 99, + "median": 74, + "mean": 72.48, + "p25": 63, + "p75": 86, + "st_dev": 17.85, + "num": 311 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 1.54, + "mean": 2.29, + "p25": 1.03, + "p75": 2.57, + "st_dev": 1.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 9.5, + "mean": 30.91, + "p25": 0, + "p75": 73.5, + "st_dev": 36.26, + "num": 312 + } + }, + { + "month": 3, + "day": 19, + "temp": { + "record_min": 259.27, + "record_max": 285.21, + "average_min": 268.58, + "average_max": 278.05, + "median": 273.07, + "mean": 273.16, + "p25": 271.04, + "p75": 275.38, + "st_dev": 4.3, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1047, + "median": 1017, + "mean": 1014.7, + "p25": 1009, + "p75": 1021, + "st_dev": 15.21, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 99, + "median": 76, + "mean": 73.8, + "p25": 62, + "p75": 89, + "st_dev": 17.71, + "num": 309 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 2.1, + "mean": 2.34, + "p25": 1.33, + "p75": 3.1, + "st_dev": 1.27, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 34.7, + "p25": 0, + "p75": 75, + "st_dev": 37.04, + "num": 312 + } + }, + { + "month": 3, + "day": 20, + "temp": { + "record_min": 261.7, + "record_max": 283.21, + "average_min": 269.77, + "average_max": 278.74, + "median": 274.27, + "mean": 274.21, + "p25": 271.64, + "p75": 277.28, + "st_dev": 4.5, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1047, + "median": 1014, + "mean": 1011.57, + "p25": 1004, + "p75": 1018, + "st_dev": 15.77, + "num": 312 + }, + "humidity": { + "min": 29, + "max": 99, + "median": 78, + "mean": 75.09, + "p25": 63, + "p75": 91, + "st_dev": 18.69, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.1, + "mean": 2.56, + "p25": 1.5, + "p75": 3.54, + "st_dev": 1.58, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 27, + "mean": 39.54, + "p25": 0, + "p75": 76.5, + "st_dev": 39.69, + "num": 312 + } + }, + { + "month": 3, + "day": 21, + "temp": { + "record_min": 264.15, + "record_max": 285.15, + "average_min": 269.75, + "average_max": 278.2, + "median": 274.02, + "mean": 273.97, + "p25": 270.93, + "p75": 277.15, + "st_dev": 4.35, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1040, + "median": 1013.5, + "mean": 1012.05, + "p25": 1003, + "p75": 1028, + "st_dev": 18.36, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 98, + "median": 79, + "mean": 72.96, + "p25": 60, + "p75": 87, + "st_dev": 18.53, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.16, + "mean": 2.78, + "p25": 1.38, + "p75": 3.9, + "st_dev": 1.82, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.07, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 12.5, + "mean": 31.14, + "p25": 0, + "p75": 67, + "st_dev": 34.17, + "num": 312 + } + }, + { + "month": 3, + "day": 22, + "temp": { + "record_min": 263.38, + "record_max": 284.15, + "average_min": 269.6, + "average_max": 278.51, + "median": 274.48, + "mean": 274.07, + "p25": 271.12, + "p75": 276.83, + "st_dev": 4.1, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1037, + "median": 1011, + "mean": 1010.92, + "p25": 994, + "p75": 1029, + "st_dev": 17.45, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 79, + "mean": 74.95, + "p25": 60, + "p75": 91, + "st_dev": 18.3, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.57, + "mean": 2.88, + "p25": 1.38, + "p75": 3.6, + "st_dev": 1.91, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 16, + "mean": 33.45, + "p25": 0, + "p75": 75, + "st_dev": 37.3, + "num": 312 + } + }, + { + "month": 3, + "day": 23, + "temp": { + "record_min": 259.44, + "record_max": 284.21, + "average_min": 270.33, + "average_max": 278.81, + "median": 275.03, + "mean": 274.46, + "p25": 272.5, + "p75": 277.05, + "st_dev": 4.42, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1037, + "median": 1009, + "mean": 1009.08, + "p25": 993.5, + "p75": 1027, + "st_dev": 16.38, + "num": 312 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 80.5, + "mean": 75.68, + "p25": 63.5, + "p75": 91, + "st_dev": 17.18, + "num": 308 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 3.09, + "mean": 3.38, + "p25": 2.05, + "p75": 4.36, + "st_dev": 2.11, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 37.18, + "p25": 0, + "p75": 75, + "st_dev": 38.67, + "num": 312 + } + }, + { + "month": 3, + "day": 24, + "temp": { + "record_min": 258.37, + "record_max": 286.3, + "average_min": 270.33, + "average_max": 279.02, + "median": 275.28, + "mean": 274.64, + "p25": 273.14, + "p75": 277.08, + "st_dev": 4.41, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1037, + "median": 1007, + "mean": 1007.49, + "p25": 1001, + "p75": 1015, + "st_dev": 13.69, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 81, + "mean": 78.09, + "p25": 68, + "p75": 90, + "st_dev": 15.43, + "num": 309 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.52, + "mean": 3.2, + "p25": 1.56, + "p75": 3.71, + "st_dev": 2.35, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 24, + "mean": 36.16, + "p25": 0, + "p75": 75, + "st_dev": 35.67, + "num": 312 + } + }, + { + "month": 3, + "day": 25, + "temp": { + "record_min": 262.15, + "record_max": 286.23, + "average_min": 271.47, + "average_max": 279.16, + "median": 274.37, + "mean": 275.18, + "p25": 272.29, + "p75": 277.91, + "st_dev": 4.41, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1035, + "median": 1007, + "mean": 1008.97, + "p25": 1002, + "p75": 1019, + "st_dev": 12.39, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 99, + "median": 78, + "mean": 76.28, + "p25": 68.5, + "p75": 89, + "st_dev": 15.41, + "num": 309 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.57, + "mean": 3.19, + "p25": 1.57, + "p75": 4.12, + "st_dev": 2.12, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 8.5, + "mean": 33.98, + "p25": 0, + "p75": 75, + "st_dev": 37.69, + "num": 312 + } + }, + { + "month": 3, + "day": 26, + "temp": { + "record_min": 263.87, + "record_max": 288.38, + "average_min": 270.58, + "average_max": 278.4, + "median": 274.56, + "mean": 274.82, + "p25": 271.8, + "p75": 277.2, + "st_dev": 4.17, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1033, + "median": 1010, + "mean": 1013.1, + "p25": 1004, + "p75": 1025, + "st_dev": 11.08, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 78, + "mean": 75.26, + "p25": 65, + "p75": 91, + "st_dev": 17.83, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.6, + "mean": 2.95, + "p25": 1.54, + "p75": 4.12, + "st_dev": 1.65, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 45.38, + "p25": 0, + "p75": 80.5, + "st_dev": 39.82, + "num": 312 + } + }, + { + "month": 3, + "day": 27, + "temp": { + "record_min": 261.25, + "record_max": 287.13, + "average_min": 270.65, + "average_max": 279.49, + "median": 275.45, + "mean": 275.07, + "p25": 272.22, + "p75": 278.15, + "st_dev": 5.34, + "num": 312 + }, + "pressure": { + "min": 990, + "max": 1030, + "median": 1008, + "mean": 1010.61, + "p25": 1003, + "p75": 1022, + "st_dev": 10.94, + "num": 312 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 81, + "mean": 77.54, + "p25": 67, + "p75": 92, + "st_dev": 16.49, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 1.74, + "mean": 2.5, + "p25": 1.13, + "p75": 3.6, + "st_dev": 1.8, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 18, + "mean": 35.78, + "p25": 0, + "p75": 75, + "st_dev": 40.07, + "num": 312 + } + }, + { + "month": 3, + "day": 28, + "temp": { + "record_min": 260.14, + "record_max": 284.44, + "average_min": 270.39, + "average_max": 279.13, + "median": 275.94, + "mean": 274.92, + "p25": 272.26, + "p75": 278.68, + "st_dev": 5.29, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1033, + "median": 1007.5, + "mean": 1009.2, + "p25": 1000, + "p75": 1019, + "st_dev": 12.3, + "num": 312 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 77, + "mean": 73.99, + "p25": 64, + "p75": 92, + "st_dev": 19.47, + "num": 311 + }, + "wind": { + "min": 0.5, + "max": 11.32, + "median": 2.71, + "mean": 3.43, + "p25": 1.23, + "p75": 4.65, + "st_dev": 2.47, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.36, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 35, + "mean": 41.16, + "p25": 0, + "p75": 75, + "st_dev": 39.29, + "num": 312 + } + }, + { + "month": 3, + "day": 29, + "temp": { + "record_min": 260.13, + "record_max": 285.5, + "average_min": 271.01, + "average_max": 279.27, + "median": 276.19, + "mean": 274.91, + "p25": 272.4, + "p75": 277.89, + "st_dev": 5.12, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1034, + "median": 1006, + "mean": 1006.33, + "p25": 997, + "p75": 1014, + "st_dev": 13.41, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 77, + "mean": 73.47, + "p25": 60, + "p75": 90, + "st_dev": 19.02, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.6, + "mean": 3.06, + "p25": 1.32, + "p75": 4.6, + "st_dev": 1.91, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 49, + "mean": 45.14, + "p25": 0, + "p75": 85.5, + "st_dev": 40.13, + "num": 312 + } + }, + { + "month": 3, + "day": 30, + "temp": { + "record_min": 262.08, + "record_max": 289.04, + "average_min": 270.63, + "average_max": 278.3, + "median": 275.26, + "mean": 274.58, + "p25": 272.25, + "p75": 277, + "st_dev": 4.86, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1029, + "median": 1005, + "mean": 1005.72, + "p25": 999, + "p75": 1013, + "st_dev": 11.52, + "num": 312 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 80, + "mean": 76.06, + "p25": 65, + "p75": 90, + "st_dev": 17.65, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.06, + "mean": 2.33, + "p25": 1.23, + "p75": 3.09, + "st_dev": 1.42, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 47.5, + "mean": 44.49, + "p25": 0, + "p75": 83, + "st_dev": 39.7, + "num": 312 + } + }, + { + "month": 3, + "day": 31, + "temp": { + "record_min": 260.8, + "record_max": 284.21, + "average_min": 269.61, + "average_max": 278.66, + "median": 275.27, + "mean": 274.4, + "p25": 272.02, + "p75": 277.21, + "st_dev": 4.45, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1028, + "median": 1011, + "mean": 1007.49, + "p25": 999, + "p75": 1016, + "st_dev": 11.77, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 71, + "mean": 69.36, + "p25": 56, + "p75": 87, + "st_dev": 20.02, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.93, + "mean": 2.44, + "p25": 1.25, + "p75": 3.6, + "st_dev": 1.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 3.5, + "mean": 30.71, + "p25": 0, + "p75": 67, + "st_dev": 36.68, + "num": 312 + } + }, + { + "month": 4, + "day": 1, + "temp": { + "record_min": 260.74, + "record_max": 288.55, + "average_min": 269.06, + "average_max": 280.4, + "median": 275.13, + "mean": 274.74, + "p25": 271.3, + "p75": 278.19, + "st_dev": 5.36, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1032, + "median": 1014.5, + "mean": 1009.86, + "p25": 996.5, + "p75": 1019, + "st_dev": 13.03, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 99, + "median": 67, + "mean": 66.54, + "p25": 53, + "p75": 80, + "st_dev": 18.2, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.79, + "mean": 2.29, + "p25": 1.26, + "p75": 3.09, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 20.15, + "p25": 0, + "p75": 32, + "st_dev": 30.07, + "num": 312 + } + }, + { + "month": 4, + "day": 2, + "temp": { + "record_min": 262.9, + "record_max": 290.21, + "average_min": 270.42, + "average_max": 280.35, + "median": 275.15, + "mean": 275.25, + "p25": 273.15, + "p75": 277.98, + "st_dev": 4.87, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1034, + "median": 1014, + "mean": 1009.92, + "p25": 1001.5, + "p75": 1017, + "st_dev": 14.13, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 98, + "median": 68.5, + "mean": 67.18, + "p25": 55, + "p75": 81, + "st_dev": 18.52, + "num": 310 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.41, + "mean": 2.97, + "p25": 1.54, + "p75": 3.6, + "st_dev": 2.01, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 22.72, + "p25": 0, + "p75": 38, + "st_dev": 33.08, + "num": 312 + } + }, + { + "month": 4, + "day": 3, + "temp": { + "record_min": 262.55, + "record_max": 292.55, + "average_min": 269.96, + "average_max": 279.81, + "median": 274.95, + "mean": 275.12, + "p25": 271.91, + "p75": 277.92, + "st_dev": 4.92, + "num": 312 + }, + "pressure": { + "min": 983, + "max": 1036, + "median": 1013, + "mean": 1011.73, + "p25": 1005, + "p75": 1019, + "st_dev": 11.92, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 99, + "median": 68, + "mean": 67.23, + "p25": 52.5, + "p75": 84, + "st_dev": 20.27, + "num": 308 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.06, + "mean": 2.31, + "p25": 1.27, + "p75": 3.09, + "st_dev": 1.4, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 97, + "median": 0, + "mean": 18.97, + "p25": 0, + "p75": 20, + "st_dev": 33.13, + "num": 312 + } + }, + { + "month": 4, + "day": 4, + "temp": { + "record_min": 265.36, + "record_max": 284.72, + "average_min": 270.99, + "average_max": 280.24, + "median": 275.64, + "mean": 275.53, + "p25": 271.85, + "p75": 279.09, + "st_dev": 4.36, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1031, + "median": 1012, + "mean": 1009.51, + "p25": 1000, + "p75": 1020, + "st_dev": 14.95, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 75, + "mean": 71.8, + "p25": 55, + "p75": 92, + "st_dev": 21.2, + "num": 308 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.1, + "mean": 2.84, + "p25": 1.36, + "p75": 3.84, + "st_dev": 2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 29.44, + "p25": 0, + "p75": 75, + "st_dev": 40.8, + "num": 312 + } + }, + { + "month": 4, + "day": 5, + "temp": { + "record_min": 266.41, + "record_max": 283.21, + "average_min": 271.43, + "average_max": 279.32, + "median": 275.71, + "mean": 275.48, + "p25": 273.08, + "p75": 278.4, + "st_dev": 3.76, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1029, + "median": 1013, + "mean": 1007.76, + "p25": 991, + "p75": 1022, + "st_dev": 16.47, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 78.5, + "mean": 72.5, + "p25": 54, + "p75": 92, + "st_dev": 21.15, + "num": 310 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.57, + "mean": 2.9, + "p25": 1.5, + "p75": 4.12, + "st_dev": 1.79, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 45.5, + "mean": 43.42, + "p25": 0, + "p75": 82.5, + "st_dev": 40.02, + "num": 312 + } + }, + { + "month": 4, + "day": 6, + "temp": { + "record_min": 267.86, + "record_max": 286.67, + "average_min": 272.38, + "average_max": 280.65, + "median": 275.95, + "mean": 276.38, + "p25": 273.45, + "p75": 278.92, + "st_dev": 3.83, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1028, + "median": 1009, + "mean": 1008.02, + "p25": 993, + "p75": 1022, + "st_dev": 13.87, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 75, + "mean": 70.64, + "p25": 58, + "p75": 86, + "st_dev": 19.76, + "num": 309 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.06, + "mean": 2.4, + "p25": 1.35, + "p75": 3.09, + "st_dev": 1.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 22.5, + "mean": 36.3, + "p25": 0, + "p75": 75, + "st_dev": 37.61, + "num": 312 + } + }, + { + "month": 4, + "day": 7, + "temp": { + "record_min": 267.16, + "record_max": 287.01, + "average_min": 273.19, + "average_max": 281.93, + "median": 277.06, + "mean": 277.33, + "p25": 274.54, + "p75": 279.65, + "st_dev": 4.27, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1031, + "median": 1005, + "mean": 1007.39, + "p25": 998, + "p75": 1019, + "st_dev": 13.86, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 75, + "mean": 71.39, + "p25": 55, + "p75": 91, + "st_dev": 20.4, + "num": 308 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 1.88, + "mean": 2.57, + "p25": 1.32, + "p75": 3.1, + "st_dev": 2, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20.5, + "mean": 36.82, + "p25": 0, + "p75": 75, + "st_dev": 38.01, + "num": 312 + } + }, + { + "month": 4, + "day": 8, + "temp": { + "record_min": 269.08, + "record_max": 287.56, + "average_min": 273.36, + "average_max": 281.32, + "median": 276.98, + "mean": 277.11, + "p25": 274.37, + "p75": 278.83, + "st_dev": 3.96, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1033, + "median": 1006, + "mean": 1008.65, + "p25": 999, + "p75": 1021.5, + "st_dev": 14.56, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 70, + "mean": 69.31, + "p25": 54, + "p75": 90, + "st_dev": 21.79, + "num": 307 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.57, + "mean": 3.26, + "p25": 1.46, + "p75": 4.63, + "st_dev": 2.25, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0, + "st_dev": 0.66, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 8, + "mean": 37.02, + "p25": 0, + "p75": 87, + "st_dev": 41.18, + "num": 312 + } + }, + { + "month": 4, + "day": 9, + "temp": { + "record_min": 265.55, + "record_max": 285.42, + "average_min": 272.83, + "average_max": 280.64, + "median": 276.32, + "mean": 276.92, + "p25": 274.6, + "p75": 279.56, + "st_dev": 3.62, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1031, + "median": 1011.5, + "mean": 1008.3, + "p25": 995.5, + "p75": 1021, + "st_dev": 14.24, + "num": 312 + }, + "humidity": { + "min": 14, + "max": 99, + "median": 70, + "mean": 66.85, + "p25": 47, + "p75": 89, + "st_dev": 22.91, + "num": 308 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 2.1, + "mean": 2.82, + "p25": 1.35, + "p75": 3.99, + "st_dev": 1.98, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0.3, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 5.5, + "mean": 33.19, + "p25": 0, + "p75": 75, + "st_dev": 39.04, + "num": 312 + } + }, + { + "month": 4, + "day": 10, + "temp": { + "record_min": 265.53, + "record_max": 287.41, + "average_min": 272.82, + "average_max": 281.58, + "median": 277.04, + "mean": 277.05, + "p25": 274.2, + "p75": 280.2, + "st_dev": 4.04, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1027, + "median": 1013, + "mean": 1010.75, + "p25": 1004.5, + "p75": 1020, + "st_dev": 11.91, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 98, + "median": 65, + "mean": 63.64, + "p25": 45, + "p75": 87, + "st_dev": 21.97, + "num": 309 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.31, + "mean": 2.74, + "p25": 1.5, + "p75": 3.77, + "st_dev": 1.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 25.55, + "p25": 0, + "p75": 51, + "st_dev": 34.9, + "num": 312 + } + }, + { + "month": 4, + "day": 11, + "temp": { + "record_min": 265.74, + "record_max": 290.28, + "average_min": 272.44, + "average_max": 281.82, + "median": 276.91, + "mean": 277.02, + "p25": 274.39, + "p75": 278.95, + "st_dev": 4.36, + "num": 312 + }, + "pressure": { + "min": 985, + "max": 1030, + "median": 1011, + "mean": 1011.77, + "p25": 1007, + "p75": 1016, + "st_dev": 9.2, + "num": 312 + }, + "humidity": { + "min": 21, + "max": 100, + "median": 68.5, + "mean": 67.42, + "p25": 51, + "p75": 86, + "st_dev": 20.91, + "num": 306 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.1, + "mean": 2.43, + "p25": 1.4, + "p75": 3.09, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0.3, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 27.62, + "p25": 0, + "p75": 74, + "st_dev": 36.48, + "num": 312 + } + }, + { + "month": 4, + "day": 12, + "temp": { + "record_min": 266.87, + "record_max": 289.91, + "average_min": 273.17, + "average_max": 281.47, + "median": 277.11, + "mean": 277.36, + "p25": 273.67, + "p75": 280.02, + "st_dev": 4.45, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1033, + "median": 1009, + "mean": 1008.75, + "p25": 1005, + "p75": 1014.5, + "st_dev": 11.61, + "num": 312 + }, + "humidity": { + "min": 17, + "max": 100, + "median": 75, + "mean": 71.76, + "p25": 61, + "p75": 90, + "st_dev": 21.31, + "num": 303 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.59, + "mean": 2.94, + "p25": 1.54, + "p75": 4.05, + "st_dev": 1.62, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 4, + "mean": 33.76, + "p25": 0, + "p75": 75, + "st_dev": 38.44, + "num": 312 + } + }, + { + "month": 4, + "day": 13, + "temp": { + "record_min": 268.72, + "record_max": 288.48, + "average_min": 273.37, + "average_max": 280.89, + "median": 276.92, + "mean": 277.21, + "p25": 274.52, + "p75": 279.03, + "st_dev": 3.85, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1035, + "median": 1009, + "mean": 1008.64, + "p25": 1004, + "p75": 1015, + "st_dev": 11.79, + "num": 312 + }, + "humidity": { + "min": 16, + "max": 99, + "median": 74, + "mean": 70.34, + "p25": 56.5, + "p75": 88, + "st_dev": 20.13, + "num": 309 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.76, + "mean": 3.25, + "p25": 2.06, + "p75": 4.1, + "st_dev": 1.88, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64, + "mean": 45.31, + "p25": 0, + "p75": 75, + "st_dev": 37.55, + "num": 312 + } + }, + { + "month": 4, + "day": 14, + "temp": { + "record_min": 268.49, + "record_max": 287.41, + "average_min": 272.3, + "average_max": 280.98, + "median": 276.9, + "mean": 276.88, + "p25": 273.91, + "p75": 279.37, + "st_dev": 3.86, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1037, + "median": 1008, + "mean": 1010.11, + "p25": 1003, + "p75": 1017, + "st_dev": 12.32, + "num": 312 + }, + "humidity": { + "min": 21, + "max": 98, + "median": 76.5, + "mean": 71.43, + "p25": 56.5, + "p75": 89, + "st_dev": 20.4, + "num": 292 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 2.57, + "mean": 2.78, + "p25": 1.61, + "p75": 3.87, + "st_dev": 1.37, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 42, + "mean": 42.32, + "p25": 0, + "p75": 75, + "st_dev": 39.43, + "num": 312 + } + }, + { + "month": 4, + "day": 15, + "temp": { + "record_min": 269.02, + "record_max": 290.09, + "average_min": 272.43, + "average_max": 282.26, + "median": 276.87, + "mean": 277.45, + "p25": 274.21, + "p75": 280.76, + "st_dev": 4.52, + "num": 312 + }, + "pressure": { + "min": 991, + "max": 1037, + "median": 1012, + "mean": 1012.75, + "p25": 1000, + "p75": 1025, + "st_dev": 14.19, + "num": 312 + }, + "humidity": { + "min": 20, + "max": 100, + "median": 76.5, + "mean": 70.11, + "p25": 54, + "p75": 86, + "st_dev": 20.43, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.09, + "mean": 2.47, + "p25": 1.4, + "p75": 3.32, + "st_dev": 1.41, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 37.2, + "p25": 0, + "p75": 76, + "st_dev": 39.69, + "num": 312 + } + }, + { + "month": 4, + "day": 16, + "temp": { + "record_min": 267.81, + "record_max": 288.21, + "average_min": 273.34, + "average_max": 282.06, + "median": 278.15, + "mean": 278, + "p25": 274.92, + "p75": 281.01, + "st_dev": 4.04, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1034, + "median": 1010, + "mean": 1013.44, + "p25": 1001, + "p75": 1027.5, + "st_dev": 13.65, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 74, + "mean": 70.8, + "p25": 53.5, + "p75": 90, + "st_dev": 21.41, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.4, + "mean": 2.69, + "p25": 1.52, + "p75": 3.6, + "st_dev": 1.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 30.5, + "mean": 37.65, + "p25": 0, + "p75": 75, + "st_dev": 37.81, + "num": 312 + } + }, + { + "month": 4, + "day": 17, + "temp": { + "record_min": 268.78, + "record_max": 288.48, + "average_min": 273.46, + "average_max": 282.73, + "median": 278.11, + "mean": 278.29, + "p25": 275.21, + "p75": 280.18, + "st_dev": 4.35, + "num": 312 + }, + "pressure": { + "min": 994, + "max": 1037, + "median": 1013, + "mean": 1015.58, + "p25": 1005, + "p75": 1029, + "st_dev": 12.57, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 79, + "mean": 71.97, + "p25": 55, + "p75": 93, + "st_dev": 22.19, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.26, + "mean": 2.7, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.56, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 36.63, + "p25": 0, + "p75": 75, + "st_dev": 38.42, + "num": 312 + } + }, + { + "month": 4, + "day": 18, + "temp": { + "record_min": 268.78, + "record_max": 290.46, + "average_min": 272.91, + "average_max": 284.57, + "median": 278.15, + "mean": 278.74, + "p25": 274.83, + "p75": 282.15, + "st_dev": 4.98, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1039, + "median": 1017, + "mean": 1017.97, + "p25": 1009, + "p75": 1025, + "st_dev": 12, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 68, + "mean": 66.18, + "p25": 52, + "p75": 83, + "st_dev": 20.43, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.06, + "mean": 2.57, + "p25": 1.39, + "p75": 3.1, + "st_dev": 1.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 18.74, + "p25": 0, + "p75": 28.5, + "st_dev": 29.33, + "num": 312 + } + }, + { + "month": 4, + "day": 19, + "temp": { + "record_min": 268.32, + "record_max": 291.27, + "average_min": 273.39, + "average_max": 285.21, + "median": 279.36, + "mean": 279.57, + "p25": 275.77, + "p75": 282.64, + "st_dev": 5.08, + "num": 312 + }, + "pressure": { + "min": 989, + "max": 1039, + "median": 1020, + "mean": 1018.65, + "p25": 1011, + "p75": 1027, + "st_dev": 12.02, + "num": 312 + }, + "humidity": { + "min": 17, + "max": 100, + "median": 70, + "mean": 65.17, + "p25": 52, + "p75": 80, + "st_dev": 20.87, + "num": 311 + }, + "wind": { + "min": 0, + "max": 12.3, + "median": 2.1, + "mean": 2.55, + "p25": 1.54, + "p75": 3.09, + "st_dev": 1.75, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 4, + "mean": 23.12, + "p25": 0, + "p75": 43, + "st_dev": 30.09, + "num": 312 + } + }, + { + "month": 4, + "day": 20, + "temp": { + "record_min": 270.36, + "record_max": 292.75, + "average_min": 273.74, + "average_max": 286.41, + "median": 280.02, + "mean": 280.52, + "p25": 276.84, + "p75": 283.7, + "st_dev": 5.04, + "num": 312 + }, + "pressure": { + "min": 994, + "max": 1034, + "median": 1021, + "mean": 1017.92, + "p25": 1011, + "p75": 1026.5, + "st_dev": 11.18, + "num": 312 + }, + "humidity": { + "min": 15, + "max": 100, + "median": 67.5, + "mean": 63.74, + "p25": 49, + "p75": 80, + "st_dev": 20.72, + "num": 310 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.06, + "mean": 2.54, + "p25": 1.39, + "p75": 3.47, + "st_dev": 1.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 98, + "median": 0, + "mean": 18, + "p25": 0, + "p75": 30.5, + "st_dev": 30.19, + "num": 312 + } + }, + { + "month": 4, + "day": 21, + "temp": { + "record_min": 270.54, + "record_max": 293.55, + "average_min": 274.92, + "average_max": 286.27, + "median": 279.91, + "mean": 280.69, + "p25": 277.31, + "p75": 283.49, + "st_dev": 5, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1035, + "median": 1021, + "mean": 1016.59, + "p25": 1010, + "p75": 1026, + "st_dev": 12.8, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 90, + "median": 57, + "mean": 58.08, + "p25": 44, + "p75": 73, + "st_dev": 18.09, + "num": 309 + }, + "wind": { + "min": 0, + "max": 11.83, + "median": 2.26, + "mean": 2.9, + "p25": 1.5, + "p75": 3.73, + "st_dev": 2.03, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.05, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 10.18, + "p25": 0, + "p75": 0, + "st_dev": 22.68, + "num": 312 + } + }, + { + "month": 4, + "day": 22, + "temp": { + "record_min": 268.21, + "record_max": 294.31, + "average_min": 274.62, + "average_max": 285.93, + "median": 279.61, + "mean": 280.58, + "p25": 277.17, + "p75": 283.44, + "st_dev": 5.39, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1033, + "median": 1017, + "mean": 1015.51, + "p25": 1012, + "p75": 1023.5, + "st_dev": 10.53, + "num": 312 + }, + "humidity": { + "min": 16, + "max": 95, + "median": 59.5, + "mean": 58.06, + "p25": 40, + "p75": 74, + "st_dev": 20.31, + "num": 306 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.37, + "mean": 2.95, + "p25": 1.53, + "p75": 4.1, + "st_dev": 1.94, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.05, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 17.07, + "p25": 0, + "p75": 24, + "st_dev": 26.02, + "num": 312 + } + }, + { + "month": 4, + "day": 23, + "temp": { + "record_min": 270.72, + "record_max": 292.19, + "average_min": 274.2, + "average_max": 283.74, + "median": 278.74, + "mean": 279.39, + "p25": 276.44, + "p75": 281.71, + "st_dev": 4.5, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1032, + "median": 1013, + "mean": 1011.17, + "p25": 1003, + "p75": 1021, + "st_dev": 12.6, + "num": 312 + }, + "humidity": { + "min": 20, + "max": 97, + "median": 56, + "mean": 60.2, + "p25": 44, + "p75": 76, + "st_dev": 20.12, + "num": 307 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.55, + "mean": 3.05, + "p25": 1.51, + "p75": 3.89, + "st_dev": 2.1, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 8, + "mean": 29.24, + "p25": 0, + "p75": 75, + "st_dev": 36.1, + "num": 312 + } + }, + { + "month": 4, + "day": 24, + "temp": { + "record_min": 269.84, + "record_max": 292.53, + "average_min": 274.08, + "average_max": 282.24, + "median": 277.77, + "mean": 278.44, + "p25": 275.07, + "p75": 281.01, + "st_dev": 4.31, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1033, + "median": 1010, + "mean": 1007.57, + "p25": 1000.5, + "p75": 1019.5, + "st_dev": 14.64, + "num": 312 + }, + "humidity": { + "min": 19, + "max": 96, + "median": 63, + "mean": 62.98, + "p25": 47, + "p75": 80, + "st_dev": 20.42, + "num": 308 + }, + "wind": { + "min": 0.51, + "max": 9.77, + "median": 2.64, + "mean": 3.48, + "p25": 1.78, + "p75": 5.07, + "st_dev": 2.04, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 34, + "mean": 38.5, + "p25": 0, + "p75": 75, + "st_dev": 37.97, + "num": 312 + } + }, + { + "month": 4, + "day": 25, + "temp": { + "record_min": 272.25, + "record_max": 289.62, + "average_min": 274.77, + "average_max": 282.46, + "median": 277.76, + "mean": 278.65, + "p25": 274.53, + "p75": 281.89, + "st_dev": 4.46, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1026, + "median": 1007, + "mean": 1006.74, + "p25": 999.5, + "p75": 1016, + "st_dev": 13.77, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 97, + "median": 68, + "mean": 65.5, + "p25": 48, + "p75": 83, + "st_dev": 20.07, + "num": 310 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.57, + "mean": 3.16, + "p25": 1.54, + "p75": 4.43, + "st_dev": 1.9, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 18, + "mean": 34.95, + "p25": 0, + "p75": 75, + "st_dev": 36.91, + "num": 312 + } + }, + { + "month": 4, + "day": 26, + "temp": { + "record_min": 268.63, + "record_max": 291.66, + "average_min": 273.54, + "average_max": 283.59, + "median": 278.73, + "mean": 278.96, + "p25": 275.23, + "p75": 282.41, + "st_dev": 4.77, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1028, + "median": 1009, + "mean": 1008.22, + "p25": 1002, + "p75": 1017, + "st_dev": 11.87, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 94, + "median": 63, + "mean": 62.13, + "p25": 48.5, + "p75": 76, + "st_dev": 17.31, + "num": 309 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.46, + "mean": 2.64, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.42, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.01, + "p25": 0, + "p75": 0, + "st_dev": 0.06, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 8, + "mean": 25.93, + "p25": 0, + "p75": 55, + "st_dev": 31.86, + "num": 312 + } + }, + { + "month": 4, + "day": 27, + "temp": { + "record_min": 266.95, + "record_max": 291.58, + "average_min": 273.51, + "average_max": 283.27, + "median": 278.21, + "mean": 278.69, + "p25": 275.1, + "p75": 281.15, + "st_dev": 4.85, + "num": 311 + }, + "pressure": { + "min": 984, + "max": 1027, + "median": 1009, + "mean": 1008.17, + "p25": 1004, + "p75": 1015, + "st_dev": 10.42, + "num": 311 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 70, + "mean": 67.45, + "p25": 55, + "p75": 83, + "st_dev": 17.89, + "num": 304 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 1.72, + "mean": 2.36, + "p25": 1.22, + "p75": 3.1, + "st_dev": 1.54, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 10, + "mean": 32.56, + "p25": 0, + "p75": 75, + "st_dev": 36.65, + "num": 311 + } + }, + { + "month": 4, + "day": 28, + "temp": { + "record_min": 270.01, + "record_max": 294.12, + "average_min": 273.81, + "average_max": 283.92, + "median": 278.15, + "mean": 279.02, + "p25": 274.86, + "p75": 281.91, + "st_dev": 5.43, + "num": 312 + }, + "pressure": { + "min": 991, + "max": 1028, + "median": 1011, + "mean": 1010.58, + "p25": 1007, + "p75": 1016, + "st_dev": 7.98, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 70, + "mean": 66.31, + "p25": 48, + "p75": 86, + "st_dev": 21.84, + "num": 308 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.57, + "mean": 2.66, + "p25": 1.48, + "p75": 3.6, + "st_dev": 1.5, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 4.5, + "mean": 30.78, + "p25": 0, + "p75": 75, + "st_dev": 36.58, + "num": 312 + } + }, + { + "month": 4, + "day": 29, + "temp": { + "record_min": 269.46, + "record_max": 296.06, + "average_min": 273.62, + "average_max": 283.88, + "median": 279.21, + "mean": 279.32, + "p25": 275.3, + "p75": 282.02, + "st_dev": 5.15, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1029, + "median": 1010, + "mean": 1011.47, + "p25": 1006, + "p75": 1016, + "st_dev": 8.14, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 69, + "mean": 64.95, + "p25": 48, + "p75": 81, + "st_dev": 19.44, + "num": 308 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.38, + "mean": 3.01, + "p25": 1.34, + "p75": 3.86, + "st_dev": 2.41, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 24.65, + "p25": 0, + "p75": 51.5, + "st_dev": 33.01, + "num": 312 + } + }, + { + "month": 4, + "day": 30, + "temp": { + "record_min": 269.93, + "record_max": 292.94, + "average_min": 274.64, + "average_max": 284.1, + "median": 278.85, + "mean": 279.54, + "p25": 275.94, + "p75": 282.44, + "st_dev": 4.8, + "num": 312 + }, + "pressure": { + "min": 992, + "max": 1028, + "median": 1012.5, + "mean": 1011.84, + "p25": 1005, + "p75": 1019, + "st_dev": 8.99, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 66, + "mean": 65.54, + "p25": 48, + "p75": 84, + "st_dev": 21.16, + "num": 307 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.47, + "mean": 2.71, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.58, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20.5, + "mean": 36.04, + "p25": 0, + "p75": 75, + "st_dev": 37.63, + "num": 312 + } + }, + { + "month": 5, + "day": 1, + "temp": { + "record_min": 272.87, + "record_max": 292.92, + "average_min": 275.21, + "average_max": 284.52, + "median": 279.56, + "mean": 279.93, + "p25": 275.93, + "p75": 282.95, + "st_dev": 4.72, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1027, + "median": 1011, + "mean": 1010.21, + "p25": 1006, + "p75": 1017, + "st_dev": 10.31, + "num": 312 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 74, + "mean": 69.65, + "p25": 54, + "p75": 86, + "st_dev": 20.29, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.48, + "mean": 2.57, + "p25": 1.49, + "p75": 3.28, + "st_dev": 1.45, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 30.29, + "p25": 0, + "p75": 75, + "st_dev": 37.57, + "num": 312 + } + }, + { + "month": 5, + "day": 2, + "temp": { + "record_min": 271.03, + "record_max": 293.93, + "average_min": 274.49, + "average_max": 285.14, + "median": 280.22, + "mean": 280.33, + "p25": 277.21, + "p75": 282.93, + "st_dev": 4.36, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1024, + "median": 1013, + "mean": 1010.01, + "p25": 1001, + "p75": 1018.5, + "st_dev": 9.89, + "num": 312 + }, + "humidity": { + "min": 21, + "max": 96, + "median": 60, + "mean": 60.11, + "p25": 44, + "p75": 76, + "st_dev": 19.99, + "num": 311 + }, + "wind": { + "min": 0.5, + "max": 11.8, + "median": 2.57, + "mean": 3.02, + "p25": 1.41, + "p75": 4.12, + "st_dev": 2.18, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 22.75, + "p25": 0, + "p75": 40, + "st_dev": 31.72, + "num": 312 + } + }, + { + "month": 5, + "day": 3, + "temp": { + "record_min": 271.36, + "record_max": 294.87, + "average_min": 274.35, + "average_max": 284.39, + "median": 279.69, + "mean": 279.9, + "p25": 276.98, + "p75": 282.3, + "st_dev": 4.15, + "num": 312 + }, + "pressure": { + "min": 991, + "max": 1029, + "median": 1014, + "mean": 1011.26, + "p25": 1005, + "p75": 1017, + "st_dev": 8.87, + "num": 312 + }, + "humidity": { + "min": 20, + "max": 100, + "median": 61, + "mean": 61.01, + "p25": 45, + "p75": 77, + "st_dev": 19.87, + "num": 311 + }, + "wind": { + "min": 0.5, + "max": 8.75, + "median": 2.21, + "mean": 2.68, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.43, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 27.81, + "p25": 0, + "p75": 65.5, + "st_dev": 35.07, + "num": 312 + } + }, + { + "month": 5, + "day": 4, + "temp": { + "record_min": 272.05, + "record_max": 296.52, + "average_min": 274.12, + "average_max": 284.39, + "median": 279.22, + "mean": 279.8, + "p25": 276.65, + "p75": 281.95, + "st_dev": 4.73, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1031, + "median": 1014, + "mean": 1013.19, + "p25": 1005, + "p75": 1019, + "st_dev": 8.78, + "num": 312 + }, + "humidity": { + "min": 20, + "max": 100, + "median": 59.5, + "mean": 59.58, + "p25": 44, + "p75": 76, + "st_dev": 20.51, + "num": 302 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.58, + "mean": 3.38, + "p25": 1.56, + "p75": 4.63, + "st_dev": 2.34, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 28.99, + "p25": 0, + "p75": 75, + "st_dev": 36.59, + "num": 312 + } + }, + { + "month": 5, + "day": 5, + "temp": { + "record_min": 270.17, + "record_max": 292.47, + "average_min": 275.04, + "average_max": 286.17, + "median": 280.49, + "mean": 281.03, + "p25": 277.11, + "p75": 284.47, + "st_dev": 4.96, + "num": 312 + }, + "pressure": { + "min": 992, + "max": 1032, + "median": 1009.5, + "mean": 1011.69, + "p25": 1006, + "p75": 1017, + "st_dev": 9.32, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 99, + "median": 69, + "mean": 64.96, + "p25": 45, + "p75": 81, + "st_dev": 21.16, + "num": 311 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 2.5, + "mean": 3.15, + "p25": 1.52, + "p75": 4.12, + "st_dev": 2.11, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.44, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 30.79, + "p25": 0, + "p75": 75, + "st_dev": 39.53, + "num": 312 + } + }, + { + "month": 5, + "day": 6, + "temp": { + "record_min": 270.25, + "record_max": 291.92, + "average_min": 276.29, + "average_max": 286.2, + "median": 281.81, + "mean": 281.86, + "p25": 277.65, + "p75": 285.27, + "st_dev": 5.1, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1029, + "median": 1012, + "mean": 1011.03, + "p25": 1003.5, + "p75": 1016, + "st_dev": 8.66, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 63, + "mean": 61.81, + "p25": 41.5, + "p75": 80.5, + "st_dev": 22.24, + "num": 308 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 3.09, + "mean": 3.32, + "p25": 1.81, + "p75": 4.21, + "st_dev": 1.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0, + "st_dev": 0.53, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 31.25, + "p25": 0, + "p75": 75, + "st_dev": 39.4, + "num": 312 + } + }, + { + "month": 5, + "day": 7, + "temp": { + "record_min": 270.46, + "record_max": 294.73, + "average_min": 275.63, + "average_max": 286.53, + "median": 281.13, + "mean": 281.47, + "p25": 277.56, + "p75": 285.17, + "st_dev": 5.04, + "num": 312 + }, + "pressure": { + "min": 998, + "max": 1028, + "median": 1013, + "mean": 1012.45, + "p25": 1004, + "p75": 1021, + "st_dev": 8.93, + "num": 312 + }, + "humidity": { + "min": 19, + "max": 100, + "median": 64, + "mean": 63.23, + "p25": 41, + "p75": 83.5, + "st_dev": 23.66, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.52, + "mean": 2.84, + "p25": 1.76, + "p75": 3.6, + "st_dev": 1.58, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 33.55, + "p25": 0, + "p75": 75, + "st_dev": 39.59, + "num": 312 + } + }, + { + "month": 5, + "day": 8, + "temp": { + "record_min": 270.19, + "record_max": 297.18, + "average_min": 275.64, + "average_max": 287.24, + "median": 281.48, + "mean": 282.12, + "p25": 278.13, + "p75": 285.73, + "st_dev": 5.49, + "num": 312 + }, + "pressure": { + "min": 1000, + "max": 1028, + "median": 1010, + "mean": 1014.04, + "p25": 1007, + "p75": 1023, + "st_dev": 8.72, + "num": 312 + }, + "humidity": { + "min": 18, + "max": 97, + "median": 56.5, + "mean": 57.39, + "p25": 39, + "p75": 75, + "st_dev": 21.05, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.6, + "mean": 2.89, + "p25": 1.54, + "p75": 4.1, + "st_dev": 1.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 27.32, + "p25": 0, + "p75": 60, + "st_dev": 35.52, + "num": 312 + } + }, + { + "month": 5, + "day": 9, + "temp": { + "record_min": 273.49, + "record_max": 299.21, + "average_min": 277.22, + "average_max": 287.55, + "median": 281.97, + "mean": 282.8, + "p25": 278.86, + "p75": 286.15, + "st_dev": 5.32, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1027, + "median": 1013, + "mean": 1011.35, + "p25": 1003, + "p75": 1018, + "st_dev": 8.96, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 66.5, + "mean": 65.77, + "p25": 51, + "p75": 84, + "st_dev": 19.56, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.83, + "median": 2.1, + "mean": 2.78, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.87, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20.5, + "mean": 36.71, + "p25": 0, + "p75": 75, + "st_dev": 38.41, + "num": 312 + } + }, + { + "month": 5, + "day": 10, + "temp": { + "record_min": 272.95, + "record_max": 299.06, + "average_min": 278.47, + "average_max": 286.82, + "median": 282.4, + "mean": 282.56, + "p25": 278.88, + "p75": 285.26, + "st_dev": 5.22, + "num": 312 + }, + "pressure": { + "min": 990, + "max": 1023, + "median": 1006, + "mean": 1008.02, + "p25": 1002, + "p75": 1016, + "st_dev": 9.17, + "num": 312 + }, + "humidity": { + "min": 19, + "max": 100, + "median": 81, + "mean": 73.81, + "p25": 58.5, + "p75": 93, + "st_dev": 21.05, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.57, + "mean": 3.12, + "p25": 1.54, + "p75": 4.12, + "st_dev": 1.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 71.5, + "mean": 46.46, + "p25": 0, + "p75": 88, + "st_dev": 39.47, + "num": 312 + } + }, + { + "month": 5, + "day": 11, + "temp": { + "record_min": 270.96, + "record_max": 293.88, + "average_min": 277.26, + "average_max": 286.35, + "median": 282.06, + "mean": 282.27, + "p25": 279.77, + "p75": 285.3, + "st_dev": 4.49, + "num": 312 + }, + "pressure": { + "min": 990, + "max": 1024, + "median": 1010, + "mean": 1009.06, + "p25": 1000.5, + "p75": 1018, + "st_dev": 10.13, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 79, + "mean": 74.01, + "p25": 61, + "p75": 88, + "st_dev": 19.86, + "num": 312 + }, + "wind": { + "min": 0.5, + "max": 9.77, + "median": 2.6, + "mean": 3.06, + "p25": 1.54, + "p75": 4.12, + "st_dev": 1.75, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 47.71, + "p25": 0, + "p75": 75, + "st_dev": 38.45, + "num": 312 + } + }, + { + "month": 5, + "day": 12, + "temp": { + "record_min": 271.17, + "record_max": 295.45, + "average_min": 277.96, + "average_max": 287.68, + "median": 282.46, + "mean": 283.07, + "p25": 280.05, + "p75": 285.85, + "st_dev": 4.99, + "num": 312 + }, + "pressure": { + "min": 994, + "max": 1031, + "median": 1006, + "mean": 1009.12, + "p25": 1002, + "p75": 1019, + "st_dev": 9.8, + "num": 312 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 73, + "mean": 68.85, + "p25": 52, + "p75": 87, + "st_dev": 19.28, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.59, + "mean": 3.09, + "p25": 1.4, + "p75": 4.6, + "st_dev": 2.08, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 34, + "mean": 38.51, + "p25": 0, + "p75": 75, + "st_dev": 37.66, + "num": 312 + } + }, + { + "month": 5, + "day": 13, + "temp": { + "record_min": 272.27, + "record_max": 294.97, + "average_min": 277.96, + "average_max": 287.92, + "median": 283.02, + "mean": 283.42, + "p25": 280.47, + "p75": 286.25, + "st_dev": 4.88, + "num": 312 + }, + "pressure": { + "min": 999, + "max": 1035, + "median": 1007, + "mean": 1010.67, + "p25": 1004, + "p75": 1016, + "st_dev": 9.8, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 69, + "mean": 64.75, + "p25": 47, + "p75": 82, + "st_dev": 20.2, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.06, + "mean": 2.72, + "p25": 1.34, + "p75": 3.6, + "st_dev": 1.92, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 32, + "mean": 39.52, + "p25": 0, + "p75": 75, + "st_dev": 38.84, + "num": 312 + } + }, + { + "month": 5, + "day": 14, + "temp": { + "record_min": 271.67, + "record_max": 295.48, + "average_min": 278.16, + "average_max": 287.66, + "median": 282.38, + "mean": 283.23, + "p25": 279.87, + "p75": 285.66, + "st_dev": 4.75, + "num": 312 + }, + "pressure": { + "min": 1000, + "max": 1035, + "median": 1009, + "mean": 1012.04, + "p25": 1005, + "p75": 1018, + "st_dev": 8.98, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 59, + "mean": 61.43, + "p25": 42, + "p75": 82, + "st_dev": 21.21, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 3.07, + "mean": 3.1, + "p25": 1.42, + "p75": 4.6, + "st_dev": 1.92, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 31.25, + "p25": 0, + "p75": 75, + "st_dev": 38.12, + "num": 312 + } + }, + { + "month": 5, + "day": 15, + "temp": { + "record_min": 272.05, + "record_max": 297.73, + "average_min": 277.82, + "average_max": 289.15, + "median": 283.04, + "mean": 283.96, + "p25": 280.82, + "p75": 287.04, + "st_dev": 5.27, + "num": 312 + }, + "pressure": { + "min": 1000, + "max": 1031, + "median": 1012, + "mean": 1013.16, + "p25": 1005, + "p75": 1019, + "st_dev": 9, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 58, + "mean": 61.19, + "p25": 44, + "p75": 80, + "st_dev": 21.23, + "num": 310 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.24, + "mean": 2.64, + "p25": 1.36, + "p75": 3.6, + "st_dev": 1.7, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 26.86, + "p25": 0, + "p75": 75, + "st_dev": 36.56, + "num": 312 + } + }, + { + "month": 5, + "day": 16, + "temp": { + "record_min": 275.03, + "record_max": 296.77, + "average_min": 279.26, + "average_max": 288.63, + "median": 283.12, + "mean": 284.38, + "p25": 280.74, + "p75": 287.49, + "st_dev": 5.14, + "num": 312 + }, + "pressure": { + "min": 998, + "max": 1030, + "median": 1010, + "mean": 1012.19, + "p25": 1004, + "p75": 1021.5, + "st_dev": 9.47, + "num": 312 + }, + "humidity": { + "min": 19, + "max": 100, + "median": 64, + "mean": 62.9, + "p25": 45, + "p75": 81, + "st_dev": 22.45, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.68, + "mean": 3, + "p25": 1.72, + "p75": 4.1, + "st_dev": 1.56, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.44, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 10, + "mean": 36.27, + "p25": 0, + "p75": 75, + "st_dev": 39.57, + "num": 312 + } + }, + { + "month": 5, + "day": 17, + "temp": { + "record_min": 273.91, + "record_max": 295.81, + "average_min": 279.22, + "average_max": 289.45, + "median": 284.28, + "mean": 284.7, + "p25": 281.01, + "p75": 288.4, + "st_dev": 5, + "num": 312 + }, + "pressure": { + "min": 999, + "max": 1027, + "median": 1008, + "mean": 1011.22, + "p25": 1003, + "p75": 1019, + "st_dev": 8.62, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 55.5, + "mean": 59.47, + "p25": 39, + "p75": 82, + "st_dev": 22.77, + "num": 310 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.6, + "mean": 2.93, + "p25": 1.79, + "p75": 4.02, + "st_dev": 1.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 99, + "median": 9, + "mean": 30.14, + "p25": 0, + "p75": 75, + "st_dev": 36.18, + "num": 312 + } + }, + { + "month": 5, + "day": 18, + "temp": { + "record_min": 273.53, + "record_max": 296.91, + "average_min": 279.38, + "average_max": 289.9, + "median": 284.59, + "mean": 284.98, + "p25": 282.27, + "p75": 287.77, + "st_dev": 4.53, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1027, + "median": 1013, + "mean": 1011.86, + "p25": 1005, + "p75": 1018, + "st_dev": 8.34, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 60, + "mean": 62.6, + "p25": 47, + "p75": 81, + "st_dev": 20.66, + "num": 311 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.57, + "mean": 2.71, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 13.5, + "mean": 35.33, + "p25": 0, + "p75": 75, + "st_dev": 38.08, + "num": 312 + } + }, + { + "month": 5, + "day": 19, + "temp": { + "record_min": 275.04, + "record_max": 299.2, + "average_min": 280.53, + "average_max": 291.06, + "median": 285.69, + "mean": 286.04, + "p25": 282.15, + "p75": 289.38, + "st_dev": 5.18, + "num": 312 + }, + "pressure": { + "min": 994, + "max": 1030, + "median": 1013, + "mean": 1011.32, + "p25": 1006, + "p75": 1015, + "st_dev": 8.01, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 72, + "mean": 68.6, + "p25": 53, + "p75": 87, + "st_dev": 20.83, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.57, + "mean": 2.84, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.59, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 52.5, + "mean": 45.1, + "p25": 0, + "p75": 75, + "st_dev": 38.16, + "num": 312 + } + }, + { + "month": 5, + "day": 20, + "temp": { + "record_min": 272.4, + "record_max": 298.15, + "average_min": 281.28, + "average_max": 290.44, + "median": 286.18, + "mean": 286.15, + "p25": 282.9, + "p75": 289.16, + "st_dev": 4.6, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1031, + "median": 1012, + "mean": 1012.27, + "p25": 1008, + "p75": 1016, + "st_dev": 7.54, + "num": 312 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 71, + "mean": 67.28, + "p25": 47, + "p75": 87, + "st_dev": 21.34, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.6, + "mean": 2.86, + "p25": 1.56, + "p75": 3.62, + "st_dev": 1.49, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 39.31, + "p25": 0, + "p75": 75, + "st_dev": 37.78, + "num": 312 + } + }, + { + "month": 5, + "day": 21, + "temp": { + "record_min": 274.53, + "record_max": 296.11, + "average_min": 280.57, + "average_max": 290.73, + "median": 285.97, + "mean": 285.98, + "p25": 282.79, + "p75": 289.26, + "st_dev": 4.71, + "num": 312 + }, + "pressure": { + "min": 998, + "max": 1026, + "median": 1011, + "mean": 1012.03, + "p25": 1008, + "p75": 1015, + "st_dev": 7.33, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 63.5, + "mean": 65.46, + "p25": 51, + "p75": 87, + "st_dev": 20.42, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.6, + "mean": 2.94, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.64, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 32, + "mean": 39.19, + "p25": 0, + "p75": 75, + "st_dev": 36.27, + "num": 312 + } + }, + { + "month": 5, + "day": 22, + "temp": { + "record_min": 275.8, + "record_max": 297.24, + "average_min": 281.46, + "average_max": 290.34, + "median": 285.88, + "mean": 286.06, + "p25": 282.81, + "p75": 289.16, + "st_dev": 4.51, + "num": 312 + }, + "pressure": { + "min": 997, + "max": 1024, + "median": 1009, + "mean": 1009.74, + "p25": 1006, + "p75": 1013, + "st_dev": 6.91, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 72, + "mean": 70.42, + "p25": 57, + "p75": 87, + "st_dev": 19.01, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 2.24, + "mean": 2.9, + "p25": 1.47, + "p75": 3.87, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.61, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 70, + "mean": 49.52, + "p25": 1, + "p75": 75, + "st_dev": 34.92, + "num": 312 + } + }, + { + "month": 5, + "day": 23, + "temp": { + "record_min": 276.2, + "record_max": 297.63, + "average_min": 281.28, + "average_max": 289.28, + "median": 285.73, + "mean": 285.7, + "p25": 282.77, + "p75": 287.99, + "st_dev": 4.41, + "num": 312 + }, + "pressure": { + "min": 995, + "max": 1020, + "median": 1009, + "mean": 1008.06, + "p25": 1004.5, + "p75": 1011, + "st_dev": 6.16, + "num": 312 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 77, + "mean": 74.56, + "p25": 63, + "p75": 93, + "st_dev": 18.24, + "num": 311 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.6, + "mean": 3.24, + "p25": 1.49, + "p75": 4.63, + "st_dev": 2.09, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.4, + "p25": 0, + "p75": 0.3, + "st_dev": 0.83, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 46.88, + "p25": 0, + "p75": 75, + "st_dev": 36.61, + "num": 312 + } + }, + { + "month": 5, + "day": 24, + "temp": { + "record_min": 275.89, + "record_max": 296.12, + "average_min": 280.54, + "average_max": 289.1, + "median": 284.06, + "mean": 285.16, + "p25": 281.61, + "p75": 288.81, + "st_dev": 4.64, + "num": 312 + }, + "pressure": { + "min": 996, + "max": 1021, + "median": 1010, + "mean": 1009.02, + "p25": 1004, + "p75": 1014, + "st_dev": 6.69, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 81, + "mean": 75.44, + "p25": 63, + "p75": 90, + "st_dev": 17.14, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.63, + "mean": 3.24, + "p25": 1.46, + "p75": 4.6, + "st_dev": 2.15, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.98, + "p25": 0, + "p75": 75, + "st_dev": 37.53, + "num": 312 + } + }, + { + "month": 5, + "day": 25, + "temp": { + "record_min": 275, + "record_max": 298.35, + "average_min": 281.24, + "average_max": 291, + "median": 285.54, + "mean": 286.36, + "p25": 282.81, + "p75": 289.37, + "st_dev": 4.81, + "num": 312 + }, + "pressure": { + "min": 997, + "max": 1031, + "median": 1012, + "mean": 1011.59, + "p25": 1005, + "p75": 1019, + "st_dev": 8.44, + "num": 312 + }, + "humidity": { + "min": 26, + "max": 98, + "median": 69, + "mean": 68.54, + "p25": 55, + "p75": 87, + "st_dev": 19.37, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.57, + "mean": 2.87, + "p25": 1.5, + "p75": 4.12, + "st_dev": 1.69, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.64, + "p25": 0, + "p75": 75, + "st_dev": 36.53, + "num": 312 + } + }, + { + "month": 5, + "day": 26, + "temp": { + "record_min": 278.32, + "record_max": 299, + "average_min": 281.61, + "average_max": 291.31, + "median": 285.58, + "mean": 286.67, + "p25": 282.62, + "p75": 289.78, + "st_dev": 4.94, + "num": 312 + }, + "pressure": { + "min": 996, + "max": 1031, + "median": 1012, + "mean": 1012.04, + "p25": 1002, + "p75": 1020, + "st_dev": 9.75, + "num": 312 + }, + "humidity": { + "min": 23, + "max": 97, + "median": 66, + "mean": 64.82, + "p25": 53, + "p75": 81, + "st_dev": 18.13, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.57, + "mean": 3.31, + "p25": 1.54, + "p75": 4.63, + "st_dev": 2.17, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 24, + "mean": 33.72, + "p25": 0, + "p75": 75, + "st_dev": 34.9, + "num": 312 + } + }, + { + "month": 5, + "day": 27, + "temp": { + "record_min": 276.48, + "record_max": 298.1, + "average_min": 280.91, + "average_max": 290.3, + "median": 286, + "mean": 286.37, + "p25": 282.22, + "p75": 289.41, + "st_dev": 5.2, + "num": 295 + }, + "pressure": { + "min": 996, + "max": 1029, + "median": 1013, + "mean": 1012.6, + "p25": 1005, + "p75": 1020, + "st_dev": 9.55, + "num": 295 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 60, + "mean": 61.57, + "p25": 45, + "p75": 79, + "st_dev": 19.39, + "num": 295 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.58, + "mean": 3.09, + "p25": 1.5, + "p75": 4.6, + "st_dev": 1.86, + "num": 295 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 295 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 4, + "mean": 28.54, + "p25": 0, + "p75": 75, + "st_dev": 34.86, + "num": 295 + } + }, + { + "month": 5, + "day": 28, + "temp": { + "record_min": 275.99, + "record_max": 295.95, + "average_min": 281.24, + "average_max": 290.34, + "median": 286.33, + "mean": 286.11, + "p25": 282.2, + "p75": 289.17, + "st_dev": 4.65, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1031, + "median": 1013, + "mean": 1012.32, + "p25": 1004, + "p75": 1021.5, + "st_dev": 10.58, + "num": 288 + }, + "humidity": { + "min": 21, + "max": 98, + "median": 61, + "mean": 61.64, + "p25": 46, + "p75": 81, + "st_dev": 21.01, + "num": 288 + }, + "wind": { + "min": 0.16, + "max": 10.8, + "median": 2.6, + "mean": 2.95, + "p25": 1.52, + "p75": 3.6, + "st_dev": 1.68, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 39.88, + "p25": 0, + "p75": 75, + "st_dev": 37.19, + "num": 288 + } + }, + { + "month": 5, + "day": 29, + "temp": { + "record_min": 275.41, + "record_max": 297.51, + "average_min": 280.93, + "average_max": 290.85, + "median": 285.92, + "mean": 286.36, + "p25": 283.02, + "p75": 289.96, + "st_dev": 5, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1031, + "median": 1012.5, + "mean": 1013.43, + "p25": 1008, + "p75": 1022, + "st_dev": 10.09, + "num": 288 + }, + "humidity": { + "min": 20, + "max": 96, + "median": 60, + "mean": 61.08, + "p25": 47, + "p75": 75, + "st_dev": 19.89, + "num": 287 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.59, + "mean": 2.7, + "p25": 1.41, + "p75": 3.6, + "st_dev": 1.44, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 27.59, + "p25": 0, + "p75": 75, + "st_dev": 34.16, + "num": 288 + } + }, + { + "month": 5, + "day": 30, + "temp": { + "record_min": 278.19, + "record_max": 300.14, + "average_min": 282.58, + "average_max": 292.66, + "median": 287.31, + "mean": 287.61, + "p25": 284.06, + "p75": 291.22, + "st_dev": 5.39, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1033, + "median": 1013, + "mean": 1012.91, + "p25": 1007.5, + "p75": 1022, + "st_dev": 11.32, + "num": 288 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 66.5, + "mean": 66.26, + "p25": 48, + "p75": 86, + "st_dev": 20.96, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.57, + "mean": 2.97, + "p25": 2.05, + "p75": 3.6, + "st_dev": 1.6, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0, + "st_dev": 0.75, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 8, + "mean": 34.98, + "p25": 0, + "p75": 75, + "st_dev": 39.32, + "num": 288 + } + }, + { + "month": 5, + "day": 31, + "temp": { + "record_min": 276.4, + "record_max": 304.7, + "average_min": 282.43, + "average_max": 294.54, + "median": 287.8, + "mean": 288.74, + "p25": 284.53, + "p75": 292.99, + "st_dev": 5.71, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1033, + "median": 1014, + "mean": 1012.8, + "p25": 1009, + "p75": 1019, + "st_dev": 10.57, + "num": 288 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 60, + "mean": 60.3, + "p25": 40, + "p75": 79.5, + "st_dev": 21.5, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.1, + "mean": 2.58, + "p25": 1.54, + "p75": 3.39, + "st_dev": 1.39, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 22.82, + "p25": 0, + "p75": 48.5, + "st_dev": 32.55, + "num": 288 + } + }, + { + "month": 6, + "day": 1, + "temp": { + "record_min": 277.82, + "record_max": 305.07, + "average_min": 282.63, + "average_max": 293.96, + "median": 287.83, + "mean": 288.69, + "p25": 283.55, + "p75": 293.15, + "st_dev": 6.08, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1030, + "median": 1014, + "mean": 1012.68, + "p25": 1006, + "p75": 1020, + "st_dev": 9.66, + "num": 288 + }, + "humidity": { + "min": 25, + "max": 96, + "median": 59, + "mean": 59.9, + "p25": 43, + "p75": 78, + "st_dev": 20.32, + "num": 287 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.06, + "mean": 2.61, + "p25": 1.49, + "p75": 3.6, + "st_dev": 1.66, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 23.49, + "p25": 0, + "p75": 54, + "st_dev": 33.28, + "num": 288 + } + }, + { + "month": 6, + "day": 2, + "temp": { + "record_min": 276.6, + "record_max": 305.23, + "average_min": 282.9, + "average_max": 293.61, + "median": 288.26, + "mean": 288.59, + "p25": 283.17, + "p75": 293.23, + "st_dev": 6.14, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1029, + "median": 1012, + "mean": 1012.57, + "p25": 1008, + "p75": 1020, + "st_dev": 9.61, + "num": 288 + }, + "humidity": { + "min": 22, + "max": 96, + "median": 60, + "mean": 60.51, + "p25": 44.5, + "p75": 76, + "st_dev": 19.03, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.06, + "mean": 2.51, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.44, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0, + "st_dev": 0.67, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 12, + "mean": 32.52, + "p25": 0, + "p75": 75, + "st_dev": 36.45, + "num": 288 + } + }, + { + "month": 6, + "day": 3, + "temp": { + "record_min": 279.25, + "record_max": 305.98, + "average_min": 283.28, + "average_max": 294.09, + "median": 288.59, + "mean": 288.82, + "p25": 285.06, + "p75": 291.85, + "st_dev": 5.17, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1030, + "median": 1011, + "mean": 1010.03, + "p25": 1003.5, + "p75": 1017, + "st_dev": 9.85, + "num": 288 + }, + "humidity": { + "min": 19, + "max": 100, + "median": 61, + "mean": 62.49, + "p25": 45, + "p75": 82, + "st_dev": 20.49, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.09, + "mean": 2.64, + "p25": 1.36, + "p75": 3.75, + "st_dev": 1.82, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 12, + "mean": 32.46, + "p25": 0, + "p75": 75, + "st_dev": 35.87, + "num": 288 + } + }, + { + "month": 6, + "day": 4, + "temp": { + "record_min": 279.64, + "record_max": 300.43, + "average_min": 282.86, + "average_max": 292.6, + "median": 287.61, + "mean": 287.98, + "p25": 285.08, + "p75": 290.48, + "st_dev": 4.21, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1027, + "median": 1013, + "mean": 1011.43, + "p25": 1003, + "p75": 1020, + "st_dev": 11.19, + "num": 288 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 55, + "mean": 57.7, + "p25": 41, + "p75": 74, + "st_dev": 21.64, + "num": 286 + }, + "wind": { + "min": 0.5, + "max": 11.83, + "median": 2.85, + "mean": 3.5, + "p25": 1.91, + "p75": 4.62, + "st_dev": 2.15, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 29.17, + "p25": 0, + "p75": 75, + "st_dev": 38.01, + "num": 288 + } + }, + { + "month": 6, + "day": 5, + "temp": { + "record_min": 279.51, + "record_max": 299.88, + "average_min": 281.9, + "average_max": 291.65, + "median": 286.68, + "mean": 287.3, + "p25": 284.77, + "p75": 288.95, + "st_dev": 4.21, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1028, + "median": 1013.5, + "mean": 1010.07, + "p25": 999, + "p75": 1021, + "st_dev": 12.54, + "num": 288 + }, + "humidity": { + "min": 18, + "max": 100, + "median": 62, + "mean": 62.03, + "p25": 40, + "p75": 82, + "st_dev": 23.15, + "num": 287 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 2.57, + "mean": 2.87, + "p25": 1.54, + "p75": 4.1, + "st_dev": 1.79, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.69, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 12, + "mean": 33.67, + "p25": 0, + "p75": 75, + "st_dev": 37.48, + "num": 288 + } + }, + { + "month": 6, + "day": 6, + "temp": { + "record_min": 279.1, + "record_max": 298.38, + "average_min": 282.19, + "average_max": 292.04, + "median": 286.61, + "mean": 287.37, + "p25": 283.88, + "p75": 290.38, + "st_dev": 4.55, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1024, + "median": 1014, + "mean": 1010.14, + "p25": 1004, + "p75": 1019, + "st_dev": 11.13, + "num": 288 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 71, + "mean": 69.01, + "p25": 54, + "p75": 87.5, + "st_dev": 20.21, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.76, + "mean": 3.03, + "p25": 1.69, + "p75": 3.73, + "st_dev": 1.62, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.34, + "p25": 0, + "p75": 0.9, + "st_dev": 0.82, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 4, + "mean": 29.31, + "p25": 0, + "p75": 75, + "st_dev": 35.65, + "num": 288 + } + }, + { + "month": 6, + "day": 7, + "temp": { + "record_min": 275.87, + "record_max": 297.23, + "average_min": 282.41, + "average_max": 291.94, + "median": 287.42, + "mean": 287.64, + "p25": 284.38, + "p75": 290.43, + "st_dev": 4.33, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1022, + "median": 1012, + "mean": 1009.62, + "p25": 1005.5, + "p75": 1017, + "st_dev": 10.12, + "num": 288 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 74, + "mean": 71.24, + "p25": 58, + "p75": 87, + "st_dev": 17.94, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.58, + "mean": 3.08, + "p25": 1.55, + "p75": 4.11, + "st_dev": 1.87, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 26.5, + "mean": 38.33, + "p25": 0, + "p75": 75, + "st_dev": 34.66, + "num": 288 + } + }, + { + "month": 6, + "day": 8, + "temp": { + "record_min": 279.94, + "record_max": 298.96, + "average_min": 283.01, + "average_max": 291.33, + "median": 286.24, + "mean": 287.04, + "p25": 283.81, + "p75": 289.51, + "st_dev": 4.13, + "num": 288 + }, + "pressure": { + "min": 507, + "max": 1028, + "median": 1012, + "mean": 1004.48, + "p25": 1002, + "p75": 1018, + "st_dev": 51.08, + "num": 286 + }, + "humidity": { + "min": 16, + "max": 100, + "median": 74.5, + "mean": 69.67, + "p25": 52, + "p75": 88, + "st_dev": 21.58, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.97, + "mean": 2.57, + "p25": 1.41, + "p75": 3.31, + "st_dev": 1.76, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 39, + "mean": 40.23, + "p25": 0, + "p75": 75, + "st_dev": 37.16, + "num": 288 + } + }, + { + "month": 6, + "day": 9, + "temp": { + "record_min": 278.15, + "record_max": 297.46, + "average_min": 282.24, + "average_max": 291.78, + "median": 286.86, + "mean": 287.25, + "p25": 283.99, + "p75": 290.28, + "st_dev": 4.39, + "num": 282 + }, + "pressure": { + "min": 507, + "max": 1030, + "median": 1012, + "mean": 1006.66, + "p25": 1000, + "p75": 1018, + "st_dev": 42.52, + "num": 280 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 65.5, + "mean": 66.37, + "p25": 51, + "p75": 86, + "st_dev": 20.26, + "num": 282 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.06, + "mean": 2.55, + "p25": 1.41, + "p75": 3.6, + "st_dev": 1.67, + "num": 282 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 282 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 40, + "mean": 42.36, + "p25": 6, + "p75": 75, + "st_dev": 33.68, + "num": 282 + } + }, + { + "month": 6, + "day": 10, + "temp": { + "record_min": 276.94, + "record_max": 298.63, + "average_min": 282.42, + "average_max": 293.29, + "median": 288.16, + "mean": 288.31, + "p25": 285.26, + "p75": 291.37, + "st_dev": 4.41, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1029, + "median": 1014, + "mean": 1011.5, + "p25": 1004.5, + "p75": 1020, + "st_dev": 11.18, + "num": 288 + }, + "humidity": { + "min": 16, + "max": 100, + "median": 60, + "mean": 62.91, + "p25": 49, + "p75": 81, + "st_dev": 19.53, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.58, + "mean": 2.9, + "p25": 1.62, + "p75": 3.6, + "st_dev": 1.66, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 31.69, + "p25": 0, + "p75": 64, + "st_dev": 32.96, + "num": 288 + } + }, + { + "month": 6, + "day": 11, + "temp": { + "record_min": 277.86, + "record_max": 299.19, + "average_min": 282.86, + "average_max": 293.58, + "median": 288.46, + "mean": 288.49, + "p25": 285.59, + "p75": 291.32, + "st_dev": 4.22, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1028, + "median": 1013, + "mean": 1011.17, + "p25": 1004.5, + "p75": 1019, + "st_dev": 11.54, + "num": 288 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 63, + "mean": 64.58, + "p25": 47.5, + "p75": 82, + "st_dev": 19.59, + "num": 288 + }, + "wind": { + "min": 0.51, + "max": 9.26, + "median": 2.6, + "mean": 3.05, + "p25": 1.53, + "p75": 4.1, + "st_dev": 1.9, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 31, + "mean": 34.82, + "p25": 0, + "p75": 73, + "st_dev": 34.3, + "num": 288 + } + }, + { + "month": 6, + "day": 12, + "temp": { + "record_min": 279.19, + "record_max": 300.24, + "average_min": 282.82, + "average_max": 292.49, + "median": 287.69, + "mean": 288.05, + "p25": 284.35, + "p75": 291.01, + "st_dev": 4.34, + "num": 288 + }, + "pressure": { + "min": 977, + "max": 1026, + "median": 1012, + "mean": 1009.09, + "p25": 1006, + "p75": 1017.5, + "st_dev": 12.6, + "num": 288 + }, + "humidity": { + "min": 19, + "max": 97, + "median": 61, + "mean": 61.74, + "p25": 45, + "p75": 81, + "st_dev": 20.99, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.76, + "mean": 3.12, + "p25": 1.86, + "p75": 4.12, + "st_dev": 1.65, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 25.5, + "mean": 36.63, + "p25": 0, + "p75": 75, + "st_dev": 35.14, + "num": 288 + } + }, + { + "month": 6, + "day": 13, + "temp": { + "record_min": 280.08, + "record_max": 302.55, + "average_min": 283.24, + "average_max": 292.63, + "median": 287.48, + "mean": 288.33, + "p25": 285.55, + "p75": 290.65, + "st_dev": 4.43, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1025, + "median": 1008, + "mean": 1008.17, + "p25": 1003.5, + "p75": 1014.5, + "st_dev": 10.1, + "num": 288 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 59.5, + "mean": 61.78, + "p25": 44, + "p75": 80, + "st_dev": 21.22, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.15, + "mean": 2.38, + "p25": 1.41, + "p75": 3.09, + "st_dev": 1.27, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.51, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.64, + "p25": 0, + "p75": 75, + "st_dev": 37.76, + "num": 288 + } + }, + { + "month": 6, + "day": 14, + "temp": { + "record_min": 279.93, + "record_max": 303.32, + "average_min": 283.2, + "average_max": 293.1, + "median": 287.71, + "mean": 288.69, + "p25": 285.5, + "p75": 291.21, + "st_dev": 4.64, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1025, + "median": 1010, + "mean": 1008.41, + "p25": 1000, + "p75": 1019, + "st_dev": 10.81, + "num": 288 + }, + "humidity": { + "min": 13, + "max": 100, + "median": 63, + "mean": 62.65, + "p25": 49, + "p75": 79, + "st_dev": 19.87, + "num": 288 + }, + "wind": { + "min": 0.32, + "max": 11.32, + "median": 2.08, + "mean": 2.53, + "p25": 1.32, + "p75": 3.09, + "st_dev": 1.7, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 9, + "mean": 30.55, + "p25": 0, + "p75": 75, + "st_dev": 35.38, + "num": 288 + } + }, + { + "month": 6, + "day": 15, + "temp": { + "record_min": 279.42, + "record_max": 301.94, + "average_min": 283.22, + "average_max": 293.59, + "median": 288.13, + "mean": 289.01, + "p25": 285.64, + "p75": 291.92, + "st_dev": 4.88, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1021, + "median": 1011, + "mean": 1009.56, + "p25": 1006, + "p75": 1016, + "st_dev": 8.73, + "num": 288 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 58, + "mean": 58.02, + "p25": 44, + "p75": 71, + "st_dev": 17.72, + "num": 288 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 2.06, + "mean": 2.39, + "p25": 1.5, + "p75": 3.09, + "st_dev": 1.2, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 7, + "mean": 29.08, + "p25": 0, + "p75": 61, + "st_dev": 34.13, + "num": 288 + } + }, + { + "month": 6, + "day": 16, + "temp": { + "record_min": 279.39, + "record_max": 303.82, + "average_min": 284.16, + "average_max": 293.5, + "median": 287.53, + "mean": 288.8, + "p25": 285.87, + "p75": 290.71, + "st_dev": 4.67, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1020, + "median": 1014, + "mean": 1009.59, + "p25": 1003, + "p75": 1016, + "st_dev": 8.24, + "num": 288 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 66, + "mean": 65.03, + "p25": 49, + "p75": 82, + "st_dev": 20.05, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.09, + "mean": 2.57, + "p25": 1.51, + "p75": 3.1, + "st_dev": 1.56, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.15, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 38.92, + "p25": 0, + "p75": 75, + "st_dev": 35.16, + "num": 288 + } + }, + { + "month": 6, + "day": 17, + "temp": { + "record_min": 281.09, + "record_max": 301.73, + "average_min": 284.05, + "average_max": 293.03, + "median": 288.25, + "mean": 288.85, + "p25": 285.09, + "p75": 291.38, + "st_dev": 4.52, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1022, + "median": 1013, + "mean": 1009.58, + "p25": 1003, + "p75": 1015, + "st_dev": 7.36, + "num": 288 + }, + "humidity": { + "min": 23, + "max": 100, + "median": 73, + "mean": 70.55, + "p25": 54, + "p75": 88, + "st_dev": 19.6, + "num": 288 + }, + "wind": { + "min": 0.51, + "max": 9.8, + "median": 2.06, + "mean": 2.78, + "p25": 1.41, + "p75": 3.6, + "st_dev": 1.94, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.87, + "p25": 5, + "p75": 85, + "st_dev": 37.46, + "num": 288 + } + }, + { + "month": 6, + "day": 18, + "temp": { + "record_min": 280.71, + "record_max": 301.39, + "average_min": 284.41, + "average_max": 293.17, + "median": 289.28, + "mean": 289.35, + "p25": 286.13, + "p75": 292.44, + "st_dev": 4.24, + "num": 285 + }, + "pressure": { + "min": 987, + "max": 1018, + "median": 1008, + "mean": 1007.57, + "p25": 1004, + "p75": 1014, + "st_dev": 7.52, + "num": 285 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 70, + "mean": 68.8, + "p25": 54, + "p75": 83, + "st_dev": 17.44, + "num": 285 + }, + "wind": { + "min": 0.25, + "max": 8.2, + "median": 2.15, + "mean": 2.69, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.6, + "num": 285 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 285 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 49.65, + "p25": 12.5, + "p75": 76, + "st_dev": 34.25, + "num": 285 + } + }, + { + "month": 6, + "day": 19, + "temp": { + "record_min": 278.81, + "record_max": 302.44, + "average_min": 283.91, + "average_max": 292.6, + "median": 288.19, + "mean": 288.43, + "p25": 285.99, + "p75": 290.22, + "st_dev": 4.14, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1017, + "median": 1009, + "mean": 1007.76, + "p25": 1006, + "p75": 1014, + "st_dev": 7.62, + "num": 288 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 65, + "mean": 67.16, + "p25": 53, + "p75": 85, + "st_dev": 18.94, + "num": 288 + }, + "wind": { + "min": 0, + "max": 5.7, + "median": 2.06, + "mean": 2.35, + "p25": 1.5, + "p75": 3.09, + "st_dev": 1.22, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 43, + "mean": 43.25, + "p25": 7, + "p75": 75, + "st_dev": 33.56, + "num": 288 + } + }, + { + "month": 6, + "day": 20, + "temp": { + "record_min": 279, + "record_max": 300.28, + "average_min": 284.38, + "average_max": 292.24, + "median": 287.91, + "mean": 288.41, + "p25": 285.66, + "p75": 290.68, + "st_dev": 3.72, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1019, + "median": 1011, + "mean": 1008.13, + "p25": 1004, + "p75": 1013, + "st_dev": 7.65, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 65, + "mean": 66.69, + "p25": 48, + "p75": 87, + "st_dev": 20.05, + "num": 288 + }, + "wind": { + "min": 0.32, + "max": 7.2, + "median": 2.1, + "mean": 2.5, + "p25": 1.41, + "p75": 3.34, + "st_dev": 1.33, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.35, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20.5, + "mean": 38.23, + "p25": 0, + "p75": 75, + "st_dev": 37.79, + "num": 288 + } + }, + { + "month": 6, + "day": 21, + "temp": { + "record_min": 279, + "record_max": 297.67, + "average_min": 283.5, + "average_max": 292.19, + "median": 288.33, + "mean": 288.21, + "p25": 285.49, + "p75": 290.73, + "st_dev": 3.84, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1020, + "median": 1009, + "mean": 1007.19, + "p25": 1005, + "p75": 1012, + "st_dev": 7.79, + "num": 288 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 70, + "mean": 69.53, + "p25": 52, + "p75": 88, + "st_dev": 18.96, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 1.94, + "mean": 2.52, + "p25": 1.44, + "p75": 3.51, + "st_dev": 1.59, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0, + "st_dev": 0.51, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 47, + "mean": 46.72, + "p25": 0, + "p75": 75, + "st_dev": 36.07, + "num": 288 + } + }, + { + "month": 6, + "day": 22, + "temp": { + "record_min": 281.74, + "record_max": 299.48, + "average_min": 284.13, + "average_max": 291.06, + "median": 287.27, + "mean": 287.65, + "p25": 285.35, + "p75": 288.72, + "st_dev": 3.31, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1022, + "median": 1010, + "mean": 1009.32, + "p25": 1006, + "p75": 1015, + "st_dev": 7.58, + "num": 288 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 73, + "mean": 69.64, + "p25": 51, + "p75": 87, + "st_dev": 19.36, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 8.75, + "median": 2.57, + "mean": 2.72, + "p25": 1.48, + "p75": 3.6, + "st_dev": 1.49, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 45.4, + "p25": 0, + "p75": 75, + "st_dev": 35.29, + "num": 288 + } + }, + { + "month": 6, + "day": 23, + "temp": { + "record_min": 280.27, + "record_max": 298.7, + "average_min": 283.82, + "average_max": 293.23, + "median": 288.15, + "mean": 288.91, + "p25": 285.77, + "p75": 291.92, + "st_dev": 4.16, + "num": 288 + }, + "pressure": { + "min": 995, + "max": 1026, + "median": 1013, + "mean": 1011.87, + "p25": 1005, + "p75": 1018, + "st_dev": 8.06, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 98, + "median": 64, + "mean": 66.99, + "p25": 50, + "p75": 84, + "st_dev": 18.65, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 9.26, + "median": 2.07, + "mean": 2.47, + "p25": 1.38, + "p75": 2.89, + "st_dev": 1.54, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 34, + "p25": 0, + "p75": 75, + "st_dev": 36.2, + "num": 288 + } + }, + { + "month": 6, + "day": 24, + "temp": { + "record_min": 280.96, + "record_max": 301.4, + "average_min": 284.41, + "average_max": 294.38, + "median": 289.2, + "mean": 289.9, + "p25": 286.33, + "p75": 292.58, + "st_dev": 4.58, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1029, + "median": 1015, + "mean": 1013.26, + "p25": 1008, + "p75": 1018, + "st_dev": 9.18, + "num": 288 + }, + "humidity": { + "min": 32, + "max": 98, + "median": 65, + "mean": 66.38, + "p25": 49, + "p75": 84.5, + "st_dev": 18.92, + "num": 288 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 2.06, + "mean": 2.4, + "p25": 1.41, + "p75": 3.09, + "st_dev": 1.34, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 33.75, + "p25": 0, + "p75": 75, + "st_dev": 36.46, + "num": 288 + } + }, + { + "month": 6, + "day": 25, + "temp": { + "record_min": 281.98, + "record_max": 301.21, + "average_min": 284.6, + "average_max": 295.3, + "median": 288.91, + "mean": 290.34, + "p25": 286.54, + "p75": 294.54, + "st_dev": 5.08, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1027, + "median": 1014, + "mean": 1013.41, + "p25": 1012, + "p75": 1018, + "st_dev": 8.82, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 66.5, + "mean": 66.22, + "p25": 53, + "p75": 79, + "st_dev": 16.09, + "num": 288 + }, + "wind": { + "min": 0.1, + "max": 7.72, + "median": 2.06, + "mean": 2.35, + "p25": 1.29, + "p75": 3.1, + "st_dev": 1.4, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 15.5, + "mean": 26.91, + "p25": 0, + "p75": 50, + "st_dev": 30.25, + "num": 288 + } + }, + { + "month": 6, + "day": 26, + "temp": { + "record_min": 280.84, + "record_max": 301.23, + "average_min": 285.42, + "average_max": 294.89, + "median": 289.28, + "mean": 290.22, + "p25": 286.5, + "p75": 293.15, + "st_dev": 4.71, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1022, + "median": 1014, + "mean": 1012.67, + "p25": 1009, + "p75": 1017, + "st_dev": 6.21, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 73, + "mean": 70.68, + "p25": 54.5, + "p75": 87, + "st_dev": 18.32, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.1, + "mean": 2.53, + "p25": 1.44, + "p75": 3.46, + "st_dev": 1.6, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0, + "st_dev": 0.5, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 38, + "mean": 41, + "p25": 0, + "p75": 75, + "st_dev": 36.53, + "num": 288 + } + }, + { + "month": 6, + "day": 27, + "temp": { + "record_min": 281.16, + "record_max": 302.81, + "average_min": 285.11, + "average_max": 294.35, + "median": 288.94, + "mean": 290.08, + "p25": 286.54, + "p75": 293.18, + "st_dev": 4.83, + "num": 288 + }, + "pressure": { + "min": 1005, + "max": 1022, + "median": 1012, + "mean": 1012.04, + "p25": 1009, + "p75": 1015, + "st_dev": 4.05, + "num": 288 + }, + "humidity": { + "min": 26, + "max": 98, + "median": 72, + "mean": 68.68, + "p25": 53, + "p75": 85.5, + "st_dev": 18.63, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.06, + "mean": 2.59, + "p25": 1.37, + "p75": 3.6, + "st_dev": 1.79, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 39.97, + "p25": 0, + "p75": 75, + "st_dev": 36.86, + "num": 288 + } + }, + { + "month": 6, + "day": 28, + "temp": { + "record_min": 280.1, + "record_max": 300.68, + "average_min": 284.73, + "average_max": 294.27, + "median": 289.87, + "mean": 289.88, + "p25": 286.7, + "p75": 292.4, + "st_dev": 4.46, + "num": 288 + }, + "pressure": { + "min": 1001, + "max": 1023, + "median": 1011, + "mean": 1011.02, + "p25": 1007, + "p75": 1014, + "st_dev": 4.8, + "num": 288 + }, + "humidity": { + "min": 24, + "max": 97, + "median": 71, + "mean": 68.92, + "p25": 54, + "p75": 87, + "st_dev": 20, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.7, + "mean": 3.12, + "p25": 1.54, + "p75": 4.12, + "st_dev": 1.82, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0.3, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 28, + "mean": 36.82, + "p25": 0, + "p75": 75, + "st_dev": 33.44, + "num": 288 + } + }, + { + "month": 6, + "day": 29, + "temp": { + "record_min": 281.94, + "record_max": 300.15, + "average_min": 285.13, + "average_max": 293.3, + "median": 288.51, + "mean": 288.94, + "p25": 285.9, + "p75": 291.28, + "st_dev": 3.77, + "num": 288 + }, + "pressure": { + "min": 1000, + "max": 1020, + "median": 1009, + "mean": 1009.43, + "p25": 1007, + "p75": 1011, + "st_dev": 3.85, + "num": 288 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 68, + "mean": 67.73, + "p25": 53, + "p75": 84.5, + "st_dev": 19.35, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 3.05, + "mean": 3.19, + "p25": 2.06, + "p75": 3.6, + "st_dev": 1.7, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.72, + "p25": 0, + "p75": 75, + "st_dev": 35.38, + "num": 288 + } + }, + { + "month": 6, + "day": 30, + "temp": { + "record_min": 281.75, + "record_max": 300.24, + "average_min": 284.69, + "average_max": 293.37, + "median": 288.75, + "mean": 289.21, + "p25": 286.22, + "p75": 292.01, + "st_dev": 3.84, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1021, + "median": 1008, + "mean": 1006.84, + "p25": 1002.5, + "p75": 1012.5, + "st_dev": 7.9, + "num": 288 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 70, + "mean": 67.8, + "p25": 53.5, + "p75": 82, + "st_dev": 17.3, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.1, + "mean": 2.94, + "p25": 1.54, + "p75": 4.1, + "st_dev": 1.84, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 30.7, + "p25": 0, + "p75": 75, + "st_dev": 33.32, + "num": 288 + } + }, + { + "month": 7, + "day": 1, + "temp": { + "record_min": 280.83, + "record_max": 297.37, + "average_min": 284.59, + "average_max": 293.1, + "median": 289.11, + "mean": 289.21, + "p25": 286.06, + "p75": 292.65, + "st_dev": 3.84, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1026, + "median": 1007, + "mean": 1005.66, + "p25": 997, + "p75": 1013, + "st_dev": 9.83, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 97, + "median": 68, + "mean": 67.31, + "p25": 53.5, + "p75": 82.5, + "st_dev": 17.2, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.07, + "mean": 2.65, + "p25": 1.51, + "p75": 3.6, + "st_dev": 1.59, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 35.53, + "p25": 0, + "p75": 75, + "st_dev": 36.58, + "num": 288 + } + }, + { + "month": 7, + "day": 2, + "temp": { + "record_min": 280.82, + "record_max": 299.36, + "average_min": 284.31, + "average_max": 292.61, + "median": 288.22, + "mean": 288.76, + "p25": 286.19, + "p75": 291.14, + "st_dev": 3.77, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1027, + "median": 1006, + "mean": 1004.88, + "p25": 999, + "p75": 1012.5, + "st_dev": 11.37, + "num": 288 + }, + "humidity": { + "min": 27, + "max": 100, + "median": 67, + "mean": 66.02, + "p25": 53.5, + "p75": 82, + "st_dev": 18.25, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 9.8, + "median": 2.29, + "mean": 2.78, + "p25": 1.54, + "p75": 3.42, + "st_dev": 1.65, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 33.42, + "p25": 0, + "p75": 75, + "st_dev": 36.22, + "num": 288 + } + }, + { + "month": 7, + "day": 3, + "temp": { + "record_min": 278.28, + "record_max": 302.09, + "average_min": 283.8, + "average_max": 292.44, + "median": 287.41, + "mean": 288.35, + "p25": 285.28, + "p75": 290.45, + "st_dev": 4.86, + "num": 266 + }, + "pressure": { + "min": 986, + "max": 1026, + "median": 1007.5, + "mean": 1005.46, + "p25": 997, + "p75": 1013, + "st_dev": 10.48, + "num": 266 + }, + "humidity": { + "min": 26, + "max": 100, + "median": 69.5, + "mean": 67.48, + "p25": 59, + "p75": 83, + "st_dev": 18.78, + "num": 266 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.57, + "mean": 2.93, + "p25": 1.67, + "p75": 3.6, + "st_dev": 1.72, + "num": 266 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 266 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.75, + "p25": 0, + "p75": 75, + "st_dev": 35.8, + "num": 266 + } + }, + { + "month": 7, + "day": 4, + "temp": { + "record_min": 235.37, + "record_max": 299.86, + "average_min": 280.09, + "average_max": 292.12, + "median": 287.73, + "mean": 287.8, + "p25": 285.11, + "p75": 290.66, + "st_dev": 6.32, + "num": 288 + }, + "pressure": { + "min": 841, + "max": 1022, + "median": 1006, + "mean": 1003.54, + "p25": 997, + "p75": 1012.5, + "st_dev": 16.77, + "num": 288 + }, + "humidity": { + "min": 25, + "max": 97, + "median": 74, + "mean": 71.57, + "p25": 60, + "p75": 87, + "st_dev": 18.28, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.06, + "mean": 2.57, + "p25": 1.39, + "p75": 3.55, + "st_dev": 1.62, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 40.57, + "p25": 0, + "p75": 75, + "st_dev": 34.3, + "num": 288 + } + }, + { + "month": 7, + "day": 5, + "temp": { + "record_min": 280.53, + "record_max": 298.78, + "average_min": 284.27, + "average_max": 293.44, + "median": 288.56, + "mean": 289.05, + "p25": 286.08, + "p75": 292.24, + "st_dev": 4.14, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1022, + "median": 1007, + "mean": 1004.25, + "p25": 999, + "p75": 1009, + "st_dev": 9.06, + "num": 288 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 67, + "mean": 68.38, + "p25": 54, + "p75": 84, + "st_dev": 17.26, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 10.3, + "median": 2.07, + "mean": 2.67, + "p25": 1.48, + "p75": 3.6, + "st_dev": 1.77, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 28, + "mean": 33.39, + "p25": 0, + "p75": 75, + "st_dev": 31.87, + "num": 288 + } + }, + { + "month": 7, + "day": 6, + "temp": { + "record_min": 282.08, + "record_max": 298.06, + "average_min": 284.65, + "average_max": 292.48, + "median": 288.59, + "mean": 288.62, + "p25": 285.51, + "p75": 291.15, + "st_dev": 3.72, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1028, + "median": 1005, + "mean": 1003.91, + "p25": 998, + "p75": 1008, + "st_dev": 9.55, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 98, + "median": 71, + "mean": 69.99, + "p25": 56, + "p75": 86, + "st_dev": 16.23, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.6, + "mean": 2.93, + "p25": 1.79, + "p75": 3.63, + "st_dev": 1.51, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.35, + "p25": 0, + "p75": 0.3, + "st_dev": 0.81, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 58, + "mean": 47.22, + "p25": 0, + "p75": 75, + "st_dev": 37.18, + "num": 288 + } + }, + { + "month": 7, + "day": 7, + "temp": { + "record_min": 281.01, + "record_max": 296.45, + "average_min": 284.42, + "average_max": 292.92, + "median": 289.15, + "mean": 288.77, + "p25": 285.69, + "p75": 291.82, + "st_dev": 3.8, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1027, + "median": 1007, + "mean": 1007.32, + "p25": 1001, + "p75": 1014, + "st_dev": 8.99, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 71.5, + "mean": 70.93, + "p25": 56, + "p75": 86.5, + "st_dev": 17.7, + "num": 288 + }, + "wind": { + "min": 0.45, + "max": 8.75, + "median": 2.45, + "mean": 2.86, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.75, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.24, + "p25": 0, + "p75": 0.3, + "st_dev": 0.64, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.64, + "p25": 0, + "p75": 75, + "st_dev": 36.12, + "num": 288 + } + }, + { + "month": 7, + "day": 8, + "temp": { + "record_min": 280.48, + "record_max": 297.27, + "average_min": 284.94, + "average_max": 293.33, + "median": 289, + "mean": 289.21, + "p25": 286.4, + "p75": 292.12, + "st_dev": 3.75, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1031, + "median": 1011, + "mean": 1010.34, + "p25": 1004, + "p75": 1018, + "st_dev": 10.86, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 99, + "median": 66, + "mean": 68.85, + "p25": 51, + "p75": 87, + "st_dev": 18.96, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.1, + "mean": 2.69, + "p25": 1.44, + "p75": 3.6, + "st_dev": 1.64, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.21, + "p25": 0, + "p75": 0, + "st_dev": 0.56, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 92, + "median": 40, + "mean": 38.51, + "p25": 0, + "p75": 75, + "st_dev": 37.37, + "num": 288 + } + }, + { + "month": 7, + "day": 9, + "temp": { + "record_min": 280.46, + "record_max": 300.21, + "average_min": 284.78, + "average_max": 293.88, + "median": 289.36, + "mean": 289.44, + "p25": 286.21, + "p75": 292.24, + "st_dev": 4.12, + "num": 287 + }, + "pressure": { + "min": 990, + "max": 1026, + "median": 1013, + "mean": 1011.01, + "p25": 1005, + "p75": 1019, + "st_dev": 9.57, + "num": 287 + }, + "humidity": { + "min": 32, + "max": 97, + "median": 67, + "mean": 67.58, + "p25": 56, + "p75": 82, + "st_dev": 17.05, + "num": 287 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 2.26, + "mean": 2.47, + "p25": 1.5, + "p75": 3.42, + "st_dev": 1.29, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0.3, + "st_dev": 0.18, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 24, + "mean": 34.58, + "p25": 0, + "p75": 72, + "st_dev": 33.98, + "num": 287 + } + }, + { + "month": 7, + "day": 10, + "temp": { + "record_min": 280.7, + "record_max": 298.75, + "average_min": 285.27, + "average_max": 293.41, + "median": 288.95, + "mean": 289.66, + "p25": 286.97, + "p75": 292.01, + "st_dev": 4.1, + "num": 287 + }, + "pressure": { + "min": 990, + "max": 1023, + "median": 1013, + "mean": 1010.81, + "p25": 1007, + "p75": 1017, + "st_dev": 7.64, + "num": 287 + }, + "humidity": { + "min": 27, + "max": 97, + "median": 61, + "mean": 64.14, + "p25": 49, + "p75": 82, + "st_dev": 17.78, + "num": 287 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.65, + "mean": 2.88, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.52, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 26, + "mean": 36.28, + "p25": 0, + "p75": 75, + "st_dev": 37.03, + "num": 287 + } + }, + { + "month": 7, + "day": 11, + "temp": { + "record_min": 281.19, + "record_max": 298.88, + "average_min": 285.72, + "average_max": 293.77, + "median": 289.53, + "mean": 290.02, + "p25": 287.16, + "p75": 292.9, + "st_dev": 4, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1021, + "median": 1012, + "mean": 1009.85, + "p25": 1006.5, + "p75": 1018, + "st_dev": 9.3, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 69, + "mean": 69.4, + "p25": 56, + "p75": 85.5, + "st_dev": 17.84, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 1.86, + "mean": 2.59, + "p25": 1.38, + "p75": 3.6, + "st_dev": 1.72, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.5, + "p25": 0, + "p75": 75, + "st_dev": 36.15, + "num": 288 + } + }, + { + "month": 7, + "day": 12, + "temp": { + "record_min": 281.57, + "record_max": 299.35, + "average_min": 285.37, + "average_max": 294.3, + "median": 289.72, + "mean": 290.19, + "p25": 287.08, + "p75": 293.19, + "st_dev": 3.93, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1020, + "median": 1012.5, + "mean": 1009.08, + "p25": 1002, + "p75": 1017, + "st_dev": 9.37, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 67, + "mean": 69.06, + "p25": 56, + "p75": 85, + "st_dev": 17.13, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.91, + "mean": 2.36, + "p25": 1.36, + "p75": 3.46, + "st_dev": 1.38, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 41.19, + "p25": 0, + "p75": 75, + "st_dev": 34.38, + "num": 288 + } + }, + { + "month": 7, + "day": 13, + "temp": { + "record_min": 281.4, + "record_max": 299.71, + "average_min": 285.01, + "average_max": 295.27, + "median": 290.24, + "mean": 290.54, + "p25": 287.27, + "p75": 293.31, + "st_dev": 4.12, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1018, + "median": 1007.5, + "mean": 1007.85, + "p25": 1003, + "p75": 1013, + "st_dev": 6.75, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 68, + "mean": 68.98, + "p25": 55, + "p75": 84, + "st_dev": 16.59, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 9.77, + "median": 1.86, + "mean": 2.3, + "p25": 1.34, + "p75": 3.09, + "st_dev": 1.37, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36.5, + "mean": 38.08, + "p25": 0, + "p75": 75, + "st_dev": 33.81, + "num": 288 + } + }, + { + "month": 7, + "day": 14, + "temp": { + "record_min": 282.43, + "record_max": 298.03, + "average_min": 285.71, + "average_max": 292.66, + "median": 289.5, + "mean": 289.47, + "p25": 287.02, + "p75": 291.36, + "st_dev": 3.24, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1015, + "median": 1008, + "mean": 1006.04, + "p25": 1004.5, + "p75": 1011, + "st_dev": 6.72, + "num": 288 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 78, + "mean": 73.64, + "p25": 58.5, + "p75": 87, + "st_dev": 15.87, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 1.76, + "mean": 2.33, + "p25": 1.35, + "p75": 3.09, + "st_dev": 1.44, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 39.98, + "p25": 0, + "p75": 75, + "st_dev": 33.79, + "num": 288 + } + }, + { + "month": 7, + "day": 15, + "temp": { + "record_min": 281.82, + "record_max": 301.68, + "average_min": 285.4, + "average_max": 293.37, + "median": 288.79, + "mean": 289.45, + "p25": 286.76, + "p75": 291.49, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1016, + "median": 1009, + "mean": 1006.61, + "p25": 999.5, + "p75": 1011, + "st_dev": 5.8, + "num": 288 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 76, + "mean": 71.27, + "p25": 56.5, + "p75": 87, + "st_dev": 17.77, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.1, + "mean": 2.4, + "p25": 1.41, + "p75": 3.09, + "st_dev": 1.33, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 32, + "mean": 37.38, + "p25": 0, + "p75": 75, + "st_dev": 33.25, + "num": 288 + } + }, + { + "month": 7, + "day": 16, + "temp": { + "record_min": 283, + "record_max": 299.07, + "average_min": 285.11, + "average_max": 293.03, + "median": 288.24, + "mean": 289.04, + "p25": 286.68, + "p75": 291.16, + "st_dev": 3.64, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1021, + "median": 1012, + "mean": 1007.99, + "p25": 1000, + "p75": 1014, + "st_dev": 8.67, + "num": 288 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 73, + "mean": 72.33, + "p25": 61, + "p75": 87, + "st_dev": 16.62, + "num": 288 + }, + "wind": { + "min": 0.45, + "max": 10.8, + "median": 2.17, + "mean": 2.87, + "p25": 1.44, + "p75": 3.6, + "st_dev": 1.99, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 24, + "mean": 36.28, + "p25": 0, + "p75": 75, + "st_dev": 34.86, + "num": 288 + } + }, + { + "month": 7, + "day": 17, + "temp": { + "record_min": 281.79, + "record_max": 300.51, + "average_min": 285.27, + "average_max": 294, + "median": 289.38, + "mean": 289.99, + "p25": 287.51, + "p75": 292.32, + "st_dev": 3.94, + "num": 287 + }, + "pressure": { + "min": 987, + "max": 1019, + "median": 1012, + "mean": 1008.09, + "p25": 1000, + "p75": 1016, + "st_dev": 9.79, + "num": 287 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 65, + "mean": 65.52, + "p25": 53, + "p75": 77, + "st_dev": 14.89, + "num": 287 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.57, + "mean": 3.02, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.98, + "num": 287 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 287 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 26, + "mean": 35.76, + "p25": 0, + "p75": 75, + "st_dev": 34.78, + "num": 287 + } + }, + { + "month": 7, + "day": 18, + "temp": { + "record_min": 283.42, + "record_max": 297.9, + "average_min": 286.1, + "average_max": 293.41, + "median": 289.53, + "mean": 289.96, + "p25": 287.31, + "p75": 292.97, + "st_dev": 3.47, + "num": 284 + }, + "pressure": { + "min": 988, + "max": 1021, + "median": 1011, + "mean": 1007.96, + "p25": 1001, + "p75": 1014, + "st_dev": 8.25, + "num": 284 + }, + "humidity": { + "min": 40, + "max": 96, + "median": 65, + "mean": 67.62, + "p25": 55, + "p75": 79.5, + "st_dev": 14.66, + "num": 284 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.41, + "mean": 2.83, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.85, + "num": 284 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 284 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 27, + "mean": 36.42, + "p25": 0, + "p75": 75, + "st_dev": 35.77, + "num": 284 + } + }, + { + "month": 7, + "day": 19, + "temp": { + "record_min": 281.86, + "record_max": 298.76, + "average_min": 285.39, + "average_max": 293.64, + "median": 289.59, + "mean": 289.91, + "p25": 287.14, + "p75": 292.39, + "st_dev": 3.77, + "num": 285 + }, + "pressure": { + "min": 996, + "max": 1021, + "median": 1012, + "mean": 1009.13, + "p25": 1001, + "p75": 1016.5, + "st_dev": 8.16, + "num": 285 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 67, + "mean": 68.24, + "p25": 56, + "p75": 79, + "st_dev": 14.82, + "num": 285 + }, + "wind": { + "min": 0.5, + "max": 8.7, + "median": 2.06, + "mean": 2.41, + "p25": 1.4, + "p75": 3, + "st_dev": 1.5, + "num": 285 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 285 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 6, + "mean": 28.99, + "p25": 0, + "p75": 64, + "st_dev": 33.98, + "num": 285 + } + }, + { + "month": 7, + "day": 20, + "temp": { + "record_min": 281.4, + "record_max": 301.51, + "average_min": 285.42, + "average_max": 295.76, + "median": 290.14, + "mean": 290.53, + "p25": 287.06, + "p75": 293.78, + "st_dev": 4.38, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1021, + "median": 1011, + "mean": 1008.2, + "p25": 1001, + "p75": 1015, + "st_dev": 8.54, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 69, + "mean": 67.93, + "p25": 55, + "p75": 79, + "st_dev": 14.56, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.51, + "mean": 1.98, + "p25": 1.13, + "p75": 2.48, + "st_dev": 1.31, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 31.73, + "p25": 0, + "p75": 64, + "st_dev": 33.98, + "num": 288 + } + }, + { + "month": 7, + "day": 21, + "temp": { + "record_min": 282.08, + "record_max": 299.97, + "average_min": 285.64, + "average_max": 294.74, + "median": 289.78, + "mean": 290.41, + "p25": 286.99, + "p75": 294.51, + "st_dev": 4.51, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1022, + "median": 1012, + "mean": 1009.66, + "p25": 1002, + "p75": 1018, + "st_dev": 8.71, + "num": 288 + }, + "humidity": { + "min": 31, + "max": 98, + "median": 70, + "mean": 70.39, + "p25": 57, + "p75": 87, + "st_dev": 16.48, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.7, + "mean": 2.14, + "p25": 1.3, + "p75": 2.6, + "st_dev": 1.2, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 33.55, + "p25": 0, + "p75": 75, + "st_dev": 35.46, + "num": 288 + } + }, + { + "month": 7, + "day": 22, + "temp": { + "record_min": 280.29, + "record_max": 301.69, + "average_min": 285.21, + "average_max": 294.93, + "median": 289.93, + "mean": 290.46, + "p25": 287.81, + "p75": 292.93, + "st_dev": 4.52, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1026, + "median": 1013, + "mean": 1011.14, + "p25": 1004, + "p75": 1017.5, + "st_dev": 9.03, + "num": 288 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 69, + "mean": 68.42, + "p25": 54, + "p75": 85, + "st_dev": 17.07, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 1.54, + "mean": 2.1, + "p25": 1.13, + "p75": 2.33, + "st_dev": 1.53, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 32.48, + "p25": 0, + "p75": 75, + "st_dev": 33.23, + "num": 288 + } + }, + { + "month": 7, + "day": 23, + "temp": { + "record_min": 278.31, + "record_max": 301.43, + "average_min": 284.89, + "average_max": 295.9, + "median": 290.78, + "mean": 290.87, + "p25": 287.69, + "p75": 294.38, + "st_dev": 4.79, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1026, + "median": 1013, + "mean": 1011.24, + "p25": 1003, + "p75": 1019, + "st_dev": 8.89, + "num": 288 + }, + "humidity": { + "min": 29, + "max": 100, + "median": 64, + "mean": 66.03, + "p25": 56, + "p75": 77, + "st_dev": 16.18, + "num": 288 + }, + "wind": { + "min": 0, + "max": 5.66, + "median": 1.4, + "mean": 1.71, + "p25": 1.08, + "p75": 2.1, + "st_dev": 0.93, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 28.42, + "p25": 0, + "p75": 47.5, + "st_dev": 29.99, + "num": 288 + } + }, + { + "month": 7, + "day": 24, + "temp": { + "record_min": 279.54, + "record_max": 303.38, + "average_min": 285.65, + "average_max": 295.62, + "median": 289.75, + "mean": 290.87, + "p25": 287.63, + "p75": 293.67, + "st_dev": 5, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1024, + "median": 1013, + "mean": 1010.38, + "p25": 1002.5, + "p75": 1018, + "st_dev": 8.84, + "num": 288 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 69, + "mean": 69.26, + "p25": 56, + "p75": 84.5, + "st_dev": 17.63, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.06, + "mean": 2.56, + "p25": 1.28, + "p75": 3.6, + "st_dev": 1.63, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 34, + "mean": 38.73, + "p25": 0, + "p75": 75, + "st_dev": 34.5, + "num": 288 + } + }, + { + "month": 7, + "day": 25, + "temp": { + "record_min": 281.46, + "record_max": 301.69, + "average_min": 286.32, + "average_max": 295.65, + "median": 290.86, + "mean": 291.21, + "p25": 287.87, + "p75": 294.15, + "st_dev": 4.62, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1023, + "median": 1009, + "mean": 1008.48, + "p25": 999, + "p75": 1017, + "st_dev": 9.31, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 99, + "median": 72, + "mean": 71.52, + "p25": 59.5, + "p75": 86.5, + "st_dev": 16.51, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.1, + "mean": 2.78, + "p25": 1.35, + "p75": 3.6, + "st_dev": 1.8, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 29.5, + "mean": 37.22, + "p25": 0, + "p75": 75, + "st_dev": 34.61, + "num": 288 + } + }, + { + "month": 7, + "day": 26, + "temp": { + "record_min": 282.34, + "record_max": 305.12, + "average_min": 286.46, + "average_max": 294.93, + "median": 289.57, + "mean": 290.91, + "p25": 287.76, + "p75": 294.16, + "st_dev": 4.95, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1022, + "median": 1006, + "mean": 1006.78, + "p25": 998.5, + "p75": 1015, + "st_dev": 8.91, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 78, + "mean": 73.6, + "p25": 59, + "p75": 87, + "st_dev": 17.4, + "num": 288 + }, + "wind": { + "min": 0.2, + "max": 8.7, + "median": 2.06, + "mean": 2.66, + "p25": 1.42, + "p75": 3.65, + "st_dev": 1.63, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.19, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 54, + "mean": 44.53, + "p25": 0, + "p75": 75, + "st_dev": 37.53, + "num": 288 + } + }, + { + "month": 7, + "day": 27, + "temp": { + "record_min": 281.8, + "record_max": 303.15, + "average_min": 286.23, + "average_max": 294.25, + "median": 290.22, + "mean": 290.47, + "p25": 287.23, + "p75": 292.63, + "st_dev": 4.43, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1021, + "median": 1010, + "mean": 1007.51, + "p25": 1003.5, + "p75": 1013, + "st_dev": 8.23, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 78.5, + "mean": 74.52, + "p25": 64, + "p75": 89, + "st_dev": 17.94, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.06, + "mean": 2.51, + "p25": 1.34, + "p75": 3.09, + "st_dev": 1.62, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 51, + "mean": 45.53, + "p25": 0, + "p75": 75, + "st_dev": 34.72, + "num": 288 + } + }, + { + "month": 7, + "day": 28, + "temp": { + "record_min": 282.5, + "record_max": 303.27, + "average_min": 286.73, + "average_max": 294.06, + "median": 289.88, + "mean": 290.26, + "p25": 286.37, + "p75": 293.17, + "st_dev": 4.53, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1021, + "median": 1007, + "mean": 1006.35, + "p25": 1001, + "p75": 1013, + "st_dev": 8.7, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 82, + "mean": 76.79, + "p25": 62, + "p75": 93, + "st_dev": 17.82, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.23, + "mean": 2.66, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.38, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0.3, + "st_dev": 0.53, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 45.49, + "p25": 0, + "p75": 75, + "st_dev": 37.53, + "num": 288 + } + }, + { + "month": 7, + "day": 29, + "temp": { + "record_min": 280.4, + "record_max": 301.18, + "average_min": 285.5, + "average_max": 293.49, + "median": 289.21, + "mean": 289.73, + "p25": 286.45, + "p75": 292.91, + "st_dev": 4.12, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1022, + "median": 1004, + "mean": 1005.54, + "p25": 998.5, + "p75": 1012, + "st_dev": 9.38, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 99, + "median": 82, + "mean": 78.59, + "p25": 67, + "p75": 93, + "st_dev": 15.85, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.1, + "mean": 2.37, + "p25": 1.51, + "p75": 3.09, + "st_dev": 1.21, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0.3, + "st_dev": 0.58, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 41, + "mean": 44.53, + "p25": 0, + "p75": 75, + "st_dev": 37.41, + "num": 288 + } + }, + { + "month": 7, + "day": 30, + "temp": { + "record_min": 280.32, + "record_max": 297.61, + "average_min": 284.44, + "average_max": 294.08, + "median": 288.79, + "mean": 289.29, + "p25": 286.44, + "p75": 292.34, + "st_dev": 3.7, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1020, + "median": 1003, + "mean": 1004.55, + "p25": 1000, + "p75": 1010, + "st_dev": 8.53, + "num": 288 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 82, + "mean": 76.73, + "p25": 63.5, + "p75": 90, + "st_dev": 15.82, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.06, + "mean": 2.32, + "p25": 1.27, + "p75": 2.74, + "st_dev": 1.52, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 46, + "mean": 46.46, + "p25": 12.5, + "p75": 75, + "st_dev": 33.46, + "num": 288 + } + }, + { + "month": 7, + "day": 31, + "temp": { + "record_min": 282.83, + "record_max": 300.15, + "average_min": 285.61, + "average_max": 293.36, + "median": 289.06, + "mean": 289.44, + "p25": 286.89, + "p75": 291.53, + "st_dev": 3.6, + "num": 274 + }, + "pressure": { + "min": 983, + "max": 1021, + "median": 1004, + "mean": 1005.48, + "p25": 1002, + "p75": 1011, + "st_dev": 8.87, + "num": 274 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 68, + "mean": 70.05, + "p25": 58, + "p75": 84, + "st_dev": 16.34, + "num": 274 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 2.42, + "mean": 2.56, + "p25": 1.51, + "p75": 3.36, + "st_dev": 1.29, + "num": 274 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0.3, + "st_dev": 0.18, + "num": 274 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 40.13, + "p25": 0, + "p75": 75, + "st_dev": 33.78, + "num": 274 + } + }, + { + "month": 8, + "day": 1, + "temp": { + "record_min": 281.94, + "record_max": 297.99, + "average_min": 284.72, + "average_max": 293.48, + "median": 288.96, + "mean": 289.26, + "p25": 286.3, + "p75": 291.83, + "st_dev": 3.65, + "num": 284 + }, + "pressure": { + "min": 994, + "max": 1020, + "median": 1009, + "mean": 1007.25, + "p25": 1001.5, + "p75": 1013, + "st_dev": 7.49, + "num": 284 + }, + "humidity": { + "min": 39, + "max": 98, + "median": 71, + "mean": 69.99, + "p25": 56.5, + "p75": 83.5, + "st_dev": 15.45, + "num": 284 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.26, + "mean": 2.59, + "p25": 1.5, + "p75": 3.32, + "st_dev": 1.58, + "num": 284 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 284 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 11, + "mean": 26.95, + "p25": 0, + "p75": 44, + "st_dev": 30.69, + "num": 284 + } + }, + { + "month": 8, + "day": 2, + "temp": { + "record_min": 281.27, + "record_max": 299.54, + "average_min": 284.35, + "average_max": 293.76, + "median": 288.98, + "mean": 289.28, + "p25": 286.08, + "p75": 291.9, + "st_dev": 3.99, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1018, + "median": 1008.5, + "mean": 1007.22, + "p25": 1004, + "p75": 1014, + "st_dev": 7.49, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 73.5, + "mean": 71.26, + "p25": 57.5, + "p75": 85.5, + "st_dev": 16.32, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.12, + "mean": 2.53, + "p25": 1.5, + "p75": 3.09, + "st_dev": 1.46, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 28, + "mean": 35.69, + "p25": 0, + "p75": 75, + "st_dev": 34.24, + "num": 288 + } + }, + { + "month": 8, + "day": 3, + "temp": { + "record_min": 280.17, + "record_max": 297.6, + "average_min": 284.68, + "average_max": 293.27, + "median": 289.71, + "mean": 289.28, + "p25": 286.52, + "p75": 291.75, + "st_dev": 3.79, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1021, + "median": 1007, + "mean": 1006.36, + "p25": 1003, + "p75": 1012, + "st_dev": 8.07, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 98, + "median": 77, + "mean": 75.5, + "p25": 62, + "p75": 89, + "st_dev": 14.87, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.06, + "mean": 2.4, + "p25": 1.33, + "p75": 3.09, + "st_dev": 1.65, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.45, + "p25": 0, + "p75": 75, + "st_dev": 34.75, + "num": 288 + } + }, + { + "month": 8, + "day": 4, + "temp": { + "record_min": 281.12, + "record_max": 296.96, + "average_min": 285.33, + "average_max": 293.01, + "median": 289.18, + "mean": 289.09, + "p25": 287.41, + "p75": 291.14, + "st_dev": 3.1, + "num": 288 + }, + "pressure": { + "min": 980, + "max": 1019, + "median": 1009, + "mean": 1006.22, + "p25": 1003, + "p75": 1012, + "st_dev": 9.46, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 99, + "median": 84, + "mean": 81.18, + "p25": 74, + "p75": 91, + "st_dev": 13.73, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 1.87, + "mean": 2.22, + "p25": 1.21, + "p75": 3.09, + "st_dev": 1.46, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.15, + "p25": 20, + "p75": 84, + "st_dev": 34.69, + "num": 288 + } + }, + { + "month": 8, + "day": 5, + "temp": { + "record_min": 280.85, + "record_max": 299.32, + "average_min": 284.78, + "average_max": 292.86, + "median": 288.34, + "mean": 288.84, + "p25": 286.63, + "p75": 290.66, + "st_dev": 3.19, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1017, + "median": 1010, + "mean": 1007.58, + "p25": 1008, + "p75": 1013, + "st_dev": 8.7, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 87.5, + "mean": 80.6, + "p25": 72, + "p75": 94, + "st_dev": 18.68, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.06, + "mean": 2.43, + "p25": 1.31, + "p75": 3.09, + "st_dev": 1.51, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.34, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 66, + "mean": 51.45, + "p25": 20, + "p75": 76, + "st_dev": 34.34, + "num": 288 + } + }, + { + "month": 8, + "day": 6, + "temp": { + "record_min": 282.24, + "record_max": 295.67, + "average_min": 285.11, + "average_max": 292.15, + "median": 288.55, + "mean": 288.74, + "p25": 286.85, + "p75": 290.66, + "st_dev": 2.82, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1023, + "median": 1012, + "mean": 1008.86, + "p25": 1005, + "p75": 1014, + "st_dev": 8.35, + "num": 288 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 81, + "mean": 77.41, + "p25": 67, + "p75": 93, + "st_dev": 17.78, + "num": 288 + }, + "wind": { + "min": 0.35, + "max": 6.7, + "median": 2.04, + "mean": 2.33, + "p25": 1.42, + "p75": 3.08, + "st_dev": 1.31, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.86, + "p25": 13, + "p75": 83, + "st_dev": 36.09, + "num": 288 + } + }, + { + "month": 8, + "day": 7, + "temp": { + "record_min": 281.05, + "record_max": 298.16, + "average_min": 284.82, + "average_max": 293.08, + "median": 288.59, + "mean": 288.99, + "p25": 286.55, + "p75": 291.33, + "st_dev": 3.41, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1023, + "median": 1010, + "mean": 1008.09, + "p25": 1000, + "p75": 1015, + "st_dev": 9.17, + "num": 288 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 85, + "mean": 80.75, + "p25": 72, + "p75": 92, + "st_dev": 13.3, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 1.98, + "mean": 2.56, + "p25": 1.26, + "p75": 3.6, + "st_dev": 1.75, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 63, + "mean": 50, + "p25": 10, + "p75": 75, + "st_dev": 35.21, + "num": 288 + } + }, + { + "month": 8, + "day": 8, + "temp": { + "record_min": 280.85, + "record_max": 299.77, + "average_min": 284.77, + "average_max": 293.12, + "median": 288.59, + "mean": 289.18, + "p25": 286.99, + "p75": 291.2, + "st_dev": 3.39, + "num": 288 + }, + "pressure": { + "min": 980, + "max": 1026, + "median": 1006, + "mean": 1005.91, + "p25": 1000, + "p75": 1014, + "st_dev": 11.23, + "num": 288 + }, + "humidity": { + "min": 47, + "max": 99, + "median": 86, + "mean": 81.7, + "p25": 72, + "p75": 93, + "st_dev": 12.52, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 1.54, + "mean": 2.26, + "p25": 1.21, + "p75": 2.6, + "st_dev": 1.58, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 49, + "mean": 48.75, + "p25": 20, + "p75": 75.5, + "st_dev": 35.06, + "num": 288 + } + }, + { + "month": 8, + "day": 9, + "temp": { + "record_min": 282.59, + "record_max": 296.2, + "average_min": 284.36, + "average_max": 292.35, + "median": 287.95, + "mean": 288.48, + "p25": 285.72, + "p75": 291.14, + "st_dev": 3.31, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1027, + "median": 1008, + "mean": 1007.04, + "p25": 999, + "p75": 1015, + "st_dev": 11.27, + "num": 288 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 82, + "mean": 78.93, + "p25": 67.5, + "p75": 91, + "st_dev": 14.19, + "num": 281 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.35, + "mean": 2.66, + "p25": 1.38, + "p75": 3.6, + "st_dev": 1.66, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 46, + "mean": 49.71, + "p25": 21, + "p75": 75, + "st_dev": 32.91, + "num": 288 + } + }, + { + "month": 8, + "day": 10, + "temp": { + "record_min": 280.37, + "record_max": 298.84, + "average_min": 284.96, + "average_max": 292.59, + "median": 288.2, + "mean": 288.5, + "p25": 286.61, + "p75": 290.09, + "st_dev": 3.36, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1025, + "median": 1010, + "mean": 1008.52, + "p25": 1001, + "p75": 1015, + "st_dev": 10.34, + "num": 288 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 80, + "mean": 78.17, + "p25": 68, + "p75": 90, + "st_dev": 13.68, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.74, + "mean": 2.92, + "p25": 1.5, + "p75": 4.1, + "st_dev": 1.64, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.47, + "p25": 0, + "p75": 75, + "st_dev": 34.78, + "num": 288 + } + }, + { + "month": 8, + "day": 11, + "temp": { + "record_min": 280.09, + "record_max": 299.69, + "average_min": 284.18, + "average_max": 293.06, + "median": 288.23, + "mean": 288.73, + "p25": 286.07, + "p75": 291.15, + "st_dev": 3.99, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1026, + "median": 1011.5, + "mean": 1008.7, + "p25": 999, + "p75": 1015, + "st_dev": 9.64, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 81, + "mean": 75.3, + "p25": 63, + "p75": 90, + "st_dev": 17.18, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.54, + "mean": 2.68, + "p25": 1.42, + "p75": 3.6, + "st_dev": 1.55, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.48, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 95, + "median": 32, + "mean": 38.99, + "p25": 0, + "p75": 75, + "st_dev": 36.51, + "num": 288 + } + }, + { + "month": 8, + "day": 12, + "temp": { + "record_min": 279.23, + "record_max": 299.77, + "average_min": 283.55, + "average_max": 292.56, + "median": 287.61, + "mean": 288.32, + "p25": 285.43, + "p75": 290.75, + "st_dev": 4.07, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1024, + "median": 1012, + "mean": 1007.99, + "p25": 1000, + "p75": 1017, + "st_dev": 11, + "num": 288 + }, + "humidity": { + "min": 40, + "max": 99, + "median": 84, + "mean": 79.22, + "p25": 69, + "p75": 92, + "st_dev": 15.46, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.42, + "mean": 2.53, + "p25": 1.13, + "p75": 3.6, + "st_dev": 1.58, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.32, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48.5, + "mean": 48.79, + "p25": 20, + "p75": 75, + "st_dev": 34.57, + "num": 288 + } + }, + { + "month": 8, + "day": 13, + "temp": { + "record_min": 279.74, + "record_max": 300.24, + "average_min": 283.85, + "average_max": 292.73, + "median": 287.81, + "mean": 288.22, + "p25": 285.79, + "p75": 290.57, + "st_dev": 3.75, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1024, + "median": 1008, + "mean": 1008.16, + "p25": 1000.5, + "p75": 1016, + "st_dev": 9.39, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 99, + "median": 80, + "mean": 76.71, + "p25": 67, + "p75": 87, + "st_dev": 13.77, + "num": 288 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 2.09, + "mean": 2.41, + "p25": 1.19, + "p75": 3.1, + "st_dev": 1.46, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.42, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 52, + "mean": 43.66, + "p25": 0, + "p75": 75, + "st_dev": 38, + "num": 288 + } + }, + { + "month": 8, + "day": 14, + "temp": { + "record_min": 280.16, + "record_max": 301.49, + "average_min": 283.45, + "average_max": 293.42, + "median": 287.7, + "mean": 288.34, + "p25": 285.1, + "p75": 290.81, + "st_dev": 4.26, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1022, + "median": 1012, + "mean": 1009.12, + "p25": 1003.5, + "p75": 1015, + "st_dev": 7.48, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 77, + "mean": 74.59, + "p25": 61, + "p75": 88, + "st_dev": 15.33, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 1.61, + "mean": 2.21, + "p25": 1.21, + "p75": 2.66, + "st_dev": 1.5, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 99, + "median": 32, + "mean": 38.26, + "p25": 0, + "p75": 75, + "st_dev": 34.39, + "num": 288 + } + }, + { + "month": 8, + "day": 15, + "temp": { + "record_min": 280.31, + "record_max": 300.05, + "average_min": 284.03, + "average_max": 293.51, + "median": 288.87, + "mean": 288.81, + "p25": 286.48, + "p75": 290.72, + "st_dev": 3.87, + "num": 288 + }, + "pressure": { + "min": 994, + "max": 1024, + "median": 1009, + "mean": 1008.98, + "p25": 1004, + "p75": 1015, + "st_dev": 7.38, + "num": 288 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 80, + "mean": 76.79, + "p25": 64, + "p75": 89, + "st_dev": 15.27, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.06, + "mean": 2.49, + "p25": 1.34, + "p75": 3.09, + "st_dev": 1.7, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 39, + "mean": 41.7, + "p25": 0, + "p75": 75, + "st_dev": 35.06, + "num": 288 + } + }, + { + "month": 8, + "day": 16, + "temp": { + "record_min": 283.88, + "record_max": 302.61, + "average_min": 285.89, + "average_max": 293.12, + "median": 288.32, + "mean": 289.12, + "p25": 286.76, + "p75": 290.91, + "st_dev": 3.34, + "num": 288 + }, + "pressure": { + "min": 991, + "max": 1024, + "median": 1007, + "mean": 1007.92, + "p25": 1002, + "p75": 1015, + "st_dev": 8.69, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 85, + "mean": 80.69, + "p25": 69.5, + "p75": 93, + "st_dev": 15.44, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.3, + "mean": 2.58, + "p25": 1.65, + "p75": 3.37, + "st_dev": 1.33, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.28, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.47, + "p25": 20, + "p75": 82.5, + "st_dev": 35.28, + "num": 288 + } + }, + { + "month": 8, + "day": 17, + "temp": { + "record_min": 281.34, + "record_max": 304.36, + "average_min": 284.57, + "average_max": 293.02, + "median": 288.15, + "mean": 288.89, + "p25": 286.23, + "p75": 290.83, + "st_dev": 3.93, + "num": 286 + }, + "pressure": { + "min": 990, + "max": 1027, + "median": 1006, + "mean": 1007.75, + "p25": 1000, + "p75": 1014, + "st_dev": 10.18, + "num": 286 + }, + "humidity": { + "min": 24, + "max": 98, + "median": 77, + "mean": 75.1, + "p25": 63, + "p75": 88, + "st_dev": 16.16, + "num": 286 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.73, + "mean": 3.25, + "p25": 1.8, + "p75": 4.32, + "st_dev": 1.85, + "num": 286 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 286 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 38.29, + "p25": 0, + "p75": 75, + "st_dev": 36.65, + "num": 286 + } + }, + { + "month": 8, + "day": 18, + "temp": { + "record_min": 280.33, + "record_max": 301.03, + "average_min": 284.07, + "average_max": 291.9, + "median": 287.15, + "mean": 287.9, + "p25": 285.49, + "p75": 289.56, + "st_dev": 3.59, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1029, + "median": 1003, + "mean": 1005.65, + "p25": 994.5, + "p75": 1015, + "st_dev": 12.51, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 82, + "mean": 79.25, + "p25": 67, + "p75": 91, + "st_dev": 14.72, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.57, + "mean": 2.87, + "p25": 1.56, + "p75": 3.86, + "st_dev": 1.65, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.3, + "p25": 0, + "p75": 0.3, + "st_dev": 0.73, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 58.5, + "mean": 47.58, + "p25": 0, + "p75": 81.5, + "st_dev": 38.44, + "num": 288 + } + }, + { + "month": 8, + "day": 19, + "temp": { + "record_min": 280.68, + "record_max": 298.74, + "average_min": 283.94, + "average_max": 292.55, + "median": 287.89, + "mean": 288.15, + "p25": 285.56, + "p75": 290.4, + "st_dev": 3.55, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1027, + "median": 1008, + "mean": 1006.3, + "p25": 996, + "p75": 1012, + "st_dev": 11.76, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 78, + "mean": 75.61, + "p25": 64, + "p75": 87, + "st_dev": 14.96, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.09, + "mean": 2.48, + "p25": 1.35, + "p75": 3.09, + "st_dev": 1.55, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 35, + "mean": 36.12, + "p25": 0, + "p75": 75, + "st_dev": 35.63, + "num": 288 + } + }, + { + "month": 8, + "day": 20, + "temp": { + "record_min": 280.86, + "record_max": 297.78, + "average_min": 283.97, + "average_max": 292.37, + "median": 288.02, + "mean": 288.03, + "p25": 285.64, + "p75": 290.42, + "st_dev": 3.53, + "num": 288 + }, + "pressure": { + "min": 988, + "max": 1028, + "median": 1009, + "mean": 1008.45, + "p25": 1001.5, + "p75": 1015, + "st_dev": 9.92, + "num": 288 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 80, + "mean": 76.41, + "p25": 64, + "p75": 89, + "st_dev": 14.26, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.13, + "mean": 2.79, + "p25": 1.42, + "p75": 4.1, + "st_dev": 1.81, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 39.95, + "p25": 0, + "p75": 75, + "st_dev": 34.71, + "num": 288 + } + }, + { + "month": 8, + "day": 21, + "temp": { + "record_min": 279.68, + "record_max": 296.37, + "average_min": 283.04, + "average_max": 292.2, + "median": 287.99, + "mean": 287.75, + "p25": 285.03, + "p75": 290.35, + "st_dev": 3.41, + "num": 288 + }, + "pressure": { + "min": 995, + "max": 1028, + "median": 1010.5, + "mean": 1010.48, + "p25": 1002, + "p75": 1017, + "st_dev": 8.42, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 81, + "mean": 75.74, + "p25": 61.5, + "p75": 88, + "st_dev": 15.43, + "num": 288 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.05, + "mean": 2.43, + "p25": 1.23, + "p75": 3.1, + "st_dev": 1.65, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 37.46, + "p25": 0, + "p75": 75, + "st_dev": 34.18, + "num": 288 + } + }, + { + "month": 8, + "day": 22, + "temp": { + "record_min": 278.74, + "record_max": 294.89, + "average_min": 281.95, + "average_max": 291.45, + "median": 287.04, + "mean": 286.96, + "p25": 283.96, + "p75": 289.69, + "st_dev": 3.57, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1027, + "median": 1014, + "mean": 1011.06, + "p25": 1002.5, + "p75": 1020, + "st_dev": 10.07, + "num": 288 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 85, + "mean": 78.89, + "p25": 67.5, + "p75": 90, + "st_dev": 14.43, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.77, + "mean": 2.74, + "p25": 1.22, + "p75": 3.6, + "st_dev": 2.16, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 36.16, + "p25": 0, + "p75": 75, + "st_dev": 38.07, + "num": 288 + } + }, + { + "month": 8, + "day": 23, + "temp": { + "record_min": 279.15, + "record_max": 298.64, + "average_min": 282.3, + "average_max": 292.63, + "median": 286.92, + "mean": 287.46, + "p25": 284.62, + "p75": 290.43, + "st_dev": 3.96, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1027, + "median": 1013.5, + "mean": 1010.65, + "p25": 999, + "p75": 1022, + "st_dev": 12.77, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 81, + "mean": 76.28, + "p25": 63, + "p75": 89, + "st_dev": 15.91, + "num": 288 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 1.54, + "mean": 2.2, + "p25": 1.13, + "p75": 2.61, + "st_dev": 1.61, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20.5, + "mean": 34.19, + "p25": 0, + "p75": 75, + "st_dev": 35.17, + "num": 288 + } + }, + { + "month": 8, + "day": 24, + "temp": { + "record_min": 279.94, + "record_max": 295.65, + "average_min": 282.28, + "average_max": 291.16, + "median": 286.71, + "mean": 286.88, + "p25": 283.83, + "p75": 289.55, + "st_dev": 3.64, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1027, + "median": 1013, + "mean": 1011.13, + "p25": 1003, + "p75": 1024, + "st_dev": 13.4, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 99, + "median": 82, + "mean": 78.79, + "p25": 70, + "p75": 90.5, + "st_dev": 14.35, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 1.86, + "mean": 2.36, + "p25": 1.21, + "p75": 3.1, + "st_dev": 1.6, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 31, + "mean": 40.01, + "p25": 0, + "p75": 75, + "st_dev": 38.64, + "num": 288 + } + }, + { + "month": 8, + "day": 25, + "temp": { + "record_min": 276.7, + "record_max": 298.13, + "average_min": 283.76, + "average_max": 291.43, + "median": 287.8, + "mean": 287.63, + "p25": 285.28, + "p75": 289.91, + "st_dev": 3.76, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1025, + "median": 1009, + "mean": 1008.9, + "p25": 1003, + "p75": 1020.5, + "st_dev": 11.6, + "num": 288 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 82, + "mean": 77.26, + "p25": 64, + "p75": 92, + "st_dev": 15.98, + "num": 288 + }, + "wind": { + "min": 0, + "max": 13.38, + "median": 2.06, + "mean": 2.71, + "p25": 1.23, + "p75": 3.14, + "st_dev": 2.22, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0, + "st_dev": 0.54, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41, + "p25": 0, + "p75": 75, + "st_dev": 36.12, + "num": 288 + } + }, + { + "month": 8, + "day": 26, + "temp": { + "record_min": 277.79, + "record_max": 298.17, + "average_min": 282.7, + "average_max": 291.1, + "median": 286.92, + "mean": 286.94, + "p25": 284.61, + "p75": 289.04, + "st_dev": 3.58, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1024, + "median": 1008, + "mean": 1009.41, + "p25": 1004, + "p75": 1018, + "st_dev": 9.52, + "num": 288 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 82, + "mean": 79, + "p25": 68, + "p75": 93, + "st_dev": 14.81, + "num": 288 + }, + "wind": { + "min": 0, + "max": 13.38, + "median": 2.48, + "mean": 3.27, + "p25": 1.47, + "p75": 3.76, + "st_dev": 2.7, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57, + "mean": 47.84, + "p25": 8, + "p75": 75, + "st_dev": 34.75, + "num": 288 + } + }, + { + "month": 8, + "day": 27, + "temp": { + "record_min": 279.03, + "record_max": 299.48, + "average_min": 282.67, + "average_max": 291.56, + "median": 287.47, + "mean": 287.32, + "p25": 285.18, + "p75": 289.2, + "st_dev": 3.84, + "num": 288 + }, + "pressure": { + "min": 990, + "max": 1027, + "median": 1013, + "mean": 1010.47, + "p25": 1000.5, + "p75": 1018, + "st_dev": 9.96, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 98, + "median": 77, + "mean": 74.55, + "p25": 63, + "p75": 87, + "st_dev": 16.06, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.37, + "mean": 2.84, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.8, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0, + "st_dev": 0.78, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.02, + "p25": 0, + "p75": 75, + "st_dev": 38.9, + "num": 288 + } + }, + { + "month": 8, + "day": 28, + "temp": { + "record_min": 280.6, + "record_max": 293.79, + "average_min": 283.33, + "average_max": 291.45, + "median": 287.78, + "mean": 287.52, + "p25": 285.06, + "p75": 290.09, + "st_dev": 3.3, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1027, + "median": 1014, + "mean": 1011.46, + "p25": 1004, + "p75": 1018, + "st_dev": 8.48, + "num": 288 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 78, + "mean": 75.29, + "p25": 65, + "p75": 86, + "st_dev": 13.37, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.14, + "mean": 2.6, + "p25": 1.41, + "p75": 3.6, + "st_dev": 1.48, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 39.83, + "p25": 0, + "p75": 75, + "st_dev": 36.25, + "num": 288 + } + }, + { + "month": 8, + "day": 29, + "temp": { + "record_min": 279.04, + "record_max": 296.79, + "average_min": 282.45, + "average_max": 291.15, + "median": 287.35, + "mean": 287.03, + "p25": 284.27, + "p75": 289.52, + "st_dev": 3.46, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1026, + "median": 1011, + "mean": 1010.66, + "p25": 1006, + "p75": 1015, + "st_dev": 8.94, + "num": 288 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 81, + "mean": 77.94, + "p25": 67, + "p75": 89, + "st_dev": 13.95, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.16, + "mean": 2.66, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.48, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 45.54, + "p25": 0, + "p75": 75, + "st_dev": 38.57, + "num": 288 + } + }, + { + "month": 8, + "day": 30, + "temp": { + "record_min": 277.79, + "record_max": 296.57, + "average_min": 281.8, + "average_max": 290.73, + "median": 286.08, + "mean": 286.4, + "p25": 283.95, + "p75": 289, + "st_dev": 3.49, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1029, + "median": 1013, + "mean": 1012.09, + "p25": 1007.5, + "p75": 1016, + "st_dev": 9.15, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 99, + "median": 79, + "mean": 76.24, + "p25": 66, + "p75": 87, + "st_dev": 14.31, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.07, + "mean": 2.67, + "p25": 1.5, + "p75": 2.95, + "st_dev": 1.9, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 35.31, + "p25": 0, + "p75": 75, + "st_dev": 36.97, + "num": 288 + } + }, + { + "month": 8, + "day": 31, + "temp": { + "record_min": 277.69, + "record_max": 295.02, + "average_min": 281.89, + "average_max": 290.7, + "median": 286.38, + "mean": 286.42, + "p25": 283.62, + "p75": 289.14, + "st_dev": 3.58, + "num": 288 + }, + "pressure": { + "min": 992, + "max": 1030, + "median": 1015, + "mean": 1014.03, + "p25": 1007, + "p75": 1021.5, + "st_dev": 9.59, + "num": 288 + }, + "humidity": { + "min": 31, + "max": 98, + "median": 77, + "mean": 74.1, + "p25": 65, + "p75": 87, + "st_dev": 15.1, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.06, + "mean": 2.57, + "p25": 1.19, + "p75": 3.41, + "st_dev": 1.8, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 15.5, + "mean": 33.61, + "p25": 0, + "p75": 75, + "st_dev": 37.71, + "num": 288 + } + }, + { + "month": 9, + "day": 1, + "temp": { + "record_min": 276.18, + "record_max": 295.56, + "average_min": 280.78, + "average_max": 291.65, + "median": 286.27, + "mean": 286.25, + "p25": 283.15, + "p75": 289.58, + "st_dev": 4.3, + "num": 288 + }, + "pressure": { + "min": 995, + "max": 1028, + "median": 1010, + "mean": 1013.66, + "p25": 1008, + "p75": 1023, + "st_dev": 9.19, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 73, + "mean": 70.32, + "p25": 55.5, + "p75": 85, + "st_dev": 16.58, + "num": 288 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.95, + "mean": 2.28, + "p25": 1.24, + "p75": 3.1, + "st_dev": 1.39, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.51, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 19.53, + "p25": 0, + "p75": 30, + "st_dev": 31.16, + "num": 288 + } + }, + { + "month": 9, + "day": 2, + "temp": { + "record_min": 277.81, + "record_max": 296.41, + "average_min": 281.48, + "average_max": 290.56, + "median": 285.32, + "mean": 286.09, + "p25": 283.55, + "p75": 288.87, + "st_dev": 3.71, + "num": 286 + }, + "pressure": { + "min": 1002, + "max": 1026, + "median": 1012.5, + "mean": 1013.79, + "p25": 1008, + "p75": 1021, + "st_dev": 7.16, + "num": 286 + }, + "humidity": { + "min": 30, + "max": 98, + "median": 77, + "mean": 74.41, + "p25": 63, + "p75": 88, + "st_dev": 16.34, + "num": 286 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.78, + "mean": 2.19, + "p25": 1.26, + "p75": 3.09, + "st_dev": 1.28, + "num": 286 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.3, + "p25": 0, + "p75": 0, + "st_dev": 0.83, + "num": 286 + }, + "clouds": { + "min": 0, + "max": 96, + "median": 8, + "mean": 28.04, + "p25": 0, + "p75": 64, + "st_dev": 33.88, + "num": 286 + } + }, + { + "month": 9, + "day": 3, + "temp": { + "record_min": 279.22, + "record_max": 294.7, + "average_min": 281.82, + "average_max": 290.1, + "median": 285.81, + "mean": 286, + "p25": 283.53, + "p75": 288.47, + "st_dev": 3.32, + "num": 288 + }, + "pressure": { + "min": 1004, + "max": 1026, + "median": 1016, + "mean": 1014.2, + "p25": 1008, + "p75": 1019, + "st_dev": 6.94, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 84, + "mean": 79.63, + "p25": 69, + "p75": 90.5, + "st_dev": 14.67, + "num": 288 + }, + "wind": { + "min": 0, + "max": 6.17, + "median": 1.88, + "mean": 2.07, + "p25": 1.21, + "p75": 2.6, + "st_dev": 1.13, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.22, + "p25": 0, + "p75": 0, + "st_dev": 0.61, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 39, + "mean": 39.7, + "p25": 0, + "p75": 75, + "st_dev": 36.5, + "num": 288 + } + }, + { + "month": 9, + "day": 4, + "temp": { + "record_min": 278.12, + "record_max": 296.49, + "average_min": 282.36, + "average_max": 289.75, + "median": 285.24, + "mean": 285.98, + "p25": 283.25, + "p75": 288.65, + "st_dev": 3.69, + "num": 288 + }, + "pressure": { + "min": 998, + "max": 1032, + "median": 1015, + "mean": 1014.42, + "p25": 1005, + "p75": 1022, + "st_dev": 8.88, + "num": 288 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 87, + "mean": 81.14, + "p25": 72, + "p75": 93, + "st_dev": 15.29, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.06, + "mean": 2.36, + "p25": 1.39, + "p75": 3.09, + "st_dev": 1.36, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.36, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 54, + "mean": 44.73, + "p25": 0, + "p75": 75, + "st_dev": 38.39, + "num": 288 + } + }, + { + "month": 9, + "day": 5, + "temp": { + "record_min": 276.22, + "record_max": 297.22, + "average_min": 282.05, + "average_max": 290.64, + "median": 285.81, + "mean": 286.32, + "p25": 283.27, + "p75": 288.51, + "st_dev": 4.01, + "num": 288 + }, + "pressure": { + "min": 996, + "max": 1032, + "median": 1016.5, + "mean": 1013.75, + "p25": 1003, + "p75": 1022, + "st_dev": 10.79, + "num": 288 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 84.5, + "mean": 80.74, + "p25": 71, + "p75": 94, + "st_dev": 15.41, + "num": 288 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 2.08, + "mean": 2.34, + "p25": 1.42, + "p75": 3.13, + "st_dev": 1.27, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.52, + "p25": 0, + "p75": 88, + "st_dev": 38.95, + "num": 288 + } + }, + { + "month": 9, + "day": 6, + "temp": { + "record_min": 278.11, + "record_max": 298.39, + "average_min": 281.97, + "average_max": 290.55, + "median": 286.23, + "mean": 286.14, + "p25": 283.51, + "p75": 288.72, + "st_dev": 3.94, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1029, + "median": 1017, + "mean": 1014.45, + "p25": 1008, + "p75": 1022, + "st_dev": 9.66, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 84, + "mean": 79.76, + "p25": 68, + "p75": 93, + "st_dev": 15.61, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2, + "mean": 2.3, + "p25": 1.19, + "p75": 3.09, + "st_dev": 1.58, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 43.97, + "p25": 0, + "p75": 87, + "st_dev": 38.73, + "num": 288 + } + }, + { + "month": 9, + "day": 7, + "temp": { + "record_min": 277.6, + "record_max": 299.18, + "average_min": 282.63, + "average_max": 290.94, + "median": 286.68, + "mean": 286.75, + "p25": 283.69, + "p75": 289.22, + "st_dev": 3.99, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1027, + "median": 1016, + "mean": 1014.33, + "p25": 1011.5, + "p75": 1021, + "st_dev": 9.12, + "num": 288 + }, + "humidity": { + "min": 28, + "max": 100, + "median": 83.5, + "mean": 78.72, + "p25": 69, + "p75": 91, + "st_dev": 15.86, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.97, + "mean": 2.48, + "p25": 1.4, + "p75": 3.1, + "st_dev": 1.71, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 47.39, + "p25": 0, + "p75": 90, + "st_dev": 39.84, + "num": 288 + } + }, + { + "month": 9, + "day": 8, + "temp": { + "record_min": 281.07, + "record_max": 298.92, + "average_min": 283.51, + "average_max": 290.48, + "median": 286.56, + "mean": 286.86, + "p25": 284.25, + "p75": 289.13, + "st_dev": 3.59, + "num": 288 + }, + "pressure": { + "min": 978, + "max": 1026, + "median": 1015, + "mean": 1012.5, + "p25": 1008.5, + "p75": 1022, + "st_dev": 11.89, + "num": 288 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 83, + "mean": 79.69, + "p25": 68, + "p75": 93, + "st_dev": 15.46, + "num": 288 + }, + "wind": { + "min": 0.5, + "max": 7.7, + "median": 2.06, + "mean": 2.3, + "p25": 1.47, + "p75": 3.09, + "st_dev": 1.14, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.28, + "p25": 0, + "p75": 0.3, + "st_dev": 0.73, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 59.5, + "mean": 49.49, + "p25": 0, + "p75": 92, + "st_dev": 39.2, + "num": 288 + } + }, + { + "month": 9, + "day": 9, + "temp": { + "record_min": 279.88, + "record_max": 298.3, + "average_min": 283.34, + "average_max": 289.87, + "median": 286.14, + "mean": 286.6, + "p25": 284.23, + "p75": 289.01, + "st_dev": 3.27, + "num": 288 + }, + "pressure": { + "min": 976, + "max": 1030, + "median": 1011, + "mean": 1009.28, + "p25": 1001.5, + "p75": 1018, + "st_dev": 12.64, + "num": 288 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 87, + "mean": 83.65, + "p25": 77, + "p75": 93, + "st_dev": 12.63, + "num": 288 + }, + "wind": { + "min": 0, + "max": 6.17, + "median": 2.39, + "mean": 2.44, + "p25": 1.32, + "p75": 3.22, + "st_dev": 1.23, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.25, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.38, + "p25": 26, + "p75": 90, + "st_dev": 34.76, + "num": 288 + } + }, + { + "month": 9, + "day": 10, + "temp": { + "record_min": 278.3, + "record_max": 297.22, + "average_min": 283.49, + "average_max": 290.36, + "median": 286.67, + "mean": 286.81, + "p25": 285.02, + "p75": 289, + "st_dev": 3.35, + "num": 288 + }, + "pressure": { + "min": 978, + "max": 1032, + "median": 1013, + "mean": 1008.82, + "p25": 1001.5, + "p75": 1015.5, + "st_dev": 13.61, + "num": 288 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 83, + "mean": 80.16, + "p25": 72, + "p75": 91.5, + "st_dev": 13.21, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.6, + "mean": 2.83, + "p25": 1.35, + "p75": 3.6, + "st_dev": 1.86, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.94, + "p25": 13.5, + "p75": 75, + "st_dev": 34.84, + "num": 288 + } + }, + { + "month": 9, + "day": 11, + "temp": { + "record_min": 276.87, + "record_max": 295.38, + "average_min": 282.44, + "average_max": 289.02, + "median": 285.47, + "mean": 285.75, + "p25": 283.87, + "p75": 288.17, + "st_dev": 3.19, + "num": 288 + }, + "pressure": { + "min": 974, + "max": 1033, + "median": 1009, + "mean": 1006.8, + "p25": 999, + "p75": 1015, + "st_dev": 14.88, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 91, + "mean": 85.82, + "p25": 80, + "p75": 95, + "st_dev": 13.31, + "num": 288 + }, + "wind": { + "min": 0.35, + "max": 9.8, + "median": 2.66, + "mean": 3.25, + "p25": 1.37, + "p75": 4.92, + "st_dev": 2.19, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0.3, + "st_dev": 0.33, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.89, + "p25": 29.5, + "p75": 92, + "st_dev": 33.6, + "num": 288 + } + }, + { + "month": 9, + "day": 12, + "temp": { + "record_min": 277.99, + "record_max": 294.41, + "average_min": 281.26, + "average_max": 289.1, + "median": 285.23, + "mean": 285.45, + "p25": 283.47, + "p75": 287.83, + "st_dev": 3, + "num": 288 + }, + "pressure": { + "min": 972, + "max": 1029, + "median": 1009, + "mean": 1007.28, + "p25": 1002, + "p75": 1017, + "st_dev": 14.38, + "num": 288 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 87, + "mean": 81.14, + "p25": 72, + "p75": 93, + "st_dev": 14.37, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 3.1, + "mean": 3.22, + "p25": 1.5, + "p75": 4.57, + "st_dev": 1.86, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 48.57, + "p25": 0, + "p75": 75, + "st_dev": 37.23, + "num": 288 + } + }, + { + "month": 9, + "day": 13, + "temp": { + "record_min": 276.93, + "record_max": 295.79, + "average_min": 280.9, + "average_max": 289.01, + "median": 285.13, + "mean": 284.86, + "p25": 282.4, + "p75": 286.65, + "st_dev": 3.4, + "num": 288 + }, + "pressure": { + "min": 972, + "max": 1031, + "median": 1015, + "mean": 1009.84, + "p25": 1001.5, + "p75": 1019, + "st_dev": 14.84, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 80, + "mean": 75.98, + "p25": 65, + "p75": 89, + "st_dev": 15.5, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.54, + "mean": 2.6, + "p25": 1.54, + "p75": 3.14, + "st_dev": 1.43, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 31.94, + "p25": 0, + "p75": 75, + "st_dev": 36.41, + "num": 288 + } + }, + { + "month": 9, + "day": 14, + "temp": { + "record_min": 275.32, + "record_max": 294.66, + "average_min": 280.78, + "average_max": 288.94, + "median": 284.84, + "mean": 284.73, + "p25": 282.53, + "p75": 286.87, + "st_dev": 3.78, + "num": 288 + }, + "pressure": { + "min": 972, + "max": 1032, + "median": 1016, + "mean": 1010.88, + "p25": 999.5, + "p75": 1021, + "st_dev": 15.54, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 83, + "mean": 79.92, + "p25": 71, + "p75": 90, + "st_dev": 12.46, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.06, + "mean": 2.44, + "p25": 1.48, + "p75": 3.23, + "st_dev": 1.51, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.24, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 40.64, + "p25": 0, + "p75": 75, + "st_dev": 38.87, + "num": 288 + } + }, + { + "month": 9, + "day": 15, + "temp": { + "record_min": 276.07, + "record_max": 296.38, + "average_min": 281.51, + "average_max": 289.45, + "median": 285.16, + "mean": 285.24, + "p25": 283.15, + "p75": 287.52, + "st_dev": 3.48, + "num": 288 + }, + "pressure": { + "min": 980, + "max": 1032, + "median": 1011, + "mean": 1007.8, + "p25": 994, + "p75": 1019, + "st_dev": 14.48, + "num": 288 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 86, + "mean": 80.55, + "p25": 70, + "p75": 93, + "st_dev": 15.99, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.51, + "mean": 2.7, + "p25": 1.38, + "p75": 3.86, + "st_dev": 1.55, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0, + "st_dev": 0.74, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 52, + "mean": 45.71, + "p25": 0, + "p75": 90, + "st_dev": 39.98, + "num": 288 + } + }, + { + "month": 9, + "day": 16, + "temp": { + "record_min": 278.68, + "record_max": 291.44, + "average_min": 281.01, + "average_max": 287.04, + "median": 283.88, + "mean": 284.25, + "p25": 282.55, + "p75": 285.85, + "st_dev": 2.57, + "num": 288 + }, + "pressure": { + "min": 987, + "max": 1030, + "median": 1007.5, + "mean": 1008.88, + "p25": 997, + "p75": 1020, + "st_dev": 13.25, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 85, + "mean": 78.51, + "p25": 67, + "p75": 93, + "st_dev": 17.71, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.42, + "mean": 2.82, + "p25": 1.5, + "p75": 3.6, + "st_dev": 1.85, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.3, + "p25": 0, + "p75": 0.3, + "st_dev": 0.74, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.3, + "p25": 0, + "p75": 81.5, + "st_dev": 37.58, + "num": 288 + } + }, + { + "month": 9, + "day": 17, + "temp": { + "record_min": 277.08, + "record_max": 292.16, + "average_min": 280.3, + "average_max": 286.94, + "median": 283.2, + "mean": 283.47, + "p25": 281.52, + "p75": 285.54, + "st_dev": 2.86, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1033, + "median": 1014.5, + "mean": 1011.07, + "p25": 999, + "p75": 1024.5, + "st_dev": 14.7, + "num": 288 + }, + "humidity": { + "min": 34, + "max": 99, + "median": 81, + "mean": 77.3, + "p25": 67, + "p75": 91, + "st_dev": 16.51, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.57, + "mean": 2.57, + "p25": 1.42, + "p75": 3.6, + "st_dev": 1.47, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.41, + "p25": 0, + "p75": 0.15, + "st_dev": 1.4, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 45, + "mean": 47, + "p25": 0, + "p75": 90, + "st_dev": 40.21, + "num": 288 + } + }, + { + "month": 9, + "day": 18, + "temp": { + "record_min": 276.36, + "record_max": 295.11, + "average_min": 279.8, + "average_max": 288.7, + "median": 283.67, + "mean": 284.17, + "p25": 281.35, + "p75": 287.04, + "st_dev": 3.85, + "num": 288 + }, + "pressure": { + "min": 985, + "max": 1035, + "median": 1014.5, + "mean": 1011.24, + "p25": 997.5, + "p75": 1023, + "st_dev": 14.32, + "num": 288 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 84, + "mean": 79.79, + "p25": 71, + "p75": 93, + "st_dev": 15.75, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 1.54, + "mean": 2.15, + "p25": 1.1, + "p75": 3.01, + "st_dev": 1.45, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 58, + "mean": 46.94, + "p25": 0, + "p75": 88, + "st_dev": 39.68, + "num": 288 + } + }, + { + "month": 9, + "day": 19, + "temp": { + "record_min": 276.34, + "record_max": 298.72, + "average_min": 280.1, + "average_max": 288.71, + "median": 283.42, + "mean": 284.18, + "p25": 281.25, + "p75": 287.08, + "st_dev": 3.79, + "num": 288 + }, + "pressure": { + "min": 982, + "max": 1035, + "median": 1016, + "mean": 1011.97, + "p25": 999.5, + "p75": 1023, + "st_dev": 14.63, + "num": 288 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 80, + "mean": 76.66, + "p25": 67, + "p75": 89, + "st_dev": 15.2, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 1.54, + "mean": 2.43, + "p25": 1.09, + "p75": 3.09, + "st_dev": 1.98, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 34.93, + "p25": 0, + "p75": 75, + "st_dev": 37.23, + "num": 288 + } + }, + { + "month": 9, + "day": 20, + "temp": { + "record_min": 275.21, + "record_max": 298.92, + "average_min": 279.04, + "average_max": 288.12, + "median": 282.78, + "mean": 283.33, + "p25": 280.32, + "p75": 285.71, + "st_dev": 3.73, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1031, + "median": 1016, + "mean": 1012.73, + "p25": 1005.5, + "p75": 1021, + "st_dev": 12.57, + "num": 288 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 82, + "mean": 78.88, + "p25": 69, + "p75": 92, + "st_dev": 15.02, + "num": 288 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 1.54, + "mean": 2.2, + "p25": 1.08, + "p75": 3.09, + "st_dev": 1.48, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 42.45, + "p25": 0, + "p75": 77, + "st_dev": 38.37, + "num": 288 + } + }, + { + "month": 9, + "day": 21, + "temp": { + "record_min": 273.21, + "record_max": 294.9, + "average_min": 280.23, + "average_max": 288.3, + "median": 283.79, + "mean": 284.02, + "p25": 281.84, + "p75": 286.76, + "st_dev": 3.77, + "num": 288 + }, + "pressure": { + "min": 962, + "max": 1028, + "median": 1013, + "mean": 1010.43, + "p25": 1007, + "p75": 1020, + "st_dev": 14.04, + "num": 288 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 87, + "mean": 82.58, + "p25": 76.5, + "p75": 93, + "st_dev": 13.74, + "num": 288 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 1.54, + "mean": 2.62, + "p25": 1.1, + "p75": 3.87, + "st_dev": 2.19, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72.5, + "mean": 53.03, + "p25": 5, + "p75": 84.5, + "st_dev": 37.35, + "num": 288 + } + }, + { + "month": 9, + "day": 22, + "temp": { + "record_min": 276.21, + "record_max": 291.89, + "average_min": 280.49, + "average_max": 287.38, + "median": 284.03, + "mean": 284.04, + "p25": 282.1, + "p75": 285.9, + "st_dev": 2.84, + "num": 288 + }, + "pressure": { + "min": 964, + "max": 1025, + "median": 1012, + "mean": 1008.76, + "p25": 1004, + "p75": 1017, + "st_dev": 12.64, + "num": 288 + }, + "humidity": { + "min": 32, + "max": 99, + "median": 85, + "mean": 80.07, + "p25": 67, + "p75": 93, + "st_dev": 15.42, + "num": 288 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 1.88, + "mean": 2.63, + "p25": 1.4, + "p75": 4.03, + "st_dev": 1.69, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0, + "st_dev": 0.55, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.07, + "p25": 20, + "p75": 92, + "st_dev": 37.34, + "num": 288 + } + }, + { + "month": 9, + "day": 23, + "temp": { + "record_min": 275.04, + "record_max": 289.07, + "average_min": 281.19, + "average_max": 286.29, + "median": 284.17, + "mean": 283.68, + "p25": 282.15, + "p75": 285.38, + "st_dev": 2.74, + "num": 288 + }, + "pressure": { + "min": 978, + "max": 1022, + "median": 1010, + "mean": 1007.14, + "p25": 1000, + "p75": 1015, + "st_dev": 10.31, + "num": 288 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 88, + "mean": 82.64, + "p25": 73, + "p75": 94, + "st_dev": 14.87, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.06, + "mean": 2.58, + "p25": 1.47, + "p75": 3.41, + "st_dev": 1.62, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0.3, + "st_dev": 0.18, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.06, + "p25": 43, + "p75": 83, + "st_dev": 31.27, + "num": 288 + } + }, + { + "month": 9, + "day": 24, + "temp": { + "record_min": 275.86, + "record_max": 288.43, + "average_min": 279.68, + "average_max": 285.54, + "median": 283.69, + "mean": 282.86, + "p25": 280.99, + "p75": 284.96, + "st_dev": 2.98, + "num": 288 + }, + "pressure": { + "min": 989, + "max": 1021, + "median": 1009, + "mean": 1007.95, + "p25": 1001, + "p75": 1016, + "st_dev": 8.8, + "num": 288 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 87, + "mean": 81.91, + "p25": 76, + "p75": 93, + "st_dev": 15.15, + "num": 288 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 2.06, + "mean": 2.76, + "p25": 1.31, + "p75": 3.27, + "st_dev": 2.32, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0.3, + "st_dev": 0.23, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.94, + "p25": 15, + "p75": 75, + "st_dev": 35.14, + "num": 288 + } + }, + { + "month": 9, + "day": 25, + "temp": { + "record_min": 273.14, + "record_max": 291.51, + "average_min": 279.58, + "average_max": 285.94, + "median": 283.62, + "mean": 283.02, + "p25": 280.92, + "p75": 285.36, + "st_dev": 3.61, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1021, + "median": 1011, + "mean": 1008.98, + "p25": 1003, + "p75": 1016, + "st_dev": 8.89, + "num": 288 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 86.5, + "mean": 82.44, + "p25": 76, + "p75": 92, + "st_dev": 12.64, + "num": 288 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.32, + "mean": 2.97, + "p25": 1.44, + "p75": 3.6, + "st_dev": 2.22, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0.3, + "st_dev": 0.37, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.83, + "p25": 20, + "p75": 88, + "st_dev": 35.96, + "num": 288 + } + }, + { + "month": 9, + "day": 26, + "temp": { + "record_min": 270.99, + "record_max": 296.12, + "average_min": 279.05, + "average_max": 286.73, + "median": 283.02, + "mean": 282.66, + "p25": 279.93, + "p75": 285.45, + "st_dev": 4.08, + "num": 288 + }, + "pressure": { + "min": 984, + "max": 1025, + "median": 1015, + "mean": 1009.8, + "p25": 998.5, + "p75": 1020, + "st_dev": 11.5, + "num": 288 + }, + "humidity": { + "min": 41, + "max": 99, + "median": 85.5, + "mean": 80.28, + "p25": 72, + "p75": 92, + "st_dev": 14.48, + "num": 288 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.6, + "mean": 3.23, + "p25": 1.53, + "p75": 4.63, + "st_dev": 2.21, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0, + "st_dev": 0.31, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 49, + "mean": 46.04, + "p25": 0, + "p75": 75, + "st_dev": 36.02, + "num": 288 + } + }, + { + "month": 9, + "day": 27, + "temp": { + "record_min": 270.8, + "record_max": 289.88, + "average_min": 279.7, + "average_max": 285.81, + "median": 283.05, + "mean": 282.65, + "p25": 281.02, + "p75": 285.03, + "st_dev": 3.62, + "num": 288 + }, + "pressure": { + "min": 986, + "max": 1035, + "median": 1015, + "mean": 1011.26, + "p25": 1002.5, + "p75": 1020, + "st_dev": 12.11, + "num": 288 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 87, + "mean": 82.1, + "p25": 77, + "p75": 93, + "st_dev": 14.94, + "num": 288 + }, + "wind": { + "min": 0.51, + "max": 6.7, + "median": 2.61, + "mean": 2.9, + "p25": 1.63, + "p75": 4.1, + "st_dev": 1.49, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.35, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 48.35, + "p25": 0, + "p75": 90, + "st_dev": 39.54, + "num": 288 + } + }, + { + "month": 9, + "day": 28, + "temp": { + "record_min": 272.37, + "record_max": 293.56, + "average_min": 279.72, + "average_max": 286.53, + "median": 283.81, + "mean": 282.83, + "p25": 281.3, + "p75": 285.33, + "st_dev": 3.87, + "num": 288 + }, + "pressure": { + "min": 993, + "max": 1039, + "median": 1012.5, + "mean": 1012.41, + "p25": 1003, + "p75": 1019, + "st_dev": 10.77, + "num": 288 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 86, + "mean": 80.68, + "p25": 70.5, + "p75": 93, + "st_dev": 14.55, + "num": 288 + }, + "wind": { + "min": 0.05, + "max": 8.23, + "median": 2.6, + "mean": 2.59, + "p25": 1.49, + "p75": 3.17, + "st_dev": 1.37, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 65, + "mean": 48.99, + "p25": 5, + "p75": 75.5, + "st_dev": 36.28, + "num": 288 + } + }, + { + "month": 9, + "day": 29, + "temp": { + "record_min": 271.76, + "record_max": 292.59, + "average_min": 278.51, + "average_max": 285.72, + "median": 282.93, + "mean": 282.11, + "p25": 280.43, + "p75": 284.27, + "st_dev": 3.67, + "num": 288 + }, + "pressure": { + "min": 983, + "max": 1038, + "median": 1015, + "mean": 1011.95, + "p25": 1005, + "p75": 1020, + "st_dev": 12.96, + "num": 288 + }, + "humidity": { + "min": 37, + "max": 100, + "median": 86, + "mean": 81.83, + "p25": 71, + "p75": 94, + "st_dev": 15.03, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.06, + "mean": 2.35, + "p25": 1.33, + "p75": 3.17, + "st_dev": 1.31, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 64, + "mean": 49.35, + "p25": 4.5, + "p75": 80, + "st_dev": 37.46, + "num": 288 + } + }, + { + "month": 9, + "day": 30, + "temp": { + "record_min": 272.21, + "record_max": 290.97, + "average_min": 277.88, + "average_max": 285.44, + "median": 282.43, + "mean": 281.67, + "p25": 279.67, + "p75": 283.52, + "st_dev": 3.6, + "num": 288 + }, + "pressure": { + "min": 981, + "max": 1031, + "median": 1012, + "mean": 1010.78, + "p25": 1002, + "p75": 1024, + "st_dev": 14.09, + "num": 288 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 84, + "mean": 79.73, + "p25": 69, + "p75": 93, + "st_dev": 14.45, + "num": 288 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.54, + "mean": 2.11, + "p25": 1.03, + "p75": 3.23, + "st_dev": 1.29, + "num": 288 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 288 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.09, + "p25": 0, + "p75": 75, + "st_dev": 36.72, + "num": 288 + } + }, + { + "month": 10, + "day": 1, + "temp": { + "record_min": 272.96, + "record_max": 293.61, + "average_min": 278.76, + "average_max": 285.93, + "median": 282.6, + "mean": 281.81, + "p25": 279.23, + "p75": 283.87, + "st_dev": 3.64, + "num": 299 + }, + "pressure": { + "min": 987, + "max": 1028, + "median": 1011, + "mean": 1010.07, + "p25": 1000, + "p75": 1023, + "st_dev": 12.38, + "num": 299 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 82, + "mean": 80.08, + "p25": 70, + "p75": 93, + "st_dev": 14.71, + "num": 299 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.28, + "mean": 2.76, + "p25": 1.27, + "p75": 3.47, + "st_dev": 1.97, + "num": 299 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 299 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 44.6, + "p25": 0, + "p75": 88, + "st_dev": 38.02, + "num": 299 + } + }, + { + "month": 10, + "day": 2, + "temp": { + "record_min": 272.76, + "record_max": 291.31, + "average_min": 279.05, + "average_max": 285.94, + "median": 283, + "mean": 282.3, + "p25": 279.77, + "p75": 284.83, + "st_dev": 3.88, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1028, + "median": 1010, + "mean": 1008.75, + "p25": 1006, + "p75": 1020, + "st_dev": 14.31, + "num": 312 + }, + "humidity": { + "min": 30, + "max": 100, + "median": 85, + "mean": 81.23, + "p25": 70, + "p75": 95, + "st_dev": 14.83, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 2.57, + "mean": 3.17, + "p25": 1.54, + "p75": 4.1, + "st_dev": 2.25, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 44, + "mean": 45.56, + "p25": 0, + "p75": 75, + "st_dev": 37.22, + "num": 312 + } + }, + { + "month": 10, + "day": 3, + "temp": { + "record_min": 272.09, + "record_max": 291.74, + "average_min": 277.96, + "average_max": 285.8, + "median": 281.83, + "mean": 281.53, + "p25": 278.21, + "p75": 284.85, + "st_dev": 3.87, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1042, + "median": 1015, + "mean": 1011.25, + "p25": 1000.5, + "p75": 1022, + "st_dev": 15.07, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 99, + "median": 81, + "mean": 80.75, + "p25": 73, + "p75": 90.5, + "st_dev": 12.18, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.51, + "mean": 2.69, + "p25": 1.51, + "p75": 3.51, + "st_dev": 1.58, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 37.5, + "mean": 39.08, + "p25": 0, + "p75": 75, + "st_dev": 36.07, + "num": 312 + } + }, + { + "month": 10, + "day": 4, + "temp": { + "record_min": 271.7, + "record_max": 289.04, + "average_min": 277.63, + "average_max": 284.93, + "median": 281.44, + "mean": 281.25, + "p25": 278.37, + "p75": 284.96, + "st_dev": 4.09, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1050, + "median": 1013, + "mean": 1011.46, + "p25": 1002.5, + "p75": 1020, + "st_dev": 15.61, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 88, + "mean": 85.22, + "p25": 81, + "p75": 93, + "st_dev": 11.21, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.57, + "mean": 2.8, + "p25": 1.51, + "p75": 3.55, + "st_dev": 1.71, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.28, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 53.15, + "p25": 6.5, + "p75": 90, + "st_dev": 37.64, + "num": 312 + } + }, + { + "month": 10, + "day": 5, + "temp": { + "record_min": 269.84, + "record_max": 287.27, + "average_min": 278, + "average_max": 284.33, + "median": 282.34, + "mean": 281.21, + "p25": 278.42, + "p75": 284.59, + "st_dev": 4.09, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1050, + "median": 1013, + "mean": 1010.67, + "p25": 1002, + "p75": 1021, + "st_dev": 14.99, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 87, + "mean": 83.42, + "p25": 77, + "p75": 93, + "st_dev": 12.16, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.17, + "mean": 2.51, + "p25": 1.44, + "p75": 3.1, + "st_dev": 1.55, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 36, + "mean": 41.78, + "p25": 0, + "p75": 75, + "st_dev": 38.69, + "num": 312 + } + }, + { + "month": 10, + "day": 6, + "temp": { + "record_min": 270.52, + "record_max": 286.92, + "average_min": 276.8, + "average_max": 284.32, + "median": 281.72, + "mean": 280.6, + "p25": 278.24, + "p75": 283.21, + "st_dev": 3.79, + "num": 311 + }, + "pressure": { + "min": 982, + "max": 1029, + "median": 1010, + "mean": 1009.39, + "p25": 997, + "p75": 1023, + "st_dev": 13.35, + "num": 311 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 81.5, + "mean": 79.22, + "p25": 69, + "p75": 92, + "st_dev": 13.09, + "num": 308 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.67, + "mean": 2.82, + "p25": 1.54, + "p75": 3.6, + "st_dev": 1.51, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 32, + "mean": 38.91, + "p25": 0, + "p75": 75, + "st_dev": 35.74, + "num": 311 + } + }, + { + "month": 10, + "day": 7, + "temp": { + "record_min": 270.06, + "record_max": 289.19, + "average_min": 277.29, + "average_max": 283.82, + "median": 280.46, + "mean": 280.52, + "p25": 278.47, + "p75": 283.08, + "st_dev": 3.81, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1028, + "median": 1008, + "mean": 1008.84, + "p25": 999, + "p75": 1019, + "st_dev": 11.96, + "num": 312 + }, + "humidity": { + "min": 25, + "max": 100, + "median": 78.5, + "mean": 77.4, + "p25": 68, + "p75": 89, + "st_dev": 13.97, + "num": 306 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 2.58, + "mean": 2.91, + "p25": 1.88, + "p75": 3.6, + "st_dev": 1.63, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 51, + "mean": 44.8, + "p25": 0, + "p75": 76, + "st_dev": 39.03, + "num": 312 + } + }, + { + "month": 10, + "day": 8, + "temp": { + "record_min": 273.2, + "record_max": 288.4, + "average_min": 278.89, + "average_max": 283.52, + "median": 281.71, + "mean": 281.21, + "p25": 278.78, + "p75": 283.64, + "st_dev": 3.51, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1031, + "median": 1005, + "mean": 1008.98, + "p25": 1000, + "p75": 1019, + "st_dev": 12.16, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 85, + "mean": 79.66, + "p25": 67, + "p75": 92.5, + "st_dev": 15.08, + "num": 312 + }, + "wind": { + "min": 0.5, + "max": 6.2, + "median": 3.04, + "mean": 2.91, + "p25": 2.06, + "p75": 3.6, + "st_dev": 1.22, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 70, + "mean": 48.77, + "p25": 0, + "p75": 90, + "st_dev": 39.23, + "num": 312 + } + }, + { + "month": 10, + "day": 9, + "temp": { + "record_min": 270.36, + "record_max": 287.75, + "average_min": 278.36, + "average_max": 283.56, + "median": 281.51, + "mean": 281.11, + "p25": 278.32, + "p75": 283.89, + "st_dev": 3.67, + "num": 312 + }, + "pressure": { + "min": 987, + "max": 1031, + "median": 1004.5, + "mean": 1008.04, + "p25": 997.5, + "p75": 1018, + "st_dev": 13.17, + "num": 312 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 82, + "mean": 81.04, + "p25": 73, + "p75": 90, + "st_dev": 12.22, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.75, + "mean": 2.92, + "p25": 2.03, + "p75": 3.77, + "st_dev": 1.42, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0.3, + "st_dev": 0.65, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.19, + "p25": 14.5, + "p75": 92, + "st_dev": 38.3, + "num": 312 + } + }, + { + "month": 10, + "day": 10, + "temp": { + "record_min": 271.23, + "record_max": 290.41, + "average_min": 276.79, + "average_max": 283.51, + "median": 280.47, + "mean": 280.58, + "p25": 278.39, + "p75": 282.98, + "st_dev": 3.47, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1030, + "median": 1007, + "mean": 1007.49, + "p25": 997, + "p75": 1020, + "st_dev": 12.86, + "num": 312 + }, + "humidity": { + "min": 22, + "max": 100, + "median": 88, + "mean": 86.04, + "p25": 81, + "p75": 93, + "st_dev": 10.23, + "num": 311 + }, + "wind": { + "min": 0, + "max": 10.29, + "median": 2.95, + "mean": 3.24, + "p25": 1.54, + "p75": 4.12, + "st_dev": 1.91, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.37, + "p25": 0, + "p75": 0.3, + "st_dev": 0.72, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.13, + "p25": 20, + "p75": 90, + "st_dev": 35.37, + "num": 312 + } + }, + { + "month": 10, + "day": 11, + "temp": { + "record_min": 270.69, + "record_max": 286.02, + "average_min": 275.89, + "average_max": 282.53, + "median": 279.35, + "mean": 279.22, + "p25": 276.61, + "p75": 281.58, + "st_dev": 3.37, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1034, + "median": 1008, + "mean": 1006.05, + "p25": 994, + "p75": 1014.5, + "st_dev": 15.64, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 86, + "mean": 82.55, + "p25": 76, + "p75": 93, + "st_dev": 13.78, + "num": 310 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 1.53, + "mean": 2.08, + "p25": 1.21, + "p75": 2.38, + "st_dev": 1.43, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.11, + "p25": 0, + "p75": 0.3, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 29, + "mean": 39.12, + "p25": 0, + "p75": 75, + "st_dev": 36.91, + "num": 312 + } + }, + { + "month": 10, + "day": 12, + "temp": { + "record_min": 269.8, + "record_max": 286.12, + "average_min": 274.17, + "average_max": 282.84, + "median": 278.88, + "mean": 278.58, + "p25": 276.02, + "p75": 281.83, + "st_dev": 3.86, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1034, + "median": 1011, + "mean": 1008.5, + "p25": 1001, + "p75": 1018, + "st_dev": 14.94, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 85.5, + "mean": 82.02, + "p25": 75, + "p75": 93, + "st_dev": 13.75, + "num": 306 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.52, + "mean": 2.06, + "p25": 1.09, + "p75": 2.6, + "st_dev": 1.38, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.72, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 4, + "mean": 31.27, + "p25": 0, + "p75": 75, + "st_dev": 37.36, + "num": 312 + } + }, + { + "month": 10, + "day": 13, + "temp": { + "record_min": 268.5, + "record_max": 288.85, + "average_min": 275.04, + "average_max": 282.13, + "median": 278.46, + "mean": 278.68, + "p25": 275.87, + "p75": 281.4, + "st_dev": 4.24, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1031, + "median": 1012, + "mean": 1011.34, + "p25": 1003.5, + "p75": 1018, + "st_dev": 11.41, + "num": 312 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 89, + "mean": 86.17, + "p25": 80, + "p75": 94, + "st_dev": 10.92, + "num": 308 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.06, + "mean": 2.55, + "p25": 1.17, + "p75": 3.6, + "st_dev": 1.73, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 40, + "mean": 41.43, + "p25": 0, + "p75": 75, + "st_dev": 38.1, + "num": 312 + } + }, + { + "month": 10, + "day": 14, + "temp": { + "record_min": 267.65, + "record_max": 288.83, + "average_min": 275.53, + "average_max": 282.31, + "median": 278.91, + "mean": 278.79, + "p25": 275.69, + "p75": 281.53, + "st_dev": 4.43, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1031, + "median": 1013, + "mean": 1009.66, + "p25": 998, + "p75": 1018, + "st_dev": 14.3, + "num": 312 + }, + "humidity": { + "min": 55, + "max": 100, + "median": 85, + "mean": 83.47, + "p25": 75, + "p75": 93, + "st_dev": 10.99, + "num": 306 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.59, + "mean": 2.9, + "p25": 1.31, + "p75": 4.09, + "st_dev": 1.74, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 33.5, + "mean": 37.4, + "p25": 0, + "p75": 75, + "st_dev": 36.61, + "num": 312 + } + }, + { + "month": 10, + "day": 15, + "temp": { + "record_min": 269.71, + "record_max": 286.62, + "average_min": 275.26, + "average_max": 282.12, + "median": 278.39, + "mean": 278.43, + "p25": 275.53, + "p75": 281.03, + "st_dev": 4.03, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1031, + "median": 1011, + "mean": 1009.92, + "p25": 1000, + "p75": 1016, + "st_dev": 11.8, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 89, + "mean": 83.55, + "p25": 74, + "p75": 94, + "st_dev": 13.97, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.51, + "mean": 2.62, + "p25": 1.5, + "p75": 3.35, + "st_dev": 1.52, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 56, + "mean": 47.02, + "p25": 0, + "p75": 88, + "st_dev": 39.63, + "num": 312 + } + }, + { + "month": 10, + "day": 16, + "temp": { + "record_min": 269.42, + "record_max": 287.55, + "average_min": 275.05, + "average_max": 281.22, + "median": 277.77, + "mean": 278.03, + "p25": 275.78, + "p75": 279.99, + "st_dev": 3.41, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1032, + "median": 1011, + "mean": 1010.56, + "p25": 1003, + "p75": 1016, + "st_dev": 11.7, + "num": 312 + }, + "humidity": { + "min": 40, + "max": 100, + "median": 90, + "mean": 85.44, + "p25": 78, + "p75": 94, + "st_dev": 13.16, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.08, + "mean": 2.38, + "p25": 1.17, + "p75": 3.1, + "st_dev": 1.35, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.23, + "p25": 0, + "p75": 92, + "st_dev": 40.76, + "num": 312 + } + }, + { + "month": 10, + "day": 17, + "temp": { + "record_min": 268.55, + "record_max": 285.51, + "average_min": 275.86, + "average_max": 281.09, + "median": 278.46, + "mean": 278.06, + "p25": 276.13, + "p75": 280.21, + "st_dev": 3.33, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1026, + "median": 1010, + "mean": 1009.41, + "p25": 1002, + "p75": 1016, + "st_dev": 9.35, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 93, + "mean": 88.9, + "p25": 87, + "p75": 96, + "st_dev": 12.47, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.97, + "mean": 2.09, + "p25": 1.16, + "p75": 2.6, + "st_dev": 1.23, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.77, + "p25": 0, + "p75": 90, + "st_dev": 39.07, + "num": 312 + } + }, + { + "month": 10, + "day": 18, + "temp": { + "record_min": 269.21, + "record_max": 284.57, + "average_min": 274.51, + "average_max": 281.51, + "median": 278.6, + "mean": 277.98, + "p25": 276.06, + "p75": 280.4, + "st_dev": 3.28, + "num": 312 + }, + "pressure": { + "min": 990, + "max": 1026, + "median": 1014, + "mean": 1011.87, + "p25": 1005, + "p75": 1017, + "st_dev": 7.85, + "num": 312 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 86, + "mean": 82.06, + "p25": 74, + "p75": 95, + "st_dev": 15.76, + "num": 311 + }, + "wind": { + "min": 0, + "max": 6.17, + "median": 1.54, + "mean": 1.93, + "p25": 1.12, + "p75": 2.57, + "st_dev": 1.1, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0.3, + "st_dev": 0.55, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 0, + "mean": 37.88, + "p25": 0, + "p75": 91, + "st_dev": 43.08, + "num": 312 + } + }, + { + "month": 10, + "day": 19, + "temp": { + "record_min": 268.86, + "record_max": 285.66, + "average_min": 274.48, + "average_max": 280.2, + "median": 277.06, + "mean": 277.15, + "p25": 273.61, + "p75": 280.22, + "st_dev": 4.14, + "num": 312 + }, + "pressure": { + "min": 992, + "max": 1028, + "median": 1011, + "mean": 1010.79, + "p25": 1004, + "p75": 1017.5, + "st_dev": 8.96, + "num": 312 + }, + "humidity": { + "min": 39, + "max": 100, + "median": 91, + "mean": 87.42, + "p25": 82.5, + "p75": 96, + "st_dev": 12.31, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.52, + "mean": 2.03, + "p25": 1.07, + "p75": 2.57, + "st_dev": 1.39, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0.3, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.61, + "p25": 20, + "p75": 90, + "st_dev": 36.74, + "num": 312 + } + }, + { + "month": 10, + "day": 20, + "temp": { + "record_min": 268.21, + "record_max": 285.97, + "average_min": 275.02, + "average_max": 279.68, + "median": 277.38, + "mean": 277.54, + "p25": 274.95, + "p75": 280.15, + "st_dev": 3.86, + "num": 311 + }, + "pressure": { + "min": 977, + "max": 1024, + "median": 1011, + "mean": 1008.56, + "p25": 1003, + "p75": 1017, + "st_dev": 10.69, + "num": 311 + }, + "humidity": { + "min": 60, + "max": 100, + "median": 93, + "mean": 91.15, + "p25": 88, + "p75": 96, + "st_dev": 8.25, + "num": 311 + }, + "wind": { + "min": 0, + "max": 11.32, + "median": 2.06, + "mean": 2.69, + "p25": 1.21, + "p75": 3.6, + "st_dev": 2.07, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.26, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.26, + "p25": 48, + "p75": 90, + "st_dev": 29.9, + "num": 311 + } + }, + { + "month": 10, + "day": 21, + "temp": { + "record_min": 272.27, + "record_max": 287.22, + "average_min": 275.88, + "average_max": 279.95, + "median": 277.63, + "mean": 278.05, + "p25": 275.52, + "p75": 280.14, + "st_dev": 3.43, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1020, + "median": 1009.5, + "mean": 1005.84, + "p25": 1000, + "p75": 1015, + "st_dev": 11.39, + "num": 312 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 93, + "mean": 89.42, + "p25": 88, + "p75": 96, + "st_dev": 11.37, + "num": 312 + }, + "wind": { + "min": 0.5, + "max": 11.83, + "median": 3.01, + "mean": 3.33, + "p25": 2.1, + "p75": 3.93, + "st_dev": 2.01, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.26, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 83, + "mean": 71.25, + "p25": 75, + "p75": 92, + "st_dev": 30.1, + "num": 312 + } + }, + { + "month": 10, + "day": 22, + "temp": { + "record_min": 273.15, + "record_max": 284.82, + "average_min": 275.87, + "average_max": 280.76, + "median": 277.77, + "mean": 278.22, + "p25": 276.15, + "p75": 280.05, + "st_dev": 2.55, + "num": 311 + }, + "pressure": { + "min": 982, + "max": 1028, + "median": 1008, + "mean": 1004.79, + "p25": 996, + "p75": 1012, + "st_dev": 9.76, + "num": 311 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 91, + "mean": 85.63, + "p25": 81, + "p75": 97, + "st_dev": 14.48, + "num": 310 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 3.09, + "mean": 2.96, + "p25": 2.06, + "p75": 3.73, + "st_dev": 1.46, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.61, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.92, + "p25": 32, + "p75": 92, + "st_dev": 36.56, + "num": 311 + } + }, + { + "month": 10, + "day": 23, + "temp": { + "record_min": 274.2, + "record_max": 285.18, + "average_min": 276.42, + "average_max": 280.66, + "median": 277.25, + "mean": 278.64, + "p25": 276.06, + "p75": 281.59, + "st_dev": 3.21, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1031, + "median": 1010, + "mean": 1008.38, + "p25": 1004, + "p75": 1015, + "st_dev": 11.78, + "num": 312 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 92, + "mean": 84.39, + "p25": 74.5, + "p75": 97, + "st_dev": 15.23, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.76, + "mean": 3, + "p25": 1.92, + "p75": 3.81, + "st_dev": 1.44, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.27, + "p25": 0, + "p75": 0.3, + "st_dev": 0.67, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.63, + "p25": 0, + "p75": 92, + "st_dev": 40.13, + "num": 312 + } + }, + { + "month": 10, + "day": 24, + "temp": { + "record_min": 273.15, + "record_max": 285.88, + "average_min": 276.92, + "average_max": 280.91, + "median": 278.2, + "mean": 278.97, + "p25": 276.59, + "p75": 281.86, + "st_dev": 3.16, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1031, + "median": 1008, + "mean": 1008.42, + "p25": 1002, + "p75": 1016, + "st_dev": 10.32, + "num": 312 + }, + "humidity": { + "min": 50, + "max": 100, + "median": 93, + "mean": 88.8, + "p25": 84, + "p75": 97, + "st_dev": 12.42, + "num": 300 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 3.09, + "mean": 3.17, + "p25": 2.37, + "p75": 4.01, + "st_dev": 1.26, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 90, + "mean": 66.04, + "p25": 36, + "p75": 92, + "st_dev": 36.01, + "num": 312 + } + }, + { + "month": 10, + "day": 25, + "temp": { + "record_min": 271.3, + "record_max": 284.65, + "average_min": 276.18, + "average_max": 280.86, + "median": 279.75, + "mean": 278.92, + "p25": 276.48, + "p75": 281.76, + "st_dev": 3.24, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1021, + "median": 1007, + "mean": 1004.47, + "p25": 997, + "p75": 1012, + "st_dev": 10.38, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 89, + "mean": 85.77, + "p25": 80, + "p75": 95, + "st_dev": 12.28, + "num": 301 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 3.09, + "mean": 3.3, + "p25": 1.61, + "p75": 4.33, + "st_dev": 2.01, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.26, + "p25": 20.5, + "p75": 88, + "st_dev": 34.72, + "num": 312 + } + }, + { + "month": 10, + "day": 26, + "temp": { + "record_min": 270.15, + "record_max": 284.53, + "average_min": 274.83, + "average_max": 279.86, + "median": 277.14, + "mean": 277.37, + "p25": 274.62, + "p75": 279.96, + "st_dev": 3.41, + "num": 312 + }, + "pressure": { + "min": 986, + "max": 1020, + "median": 1004, + "mean": 1003.36, + "p25": 997, + "p75": 1009, + "st_dev": 9.39, + "num": 312 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 88.5, + "mean": 86.31, + "p25": 81, + "p75": 94, + "st_dev": 10.72, + "num": 304 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.06, + "mean": 2.39, + "p25": 1.23, + "p75": 3.18, + "st_dev": 1.51, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.27, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.41, + "p25": 40, + "p75": 92, + "st_dev": 35.36, + "num": 312 + } + }, + { + "month": 10, + "day": 27, + "temp": { + "record_min": 268.15, + "record_max": 287.03, + "average_min": 275.04, + "average_max": 280.8, + "median": 278.25, + "mean": 278.19, + "p25": 273.89, + "p75": 281.59, + "st_dev": 4.45, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1026, + "median": 1001, + "mean": 1001.97, + "p25": 996, + "p75": 1005, + "st_dev": 9.23, + "num": 312 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 87, + "mean": 83.32, + "p25": 74.5, + "p75": 95, + "st_dev": 14.37, + "num": 304 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 3.09, + "mean": 2.92, + "p25": 1.84, + "p75": 4.03, + "st_dev": 1.41, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.33, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57, + "mean": 48.44, + "p25": 0, + "p75": 90, + "st_dev": 40.08, + "num": 312 + } + }, + { + "month": 10, + "day": 28, + "temp": { + "record_min": 268.05, + "record_max": 287.67, + "average_min": 276.38, + "average_max": 281.06, + "median": 279.31, + "mean": 278.7, + "p25": 274.8, + "p75": 281.83, + "st_dev": 4.77, + "num": 312 + }, + "pressure": { + "min": 969, + "max": 1026, + "median": 1005.5, + "mean": 1002.66, + "p25": 994, + "p75": 1011.5, + "st_dev": 14.06, + "num": 312 + }, + "humidity": { + "min": 38, + "max": 100, + "median": 79, + "mean": 79.57, + "p25": 69, + "p75": 95, + "st_dev": 15.2, + "num": 309 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.81, + "mean": 3.04, + "p25": 1.54, + "p75": 4.11, + "st_dev": 1.73, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 48.21, + "p25": 0, + "p75": 90, + "st_dev": 42.25, + "num": 312 + } + }, + { + "month": 10, + "day": 29, + "temp": { + "record_min": 266.15, + "record_max": 286.44, + "average_min": 273.56, + "average_max": 279.76, + "median": 277.24, + "mean": 276.76, + "p25": 273.19, + "p75": 279.53, + "st_dev": 4.4, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1027, + "median": 1006, + "mean": 1006.23, + "p25": 1001.5, + "p75": 1013, + "st_dev": 11.89, + "num": 312 + }, + "humidity": { + "min": 41, + "max": 100, + "median": 80, + "mean": 78.08, + "p25": 70, + "p75": 90, + "st_dev": 14.77, + "num": 310 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.82, + "mean": 2.97, + "p25": 1.5, + "p75": 4.12, + "st_dev": 1.8, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 29.5, + "mean": 39.38, + "p25": 0, + "p75": 75, + "st_dev": 39.37, + "num": 312 + } + }, + { + "month": 10, + "day": 30, + "temp": { + "record_min": 269.7, + "record_max": 284.7, + "average_min": 272.88, + "average_max": 278.97, + "median": 275.64, + "mean": 275.75, + "p25": 273.24, + "p75": 277.71, + "st_dev": 3.41, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1032, + "median": 1010, + "mean": 1009.17, + "p25": 1001, + "p75": 1016, + "st_dev": 11.5, + "num": 312 + }, + "humidity": { + "min": 46, + "max": 100, + "median": 90, + "mean": 85.56, + "p25": 80, + "p75": 95.5, + "st_dev": 13.82, + "num": 301 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 1.51, + "mean": 2.39, + "p25": 1.03, + "p75": 3.43, + "st_dev": 1.93, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 50.38, + "p25": 0, + "p75": 90, + "st_dev": 40.75, + "num": 312 + } + }, + { + "month": 10, + "day": 31, + "temp": { + "record_min": 263.15, + "record_max": 283.89, + "average_min": 273.66, + "average_max": 279.48, + "median": 277.91, + "mean": 276.73, + "p25": 273.31, + "p75": 279.88, + "st_dev": 4.25, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1031, + "median": 1005, + "mean": 1006.99, + "p25": 998, + "p75": 1016, + "st_dev": 12.12, + "num": 312 + }, + "humidity": { + "min": 64, + "max": 100, + "median": 92, + "mean": 89.87, + "p25": 85, + "p75": 96, + "st_dev": 7.89, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.06, + "mean": 2.59, + "p25": 1.17, + "p75": 3.6, + "st_dev": 1.9, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 54.19, + "p25": 8, + "p75": 90, + "st_dev": 37.92, + "num": 312 + } + }, + { + "month": 11, + "day": 1, + "temp": { + "record_min": 265.15, + "record_max": 286.63, + "average_min": 274.09, + "average_max": 280.3, + "median": 277.7, + "mean": 277.26, + "p25": 273.49, + "p75": 280.96, + "st_dev": 4.44, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1030, + "median": 1002, + "mean": 1002.66, + "p25": 994, + "p75": 1010, + "st_dev": 10.86, + "num": 312 + }, + "humidity": { + "min": 36, + "max": 100, + "median": 94, + "mean": 88.71, + "p25": 83, + "p75": 98, + "st_dev": 13.44, + "num": 303 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.07, + "mean": 2.78, + "p25": 1.26, + "p75": 3.6, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.17, + "p25": 0, + "p75": 0.3, + "st_dev": 0.31, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.13, + "p25": 35, + "p75": 90, + "st_dev": 34.01, + "num": 312 + } + }, + { + "month": 11, + "day": 2, + "temp": { + "record_min": 270.09, + "record_max": 294.15, + "average_min": 275.29, + "average_max": 281.2, + "median": 277.15, + "mean": 278.2, + "p25": 274.55, + "p75": 281.38, + "st_dev": 4.62, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1028, + "median": 998, + "mean": 1001.41, + "p25": 993.5, + "p75": 1006, + "st_dev": 12.96, + "num": 312 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 92, + "mean": 87.88, + "p25": 82, + "p75": 95, + "st_dev": 10.68, + "num": 312 + }, + "wind": { + "min": 0, + "max": 11.8, + "median": 2.67, + "mean": 3.25, + "p25": 1.55, + "p75": 4.6, + "st_dev": 1.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 52.53, + "p25": 0, + "p75": 80, + "st_dev": 37.75, + "num": 312 + } + }, + { + "month": 11, + "day": 3, + "temp": { + "record_min": 269.63, + "record_max": 290.15, + "average_min": 275.21, + "average_max": 280.79, + "median": 277.72, + "mean": 277.81, + "p25": 274.83, + "p75": 280.05, + "st_dev": 4, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1027, + "median": 1000, + "mean": 999.66, + "p25": 990, + "p75": 1008, + "st_dev": 11.62, + "num": 312 + }, + "humidity": { + "min": 54, + "max": 100, + "median": 93, + "mean": 90.01, + "p25": 86, + "p75": 97, + "st_dev": 9.9, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 2.6, + "mean": 2.9, + "p25": 1.25, + "p75": 4.12, + "st_dev": 1.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0.3, + "st_dev": 0.65, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.82, + "p25": 20, + "p75": 85.5, + "st_dev": 35.88, + "num": 312 + } + }, + { + "month": 11, + "day": 4, + "temp": { + "record_min": 269.63, + "record_max": 286.15, + "average_min": 274.93, + "average_max": 279.27, + "median": 276.95, + "mean": 277.27, + "p25": 275.14, + "p75": 279.37, + "st_dev": 3.43, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1029, + "median": 1003, + "mean": 1001.45, + "p25": 986.5, + "p75": 1012.5, + "st_dev": 14.55, + "num": 312 + }, + "humidity": { + "min": 32, + "max": 100, + "median": 93, + "mean": 88.6, + "p25": 86, + "p75": 96, + "st_dev": 11.73, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.11, + "mean": 2.68, + "p25": 1.42, + "p75": 3.6, + "st_dev": 1.64, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.18, + "p25": 0, + "p75": 0.3, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.09, + "p25": 20, + "p75": 90, + "st_dev": 37.73, + "num": 312 + } + }, + { + "month": 11, + "day": 5, + "temp": { + "record_min": 266.81, + "record_max": 286.15, + "average_min": 273.73, + "average_max": 278.1, + "median": 275.35, + "mean": 276.08, + "p25": 273.89, + "p75": 278.86, + "st_dev": 3.85, + "num": 312 + }, + "pressure": { + "min": 966, + "max": 1026, + "median": 1005, + "mean": 1003.24, + "p25": 988, + "p75": 1016, + "st_dev": 15.01, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 93, + "mean": 88.86, + "p25": 85, + "p75": 98, + "st_dev": 13.09, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.99, + "mean": 2.38, + "p25": 1.15, + "p75": 3.6, + "st_dev": 1.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.75, + "p25": 20, + "p75": 92, + "st_dev": 37.93, + "num": 312 + } + }, + { + "month": 11, + "day": 6, + "temp": { + "record_min": 265.22, + "record_max": 287.03, + "average_min": 273.42, + "average_max": 277.65, + "median": 275.51, + "mean": 275.51, + "p25": 272.3, + "p75": 278.36, + "st_dev": 4.51, + "num": 312 + }, + "pressure": { + "min": 966, + "max": 1029, + "median": 1004, + "mean": 1004.74, + "p25": 996, + "p75": 1018, + "st_dev": 15.27, + "num": 312 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 94, + "mean": 89.56, + "p25": 86.5, + "p75": 98, + "st_dev": 11.55, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 1.54, + "mean": 2.03, + "p25": 1.14, + "p75": 2.58, + "st_dev": 1.28, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.35, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.88, + "p25": 0, + "p75": 92, + "st_dev": 39.59, + "num": 312 + } + }, + { + "month": 11, + "day": 7, + "temp": { + "record_min": 264.71, + "record_max": 283.38, + "average_min": 272.39, + "average_max": 276.86, + "median": 275.15, + "mean": 274.9, + "p25": 272.1, + "p75": 278.14, + "st_dev": 4.13, + "num": 312 + }, + "pressure": { + "min": 989, + "max": 1035, + "median": 1005, + "mean": 1007.09, + "p25": 998, + "p75": 1013, + "st_dev": 12.64, + "num": 312 + }, + "humidity": { + "min": 56, + "max": 100, + "median": 95, + "mean": 92.46, + "p25": 92, + "p75": 98, + "st_dev": 9.01, + "num": 311 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 1.62, + "mean": 2.27, + "p25": 1.15, + "p75": 3.1, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.29, + "p25": 0, + "p75": 0.3, + "st_dev": 0.76, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.78, + "p25": 40, + "p75": 92, + "st_dev": 32.34, + "num": 312 + } + }, + { + "month": 11, + "day": 8, + "temp": { + "record_min": 267.15, + "record_max": 287.15, + "average_min": 273.38, + "average_max": 277.78, + "median": 276.02, + "mean": 275.72, + "p25": 273.62, + "p75": 277.84, + "st_dev": 3.29, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1035, + "median": 1005, + "mean": 1009.63, + "p25": 1001, + "p75": 1020, + "st_dev": 11.21, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 94, + "mean": 91.33, + "p25": 89, + "p75": 98, + "st_dev": 9.46, + "num": 311 + }, + "wind": { + "min": 0, + "max": 6.2, + "median": 2.04, + "mean": 2.13, + "p25": 1.03, + "p75": 2.99, + "st_dev": 1.28, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.22, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.21, + "p25": 20, + "p75": 92, + "st_dev": 37.36, + "num": 312 + } + }, + { + "month": 11, + "day": 9, + "temp": { + "record_min": 269.15, + "record_max": 289.15, + "average_min": 275.05, + "average_max": 278.74, + "median": 276.95, + "mean": 277.11, + "p25": 274.29, + "p75": 279.59, + "st_dev": 3.79, + "num": 312 + }, + "pressure": { + "min": 981, + "max": 1033, + "median": 1004.5, + "mean": 1006.28, + "p25": 996, + "p75": 1011, + "st_dev": 12.87, + "num": 312 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 95, + "mean": 91.58, + "p25": 90, + "p75": 99, + "st_dev": 10.75, + "num": 302 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.85, + "mean": 2.93, + "p25": 1.5, + "p75": 3.91, + "st_dev": 1.66, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0.3, + "st_dev": 0.32, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 72.62, + "p25": 75, + "p75": 92, + "st_dev": 27.81, + "num": 312 + } + }, + { + "month": 11, + "day": 10, + "temp": { + "record_min": 269.05, + "record_max": 286.15, + "average_min": 274.26, + "average_max": 278.17, + "median": 275.99, + "mean": 276.36, + "p25": 274.21, + "p75": 279.12, + "st_dev": 3.38, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1031, + "median": 1006, + "mean": 1005.95, + "p25": 996, + "p75": 1013, + "st_dev": 13.83, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 92, + "mean": 88.9, + "p25": 85, + "p75": 98, + "st_dev": 12.45, + "num": 301 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.28, + "mean": 2.5, + "p25": 1.49, + "p75": 3.11, + "st_dev": 1.48, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 67.92, + "p25": 53, + "p75": 92, + "st_dev": 32.27, + "num": 312 + } + }, + { + "month": 11, + "day": 11, + "temp": { + "record_min": 267.21, + "record_max": 288.15, + "average_min": 274.65, + "average_max": 279.26, + "median": 277.13, + "mean": 276.92, + "p25": 274.11, + "p75": 279.47, + "st_dev": 4.57, + "num": 312 + }, + "pressure": { + "min": 973, + "max": 1032, + "median": 1005, + "mean": 1005.66, + "p25": 999, + "p75": 1014, + "st_dev": 13.4, + "num": 312 + }, + "humidity": { + "min": 34, + "max": 100, + "median": 93, + "mean": 87.8, + "p25": 83, + "p75": 97, + "st_dev": 14.4, + "num": 311 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 3.1, + "mean": 3.53, + "p25": 1.54, + "p75": 4.63, + "st_dev": 2.28, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 12, + "median": 0, + "mean": 0.16, + "p25": 0, + "p75": 0, + "st_dev": 0.72, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.85, + "p25": 20, + "p75": 90, + "st_dev": 37.15, + "num": 312 + } + }, + { + "month": 11, + "day": 12, + "temp": { + "record_min": 257.21, + "record_max": 286.24, + "average_min": 271.94, + "average_max": 277.89, + "median": 275.15, + "mean": 275.75, + "p25": 273.21, + "p75": 278.18, + "st_dev": 3.81, + "num": 312 + }, + "pressure": { + "min": 958, + "max": 1035, + "median": 1010, + "mean": 1007.91, + "p25": 998, + "p75": 1019, + "st_dev": 16.43, + "num": 312 + }, + "humidity": { + "min": 33, + "max": 100, + "median": 93, + "mean": 87.52, + "p25": 86, + "p75": 97, + "st_dev": 15.06, + "num": 308 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.41, + "mean": 2.64, + "p25": 1.15, + "p75": 3.57, + "st_dev": 1.75, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.08, + "p25": 0, + "p75": 0, + "st_dev": 0.17, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.08, + "p25": 0, + "p75": 90, + "st_dev": 39.55, + "num": 312 + } + }, + { + "month": 11, + "day": 13, + "temp": { + "record_min": 266.32, + "record_max": 289.15, + "average_min": 273.06, + "average_max": 278.04, + "median": 275.08, + "mean": 275.57, + "p25": 273.62, + "p75": 277.45, + "st_dev": 3.6, + "num": 312 + }, + "pressure": { + "min": 988, + "max": 1029, + "median": 1013, + "mean": 1010.8, + "p25": 1000, + "p75": 1019.5, + "st_dev": 11.19, + "num": 312 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 93, + "mean": 87.59, + "p25": 86, + "p75": 97, + "st_dev": 14.54, + "num": 311 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 2.1, + "mean": 2.22, + "p25": 1.21, + "p75": 2.75, + "st_dev": 1.33, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0.3, + "st_dev": 0.62, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 57.19, + "p25": 8, + "p75": 90, + "st_dev": 38.67, + "num": 312 + } + }, + { + "month": 11, + "day": 14, + "temp": { + "record_min": 266.32, + "record_max": 286.15, + "average_min": 272.02, + "average_max": 277.14, + "median": 274.7, + "mean": 274.7, + "p25": 271.86, + "p75": 277.26, + "st_dev": 3.64, + "num": 312 + }, + "pressure": { + "min": 989, + "max": 1035, + "median": 1010, + "mean": 1011.32, + "p25": 1003, + "p75": 1021, + "st_dev": 11.6, + "num": 312 + }, + "humidity": { + "min": 24, + "max": 100, + "median": 96, + "mean": 91.52, + "p25": 91.5, + "p75": 98, + "st_dev": 12.91, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.56, + "mean": 2.12, + "p25": 1.06, + "p75": 2.57, + "st_dev": 1.5, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.15, + "p25": 0, + "p75": 0.3, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 68.85, + "p25": 56, + "p75": 90, + "st_dev": 30.92, + "num": 312 + } + }, + { + "month": 11, + "day": 15, + "temp": { + "record_min": 266.27, + "record_max": 283.31, + "average_min": 272.97, + "average_max": 278.08, + "median": 275.56, + "mean": 275.71, + "p25": 273.25, + "p75": 279.21, + "st_dev": 3.96, + "num": 311 + }, + "pressure": { + "min": 990, + "max": 1033, + "median": 1012, + "mean": 1010.59, + "p25": 1002, + "p75": 1020, + "st_dev": 11.06, + "num": 311 + }, + "humidity": { + "min": 66, + "max": 100, + "median": 93, + "mean": 90.53, + "p25": 86, + "p75": 97, + "st_dev": 9.06, + "num": 311 + }, + "wind": { + "min": 0.46, + "max": 7.2, + "median": 2.57, + "mean": 2.74, + "p25": 1.96, + "p75": 3.6, + "st_dev": 1.33, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0.3, + "st_dev": 0.16, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.44, + "p25": 0, + "p75": 90, + "st_dev": 38.07, + "num": 311 + } + }, + { + "month": 11, + "day": 16, + "temp": { + "record_min": 266.21, + "record_max": 283.1, + "average_min": 273.73, + "average_max": 278.11, + "median": 276.01, + "mean": 275.95, + "p25": 274.1, + "p75": 279.21, + "st_dev": 4.08, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1023, + "median": 1007, + "mean": 1004.1, + "p25": 992, + "p75": 1018, + "st_dev": 14.64, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 92, + "mean": 87.05, + "p25": 83, + "p75": 95, + "st_dev": 11.74, + "num": 312 + }, + "wind": { + "min": 0.97, + "max": 8.23, + "median": 3.23, + "mean": 3.63, + "p25": 2.49, + "p75": 4.6, + "st_dev": 1.7, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0.3, + "st_dev": 0.24, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.59, + "p25": 23, + "p75": 90, + "st_dev": 34.96, + "num": 312 + } + }, + { + "month": 11, + "day": 17, + "temp": { + "record_min": 262.44, + "record_max": 282.92, + "average_min": 272, + "average_max": 277.16, + "median": 274.73, + "mean": 274.89, + "p25": 273.19, + "p75": 276.8, + "st_dev": 3.17, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1025, + "median": 1005, + "mean": 1003.87, + "p25": 989, + "p75": 1018, + "st_dev": 16.64, + "num": 312 + }, + "humidity": { + "min": 53, + "max": 100, + "median": 90, + "mean": 86.59, + "p25": 80.5, + "p75": 95, + "st_dev": 10.81, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.61, + "mean": 2.78, + "p25": 1.61, + "p75": 3.6, + "st_dev": 1.49, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 49.56, + "p25": 5, + "p75": 76, + "st_dev": 37.49, + "num": 312 + } + }, + { + "month": 11, + "day": 18, + "temp": { + "record_min": 262.3, + "record_max": 284.74, + "average_min": 271.31, + "average_max": 275.53, + "median": 273.48, + "mean": 273.4, + "p25": 271.08, + "p75": 275.32, + "st_dev": 4.32, + "num": 312 + }, + "pressure": { + "min": 963, + "max": 1035, + "median": 1005, + "mean": 1004.28, + "p25": 994, + "p75": 1022.5, + "st_dev": 18.21, + "num": 312 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 93, + "mean": 89.17, + "p25": 85, + "p75": 97, + "st_dev": 11.17, + "num": 312 + }, + "wind": { + "min": 0, + "max": 14.4, + "median": 2, + "mean": 2.82, + "p25": 1.3, + "p75": 3.6, + "st_dev": 2.27, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0.3, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.32, + "p25": 32, + "p75": 90, + "st_dev": 34.75, + "num": 312 + } + }, + { + "month": 11, + "day": 19, + "temp": { + "record_min": 262.95, + "record_max": 284.21, + "average_min": 269.78, + "average_max": 274.91, + "median": 273.08, + "mean": 272.51, + "p25": 269.95, + "p75": 274.68, + "st_dev": 4.24, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1033, + "median": 1000, + "mean": 1003.32, + "p25": 995, + "p75": 1014, + "st_dev": 15.35, + "num": 312 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 92, + "mean": 87.07, + "p25": 80, + "p75": 95, + "st_dev": 11.97, + "num": 306 + }, + "wind": { + "min": 0, + "max": 11.3, + "median": 2.6, + "mean": 2.98, + "p25": 1.54, + "p75": 3.76, + "st_dev": 1.86, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.33, + "p25": 0, + "p75": 84, + "st_dev": 37.92, + "num": 312 + } + }, + { + "month": 11, + "day": 20, + "temp": { + "record_min": 261.96, + "record_max": 280.21, + "average_min": 268.26, + "average_max": 272.77, + "median": 270.87, + "mean": 270.65, + "p25": 268.16, + "p75": 273.17, + "st_dev": 3.83, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1033, + "median": 1010, + "mean": 1008.65, + "p25": 999, + "p75": 1018, + "st_dev": 13.09, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 89, + "mean": 85.45, + "p25": 77, + "p75": 96, + "st_dev": 12.2, + "num": 308 + }, + "wind": { + "min": 0.33, + "max": 9.77, + "median": 2.06, + "mean": 2.5, + "p25": 1.17, + "p75": 3.1, + "st_dev": 1.76, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 48, + "mean": 45.18, + "p25": 0, + "p75": 80, + "st_dev": 38.95, + "num": 312 + } + }, + { + "month": 11, + "day": 21, + "temp": { + "record_min": 261.38, + "record_max": 281.15, + "average_min": 268.19, + "average_max": 273.49, + "median": 271.02, + "mean": 271.26, + "p25": 268.29, + "p75": 274.55, + "st_dev": 4.57, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1031, + "median": 1009, + "mean": 1008.36, + "p25": 999, + "p75": 1019, + "st_dev": 12.97, + "num": 312 + }, + "humidity": { + "min": 31, + "max": 100, + "median": 93, + "mean": 87.11, + "p25": 80, + "p75": 97, + "st_dev": 13.72, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.34, + "mean": 2.98, + "p25": 1.34, + "p75": 4.6, + "st_dev": 2.02, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.67, + "p25": 7, + "p75": 85, + "st_dev": 37.14, + "num": 312 + } + }, + { + "month": 11, + "day": 22, + "temp": { + "record_min": 259.02, + "record_max": 280.15, + "average_min": 268.43, + "average_max": 273.17, + "median": 271.35, + "mean": 270.71, + "p25": 265.42, + "p75": 275.52, + "st_dev": 5.67, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1027, + "median": 1011, + "mean": 1006.72, + "p25": 995, + "p75": 1016, + "st_dev": 12.25, + "num": 312 + }, + "humidity": { + "min": 42, + "max": 100, + "median": 93, + "mean": 86.94, + "p25": 81, + "p75": 97, + "st_dev": 14.19, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 1.84, + "mean": 2.59, + "p25": 1.08, + "p75": 3.6, + "st_dev": 1.94, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 47.15, + "p25": 0, + "p75": 90, + "st_dev": 42.69, + "num": 312 + } + }, + { + "month": 11, + "day": 23, + "temp": { + "record_min": 256.73, + "record_max": 281.45, + "average_min": 269.26, + "average_max": 274.45, + "median": 273.31, + "mean": 271.87, + "p25": 266.57, + "p75": 276.93, + "st_dev": 6.55, + "num": 312 + }, + "pressure": { + "min": 966, + "max": 1026, + "median": 1009, + "mean": 1004.97, + "p25": 1000, + "p75": 1013.5, + "st_dev": 14.05, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 94, + "mean": 86.18, + "p25": 74.5, + "p75": 97, + "st_dev": 15.49, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.91, + "median": 2.29, + "mean": 2.43, + "p25": 1.09, + "p75": 3.49, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.13, + "p25": 0, + "p75": 0, + "st_dev": 0.44, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 17, + "mean": 38.66, + "p25": 0, + "p75": 90, + "st_dev": 41.24, + "num": 312 + } + }, + { + "month": 11, + "day": 24, + "temp": { + "record_min": 256.73, + "record_max": 280.15, + "average_min": 270.04, + "average_max": 275.65, + "median": 273.89, + "mean": 273.1, + "p25": 271.21, + "p75": 276.04, + "st_dev": 4.54, + "num": 312 + }, + "pressure": { + "min": 971, + "max": 1021, + "median": 1006, + "mean": 1004.29, + "p25": 1000, + "p75": 1010, + "st_dev": 10.68, + "num": 312 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 90, + "mean": 85.82, + "p25": 77.5, + "p75": 95, + "st_dev": 12.9, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 2.42, + "mean": 2.64, + "p25": 1.54, + "p75": 3.32, + "st_dev": 1.55, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.25, + "p25": 0, + "p75": 0, + "st_dev": 0.76, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 68, + "mean": 44.77, + "p25": 0, + "p75": 90, + "st_dev": 42.7, + "num": 312 + } + }, + { + "month": 11, + "day": 25, + "temp": { + "record_min": 256.96, + "record_max": 282.78, + "average_min": 269.31, + "average_max": 274.97, + "median": 273.21, + "mean": 272.58, + "p25": 270.09, + "p75": 274.27, + "st_dev": 5.21, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1031, + "median": 1005, + "mean": 1006.07, + "p25": 997, + "p75": 1017, + "st_dev": 12.64, + "num": 312 + }, + "humidity": { + "min": 50, + "max": 100, + "median": 91, + "mean": 87.76, + "p25": 83, + "p75": 95, + "st_dev": 9.79, + "num": 305 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 1.6, + "mean": 2.26, + "p25": 1.05, + "p75": 2.66, + "st_dev": 1.67, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 61.5, + "mean": 46.42, + "p25": 0, + "p75": 88, + "st_dev": 40.74, + "num": 312 + } + }, + { + "month": 11, + "day": 26, + "temp": { + "record_min": 255.64, + "record_max": 280.01, + "average_min": 268.65, + "average_max": 273.01, + "median": 272.32, + "mean": 270.71, + "p25": 267.02, + "p75": 274.07, + "st_dev": 5.7, + "num": 312 + }, + "pressure": { + "min": 980, + "max": 1030, + "median": 1007, + "mean": 1006.24, + "p25": 995, + "p75": 1016, + "st_dev": 13.68, + "num": 312 + }, + "humidity": { + "min": 52, + "max": 100, + "median": 93, + "mean": 88.17, + "p25": 85, + "p75": 97, + "st_dev": 12.33, + "num": 299 + }, + "wind": { + "min": 0, + "max": 8.23, + "median": 1.5, + "mean": 2.01, + "p25": 1.03, + "p75": 2.6, + "st_dev": 1.5, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 39, + "mean": 40.71, + "p25": 0, + "p75": 75, + "st_dev": 37.78, + "num": 312 + } + }, + { + "month": 11, + "day": 27, + "temp": { + "record_min": 255.69, + "record_max": 281.63, + "average_min": 268.81, + "average_max": 273.83, + "median": 272.46, + "mean": 271.67, + "p25": 269.21, + "p75": 274.66, + "st_dev": 5.05, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1028, + "median": 1009, + "mean": 1008.21, + "p25": 1000, + "p75": 1018, + "st_dev": 12.44, + "num": 312 + }, + "humidity": { + "min": 45, + "max": 100, + "median": 92, + "mean": 85.4, + "p25": 80, + "p75": 96, + "st_dev": 13.84, + "num": 293 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 3.1, + "mean": 3.1, + "p25": 1.4, + "p75": 4.12, + "st_dev": 1.83, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.34, + "p25": 20, + "p75": 88, + "st_dev": 36.23, + "num": 312 + } + }, + { + "month": 11, + "day": 28, + "temp": { + "record_min": 260.15, + "record_max": 280.36, + "average_min": 268.82, + "average_max": 273.04, + "median": 271.89, + "mean": 271.12, + "p25": 268.17, + "p75": 273.33, + "st_dev": 4.15, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1033, + "median": 1011, + "mean": 1010.17, + "p25": 1003, + "p75": 1024.5, + "st_dev": 15.24, + "num": 312 + }, + "humidity": { + "min": 47, + "max": 100, + "median": 86, + "mean": 85.48, + "p25": 79, + "p75": 96, + "st_dev": 11.79, + "num": 289 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 3.09, + "mean": 3.33, + "p25": 1.17, + "p75": 4.76, + "st_dev": 2.13, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.37, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.75, + "p25": 3, + "p75": 90, + "st_dev": 38.55, + "num": 312 + } + }, + { + "month": 11, + "day": 29, + "temp": { + "record_min": 261.21, + "record_max": 275.97, + "average_min": 268.89, + "average_max": 272.63, + "median": 271.31, + "mean": 270.95, + "p25": 269.22, + "p75": 273.15, + "st_dev": 2.93, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1033, + "median": 1008, + "mean": 1008.55, + "p25": 1000.5, + "p75": 1022, + "st_dev": 15.32, + "num": 312 + }, + "humidity": { + "min": 63, + "max": 100, + "median": 92, + "mean": 88.3, + "p25": 79, + "p75": 95, + "st_dev": 8.72, + "num": 296 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 2.06, + "mean": 2.68, + "p25": 1.19, + "p75": 4, + "st_dev": 1.87, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.09, + "p25": 0, + "p75": 0, + "st_dev": 0.3, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.67, + "p25": 42, + "p75": 90, + "st_dev": 32.71, + "num": 312 + } + }, + { + "month": 11, + "day": 30, + "temp": { + "record_min": 261.05, + "record_max": 280.54, + "average_min": 268.58, + "average_max": 273.07, + "median": 270.89, + "mean": 271.13, + "p25": 268.68, + "p75": 273.36, + "st_dev": 3.89, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1034, + "median": 1007, + "mean": 1005.42, + "p25": 995, + "p75": 1015, + "st_dev": 14.94, + "num": 312 + }, + "humidity": { + "min": 62, + "max": 100, + "median": 92, + "mean": 88.9, + "p25": 82, + "p75": 95, + "st_dev": 9.34, + "num": 312 + }, + "wind": { + "min": 0, + "max": 10.3, + "median": 2.06, + "mean": 2.64, + "p25": 1.15, + "p75": 3.06, + "st_dev": 2.05, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.58, + "p25": 20, + "p75": 90, + "st_dev": 37.1, + "num": 312 + } + }, + { + "month": 12, + "day": 1, + "temp": { + "record_min": 258.35, + "record_max": 281.94, + "average_min": 267.94, + "average_max": 272.87, + "median": 270.53, + "mean": 270.7, + "p25": 266.4, + "p75": 274.16, + "st_dev": 5.46, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1036, + "median": 1009, + "mean": 1008.81, + "p25": 1000, + "p75": 1014.5, + "st_dev": 12.66, + "num": 312 + }, + "humidity": { + "min": 52, + "max": 100, + "median": 88, + "mean": 84.51, + "p25": 79, + "p75": 92, + "st_dev": 11.08, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.57, + "mean": 2.99, + "p25": 1.29, + "p75": 4.58, + "st_dev": 2.06, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.16, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 50.11, + "p25": 0, + "p75": 75, + "st_dev": 38.19, + "num": 312 + } + }, + { + "month": 12, + "day": 2, + "temp": { + "record_min": 258.21, + "record_max": 279.95, + "average_min": 266.87, + "average_max": 271.92, + "median": 270.38, + "mean": 269.54, + "p25": 264.81, + "p75": 273.61, + "st_dev": 5.42, + "num": 312 + }, + "pressure": { + "min": 976, + "max": 1038, + "median": 1010, + "mean": 1009.58, + "p25": 998.5, + "p75": 1017.5, + "st_dev": 12.89, + "num": 312 + }, + "humidity": { + "min": 58, + "max": 100, + "median": 92, + "mean": 88.26, + "p25": 84, + "p75": 96, + "st_dev": 10.48, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 1.71, + "mean": 2.45, + "p25": 1.06, + "p75": 3.27, + "st_dev": 1.92, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.88, + "p25": 20, + "p75": 83.5, + "st_dev": 35.94, + "num": 312 + } + }, + { + "month": 12, + "day": 3, + "temp": { + "record_min": 256.15, + "record_max": 278.15, + "average_min": 265.67, + "average_max": 270.91, + "median": 268.67, + "mean": 268.21, + "p25": 263.6, + "p75": 273.21, + "st_dev": 5.7, + "num": 312 + }, + "pressure": { + "min": 982, + "max": 1038, + "median": 1011, + "mean": 1009.57, + "p25": 1002, + "p75": 1018, + "st_dev": 13.27, + "num": 312 + }, + "humidity": { + "min": 50, + "max": 100, + "median": 89, + "mean": 86.18, + "p25": 78, + "p75": 95, + "st_dev": 11.22, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.69, + "mean": 2.03, + "p25": 1.08, + "p75": 2.57, + "st_dev": 1.32, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 53, + "mean": 48.63, + "p25": 8, + "p75": 75, + "st_dev": 36.04, + "num": 312 + } + }, + { + "month": 12, + "day": 4, + "temp": { + "record_min": 254.15, + "record_max": 277.9, + "average_min": 265.66, + "average_max": 269.89, + "median": 268.47, + "mean": 267.96, + "p25": 264.21, + "p75": 273.15, + "st_dev": 5.85, + "num": 311 + }, + "pressure": { + "min": 973, + "max": 1034, + "median": 1006, + "mean": 1008.57, + "p25": 1000, + "p75": 1018, + "st_dev": 13.04, + "num": 311 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 86, + "mean": 84.22, + "p25": 77, + "p75": 92, + "st_dev": 12.27, + "num": 307 + }, + "wind": { + "min": 0, + "max": 8.2, + "median": 1.74, + "mean": 2.05, + "p25": 1.03, + "p75": 2.63, + "st_dev": 1.26, + "num": 311 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.2, + "p25": 0, + "p75": 0, + "st_dev": 0.7, + "num": 311 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 72, + "mean": 52.42, + "p25": 16, + "p75": 84, + "st_dev": 36.48, + "num": 311 + } + }, + { + "month": 12, + "day": 5, + "temp": { + "record_min": 254.15, + "record_max": 281.24, + "average_min": 266.74, + "average_max": 271.52, + "median": 270.15, + "mean": 269.39, + "p25": 265.95, + "p75": 273.7, + "st_dev": 5.94, + "num": 312 + }, + "pressure": { + "min": 964, + "max": 1033, + "median": 1005.5, + "mean": 1005.55, + "p25": 995, + "p75": 1017, + "st_dev": 14.82, + "num": 312 + }, + "humidity": { + "min": 54, + "max": 100, + "median": 86, + "mean": 84.05, + "p25": 78, + "p75": 92, + "st_dev": 11.09, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 2.39, + "mean": 2.87, + "p25": 1.23, + "p75": 4.1, + "st_dev": 1.98, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 64.15, + "p25": 32, + "p75": 92, + "st_dev": 35.65, + "num": 312 + } + }, + { + "month": 12, + "day": 6, + "temp": { + "record_min": 259.21, + "record_max": 281.85, + "average_min": 267.72, + "average_max": 270.83, + "median": 268.88, + "mean": 269.3, + "p25": 265.89, + "p75": 273.15, + "st_dev": 5.24, + "num": 312 + }, + "pressure": { + "min": 975, + "max": 1025, + "median": 1009, + "mean": 1004.79, + "p25": 992.5, + "p75": 1013, + "st_dev": 12.68, + "num": 312 + }, + "humidity": { + "min": 62, + "max": 100, + "median": 89, + "mean": 86.98, + "p25": 81.5, + "p75": 94, + "st_dev": 9.61, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.8, + "median": 1.54, + "mean": 2.47, + "p25": 1.06, + "p75": 3.97, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.55, + "p25": 40, + "p75": 90, + "st_dev": 33.73, + "num": 312 + } + }, + { + "month": 12, + "day": 7, + "temp": { + "record_min": 260.38, + "record_max": 280.22, + "average_min": 267.38, + "average_max": 272.43, + "median": 271.15, + "mean": 270.16, + "p25": 264.64, + "p75": 274.19, + "st_dev": 5.35, + "num": 312 + }, + "pressure": { + "min": 956, + "max": 1029, + "median": 1006, + "mean": 1003.81, + "p25": 994.5, + "p75": 1013, + "st_dev": 14.5, + "num": 312 + }, + "humidity": { + "min": 61, + "max": 100, + "median": 88, + "mean": 87.24, + "p25": 83.5, + "p75": 92, + "st_dev": 8.03, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.55, + "median": 2.17, + "mean": 2.56, + "p25": 1.5, + "p75": 3.46, + "st_dev": 1.35, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.11, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 56.3, + "p25": 8, + "p75": 90, + "st_dev": 38.06, + "num": 312 + } + }, + { + "month": 12, + "day": 8, + "temp": { + "record_min": 259.24, + "record_max": 281.23, + "average_min": 267.49, + "average_max": 273.26, + "median": 270.73, + "mean": 270.81, + "p25": 268.02, + "p75": 273.65, + "st_dev": 4.49, + "num": 312 + }, + "pressure": { + "min": 955, + "max": 1038, + "median": 1007, + "mean": 1001.03, + "p25": 987, + "p75": 1013, + "st_dev": 19.81, + "num": 312 + }, + "humidity": { + "min": 68, + "max": 100, + "median": 92, + "mean": 89.31, + "p25": 85.5, + "p75": 95, + "st_dev": 8.64, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.5, + "median": 2.38, + "mean": 2.65, + "p25": 1.59, + "p75": 3.6, + "st_dev": 1.32, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.62, + "p25": 32, + "p75": 90, + "st_dev": 34.87, + "num": 312 + } + }, + { + "month": 12, + "day": 9, + "temp": { + "record_min": 260.15, + "record_max": 280.44, + "average_min": 268.2, + "average_max": 272.94, + "median": 271.4, + "mean": 270.53, + "p25": 266.92, + "p75": 273.87, + "st_dev": 4.33, + "num": 312 + }, + "pressure": { + "min": 961, + "max": 1043, + "median": 1009, + "mean": 1002.79, + "p25": 987, + "p75": 1014, + "st_dev": 19.74, + "num": 312 + }, + "humidity": { + "min": 15, + "max": 100, + "median": 92.5, + "mean": 87.41, + "p25": 80.5, + "p75": 95, + "st_dev": 10.65, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.7, + "median": 2.27, + "mean": 2.49, + "p25": 1.31, + "p75": 3.1, + "st_dev": 1.4, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.13, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.12, + "p25": 0, + "p75": 90, + "st_dev": 38.88, + "num": 312 + } + }, + { + "month": 12, + "day": 10, + "temp": { + "record_min": 261.15, + "record_max": 280.14, + "average_min": 268.05, + "average_max": 272.43, + "median": 271.21, + "mean": 270.36, + "p25": 265.55, + "p75": 274.15, + "st_dev": 4.87, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1041, + "median": 1008, + "mean": 1004.97, + "p25": 993.5, + "p75": 1014, + "st_dev": 16.23, + "num": 312 + }, + "humidity": { + "min": 59, + "max": 100, + "median": 92, + "mean": 87.72, + "p25": 84, + "p75": 95, + "st_dev": 10.4, + "num": 311 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.57, + "mean": 2.68, + "p25": 1.21, + "p75": 3.6, + "st_dev": 1.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.26, + "p25": 0, + "p75": 0, + "st_dev": 0.75, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.57, + "p25": 14.5, + "p75": 90, + "st_dev": 36.57, + "num": 312 + } + }, + { + "month": 12, + "day": 11, + "temp": { + "record_min": 260.62, + "record_max": 277.69, + "average_min": 268.11, + "average_max": 272.04, + "median": 271.21, + "mean": 270.5, + "p25": 267.49, + "p75": 273.31, + "st_dev": 4.07, + "num": 312 + }, + "pressure": { + "min": 970, + "max": 1034, + "median": 1009, + "mean": 1006.61, + "p25": 994.5, + "p75": 1019, + "st_dev": 15.86, + "num": 312 + }, + "humidity": { + "min": 59, + "max": 100, + "median": 92, + "mean": 89.78, + "p25": 87, + "p75": 95, + "st_dev": 8.41, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.3, + "median": 2.57, + "mean": 2.71, + "p25": 1.36, + "p75": 3.6, + "st_dev": 1.72, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 61.05, + "p25": 31, + "p75": 90, + "st_dev": 33.27, + "num": 312 + } + }, + { + "month": 12, + "day": 12, + "temp": { + "record_min": 256.65, + "record_max": 279.35, + "average_min": 266.11, + "average_max": 270.94, + "median": 269.9, + "mean": 268.76, + "p25": 265.15, + "p75": 272.93, + "st_dev": 5.09, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1034, + "median": 1010.5, + "mean": 1008.27, + "p25": 1000.5, + "p75": 1017, + "st_dev": 16.11, + "num": 312 + }, + "humidity": { + "min": 62, + "max": 100, + "median": 92, + "mean": 90.09, + "p25": 85, + "p75": 97, + "st_dev": 7.37, + "num": 311 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 1.92, + "mean": 2.28, + "p25": 1.21, + "p75": 3.09, + "st_dev": 1.43, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 57, + "mean": 47.54, + "p25": 0, + "p75": 75, + "st_dev": 35.18, + "num": 312 + } + }, + { + "month": 12, + "day": 13, + "temp": { + "record_min": 254.74, + "record_max": 274.95, + "average_min": 264.37, + "average_max": 269.24, + "median": 266.95, + "mean": 267.23, + "p25": 264.51, + "p75": 271.18, + "st_dev": 4.88, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1034, + "median": 1012, + "mean": 1007.71, + "p25": 999, + "p75": 1017, + "st_dev": 16.15, + "num": 312 + }, + "humidity": { + "min": 60, + "max": 100, + "median": 92, + "mean": 90.38, + "p25": 86, + "p75": 97, + "st_dev": 7.76, + "num": 312 + }, + "wind": { + "min": 0, + "max": 5.14, + "median": 1.33, + "mean": 1.57, + "p25": 1.03, + "p75": 2.1, + "st_dev": 0.91, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.12, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.97, + "p25": 32, + "p75": 90, + "st_dev": 34.46, + "num": 312 + } + }, + { + "month": 12, + "day": 14, + "temp": { + "record_min": 253.42, + "record_max": 278.57, + "average_min": 264.3, + "average_max": 269.78, + "median": 266.21, + "mean": 267.49, + "p25": 263.15, + "p75": 273.32, + "st_dev": 5.53, + "num": 312 + }, + "pressure": { + "min": 966, + "max": 1035, + "median": 1011, + "mean": 1005.74, + "p25": 998.5, + "p75": 1015.5, + "st_dev": 16.81, + "num": 312 + }, + "humidity": { + "min": 58, + "max": 100, + "median": 92, + "mean": 89.29, + "p25": 85, + "p75": 97, + "st_dev": 10.22, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 1.51, + "mean": 1.95, + "p25": 1.08, + "p75": 2.57, + "st_dev": 1.39, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 62.16, + "p25": 25, + "p75": 90, + "st_dev": 36.26, + "num": 312 + } + }, + { + "month": 12, + "day": 15, + "temp": { + "record_min": 255.21, + "record_max": 280, + "average_min": 266.22, + "average_max": 271.17, + "median": 267.89, + "mean": 268.52, + "p25": 263.18, + "p75": 274.21, + "st_dev": 5.91, + "num": 312 + }, + "pressure": { + "min": 967, + "max": 1034, + "median": 1008, + "mean": 1005.76, + "p25": 992, + "p75": 1016, + "st_dev": 16.16, + "num": 312 + }, + "humidity": { + "min": 50, + "max": 100, + "median": 92, + "mean": 90.29, + "p25": 88, + "p75": 95, + "st_dev": 8.29, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.17, + "median": 1.77, + "mean": 2.04, + "p25": 1.03, + "p75": 2.8, + "st_dev": 1.22, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.12, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 58.25, + "p25": 39, + "p75": 81.5, + "st_dev": 31.24, + "num": 312 + } + }, + { + "month": 12, + "day": 16, + "temp": { + "record_min": 254.21, + "record_max": 281.13, + "average_min": 266.59, + "average_max": 272.81, + "median": 271.15, + "mean": 270.29, + "p25": 265.41, + "p75": 274.16, + "st_dev": 5.89, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1030, + "median": 1009, + "mean": 1006.63, + "p25": 996, + "p75": 1015, + "st_dev": 12.39, + "num": 312 + }, + "humidity": { + "min": 49, + "max": 100, + "median": 92, + "mean": 87.48, + "p25": 82, + "p75": 96, + "st_dev": 11.8, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 2.06, + "mean": 2.29, + "p25": 1.24, + "p75": 3.16, + "st_dev": 1.46, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.07, + "p25": 0, + "p75": 0, + "st_dev": 0.23, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 59.79, + "p25": 29, + "p75": 90, + "st_dev": 35.52, + "num": 312 + } + }, + { + "month": 12, + "day": 17, + "temp": { + "record_min": 258.67, + "record_max": 278.21, + "average_min": 267.08, + "average_max": 271.35, + "median": 269.65, + "mean": 269.39, + "p25": 266.13, + "p75": 273.04, + "st_dev": 4.11, + "num": 312 + }, + "pressure": { + "min": 993, + "max": 1033, + "median": 1009, + "mean": 1008.9, + "p25": 1002, + "p75": 1014, + "st_dev": 9.54, + "num": 312 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 92, + "mean": 89.09, + "p25": 86, + "p75": 96, + "st_dev": 11.71, + "num": 290 + }, + "wind": { + "min": 0, + "max": 4.12, + "median": 1.19, + "mean": 1.44, + "p25": 1.01, + "p75": 2.05, + "st_dev": 0.77, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.08, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.54, + "p25": 0, + "p75": 90, + "st_dev": 38.28, + "num": 312 + } + }, + { + "month": 12, + "day": 18, + "temp": { + "record_min": 259.36, + "record_max": 280.21, + "average_min": 266.78, + "average_max": 273.9, + "median": 270.25, + "mean": 270.19, + "p25": 266.8, + "p75": 273.24, + "st_dev": 4.66, + "num": 312 + }, + "pressure": { + "min": 979, + "max": 1031, + "median": 1009, + "mean": 1007.26, + "p25": 1000, + "p75": 1014, + "st_dev": 10.91, + "num": 312 + }, + "humidity": { + "min": 58, + "max": 100, + "median": 92, + "mean": 90.26, + "p25": 87.5, + "p75": 97, + "st_dev": 9.4, + "num": 293 + }, + "wind": { + "min": 0, + "max": 9.26, + "median": 1.41, + "mean": 1.85, + "p25": 0.99, + "p75": 2.28, + "st_dev": 1.53, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.81, + "p25": 20, + "p75": 90, + "st_dev": 36.56, + "num": 312 + } + }, + { + "month": 12, + "day": 19, + "temp": { + "record_min": 259.3, + "record_max": 281.01, + "average_min": 268.14, + "average_max": 274.29, + "median": 272.15, + "mean": 271.72, + "p25": 268.4, + "p75": 275.49, + "st_dev": 4.66, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1026, + "median": 1009, + "mean": 1005.45, + "p25": 997, + "p75": 1016, + "st_dev": 12.7, + "num": 312 + }, + "humidity": { + "min": 48, + "max": 100, + "median": 92, + "mean": 88.79, + "p25": 86, + "p75": 95, + "st_dev": 11.42, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.72, + "median": 2.1, + "mean": 2.5, + "p25": 1.07, + "p75": 3.53, + "st_dev": 1.69, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.2, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.37, + "p25": 8, + "p75": 90, + "st_dev": 38.29, + "num": 312 + } + }, + { + "month": 12, + "day": 20, + "temp": { + "record_min": 262.15, + "record_max": 281.96, + "average_min": 269.17, + "average_max": 274.24, + "median": 272.37, + "mean": 272.2, + "p25": 269.2, + "p75": 274.26, + "st_dev": 4.44, + "num": 312 + }, + "pressure": { + "min": 984, + "max": 1031, + "median": 1003, + "mean": 1004.82, + "p25": 998, + "p75": 1009, + "st_dev": 12.03, + "num": 312 + }, + "humidity": { + "min": 51, + "max": 100, + "median": 92, + "mean": 89.7, + "p25": 90, + "p75": 96, + "st_dev": 11.12, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 2.19, + "mean": 2.5, + "p25": 1.16, + "p75": 3.1, + "st_dev": 1.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.8, + "p25": 4, + "p75": 90, + "st_dev": 38.47, + "num": 312 + } + }, + { + "month": 12, + "day": 21, + "temp": { + "record_min": 260.15, + "record_max": 279.39, + "average_min": 269.4, + "average_max": 273.04, + "median": 271.15, + "mean": 271.4, + "p25": 267.04, + "p75": 275.37, + "st_dev": 5.07, + "num": 312 + }, + "pressure": { + "min": 964, + "max": 1030, + "median": 998, + "mean": 1000.77, + "p25": 993, + "p75": 1009, + "st_dev": 14.94, + "num": 312 + }, + "humidity": { + "min": 55, + "max": 100, + "median": 92, + "mean": 90.09, + "p25": 86, + "p75": 95, + "st_dev": 8.8, + "num": 312 + }, + "wind": { + "min": 0, + "max": 8.75, + "median": 2.6, + "mean": 2.63, + "p25": 1.32, + "p75": 3.93, + "st_dev": 1.74, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.46, + "p25": 48, + "p75": 90, + "st_dev": 32.9, + "num": 312 + } + }, + { + "month": 12, + "day": 22, + "temp": { + "record_min": 263.15, + "record_max": 278.72, + "average_min": 270.38, + "average_max": 273.83, + "median": 273.05, + "mean": 271.96, + "p25": 269.15, + "p75": 275.28, + "st_dev": 3.97, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1031, + "median": 993, + "mean": 997.7, + "p25": 988, + "p75": 1003, + "st_dev": 14.19, + "num": 312 + }, + "humidity": { + "min": 52, + "max": 100, + "median": 92, + "mean": 87.69, + "p25": 84.5, + "p75": 94, + "st_dev": 10.3, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.69, + "median": 2.57, + "mean": 2.69, + "p25": 1.5, + "p75": 3.82, + "st_dev": 1.56, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.14, + "p25": 0, + "p75": 0, + "st_dev": 0.29, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.45, + "p25": 29, + "p75": 90, + "st_dev": 34.25, + "num": 312 + } + }, + { + "month": 12, + "day": 23, + "temp": { + "record_min": 258.66, + "record_max": 278.05, + "average_min": 267.3, + "average_max": 272.62, + "median": 271.26, + "mean": 270.29, + "p25": 266.57, + "p75": 273.72, + "st_dev": 4.15, + "num": 312 + }, + "pressure": { + "min": 977, + "max": 1032, + "median": 998, + "mean": 1000.26, + "p25": 992, + "p75": 1006, + "st_dev": 11.98, + "num": 312 + }, + "humidity": { + "min": 54, + "max": 100, + "median": 92, + "mean": 87.3, + "p25": 85, + "p75": 93, + "st_dev": 8.95, + "num": 312 + }, + "wind": { + "min": 0, + "max": 5.55, + "median": 2.43, + "mean": 2.32, + "p25": 1.54, + "p75": 2.99, + "st_dev": 1.06, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.15, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 20, + "mean": 36.32, + "p25": 0, + "p75": 75, + "st_dev": 37.75, + "num": 312 + } + }, + { + "month": 12, + "day": 24, + "temp": { + "record_min": 255.88, + "record_max": 280.06, + "average_min": 266.74, + "average_max": 271.92, + "median": 269.3, + "mean": 269.38, + "p25": 264.94, + "p75": 274.45, + "st_dev": 6.33, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1025, + "median": 1004, + "mean": 1000.41, + "p25": 986, + "p75": 1013, + "st_dev": 14.35, + "num": 312 + }, + "humidity": { + "min": 35, + "max": 100, + "median": 89, + "mean": 84.73, + "p25": 77, + "p75": 93, + "st_dev": 11.85, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.2, + "median": 2.6, + "mean": 2.84, + "p25": 1.5, + "p75": 4.1, + "st_dev": 1.68, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 3, + "median": 0, + "mean": 0.23, + "p25": 0, + "p75": 0, + "st_dev": 0.71, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 55.81, + "p25": 8, + "p75": 92, + "st_dev": 39.05, + "num": 312 + } + }, + { + "month": 12, + "day": 25, + "temp": { + "record_min": 252.94, + "record_max": 279.85, + "average_min": 267.28, + "average_max": 272.74, + "median": 269.99, + "mean": 269.99, + "p25": 267.1, + "p75": 276.62, + "st_dev": 6.26, + "num": 312 + }, + "pressure": { + "min": 974, + "max": 1023, + "median": 1006, + "mean": 1000.78, + "p25": 981.5, + "p75": 1014, + "st_dev": 15.91, + "num": 312 + }, + "humidity": { + "min": 50, + "max": 100, + "median": 91, + "mean": 84.91, + "p25": 76.5, + "p75": 93, + "st_dev": 12.24, + "num": 312 + }, + "wind": { + "min": 0, + "max": 5.7, + "median": 2.08, + "mean": 2.49, + "p25": 1.07, + "p75": 3.61, + "st_dev": 1.54, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.18, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 69.5, + "mean": 47.19, + "p25": 0, + "p75": 90, + "st_dev": 42.68, + "num": 312 + } + }, + { + "month": 12, + "day": 26, + "temp": { + "record_min": 250.86, + "record_max": 279.85, + "average_min": 266.74, + "average_max": 271.71, + "median": 270.25, + "mean": 269.34, + "p25": 267.21, + "p75": 274.57, + "st_dev": 6.92, + "num": 312 + }, + "pressure": { + "min": 953, + "max": 1029, + "median": 1005, + "mean": 1001.47, + "p25": 989.5, + "p75": 1017, + "st_dev": 18.97, + "num": 312 + }, + "humidity": { + "min": 52, + "max": 100, + "median": 92, + "mean": 88.86, + "p25": 86, + "p75": 94, + "st_dev": 10.05, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.54, + "mean": 2.18, + "p25": 1, + "p75": 3.1, + "st_dev": 1.63, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.02, + "p25": 0, + "p75": 0, + "st_dev": 0.09, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 51.6, + "p25": 0, + "p75": 90, + "st_dev": 39.39, + "num": 312 + } + }, + { + "month": 12, + "day": 27, + "temp": { + "record_min": 248.47, + "record_max": 279.61, + "average_min": 266.18, + "average_max": 271.29, + "median": 271.15, + "mean": 268.85, + "p25": 266.87, + "p75": 273.35, + "st_dev": 6.97, + "num": 312 + }, + "pressure": { + "min": 959, + "max": 1039, + "median": 1010, + "mean": 1004.38, + "p25": 988, + "p75": 1017.5, + "st_dev": 19.64, + "num": 312 + }, + "humidity": { + "min": 43, + "max": 100, + "median": 92, + "mean": 88.78, + "p25": 87, + "p75": 96, + "st_dev": 13.1, + "num": 312 + }, + "wind": { + "min": 0, + "max": 7.7, + "median": 1.54, + "mean": 2.36, + "p25": 1.02, + "p75": 3.55, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.05, + "p25": 0, + "p75": 0, + "st_dev": 0.19, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 53.01, + "p25": 0, + "p75": 90, + "st_dev": 39.57, + "num": 312 + } + }, + { + "month": 12, + "day": 28, + "temp": { + "record_min": 249.51, + "record_max": 278.15, + "average_min": 266.29, + "average_max": 270.37, + "median": 268.16, + "mean": 268.39, + "p25": 266.15, + "p75": 273.15, + "st_dev": 6.01, + "num": 312 + }, + "pressure": { + "min": 968, + "max": 1040, + "median": 1006, + "mean": 1006.25, + "p25": 989, + "p75": 1023, + "st_dev": 19.58, + "num": 312 + }, + "humidity": { + "min": 62, + "max": 100, + "median": 93, + "mean": 91.41, + "p25": 90, + "p75": 96, + "st_dev": 8, + "num": 312 + }, + "wind": { + "min": 0, + "max": 6.7, + "median": 1.65, + "mean": 2.21, + "p25": 1.06, + "p75": 3.09, + "st_dev": 1.5, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.03, + "p25": 0, + "p75": 0, + "st_dev": 0.1, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 77.5, + "mean": 66.48, + "p25": 40, + "p75": 90, + "st_dev": 34.72, + "num": 312 + } + }, + { + "month": 12, + "day": 29, + "temp": { + "record_min": 255.19, + "record_max": 278.09, + "average_min": 267.16, + "average_max": 271.93, + "median": 269.3, + "mean": 269.83, + "p25": 266.39, + "p75": 274.22, + "st_dev": 5.28, + "num": 312 + }, + "pressure": { + "min": 972, + "max": 1039, + "median": 1004, + "mean": 1004.16, + "p25": 991, + "p75": 1015, + "st_dev": 16.79, + "num": 312 + }, + "humidity": { + "min": 62, + "max": 100, + "median": 93, + "mean": 91.49, + "p25": 89.5, + "p75": 95, + "st_dev": 6.41, + "num": 312 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.06, + "mean": 2.52, + "p25": 1, + "p75": 3.6, + "st_dev": 1.97, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.04, + "p25": 0, + "p75": 0, + "st_dev": 0.14, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 65.53, + "p25": 48, + "p75": 90, + "st_dev": 32.14, + "num": 312 + } + }, + { + "month": 12, + "day": 30, + "temp": { + "record_min": 258.88, + "record_max": 280.17, + "average_min": 268.37, + "average_max": 273.92, + "median": 271.63, + "mean": 271.47, + "p25": 268.27, + "p75": 274.63, + "st_dev": 4.54, + "num": 312 + }, + "pressure": { + "min": 978, + "max": 1033, + "median": 1002, + "mean": 1003.5, + "p25": 995, + "p75": 1010, + "st_dev": 13.02, + "num": 312 + }, + "humidity": { + "min": 60, + "max": 100, + "median": 93, + "mean": 90.6, + "p25": 88, + "p75": 96, + "st_dev": 8.46, + "num": 309 + }, + "wind": { + "min": 0, + "max": 9.77, + "median": 2.54, + "mean": 2.67, + "p25": 1.08, + "p75": 3.74, + "st_dev": 1.79, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.06, + "p25": 0, + "p75": 0, + "st_dev": 0.21, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 60.8, + "p25": 34, + "p75": 90, + "st_dev": 33.28, + "num": 312 + } + }, + { + "month": 12, + "day": 31, + "temp": { + "record_min": 264.72, + "record_max": 281.48, + "average_min": 269.93, + "average_max": 274.33, + "median": 272.39, + "mean": 272.34, + "p25": 268.65, + "p75": 275.39, + "st_dev": 3.94, + "num": 312 + }, + "pressure": { + "min": 957, + "max": 1024, + "median": 1003, + "mean": 1001.77, + "p25": 991, + "p75": 1013, + "st_dev": 14.31, + "num": 312 + }, + "humidity": { + "min": 44, + "max": 100, + "median": 92, + "mean": 87.72, + "p25": 83, + "p75": 96, + "st_dev": 11.96, + "num": 308 + }, + "wind": { + "min": 0, + "max": 10.8, + "median": 3.03, + "mean": 3.03, + "p25": 1.44, + "p75": 4.1, + "st_dev": 1.99, + "num": 312 + }, + "precipitation": { + "min": 0, + "max": 0.9, + "median": 0, + "mean": 0.1, + "p25": 0, + "p75": 0, + "st_dev": 0.25, + "num": 312 + }, + "clouds": { + "min": 0, + "max": 100, + "median": 75, + "mean": 66.38, + "p25": 43, + "p75": 90, + "st_dev": 31.69, + "num": 312 + } + } + ] +} \ No newline at end of file diff --git a/notebooks/notebook_compare_one_day_data.ipynb b/notebooks/notebook_compare_one_day_data.ipynb index 57ed33c..38e32de 100644 --- a/notebooks/notebook_compare_one_day_data.ipynb +++ b/notebooks/notebook_compare_one_day_data.ipynb @@ -29,9 +29,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected date: 2025-03-01\n", + "Unix Timestamp: 1740787200 -> 2025-03-01 00:00:00\n", + "Unix Timestamp: 1740790800 -> 2025-03-01 01:00:00\n", + "Unix Timestamp: 1740794400 -> 2025-03-01 02:00:00\n", + "Unix Timestamp: 1740798000 -> 2025-03-01 03:00:00\n", + "Unix Timestamp: 1740801600 -> 2025-03-01 04:00:00\n", + "Unix Timestamp: 1740805200 -> 2025-03-01 05:00:00\n", + "Unix Timestamp: 1740808800 -> 2025-03-01 06:00:00\n", + "Unix Timestamp: 1740812400 -> 2025-03-01 07:00:00\n", + "Unix Timestamp: 1740816000 -> 2025-03-01 08:00:00\n", + "Unix Timestamp: 1740819600 -> 2025-03-01 09:00:00\n", + "Unix Timestamp: 1740823200 -> 2025-03-01 10:00:00\n", + "Unix Timestamp: 1740826800 -> 2025-03-01 11:00:00\n", + "Unix Timestamp: 1740830400 -> 2025-03-01 12:00:00\n", + "Unix Timestamp: 1740834000 -> 2025-03-01 13:00:00\n", + "Unix Timestamp: 1740837600 -> 2025-03-01 14:00:00\n", + "Unix Timestamp: 1740841200 -> 2025-03-01 15:00:00\n", + "Unix Timestamp: 1740844800 -> 2025-03-01 16:00:00\n", + "Unix Timestamp: 1740848400 -> 2025-03-01 17:00:00\n", + "Unix Timestamp: 1740852000 -> 2025-03-01 18:00:00\n", + "Unix Timestamp: 1740855600 -> 2025-03-01 19:00:00\n", + "Unix Timestamp: 1740859200 -> 2025-03-01 20:00:00\n", + "Unix Timestamp: 1740862800 -> 2025-03-01 21:00:00\n", + "Unix Timestamp: 1740866400 -> 2025-03-01 22:00:00\n", + "Unix Timestamp: 1740870000 -> 2025-03-01 23:00:00\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -45,6 +77,13 @@ "date, timestamps = get_unix_timestamps_for_day()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Vi ser at med valgt dato: 1. mars 2025. Skrives det ut både timestamp og dato for alle timene i døgnet.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -57,9 +96,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Første sted: tromso\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -75,6 +123,7 @@ "\n", "# User input the city, for the weather\n", "city_1 = input_place()\n", + "print('Første sted:', city_1)\n", "\n", "# Start_date is the first timestamp, end_date is the last\n", "start_date, end_date = timestamps[0], timestamps[-1]\n", @@ -83,6 +132,13 @@ "data_city_1, folder = fetch_time_data(start_date, end_date, city_1)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Jeg skrev inn Tromsø, men stednavnet som printes er Tromso. Dette fordi funksjonen `input_place` også sjekker for nordiske bokstaver før stedsnavnet blir returnert. Data fetch: ok. Tyder på vellykket henting av dataen.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -95,9 +151,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Andre sted: Kristiansand\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -113,6 +178,7 @@ "\n", "# User input the city, for the weather\n", "city_2 = input_place()\n", + "print('Andre sted:', city_2)\n", "\n", "# Cheks that the two cities is not the same\n", "while city_2.lower() == city_1.lower():\n", @@ -126,6 +192,13 @@ "data_city_2, folder = fetch_time_data(start_date, end_date, city_2)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Datainnsamling for Kristiansand gikk også bra, med Data fetch: ok.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -143,9 +216,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has been written to /Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/data/../data/json/output_compare_one_day/data_tromso_kristiansand.json\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -170,6 +251,13 @@ "write_data(city_weather, folder, filename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Den kombinerte dataen for begge stedene ble lagret til filen: `data/json/output_compare_one_day/data_tromso_kristiansand.json`. Den finnes altså i json mappen i data mappen, og er lagret i denne notebookens mappe `output_notebook_compare_one_day` med filnavnet `data_tromso_kristiansand.json`.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -185,9 +273,1023 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dtmain.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degclouds.allrain.1hsnow.1hcitycity_name
02025-03-01 00:00:00-2.05-2.05101686-2.05-2.050.000100NaNNaNcity_1tromso
12025-03-01 01:00:00-1.05-1.05101680-1.05-1.050.000100NaNNaNcity_1tromso
22025-03-01 02:00:00-1.05-1.05101680-1.05-1.050.000100NaNNaNcity_1tromso
32025-03-01 03:00:000.95-4.331016690.950.956.17190100NaNNaNcity_1tromso
42025-03-01 04:00:000.95-3.811015750.950.955.14200100NaNNaNcity_1tromso
52025-03-01 05:00:000.95-3.201015800.950.954.1223075NaNNaNcity_1tromso
62025-03-01 06:00:000.95-4.561014750.950.956.6921040NaNNaNcity_1tromso
72025-03-01 07:00:000.95-4.561013800.950.956.6920040NaNNaNcity_1tromso
82025-03-01 08:00:000.95-4.081012860.950.955.6622040NaNNaNcity_1tromso
92025-03-01 09:00:000.95-3.811011800.950.955.1420040NaNNaNcity_1tromso
102025-03-01 10:00:001.95-1.961009751.951.954.1222020NaNNaNcity_1tromso
112025-03-01 11:00:001.95-3.281008691.951.956.6918020NaNNaNcity_1tromso
122025-03-01 12:00:001.95-2.551007691.951.955.14180400.10NaNcity_1tromso
132025-03-01 13:00:001.95-4.051005641.951.958.75190400.12NaNcity_1tromso
142025-03-01 14:00:002.95-2.391004602.952.957.72180750.21NaNcity_1tromso
152025-03-01 15:00:000.95-6.021002800.950.9510.8019075NaN0.19city_1tromso
162025-03-01 16:00:000.95-5.181002860.950.958.2318075NaN0.21city_1tromso
172025-03-01 17:00:001.95-4.221002801.951.959.26190750.52NaNcity_1tromso
182025-03-01 18:00:001.95-4.381002871.951.959.77180750.22NaNcity_1tromso
192025-03-01 19:00:001.95-4.051001871.951.958.7518075NaNNaNcity_1tromso
202025-03-01 20:00:001.95-3.491001801.951.957.2018075NaNNaNcity_1tromso
212025-03-01 21:00:001.95-3.281000801.951.956.6919075NaNNaNcity_1tromso
222025-03-01 22:00:002.95-2.20999702.952.957.2018075NaNNaNcity_1tromso
232025-03-01 23:00:002.95-2.57998702.952.958.2319020NaNNaNcity_1tromso
242025-03-01 00:00:00-2.87-6.50102693-2.99-0.642.575011NaNNaNcity_2Kristiansand
252025-03-01 01:00:00-2.87-2.87102693-2.99-0.641.03010NaNNaNcity_2Kristiansand
262025-03-01 02:00:00-3.99-6.381026100-3.99-2.041.54011NaNNaNcity_2Kristiansand
272025-03-01 03:00:00-0.99-3.69102693-2.04-0.992.0624010NaNNaNcity_2Kristiansand
282025-03-01 04:00:00-0.99-2.95102693-0.99-0.991.54011NaNNaNcity_2Kristiansand
292025-03-01 05:00:00-3.99-3.991026100-3.99-3.991.0300NaNNaNcity_2Kristiansand
302025-03-01 06:00:00-2.99-2.99102693-2.99-2.990.0000NaNNaNcity_2Kristiansand
312025-03-01 07:00:00-2.99-5.231026100-2.99-2.991.5400NaNNaNcity_2Kristiansand
322025-03-01 08:00:00-0.99-0.99102793-0.99-0.991.032800NaNNaNcity_2Kristiansand
332025-03-01 09:00:000.010.011027930.012.141.0300NaNNaNcity_2Kristiansand
342025-03-01 10:00:002.932.931027862.403.251.0300NaNNaNcity_2Kristiansand
352025-03-01 11:00:005.172.651027785.016.293.0920020NaNNaNcity_2Kristiansand
362025-03-01 12:00:007.864.651027626.858.015.6627075NaNNaNcity_2Kristiansand
372025-03-01 13:00:007.934.941026627.408.015.1426040NaNNaNcity_2Kristiansand
382025-03-01 14:00:007.934.941026627.148.015.1426040NaNNaNcity_2Kristiansand
392025-03-01 15:00:007.064.331026657.017.404.1225040NaNNaNcity_2Kristiansand
402025-03-01 16:00:006.994.841025666.597.013.0923020NaNNaNcity_2Kristiansand
412025-03-01 17:00:006.924.161026676.037.014.1224040NaNNaNcity_2Kristiansand
422025-03-01 18:00:005.973.611026755.486.013.0923040NaNNaNcity_2Kristiansand
432025-03-01 19:00:005.033.341026805.015.482.0621075NaNNaNcity_2Kristiansand
442025-03-01 20:00:004.080.981026864.014.623.602500NaNNaNcity_2Kristiansand
452025-03-01 21:00:003.95-0.051026873.514.015.142100NaNNaNcity_2Kristiansand
462025-03-01 22:00:004.892.711026823.255.012.5722084NaNNaNcity_2Kristiansand
472025-03-01 23:00:003.213.211027843.014.621.0324020NaNNaNcity_2Kristiansand
\n", + "
" + ], + "text/plain": [ + " dt main.temp main.feels_like main.pressure \\\n", + "0 2025-03-01 00:00:00 -2.05 -2.05 1016 \n", + "1 2025-03-01 01:00:00 -1.05 -1.05 1016 \n", + "2 2025-03-01 02:00:00 -1.05 -1.05 1016 \n", + "3 2025-03-01 03:00:00 0.95 -4.33 1016 \n", + "4 2025-03-01 04:00:00 0.95 -3.81 1015 \n", + "5 2025-03-01 05:00:00 0.95 -3.20 1015 \n", + "6 2025-03-01 06:00:00 0.95 -4.56 1014 \n", + "7 2025-03-01 07:00:00 0.95 -4.56 1013 \n", + "8 2025-03-01 08:00:00 0.95 -4.08 1012 \n", + "9 2025-03-01 09:00:00 0.95 -3.81 1011 \n", + "10 2025-03-01 10:00:00 1.95 -1.96 1009 \n", + "11 2025-03-01 11:00:00 1.95 -3.28 1008 \n", + "12 2025-03-01 12:00:00 1.95 -2.55 1007 \n", + "13 2025-03-01 13:00:00 1.95 -4.05 1005 \n", + "14 2025-03-01 14:00:00 2.95 -2.39 1004 \n", + "15 2025-03-01 15:00:00 0.95 -6.02 1002 \n", + "16 2025-03-01 16:00:00 0.95 -5.18 1002 \n", + "17 2025-03-01 17:00:00 1.95 -4.22 1002 \n", + "18 2025-03-01 18:00:00 1.95 -4.38 1002 \n", + "19 2025-03-01 19:00:00 1.95 -4.05 1001 \n", + "20 2025-03-01 20:00:00 1.95 -3.49 1001 \n", + "21 2025-03-01 21:00:00 1.95 -3.28 1000 \n", + "22 2025-03-01 22:00:00 2.95 -2.20 999 \n", + "23 2025-03-01 23:00:00 2.95 -2.57 998 \n", + "24 2025-03-01 00:00:00 -2.87 -6.50 1026 \n", + "25 2025-03-01 01:00:00 -2.87 -2.87 1026 \n", + "26 2025-03-01 02:00:00 -3.99 -6.38 1026 \n", + "27 2025-03-01 03:00:00 -0.99 -3.69 1026 \n", + "28 2025-03-01 04:00:00 -0.99 -2.95 1026 \n", + "29 2025-03-01 05:00:00 -3.99 -3.99 1026 \n", + "30 2025-03-01 06:00:00 -2.99 -2.99 1026 \n", + "31 2025-03-01 07:00:00 -2.99 -5.23 1026 \n", + "32 2025-03-01 08:00:00 -0.99 -0.99 1027 \n", + "33 2025-03-01 09:00:00 0.01 0.01 1027 \n", + "34 2025-03-01 10:00:00 2.93 2.93 1027 \n", + "35 2025-03-01 11:00:00 5.17 2.65 1027 \n", + "36 2025-03-01 12:00:00 7.86 4.65 1027 \n", + "37 2025-03-01 13:00:00 7.93 4.94 1026 \n", + "38 2025-03-01 14:00:00 7.93 4.94 1026 \n", + "39 2025-03-01 15:00:00 7.06 4.33 1026 \n", + "40 2025-03-01 16:00:00 6.99 4.84 1025 \n", + "41 2025-03-01 17:00:00 6.92 4.16 1026 \n", + "42 2025-03-01 18:00:00 5.97 3.61 1026 \n", + "43 2025-03-01 19:00:00 5.03 3.34 1026 \n", + "44 2025-03-01 20:00:00 4.08 0.98 1026 \n", + "45 2025-03-01 21:00:00 3.95 -0.05 1026 \n", + "46 2025-03-01 22:00:00 4.89 2.71 1026 \n", + "47 2025-03-01 23:00:00 3.21 3.21 1027 \n", + "\n", + " main.humidity main.temp_min main.temp_max wind.speed wind.deg \\\n", + "0 86 -2.05 -2.05 0.00 0 \n", + "1 80 -1.05 -1.05 0.00 0 \n", + "2 80 -1.05 -1.05 0.00 0 \n", + "3 69 0.95 0.95 6.17 190 \n", + "4 75 0.95 0.95 5.14 200 \n", + "5 80 0.95 0.95 4.12 230 \n", + "6 75 0.95 0.95 6.69 210 \n", + "7 80 0.95 0.95 6.69 200 \n", + "8 86 0.95 0.95 5.66 220 \n", + "9 80 0.95 0.95 5.14 200 \n", + "10 75 1.95 1.95 4.12 220 \n", + "11 69 1.95 1.95 6.69 180 \n", + "12 69 1.95 1.95 5.14 180 \n", + "13 64 1.95 1.95 8.75 190 \n", + "14 60 2.95 2.95 7.72 180 \n", + "15 80 0.95 0.95 10.80 190 \n", + "16 86 0.95 0.95 8.23 180 \n", + "17 80 1.95 1.95 9.26 190 \n", + "18 87 1.95 1.95 9.77 180 \n", + "19 87 1.95 1.95 8.75 180 \n", + "20 80 1.95 1.95 7.20 180 \n", + "21 80 1.95 1.95 6.69 190 \n", + "22 70 2.95 2.95 7.20 180 \n", + "23 70 2.95 2.95 8.23 190 \n", + "24 93 -2.99 -0.64 2.57 50 \n", + "25 93 -2.99 -0.64 1.03 0 \n", + "26 100 -3.99 -2.04 1.54 0 \n", + "27 93 -2.04 -0.99 2.06 240 \n", + "28 93 -0.99 -0.99 1.54 0 \n", + "29 100 -3.99 -3.99 1.03 0 \n", + "30 93 -2.99 -2.99 0.00 0 \n", + "31 100 -2.99 -2.99 1.54 0 \n", + "32 93 -0.99 -0.99 1.03 280 \n", + "33 93 0.01 2.14 1.03 0 \n", + "34 86 2.40 3.25 1.03 0 \n", + "35 78 5.01 6.29 3.09 200 \n", + "36 62 6.85 8.01 5.66 270 \n", + "37 62 7.40 8.01 5.14 260 \n", + "38 62 7.14 8.01 5.14 260 \n", + "39 65 7.01 7.40 4.12 250 \n", + "40 66 6.59 7.01 3.09 230 \n", + "41 67 6.03 7.01 4.12 240 \n", + "42 75 5.48 6.01 3.09 230 \n", + "43 80 5.01 5.48 2.06 210 \n", + "44 86 4.01 4.62 3.60 250 \n", + "45 87 3.51 4.01 5.14 210 \n", + "46 82 3.25 5.01 2.57 220 \n", + "47 84 3.01 4.62 1.03 240 \n", + "\n", + " clouds.all rain.1h snow.1h city city_name \n", + "0 100 NaN NaN city_1 tromso \n", + "1 100 NaN NaN city_1 tromso \n", + "2 100 NaN NaN city_1 tromso \n", + "3 100 NaN NaN city_1 tromso \n", + "4 100 NaN NaN city_1 tromso \n", + "5 75 NaN NaN city_1 tromso \n", + "6 40 NaN NaN city_1 tromso \n", + "7 40 NaN NaN city_1 tromso \n", + "8 40 NaN NaN city_1 tromso \n", + "9 40 NaN NaN city_1 tromso \n", + "10 20 NaN NaN city_1 tromso \n", + "11 20 NaN NaN city_1 tromso \n", + "12 40 0.10 NaN city_1 tromso \n", + "13 40 0.12 NaN city_1 tromso \n", + "14 75 0.21 NaN city_1 tromso \n", + "15 75 NaN 0.19 city_1 tromso \n", + "16 75 NaN 0.21 city_1 tromso \n", + "17 75 0.52 NaN city_1 tromso \n", + "18 75 0.22 NaN city_1 tromso \n", + "19 75 NaN NaN city_1 tromso \n", + "20 75 NaN NaN city_1 tromso \n", + "21 75 NaN NaN city_1 tromso \n", + "22 75 NaN NaN city_1 tromso \n", + "23 20 NaN NaN city_1 tromso \n", + "24 11 NaN NaN city_2 Kristiansand \n", + "25 10 NaN NaN city_2 Kristiansand \n", + "26 11 NaN NaN city_2 Kristiansand \n", + "27 10 NaN NaN city_2 Kristiansand \n", + "28 11 NaN NaN city_2 Kristiansand \n", + "29 0 NaN NaN city_2 Kristiansand \n", + "30 0 NaN NaN city_2 Kristiansand \n", + "31 0 NaN NaN city_2 Kristiansand \n", + "32 0 NaN NaN city_2 Kristiansand \n", + "33 0 NaN NaN city_2 Kristiansand \n", + "34 0 NaN NaN city_2 Kristiansand \n", + "35 20 NaN NaN city_2 Kristiansand \n", + "36 75 NaN NaN city_2 Kristiansand \n", + "37 40 NaN NaN city_2 Kristiansand \n", + "38 40 NaN NaN city_2 Kristiansand \n", + "39 40 NaN NaN city_2 Kristiansand \n", + "40 20 NaN NaN city_2 Kristiansand \n", + "41 40 NaN NaN city_2 Kristiansand \n", + "42 40 NaN NaN city_2 Kristiansand \n", + "43 75 NaN NaN city_2 Kristiansand \n", + "44 0 NaN NaN city_2 Kristiansand \n", + "45 0 NaN NaN city_2 Kristiansand \n", + "46 84 NaN NaN city_2 Kristiansand \n", + "47 20 NaN NaN city_2 Kristiansand " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "import json\n", @@ -222,6 +1324,13 @@ "display(sqldf('''SELECT * FROM both_cities_df'''))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Funskjonen henter og skriver ut dataen for begge stedene. Hvor det første stedet: Tromsø, ligger lagret først. Før all dataen til den andre stedet: Kristiansand. Vi har også lagt til kolonnen city, som viser city_1 for tromsø og city_2 for kristiansand, slik at vi kan lettere hente ut data på denne id-en senere. Som vi kan lese av dataen i kolonne 'rain.1h' og 'snow.1h', er dete flere 'NaN' verdier.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -236,9 +1345,268 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Main temperature for tromso and Kristiansand\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Kristiansand_main_temptromso_main_temp
dt
2025-03-01 00:00:00-2.87-2.05
2025-03-01 01:00:00-2.87-1.05
2025-03-01 02:00:00-3.99-1.05
2025-03-01 03:00:00-0.990.95
2025-03-01 04:00:00-0.990.95
2025-03-01 05:00:00-3.990.95
2025-03-01 06:00:00-2.990.95
2025-03-01 07:00:00-2.990.95
2025-03-01 08:00:00-0.990.95
2025-03-01 09:00:000.010.95
2025-03-01 10:00:002.931.95
2025-03-01 11:00:005.171.95
2025-03-01 12:00:007.861.95
2025-03-01 13:00:007.931.95
2025-03-01 14:00:007.932.95
2025-03-01 15:00:007.060.95
2025-03-01 16:00:006.990.95
2025-03-01 17:00:006.921.95
2025-03-01 18:00:005.971.95
2025-03-01 19:00:005.031.95
2025-03-01 20:00:004.081.95
2025-03-01 21:00:003.951.95
2025-03-01 22:00:004.892.95
2025-03-01 23:00:003.212.95
\n", + "
" + ], + "text/plain": [ + " Kristiansand_main_temp tromso_main_temp\n", + "dt \n", + "2025-03-01 00:00:00 -2.87 -2.05\n", + "2025-03-01 01:00:00 -2.87 -1.05\n", + "2025-03-01 02:00:00 -3.99 -1.05\n", + "2025-03-01 03:00:00 -0.99 0.95\n", + "2025-03-01 04:00:00 -0.99 0.95\n", + "2025-03-01 05:00:00 -3.99 0.95\n", + "2025-03-01 06:00:00 -2.99 0.95\n", + "2025-03-01 07:00:00 -2.99 0.95\n", + "2025-03-01 08:00:00 -0.99 0.95\n", + "2025-03-01 09:00:00 0.01 0.95\n", + "2025-03-01 10:00:00 2.93 1.95\n", + "2025-03-01 11:00:00 5.17 1.95\n", + "2025-03-01 12:00:00 7.86 1.95\n", + "2025-03-01 13:00:00 7.93 1.95\n", + "2025-03-01 14:00:00 7.93 2.95\n", + "2025-03-01 15:00:00 7.06 0.95\n", + "2025-03-01 16:00:00 6.99 0.95\n", + "2025-03-01 17:00:00 6.92 1.95\n", + "2025-03-01 18:00:00 5.97 1.95\n", + "2025-03-01 19:00:00 5.03 1.95\n", + "2025-03-01 20:00:00 4.08 1.95\n", + "2025-03-01 21:00:00 3.95 1.95\n", + "2025-03-01 22:00:00 4.89 2.95\n", + "2025-03-01 23:00:00 3.21 2.95" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
citycity_nameavg_tempmax_tempmin_tempmedian_tempstdev_temp
0city_2Kristiansand2.397.93-3.993.584.32
1city_1tromso1.282.95-2.051.451.24
\n", + "
" + ], + "text/plain": [ + " city city_name avg_temp max_temp min_temp median_temp stdev_temp\n", + "0 city_2 Kristiansand 2.39 7.93 -3.99 3.58 4.32\n", + "1 city_1 tromso 1.28 2.95 -2.05 1.45 1.24" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Stores the `main.temp` from both cities using pandas sql\n", "temp_data = sqldf('''\n", @@ -282,6 +1650,13 @@ "display(stat_temp_per_city)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Ved hjelp av pandas SQL og pivot har vi fått hentet ut data for begge stedene og satt de side om side for bedre lesbarhet og lettere å sammenligne temperaturen per time per sted. I tabellen under ser vi gjennomsnitt, max, min og median temperatur, pluss standardavviket. I Kristiansand ser vi gjennomsnittstemperaturen var 2.39 grader og medianen var 3.58 grader. Dette tyder på store variasjoner i temperaturen da det er nesten 2 grader forskjell. Som vi ser i tabellen startet dagen kaldt, før det raskt ble varmere temperatur og den holdt seg der. Derfor får vi denne forskjellen mellom median og gjennomsnitt. Da gjennomsnittet summer alle og fordeler på antall timer, finner medianen den miderste temperaturen når alt er sortert. Så når gjennomsnittet er lavere enn medianen tyder det på noen verdier som er ekstremt lave i forhold til resten. Vi ser også at det er større variasjon i temperaturen i Kristiansand den 1. mars 2025 enn i Tromsø, da standardavviket er på 4.32 grader i motsetning til i Tromsø på 1.24 grader. Dette kan tyde på at 1. mars 2025 var en dag med stort væromslag i Kristiansand.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -293,9 +1668,1079 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'wind.gust' is not present in the DataFrame. Filling with 'NaN'.\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dtmain.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degclouds.allrain.1hsnow.1hcitycity_namewind.gust
02025-03-01 00:00:00-2.05-2.05101686-2.05-2.050.000100NaNNaNcity_1tromsoNaN
12025-03-01 01:00:00-1.05-1.05101680-1.05-1.050.000100NaNNaNcity_1tromsoNaN
22025-03-01 02:00:00-1.05-1.05101680-1.05-1.050.000100NaNNaNcity_1tromsoNaN
32025-03-01 03:00:000.95-4.331016690.950.956.17190100NaNNaNcity_1tromsoNaN
42025-03-01 04:00:000.95-3.811015750.950.955.14200100NaNNaNcity_1tromsoNaN
52025-03-01 05:00:000.95-3.201015800.950.954.1223075NaNNaNcity_1tromsoNaN
62025-03-01 06:00:000.95-4.561014750.950.956.6921040NaNNaNcity_1tromsoNaN
72025-03-01 07:00:000.95-4.561013800.950.956.6920040NaNNaNcity_1tromsoNaN
82025-03-01 08:00:000.95-4.081012860.950.955.6622040NaNNaNcity_1tromsoNaN
92025-03-01 09:00:000.95-3.811011800.950.955.1420040NaNNaNcity_1tromsoNaN
102025-03-01 10:00:001.95-1.961009751.951.954.1222020NaNNaNcity_1tromsoNaN
112025-03-01 11:00:001.95-3.281008691.951.956.6918020NaNNaNcity_1tromsoNaN
122025-03-01 12:00:001.95-2.551007691.951.955.14180400.10NaNcity_1tromsoNaN
132025-03-01 13:00:001.95-4.051005641.951.958.75190400.12NaNcity_1tromsoNaN
142025-03-01 14:00:002.95-2.391004602.952.957.72180750.21NaNcity_1tromsoNaN
152025-03-01 15:00:000.95-6.021002800.950.9510.8019075NaN0.19city_1tromsoNaN
162025-03-01 16:00:000.95-5.181002860.950.958.2318075NaN0.21city_1tromsoNaN
172025-03-01 17:00:001.95-4.221002801.951.959.26190750.52NaNcity_1tromsoNaN
182025-03-01 18:00:001.95-4.381002871.951.959.77180750.22NaNcity_1tromsoNaN
192025-03-01 19:00:001.95-4.051001871.951.958.7518075NaNNaNcity_1tromsoNaN
202025-03-01 20:00:001.95-3.491001801.951.957.2018075NaNNaNcity_1tromsoNaN
212025-03-01 21:00:001.95-3.281000801.951.956.6919075NaNNaNcity_1tromsoNaN
222025-03-01 22:00:002.95-2.20999702.952.957.2018075NaNNaNcity_1tromsoNaN
232025-03-01 23:00:002.95-2.57998702.952.958.2319020NaNNaNcity_1tromsoNaN
242025-03-01 00:00:00-2.87-6.50102693-2.99-0.642.575011NaNNaNcity_2KristiansandNaN
252025-03-01 01:00:00-2.87-2.87102693-2.99-0.641.03010NaNNaNcity_2KristiansandNaN
262025-03-01 02:00:00-3.99-6.381026100-3.99-2.041.54011NaNNaNcity_2KristiansandNaN
272025-03-01 03:00:00-0.99-3.69102693-2.04-0.992.0624010NaNNaNcity_2KristiansandNaN
282025-03-01 04:00:00-0.99-2.95102693-0.99-0.991.54011NaNNaNcity_2KristiansandNaN
292025-03-01 05:00:00-3.99-3.991026100-3.99-3.991.0300NaNNaNcity_2KristiansandNaN
302025-03-01 06:00:00-2.99-2.99102693-2.99-2.990.0000NaNNaNcity_2KristiansandNaN
312025-03-01 07:00:00-2.99-5.231026100-2.99-2.991.5400NaNNaNcity_2KristiansandNaN
322025-03-01 08:00:00-0.99-0.99102793-0.99-0.991.032800NaNNaNcity_2KristiansandNaN
332025-03-01 09:00:000.010.011027930.012.141.0300NaNNaNcity_2KristiansandNaN
342025-03-01 10:00:002.932.931027862.403.251.0300NaNNaNcity_2KristiansandNaN
352025-03-01 11:00:005.172.651027785.016.293.0920020NaNNaNcity_2KristiansandNaN
362025-03-01 12:00:007.864.651027626.858.015.6627075NaNNaNcity_2KristiansandNaN
372025-03-01 13:00:007.934.941026627.408.015.1426040NaNNaNcity_2KristiansandNaN
382025-03-01 14:00:007.934.941026627.148.015.1426040NaNNaNcity_2KristiansandNaN
392025-03-01 15:00:007.064.331026657.017.404.1225040NaNNaNcity_2KristiansandNaN
402025-03-01 16:00:006.994.841025666.597.013.0923020NaNNaNcity_2KristiansandNaN
412025-03-01 17:00:006.924.161026676.037.014.1224040NaNNaNcity_2KristiansandNaN
422025-03-01 18:00:005.973.611026755.486.013.0923040NaNNaNcity_2KristiansandNaN
432025-03-01 19:00:005.033.341026805.015.482.0621075NaNNaNcity_2KristiansandNaN
442025-03-01 20:00:004.080.981026864.014.623.602500NaNNaNcity_2KristiansandNaN
452025-03-01 21:00:003.95-0.051026873.514.015.142100NaNNaNcity_2KristiansandNaN
462025-03-01 22:00:004.892.711026823.255.012.5722084NaNNaNcity_2KristiansandNaN
472025-03-01 23:00:003.213.211027843.014.621.0324020NaNNaNcity_2KristiansandNaN
\n", + "
" + ], + "text/plain": [ + " dt main.temp main.feels_like main.pressure \\\n", + "0 2025-03-01 00:00:00 -2.05 -2.05 1016 \n", + "1 2025-03-01 01:00:00 -1.05 -1.05 1016 \n", + "2 2025-03-01 02:00:00 -1.05 -1.05 1016 \n", + "3 2025-03-01 03:00:00 0.95 -4.33 1016 \n", + "4 2025-03-01 04:00:00 0.95 -3.81 1015 \n", + "5 2025-03-01 05:00:00 0.95 -3.20 1015 \n", + "6 2025-03-01 06:00:00 0.95 -4.56 1014 \n", + "7 2025-03-01 07:00:00 0.95 -4.56 1013 \n", + "8 2025-03-01 08:00:00 0.95 -4.08 1012 \n", + "9 2025-03-01 09:00:00 0.95 -3.81 1011 \n", + "10 2025-03-01 10:00:00 1.95 -1.96 1009 \n", + "11 2025-03-01 11:00:00 1.95 -3.28 1008 \n", + "12 2025-03-01 12:00:00 1.95 -2.55 1007 \n", + "13 2025-03-01 13:00:00 1.95 -4.05 1005 \n", + "14 2025-03-01 14:00:00 2.95 -2.39 1004 \n", + "15 2025-03-01 15:00:00 0.95 -6.02 1002 \n", + "16 2025-03-01 16:00:00 0.95 -5.18 1002 \n", + "17 2025-03-01 17:00:00 1.95 -4.22 1002 \n", + "18 2025-03-01 18:00:00 1.95 -4.38 1002 \n", + "19 2025-03-01 19:00:00 1.95 -4.05 1001 \n", + "20 2025-03-01 20:00:00 1.95 -3.49 1001 \n", + "21 2025-03-01 21:00:00 1.95 -3.28 1000 \n", + "22 2025-03-01 22:00:00 2.95 -2.20 999 \n", + "23 2025-03-01 23:00:00 2.95 -2.57 998 \n", + "24 2025-03-01 00:00:00 -2.87 -6.50 1026 \n", + "25 2025-03-01 01:00:00 -2.87 -2.87 1026 \n", + "26 2025-03-01 02:00:00 -3.99 -6.38 1026 \n", + "27 2025-03-01 03:00:00 -0.99 -3.69 1026 \n", + "28 2025-03-01 04:00:00 -0.99 -2.95 1026 \n", + "29 2025-03-01 05:00:00 -3.99 -3.99 1026 \n", + "30 2025-03-01 06:00:00 -2.99 -2.99 1026 \n", + "31 2025-03-01 07:00:00 -2.99 -5.23 1026 \n", + "32 2025-03-01 08:00:00 -0.99 -0.99 1027 \n", + "33 2025-03-01 09:00:00 0.01 0.01 1027 \n", + "34 2025-03-01 10:00:00 2.93 2.93 1027 \n", + "35 2025-03-01 11:00:00 5.17 2.65 1027 \n", + "36 2025-03-01 12:00:00 7.86 4.65 1027 \n", + "37 2025-03-01 13:00:00 7.93 4.94 1026 \n", + "38 2025-03-01 14:00:00 7.93 4.94 1026 \n", + "39 2025-03-01 15:00:00 7.06 4.33 1026 \n", + "40 2025-03-01 16:00:00 6.99 4.84 1025 \n", + "41 2025-03-01 17:00:00 6.92 4.16 1026 \n", + "42 2025-03-01 18:00:00 5.97 3.61 1026 \n", + "43 2025-03-01 19:00:00 5.03 3.34 1026 \n", + "44 2025-03-01 20:00:00 4.08 0.98 1026 \n", + "45 2025-03-01 21:00:00 3.95 -0.05 1026 \n", + "46 2025-03-01 22:00:00 4.89 2.71 1026 \n", + "47 2025-03-01 23:00:00 3.21 3.21 1027 \n", + "\n", + " main.humidity main.temp_min main.temp_max wind.speed wind.deg \\\n", + "0 86 -2.05 -2.05 0.00 0 \n", + "1 80 -1.05 -1.05 0.00 0 \n", + "2 80 -1.05 -1.05 0.00 0 \n", + "3 69 0.95 0.95 6.17 190 \n", + "4 75 0.95 0.95 5.14 200 \n", + "5 80 0.95 0.95 4.12 230 \n", + "6 75 0.95 0.95 6.69 210 \n", + "7 80 0.95 0.95 6.69 200 \n", + "8 86 0.95 0.95 5.66 220 \n", + "9 80 0.95 0.95 5.14 200 \n", + "10 75 1.95 1.95 4.12 220 \n", + "11 69 1.95 1.95 6.69 180 \n", + "12 69 1.95 1.95 5.14 180 \n", + "13 64 1.95 1.95 8.75 190 \n", + "14 60 2.95 2.95 7.72 180 \n", + "15 80 0.95 0.95 10.80 190 \n", + "16 86 0.95 0.95 8.23 180 \n", + "17 80 1.95 1.95 9.26 190 \n", + "18 87 1.95 1.95 9.77 180 \n", + "19 87 1.95 1.95 8.75 180 \n", + "20 80 1.95 1.95 7.20 180 \n", + "21 80 1.95 1.95 6.69 190 \n", + "22 70 2.95 2.95 7.20 180 \n", + "23 70 2.95 2.95 8.23 190 \n", + "24 93 -2.99 -0.64 2.57 50 \n", + "25 93 -2.99 -0.64 1.03 0 \n", + "26 100 -3.99 -2.04 1.54 0 \n", + "27 93 -2.04 -0.99 2.06 240 \n", + "28 93 -0.99 -0.99 1.54 0 \n", + "29 100 -3.99 -3.99 1.03 0 \n", + "30 93 -2.99 -2.99 0.00 0 \n", + "31 100 -2.99 -2.99 1.54 0 \n", + "32 93 -0.99 -0.99 1.03 280 \n", + "33 93 0.01 2.14 1.03 0 \n", + "34 86 2.40 3.25 1.03 0 \n", + "35 78 5.01 6.29 3.09 200 \n", + "36 62 6.85 8.01 5.66 270 \n", + "37 62 7.40 8.01 5.14 260 \n", + "38 62 7.14 8.01 5.14 260 \n", + "39 65 7.01 7.40 4.12 250 \n", + "40 66 6.59 7.01 3.09 230 \n", + "41 67 6.03 7.01 4.12 240 \n", + "42 75 5.48 6.01 3.09 230 \n", + "43 80 5.01 5.48 2.06 210 \n", + "44 86 4.01 4.62 3.60 250 \n", + "45 87 3.51 4.01 5.14 210 \n", + "46 82 3.25 5.01 2.57 220 \n", + "47 84 3.01 4.62 1.03 240 \n", + "\n", + " clouds.all rain.1h snow.1h city city_name wind.gust \n", + "0 100 NaN NaN city_1 tromso NaN \n", + "1 100 NaN NaN city_1 tromso NaN \n", + "2 100 NaN NaN city_1 tromso NaN \n", + "3 100 NaN NaN city_1 tromso NaN \n", + "4 100 NaN NaN city_1 tromso NaN \n", + "5 75 NaN NaN city_1 tromso NaN \n", + "6 40 NaN NaN city_1 tromso NaN \n", + "7 40 NaN NaN city_1 tromso NaN \n", + "8 40 NaN NaN city_1 tromso NaN \n", + "9 40 NaN NaN city_1 tromso NaN \n", + "10 20 NaN NaN city_1 tromso NaN \n", + "11 20 NaN NaN city_1 tromso NaN \n", + "12 40 0.10 NaN city_1 tromso NaN \n", + "13 40 0.12 NaN city_1 tromso NaN \n", + "14 75 0.21 NaN city_1 tromso NaN \n", + "15 75 NaN 0.19 city_1 tromso NaN \n", + "16 75 NaN 0.21 city_1 tromso NaN \n", + "17 75 0.52 NaN city_1 tromso NaN \n", + "18 75 0.22 NaN city_1 tromso NaN \n", + "19 75 NaN NaN city_1 tromso NaN \n", + "20 75 NaN NaN city_1 tromso NaN \n", + "21 75 NaN NaN city_1 tromso NaN \n", + "22 75 NaN NaN city_1 tromso NaN \n", + "23 20 NaN NaN city_1 tromso NaN \n", + "24 11 NaN NaN city_2 Kristiansand NaN \n", + "25 10 NaN NaN city_2 Kristiansand NaN \n", + "26 11 NaN NaN city_2 Kristiansand NaN \n", + "27 10 NaN NaN city_2 Kristiansand NaN \n", + "28 11 NaN NaN city_2 Kristiansand NaN \n", + "29 0 NaN NaN city_2 Kristiansand NaN \n", + "30 0 NaN NaN city_2 Kristiansand NaN \n", + "31 0 NaN NaN city_2 Kristiansand NaN \n", + "32 0 NaN NaN city_2 Kristiansand NaN \n", + "33 0 NaN NaN city_2 Kristiansand NaN \n", + "34 0 NaN NaN city_2 Kristiansand NaN \n", + "35 20 NaN NaN city_2 Kristiansand NaN \n", + "36 75 NaN NaN city_2 Kristiansand NaN \n", + "37 40 NaN NaN city_2 Kristiansand NaN \n", + "38 40 NaN NaN city_2 Kristiansand NaN \n", + "39 40 NaN NaN city_2 Kristiansand NaN \n", + "40 20 NaN NaN city_2 Kristiansand NaN \n", + "41 40 NaN NaN city_2 Kristiansand NaN \n", + "42 40 NaN NaN city_2 Kristiansand NaN \n", + "43 75 NaN NaN city_2 Kristiansand NaN \n", + "44 0 NaN NaN city_2 Kristiansand NaN \n", + "45 0 NaN NaN city_2 Kristiansand NaN \n", + "46 84 NaN NaN city_2 Kristiansand NaN \n", + "47 20 NaN NaN city_2 Kristiansand NaN " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import sys\n", "import os\n", @@ -306,12 +2751,19 @@ "# Now we can import the fucntion from the module\n", "from my_package.util import ensure_column\n", "\n", - "columns_to_ensure = ['rain.1h', 'snow.1h']\n", + "columns_to_ensure = ['rain.1h', 'snow.1h', 'wind.gust', 'wind.speed']\n", "\n", "both_cities_df = ensure_column(both_cities_df, columns_to_ensure)\n", "display(both_cities_df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen sjekker om kolonnene: 'rain.1h', 'snow.1h', 'wind.gust' og 'wind.speed' er i datasettet. Hvis ikke legges kolonnen til og fylles med verdien 'NaN'. Dette ser vi at er tilfellet for 'wind.gust', vi får printet at den ikke er i dataframen, men at den blit lagt til med verdiene 'NaN'. Noe vi også kan se helt til høyre i tabellen. Disse verdiene er viktig å sjekke at er tilstede, da de skal brukes til ulike funksjoner senere, som da vil skape en feilmelding om de ikke er tilstede.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -324,9 +2776,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import missingno as msno\n", "\n", @@ -334,6 +2807,13 @@ "msno.matrix(both_cities_df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Missingo matrix gir oss muligheten til å se hvilke verdier som mangler. Her ser vi at det er noen timer det er målt regn og snø, ellers så mangler de. Og for 'wind.gust' ser vi at alle verdiene mangler.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -349,9 +2829,1080 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/dj/jpvcty051fz1q_2gvvw9brc40000gn/T/ipykernel_1945/687369277.py:18: FutureWarning: DataFrame.interpolate with object dtype is deprecated and will raise in a future version. Call obj.infer_objects(copy=False) before interpolating instead.\n", + " both_cities_df = both_cities_df.interpolate(method='linear', limit_direction='both')\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dtmain.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degclouds.allrain.1hsnow.1hcitycity_namewind.gust
02025-03-01 00:00:00-2.05-2.05101686-2.05-2.050.0001000.000.00city_1tromso0.0
12025-03-01 01:00:00-1.05-1.05101680-1.05-1.050.0001000.000.00city_1tromso0.0
22025-03-01 02:00:00-1.05-1.05101680-1.05-1.050.0001000.000.00city_1tromso0.0
32025-03-01 03:00:000.95-4.331016690.950.956.171901000.000.00city_1tromso0.0
42025-03-01 04:00:000.95-3.811015750.950.955.142001000.000.00city_1tromso0.0
52025-03-01 05:00:000.95-3.201015800.950.954.12230750.000.00city_1tromso0.0
62025-03-01 06:00:000.95-4.561014750.950.956.69210400.000.00city_1tromso0.0
72025-03-01 07:00:000.95-4.561013800.950.956.69200400.000.00city_1tromso0.0
82025-03-01 08:00:000.95-4.081012860.950.955.66220400.000.00city_1tromso0.0
92025-03-01 09:00:000.95-3.811011800.950.955.14200400.000.00city_1tromso0.0
102025-03-01 10:00:001.95-1.961009751.951.954.12220200.000.00city_1tromso0.0
112025-03-01 11:00:001.95-3.281008691.951.956.69180200.000.00city_1tromso0.0
122025-03-01 12:00:001.95-2.551007691.951.955.14180400.100.00city_1tromso0.0
132025-03-01 13:00:001.95-4.051005641.951.958.75190400.120.00city_1tromso0.0
142025-03-01 14:00:002.95-2.391004602.952.957.72180750.210.00city_1tromso0.0
152025-03-01 15:00:000.95-6.021002800.950.9510.80190750.000.19city_1tromso0.0
162025-03-01 16:00:000.95-5.181002860.950.958.23180750.000.21city_1tromso0.0
172025-03-01 17:00:001.95-4.221002801.951.959.26190750.520.00city_1tromso0.0
182025-03-01 18:00:001.95-4.381002871.951.959.77180750.220.00city_1tromso0.0
192025-03-01 19:00:001.95-4.051001871.951.958.75180750.000.00city_1tromso0.0
202025-03-01 20:00:001.95-3.491001801.951.957.20180750.000.00city_1tromso0.0
212025-03-01 21:00:001.95-3.281000801.951.956.69190750.000.00city_1tromso0.0
222025-03-01 22:00:002.95-2.20999702.952.957.20180750.000.00city_1tromso0.0
232025-03-01 23:00:002.95-2.57998702.952.958.23190200.000.00city_1tromso0.0
242025-03-01 00:00:00-2.87-6.50102693-2.99-0.642.5750110.000.00city_2Kristiansand0.0
252025-03-01 01:00:00-2.87-2.87102693-2.99-0.641.030100.000.00city_2Kristiansand0.0
262025-03-01 02:00:00-3.99-6.381026100-3.99-2.041.540110.000.00city_2Kristiansand0.0
272025-03-01 03:00:00-0.99-3.69102693-2.04-0.992.06240100.000.00city_2Kristiansand0.0
282025-03-01 04:00:00-0.99-2.95102693-0.99-0.991.540110.000.00city_2Kristiansand0.0
292025-03-01 05:00:00-3.99-3.991026100-3.99-3.991.03000.000.00city_2Kristiansand0.0
302025-03-01 06:00:00-2.99-2.99102693-2.99-2.990.00000.000.00city_2Kristiansand0.0
312025-03-01 07:00:00-2.99-5.231026100-2.99-2.991.54000.000.00city_2Kristiansand0.0
322025-03-01 08:00:00-0.99-0.99102793-0.99-0.991.0328000.000.00city_2Kristiansand0.0
332025-03-01 09:00:000.010.011027930.012.141.03000.000.00city_2Kristiansand0.0
342025-03-01 10:00:002.932.931027862.403.251.03000.000.00city_2Kristiansand0.0
352025-03-01 11:00:005.172.651027785.016.293.09200200.000.00city_2Kristiansand0.0
362025-03-01 12:00:007.864.651027626.858.015.66270750.000.00city_2Kristiansand0.0
372025-03-01 13:00:007.934.941026627.408.015.14260400.000.00city_2Kristiansand0.0
382025-03-01 14:00:007.934.941026627.148.015.14260400.000.00city_2Kristiansand0.0
392025-03-01 15:00:007.064.331026657.017.404.12250400.000.00city_2Kristiansand0.0
402025-03-01 16:00:006.994.841025666.597.013.09230200.000.00city_2Kristiansand0.0
412025-03-01 17:00:006.924.161026676.037.014.12240400.000.00city_2Kristiansand0.0
422025-03-01 18:00:005.973.611026755.486.013.09230400.000.00city_2Kristiansand0.0
432025-03-01 19:00:005.033.341026805.015.482.06210750.000.00city_2Kristiansand0.0
442025-03-01 20:00:004.080.981026864.014.623.6025000.000.00city_2Kristiansand0.0
452025-03-01 21:00:003.95-0.051026873.514.015.1421000.000.00city_2Kristiansand0.0
462025-03-01 22:00:004.892.711026823.255.012.57220840.000.00city_2Kristiansand0.0
472025-03-01 23:00:003.213.211027843.014.621.03240200.000.00city_2Kristiansand0.0
\n", + "
" + ], + "text/plain": [ + " dt main.temp main.feels_like main.pressure \\\n", + "0 2025-03-01 00:00:00 -2.05 -2.05 1016 \n", + "1 2025-03-01 01:00:00 -1.05 -1.05 1016 \n", + "2 2025-03-01 02:00:00 -1.05 -1.05 1016 \n", + "3 2025-03-01 03:00:00 0.95 -4.33 1016 \n", + "4 2025-03-01 04:00:00 0.95 -3.81 1015 \n", + "5 2025-03-01 05:00:00 0.95 -3.20 1015 \n", + "6 2025-03-01 06:00:00 0.95 -4.56 1014 \n", + "7 2025-03-01 07:00:00 0.95 -4.56 1013 \n", + "8 2025-03-01 08:00:00 0.95 -4.08 1012 \n", + "9 2025-03-01 09:00:00 0.95 -3.81 1011 \n", + "10 2025-03-01 10:00:00 1.95 -1.96 1009 \n", + "11 2025-03-01 11:00:00 1.95 -3.28 1008 \n", + "12 2025-03-01 12:00:00 1.95 -2.55 1007 \n", + "13 2025-03-01 13:00:00 1.95 -4.05 1005 \n", + "14 2025-03-01 14:00:00 2.95 -2.39 1004 \n", + "15 2025-03-01 15:00:00 0.95 -6.02 1002 \n", + "16 2025-03-01 16:00:00 0.95 -5.18 1002 \n", + "17 2025-03-01 17:00:00 1.95 -4.22 1002 \n", + "18 2025-03-01 18:00:00 1.95 -4.38 1002 \n", + "19 2025-03-01 19:00:00 1.95 -4.05 1001 \n", + "20 2025-03-01 20:00:00 1.95 -3.49 1001 \n", + "21 2025-03-01 21:00:00 1.95 -3.28 1000 \n", + "22 2025-03-01 22:00:00 2.95 -2.20 999 \n", + "23 2025-03-01 23:00:00 2.95 -2.57 998 \n", + "24 2025-03-01 00:00:00 -2.87 -6.50 1026 \n", + "25 2025-03-01 01:00:00 -2.87 -2.87 1026 \n", + "26 2025-03-01 02:00:00 -3.99 -6.38 1026 \n", + "27 2025-03-01 03:00:00 -0.99 -3.69 1026 \n", + "28 2025-03-01 04:00:00 -0.99 -2.95 1026 \n", + "29 2025-03-01 05:00:00 -3.99 -3.99 1026 \n", + "30 2025-03-01 06:00:00 -2.99 -2.99 1026 \n", + "31 2025-03-01 07:00:00 -2.99 -5.23 1026 \n", + "32 2025-03-01 08:00:00 -0.99 -0.99 1027 \n", + "33 2025-03-01 09:00:00 0.01 0.01 1027 \n", + "34 2025-03-01 10:00:00 2.93 2.93 1027 \n", + "35 2025-03-01 11:00:00 5.17 2.65 1027 \n", + "36 2025-03-01 12:00:00 7.86 4.65 1027 \n", + "37 2025-03-01 13:00:00 7.93 4.94 1026 \n", + "38 2025-03-01 14:00:00 7.93 4.94 1026 \n", + "39 2025-03-01 15:00:00 7.06 4.33 1026 \n", + "40 2025-03-01 16:00:00 6.99 4.84 1025 \n", + "41 2025-03-01 17:00:00 6.92 4.16 1026 \n", + "42 2025-03-01 18:00:00 5.97 3.61 1026 \n", + "43 2025-03-01 19:00:00 5.03 3.34 1026 \n", + "44 2025-03-01 20:00:00 4.08 0.98 1026 \n", + "45 2025-03-01 21:00:00 3.95 -0.05 1026 \n", + "46 2025-03-01 22:00:00 4.89 2.71 1026 \n", + "47 2025-03-01 23:00:00 3.21 3.21 1027 \n", + "\n", + " main.humidity main.temp_min main.temp_max wind.speed wind.deg \\\n", + "0 86 -2.05 -2.05 0.00 0 \n", + "1 80 -1.05 -1.05 0.00 0 \n", + "2 80 -1.05 -1.05 0.00 0 \n", + "3 69 0.95 0.95 6.17 190 \n", + "4 75 0.95 0.95 5.14 200 \n", + "5 80 0.95 0.95 4.12 230 \n", + "6 75 0.95 0.95 6.69 210 \n", + "7 80 0.95 0.95 6.69 200 \n", + "8 86 0.95 0.95 5.66 220 \n", + "9 80 0.95 0.95 5.14 200 \n", + "10 75 1.95 1.95 4.12 220 \n", + "11 69 1.95 1.95 6.69 180 \n", + "12 69 1.95 1.95 5.14 180 \n", + "13 64 1.95 1.95 8.75 190 \n", + "14 60 2.95 2.95 7.72 180 \n", + "15 80 0.95 0.95 10.80 190 \n", + "16 86 0.95 0.95 8.23 180 \n", + "17 80 1.95 1.95 9.26 190 \n", + "18 87 1.95 1.95 9.77 180 \n", + "19 87 1.95 1.95 8.75 180 \n", + "20 80 1.95 1.95 7.20 180 \n", + "21 80 1.95 1.95 6.69 190 \n", + "22 70 2.95 2.95 7.20 180 \n", + "23 70 2.95 2.95 8.23 190 \n", + "24 93 -2.99 -0.64 2.57 50 \n", + "25 93 -2.99 -0.64 1.03 0 \n", + "26 100 -3.99 -2.04 1.54 0 \n", + "27 93 -2.04 -0.99 2.06 240 \n", + "28 93 -0.99 -0.99 1.54 0 \n", + "29 100 -3.99 -3.99 1.03 0 \n", + "30 93 -2.99 -2.99 0.00 0 \n", + "31 100 -2.99 -2.99 1.54 0 \n", + "32 93 -0.99 -0.99 1.03 280 \n", + "33 93 0.01 2.14 1.03 0 \n", + "34 86 2.40 3.25 1.03 0 \n", + "35 78 5.01 6.29 3.09 200 \n", + "36 62 6.85 8.01 5.66 270 \n", + "37 62 7.40 8.01 5.14 260 \n", + "38 62 7.14 8.01 5.14 260 \n", + "39 65 7.01 7.40 4.12 250 \n", + "40 66 6.59 7.01 3.09 230 \n", + "41 67 6.03 7.01 4.12 240 \n", + "42 75 5.48 6.01 3.09 230 \n", + "43 80 5.01 5.48 2.06 210 \n", + "44 86 4.01 4.62 3.60 250 \n", + "45 87 3.51 4.01 5.14 210 \n", + "46 82 3.25 5.01 2.57 220 \n", + "47 84 3.01 4.62 1.03 240 \n", + "\n", + " clouds.all rain.1h snow.1h city city_name wind.gust \n", + "0 100 0.00 0.00 city_1 tromso 0.0 \n", + "1 100 0.00 0.00 city_1 tromso 0.0 \n", + "2 100 0.00 0.00 city_1 tromso 0.0 \n", + "3 100 0.00 0.00 city_1 tromso 0.0 \n", + "4 100 0.00 0.00 city_1 tromso 0.0 \n", + "5 75 0.00 0.00 city_1 tromso 0.0 \n", + "6 40 0.00 0.00 city_1 tromso 0.0 \n", + "7 40 0.00 0.00 city_1 tromso 0.0 \n", + "8 40 0.00 0.00 city_1 tromso 0.0 \n", + "9 40 0.00 0.00 city_1 tromso 0.0 \n", + "10 20 0.00 0.00 city_1 tromso 0.0 \n", + "11 20 0.00 0.00 city_1 tromso 0.0 \n", + "12 40 0.10 0.00 city_1 tromso 0.0 \n", + "13 40 0.12 0.00 city_1 tromso 0.0 \n", + "14 75 0.21 0.00 city_1 tromso 0.0 \n", + "15 75 0.00 0.19 city_1 tromso 0.0 \n", + "16 75 0.00 0.21 city_1 tromso 0.0 \n", + "17 75 0.52 0.00 city_1 tromso 0.0 \n", + "18 75 0.22 0.00 city_1 tromso 0.0 \n", + "19 75 0.00 0.00 city_1 tromso 0.0 \n", + "20 75 0.00 0.00 city_1 tromso 0.0 \n", + "21 75 0.00 0.00 city_1 tromso 0.0 \n", + "22 75 0.00 0.00 city_1 tromso 0.0 \n", + "23 20 0.00 0.00 city_1 tromso 0.0 \n", + "24 11 0.00 0.00 city_2 Kristiansand 0.0 \n", + "25 10 0.00 0.00 city_2 Kristiansand 0.0 \n", + "26 11 0.00 0.00 city_2 Kristiansand 0.0 \n", + "27 10 0.00 0.00 city_2 Kristiansand 0.0 \n", + "28 11 0.00 0.00 city_2 Kristiansand 0.0 \n", + "29 0 0.00 0.00 city_2 Kristiansand 0.0 \n", + "30 0 0.00 0.00 city_2 Kristiansand 0.0 \n", + "31 0 0.00 0.00 city_2 Kristiansand 0.0 \n", + "32 0 0.00 0.00 city_2 Kristiansand 0.0 \n", + "33 0 0.00 0.00 city_2 Kristiansand 0.0 \n", + "34 0 0.00 0.00 city_2 Kristiansand 0.0 \n", + "35 20 0.00 0.00 city_2 Kristiansand 0.0 \n", + "36 75 0.00 0.00 city_2 Kristiansand 0.0 \n", + "37 40 0.00 0.00 city_2 Kristiansand 0.0 \n", + "38 40 0.00 0.00 city_2 Kristiansand 0.0 \n", + "39 40 0.00 0.00 city_2 Kristiansand 0.0 \n", + "40 20 0.00 0.00 city_2 Kristiansand 0.0 \n", + "41 40 0.00 0.00 city_2 Kristiansand 0.0 \n", + "42 40 0.00 0.00 city_2 Kristiansand 0.0 \n", + "43 75 0.00 0.00 city_2 Kristiansand 0.0 \n", + "44 0 0.00 0.00 city_2 Kristiansand 0.0 \n", + "45 0 0.00 0.00 city_2 Kristiansand 0.0 \n", + "46 84 0.00 0.00 city_2 Kristiansand 0.0 \n", + "47 20 0.00 0.00 city_2 Kristiansand 0.0 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import sys\n", "import os\n", @@ -362,7 +3913,7 @@ "# Now we can import the fucntion from the module\n", "from my_package.util import fill_column_0\n", "\n", - "columns_to_0 = ['rain.1h', 'snow.1h']\n", + "columns_to_0 = ['rain.1h', 'snow.1h', 'wind.gust']\n", "\n", "# Fill 'NaN' values with 0, if there are any, for both rain/snow column\n", "both_cities_df = fill_column_0(both_cities_df, columns_to_0)\n", @@ -376,6 +3927,13 @@ "display(both_cities_df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen bytter ut verdien 'NaN', med 0 for de ønskede kolonnene 'rain.1h', 'snow.1h', 'wind.1h' og 'wind.gust'. Noe vi ser spesielt godt for kolonnen 'wind.gust' helt til høyre, tidligere hadde denne 'NaN' verdier, men nå har den verdien 0.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -386,9 +3944,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import missingno as msno\n", "\n", @@ -396,6 +3975,13 @@ "msno.matrix(both_cities_df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne missingo matrixen viser tydelig at funksjonen over fylte inn alle de manglende verdiene, for nå er det ingen tomrom, og derav ingen manglende verdier.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -412,9 +3998,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -517,6 +4114,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne grafen viser sammenligning mellom temperatur for Tromsø og Kristiansand i den øverste grafen. Her ser vi det som ble nevnt tidligere, med at Tromsø har mindre variasjon. Medianen, den prikkete linjen, til Tromsø ligger rett over gjennomsnittet, den stiplede linjen, og alle annen temperatur beveger seg ikke så mye over eller under denne linjen. Den største forskjellene ser vi helt på starten av dagen. For Kristiansand derimot ser vi store variasjoner i temperaturen, dette stemmer overens med standardavviket vi tidligere kalkulerte. Vi ser også her det store skillet mellom median og gjennomsnitt og at det er forårsaket av et par kalde timer før klokken 10. Etter det ligger temperaturen hele tiden over gjennomsnittet, og drar derfor opp medianen. I grafen under, som deler samme x-akse, ser vi nedbøret. 1. mars 2025 var Kristiansans nedbørsfritt, mens det reget og snødde i løpet av dagen i Tromsø. Vi ser at timene med snø sammenfaller med en litt nedgang i temperaturen klokken 15 og 16.* " + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -536,9 +4140,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import os\n", "import seaborn as sns\n", @@ -582,6 +4197,13 @@ "# Show the plot\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser en korrelasjonsmatrise for hver av stedene. Den viser sammenhengen mellom de ulike variablene for begge stedene. De hvite radene/kolonnene tyder på manglende verdier. Noe som stemmer med dataen vi har fått over, 'wind.gust' var ikke til stede i dataframen og ble lagt til med 0-verdi. Og i Kristiansand var det ingen nedbør den 1. mars 2025. Som vi kan lese av begge grafene er det en nokså sterk positiv sammenheng mellom 'wind.speed' og 'main.temp', med verdien 0.76 i Tromsø og 0.78 i Kristiansand. Dette betyr at når vinden øker, har temperaturen også en tendens til å øke, men det er viktig tenke på at det kan være tilfeldighet, og det kan være sånn at når vinden øker, så øker også temperaturen. I Kristiansand ser vi også at det er en sterk negativ sammenheng mellom 'main.humidity' og 'main.temperature', dette betyr at når luftfuktigheten øker så senkes temepraturen. Eller at når luftfuktigheten synker, så stiger temperaturen. Igjen så er det viktig å ikke ta det for gitt at økt luftfuktighet betyr lavere temperatur, dette kan rett og slett også være tilfeldig denne ene dagen. Som vi ser i matrisen er det også en sterk negativ sammenheng mellom 'main.pressure' og 'main.temp' i Tromsø, dette betyr at lavere lufttrykk blir temperaturen høyere og med høyere lufttrykk blir det lavere temperatur. Derfor kan man stille spørsmål ved denne sammenhengen for Kristiansand, hvor korrelasjons koeffisenten mellom disse er på -0.01, altså veldig svak, tilnærmet ingen sammenheng. Men igjen, man skal ikke ta disse sammenhengene forgitt, hvertfall ikke når det bare er basert på en dag.*" + ] } ], "metadata": { diff --git a/notebooks/notebook_compare_one_week_data.ipynb b/notebooks/notebook_compare_one_week_data.ipynb index adac993..dd65798 100644 --- a/notebooks/notebook_compare_one_week_data.ipynb +++ b/notebooks/notebook_compare_one_week_data.ipynb @@ -34,10 +34,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "8474286b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Start date => unix timestamp: 1730332800\n", + "End date => unix timestamp: 1730678400\n", + "Unix timestamp => start date: 2024-10-31 00:00:00\n", + "Unix timestamp => end date: 2024-11-04 00:00:00\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -64,6 +75,14 @@ "print(\"Unix timestamp => end date:\", end_date)\n" ] }, + { + "cell_type": "markdown", + "id": "be08e6f7", + "metadata": {}, + "source": [ + "**Kommentar**: *Vi ser at valgt periode er fra 31. oktober 2024 til 4. november 2024.*" + ] + }, { "cell_type": "markdown", "id": "0b9d1a95", @@ -77,10 +96,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "5ebb8c16", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Første sted: sandnes\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -96,11 +124,20 @@ "\n", "# User input the city, for the weather\n", "city_1 = input_place()\n", + "print('Første sted:', city_1)\n", "\n", "# Stores the values in the variables\n", "data_city_1, folder = fetch_time_data(unix_start_date, unix_end_date, city_1)" ] }, + { + "cell_type": "markdown", + "id": "95eea8a5", + "metadata": {}, + "source": [ + "**Kommentar**: *Første sted til sammenligningen er Sandnes, og det gikk bra å hente dataen.*" + ] + }, { "cell_type": "markdown", "id": "2d0e2068", @@ -114,10 +151,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "61eec678", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Andre sted: hamar\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -133,6 +179,7 @@ "\n", "# User input the city, for the weather\n", "city_2 = input_place()\n", + "print('Andre sted:', city_2)\n", "\n", "# Cheks that the two cities is not the same\n", "while city_2.lower() == city_1.lower():\n", @@ -143,6 +190,14 @@ "data_city_2, folder = fetch_time_data(unix_start_date, unix_end_date, city_2)" ] }, + { + "cell_type": "markdown", + "id": "2a3eadca", + "metadata": {}, + "source": [ + "**Kommentar**: *Andre sted til sammenligningen er Hamar, og dataen er hentet fra API-en.*" + ] + }, { "cell_type": "markdown", "id": "b04ecf78", @@ -161,10 +216,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "bcf37e96", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has been written to /Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/data/../data/json/output_compare_one_week/data_sandnes_hamar.json\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -189,6 +252,14 @@ "write_data(city_weather, folder, filename)" ] }, + { + "cell_type": "markdown", + "id": "1d035845", + "metadata": {}, + "source": [ + "**Kommentar**: *Den kombinerte dataen for begge stedene er lagret til filen: `data/json/output_compare_one_week/data_sandnes_hamar.json`. Den finnes altså i json mappen i data mappen, og er lagret i denne notebookens mappe `output_notebook_compare_one_week` med filnavnet `data_sandnes_hamar.json`*" + ] + }, { "cell_type": "markdown", "id": "304312bc", @@ -205,10 +276,299 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "79e9dda6", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dtmain.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degclouds.allrain.1hwind.gustcitycity_namesnow.1h
02024-10-31 00:00:0010.259.581019869.8211.165.14220750.24NaNcity_1sandnesNaN
12024-10-31 01:00:0010.319.621019859.9511.165.142101000.15NaNcity_1sandnesNaN
22024-10-31 02:00:0010.579.981017889.9911.726.17210100NaNNaNcity_1sandnesNaN
32024-10-31 03:00:0010.9610.4410168910.3811.726.172301000.18NaNcity_1sandnesNaN
42024-10-31 04:00:0011.0010.4810158910.5512.276.1721075NaNNaNcity_1sandnesNaN
................................................
1892024-11-03 20:00:001.971.971025911.971.970.19276100NaN0.30city_2hamarNaN
1902024-11-03 21:00:001.881.881026911.881.880.79279100NaN0.88city_2hamarNaN
1912024-11-03 22:00:001.791.791026921.791.790.9529498NaN0.99city_2hamarNaN
1922024-11-03 23:00:001.701.701027921.701.701.0628498NaN1.08city_2hamarNaN
1932024-11-04 00:00:001.641.641028921.641.641.1024196NaN1.13city_2hamarNaN
\n", + "

194 rows × 15 columns

\n", + "
" + ], + "text/plain": [ + " dt main.temp main.feels_like main.pressure \\\n", + "0 2024-10-31 00:00:00 10.25 9.58 1019 \n", + "1 2024-10-31 01:00:00 10.31 9.62 1019 \n", + "2 2024-10-31 02:00:00 10.57 9.98 1017 \n", + "3 2024-10-31 03:00:00 10.96 10.44 1016 \n", + "4 2024-10-31 04:00:00 11.00 10.48 1015 \n", + ".. ... ... ... ... \n", + "189 2024-11-03 20:00:00 1.97 1.97 1025 \n", + "190 2024-11-03 21:00:00 1.88 1.88 1026 \n", + "191 2024-11-03 22:00:00 1.79 1.79 1026 \n", + "192 2024-11-03 23:00:00 1.70 1.70 1027 \n", + "193 2024-11-04 00:00:00 1.64 1.64 1028 \n", + "\n", + " main.humidity main.temp_min main.temp_max wind.speed wind.deg \\\n", + "0 86 9.82 11.16 5.14 220 \n", + "1 85 9.95 11.16 5.14 210 \n", + "2 88 9.99 11.72 6.17 210 \n", + "3 89 10.38 11.72 6.17 230 \n", + "4 89 10.55 12.27 6.17 210 \n", + ".. ... ... ... ... ... \n", + "189 91 1.97 1.97 0.19 276 \n", + "190 91 1.88 1.88 0.79 279 \n", + "191 92 1.79 1.79 0.95 294 \n", + "192 92 1.70 1.70 1.06 284 \n", + "193 92 1.64 1.64 1.10 241 \n", + "\n", + " clouds.all rain.1h wind.gust city city_name snow.1h \n", + "0 75 0.24 NaN city_1 sandnes NaN \n", + "1 100 0.15 NaN city_1 sandnes NaN \n", + "2 100 NaN NaN city_1 sandnes NaN \n", + "3 100 0.18 NaN city_1 sandnes NaN \n", + "4 75 NaN NaN city_1 sandnes NaN \n", + ".. ... ... ... ... ... ... \n", + "189 100 NaN 0.30 city_2 hamar NaN \n", + "190 100 NaN 0.88 city_2 hamar NaN \n", + "191 98 NaN 0.99 city_2 hamar NaN \n", + "192 98 NaN 1.08 city_2 hamar NaN \n", + "193 96 NaN 1.13 city_2 hamar NaN \n", + "\n", + "[194 rows x 15 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "import json\n", @@ -243,6 +603,14 @@ "display(sqldf('''SELECT * FROM both_cities_df'''))" ] }, + { + "cell_type": "markdown", + "id": "82ffe2db", + "metadata": {}, + "source": [ + "**Kommentar**: Funksjonen henter og skriver ut dataen fra filen lagret over. Og siden det er så mye data ser vi at tabellen bare viser de 5 øverste og de 5 nederste radene, men vi ser fortsatt til høyre i tabellen i kolonnen city_name at det er lagret data for begge stedene. Vi ser også at det er 'NaN' verdier både i kolonnen 'rain.1h', 'wind.gust' og 'snow.1h'." + ] + }, { "cell_type": "markdown", "id": "57169489", @@ -258,10 +626,194 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "712b2a1e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Main temperature for sandnes and hamar\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
hamar_main_tempsandnes_main_temp
dt
2024-10-31 00:00:003.8710.25
2024-10-31 01:00:003.6510.31
2024-10-31 02:00:003.5910.57
2024-10-31 03:00:003.4110.96
2024-10-31 04:00:002.9111.00
.........
2024-11-03 20:00:001.9710.65
2024-11-03 21:00:001.8810.52
2024-11-03 22:00:001.7910.33
2024-11-03 23:00:001.7010.18
2024-11-04 00:00:001.6410.18
\n", + "

97 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " hamar_main_temp sandnes_main_temp\n", + "dt \n", + "2024-10-31 00:00:00 3.87 10.25\n", + "2024-10-31 01:00:00 3.65 10.31\n", + "2024-10-31 02:00:00 3.59 10.57\n", + "2024-10-31 03:00:00 3.41 10.96\n", + "2024-10-31 04:00:00 2.91 11.00\n", + "... ... ...\n", + "2024-11-03 20:00:00 1.97 10.65\n", + "2024-11-03 21:00:00 1.88 10.52\n", + "2024-11-03 22:00:00 1.79 10.33\n", + "2024-11-03 23:00:00 1.70 10.18\n", + "2024-11-04 00:00:00 1.64 10.18\n", + "\n", + "[97 rows x 2 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
citycity_nameavg_tempmax_tempmin_tempmedian_tempstdev_temp
0city_2hamar3.4311.90-0.412.832.82
1city_1sandnes9.0312.972.8910.523.01
\n", + "
" + ], + "text/plain": [ + " city city_name avg_temp max_temp min_temp median_temp stdev_temp\n", + "0 city_2 hamar 3.43 11.90 -0.41 2.83 2.82\n", + "1 city_1 sandnes 9.03 12.97 2.89 10.52 3.01" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Stores the `main.temp` from both cities using pandas sql\n", "temp_data = sqldf('''\n", @@ -305,6 +857,14 @@ "display(stat_temp_per_city)" ] }, + { + "cell_type": "markdown", + "id": "a5e953c8", + "metadata": {}, + "source": [ + "**Kommentar**: *Ved hjelp av pandas SQL og pivot har vi fått hentet ut data fra begge stedene og satt de side om side for sammenligning. Her ser vi igjen det samme som i cellen over, at tabellen kollapser og viser bare de 5 øverste og de 5 nedeste radene. Tabellen under ser vi derimot hele av, og den viser gjennomsnitt, maks, min og median temperaturen for begge stedene, i tillegg til standardavviket. For Hamar ser vi at gjennomsnittet er høyere enn medianen, dette tyder på noen få høye temperaturer som drar opp gjennomsnittet til 3.34 grader, mens medianen, altså den miderste verdien ligger på 2.83 grader. Sandnes har derimot et gjennomsnitt på 9.03 grader som er lavere enn medianen på 10.53 grader. Dette tyder på noen lave verdier som drar ned gjennomsnittet. Vi ser at det er nokså lik variasjon i temperaturen for Sandnes og Hamar denne perioden da Hamar har et standardavvik på 2.82 grader og sandnes på 3.01 grader*" + ] + }, { "cell_type": "markdown", "id": "d0248c3b", @@ -317,10 +877,299 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "id": "ff553681", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dtmain.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degclouds.allrain.1hwind.gustcitycity_namesnow.1h
02024-10-31 00:00:0010.259.581019869.8211.165.14220750.24NaNcity_1sandnesNaN
12024-10-31 01:00:0010.319.621019859.9511.165.142101000.15NaNcity_1sandnesNaN
22024-10-31 02:00:0010.579.981017889.9911.726.17210100NaNNaNcity_1sandnesNaN
32024-10-31 03:00:0010.9610.4410168910.3811.726.172301000.18NaNcity_1sandnesNaN
42024-10-31 04:00:0011.0010.4810158910.5512.276.1721075NaNNaNcity_1sandnesNaN
................................................
1892024-11-03 20:00:001.971.971025911.971.970.19276100NaN0.30city_2hamarNaN
1902024-11-03 21:00:001.881.881026911.881.880.79279100NaN0.88city_2hamarNaN
1912024-11-03 22:00:001.791.791026921.791.790.9529498NaN0.99city_2hamarNaN
1922024-11-03 23:00:001.701.701027921.701.701.0628498NaN1.08city_2hamarNaN
1932024-11-04 00:00:001.641.641028921.641.641.1024196NaN1.13city_2hamarNaN
\n", + "

194 rows × 15 columns

\n", + "
" + ], + "text/plain": [ + " dt main.temp main.feels_like main.pressure \\\n", + "0 2024-10-31 00:00:00 10.25 9.58 1019 \n", + "1 2024-10-31 01:00:00 10.31 9.62 1019 \n", + "2 2024-10-31 02:00:00 10.57 9.98 1017 \n", + "3 2024-10-31 03:00:00 10.96 10.44 1016 \n", + "4 2024-10-31 04:00:00 11.00 10.48 1015 \n", + ".. ... ... ... ... \n", + "189 2024-11-03 20:00:00 1.97 1.97 1025 \n", + "190 2024-11-03 21:00:00 1.88 1.88 1026 \n", + "191 2024-11-03 22:00:00 1.79 1.79 1026 \n", + "192 2024-11-03 23:00:00 1.70 1.70 1027 \n", + "193 2024-11-04 00:00:00 1.64 1.64 1028 \n", + "\n", + " main.humidity main.temp_min main.temp_max wind.speed wind.deg \\\n", + "0 86 9.82 11.16 5.14 220 \n", + "1 85 9.95 11.16 5.14 210 \n", + "2 88 9.99 11.72 6.17 210 \n", + "3 89 10.38 11.72 6.17 230 \n", + "4 89 10.55 12.27 6.17 210 \n", + ".. ... ... ... ... ... \n", + "189 91 1.97 1.97 0.19 276 \n", + "190 91 1.88 1.88 0.79 279 \n", + "191 92 1.79 1.79 0.95 294 \n", + "192 92 1.70 1.70 1.06 284 \n", + "193 92 1.64 1.64 1.10 241 \n", + "\n", + " clouds.all rain.1h wind.gust city city_name snow.1h \n", + "0 75 0.24 NaN city_1 sandnes NaN \n", + "1 100 0.15 NaN city_1 sandnes NaN \n", + "2 100 NaN NaN city_1 sandnes NaN \n", + "3 100 0.18 NaN city_1 sandnes NaN \n", + "4 75 NaN NaN city_1 sandnes NaN \n", + ".. ... ... ... ... ... ... \n", + "189 100 NaN 0.30 city_2 hamar NaN \n", + "190 100 NaN 0.88 city_2 hamar NaN \n", + "191 98 NaN 0.99 city_2 hamar NaN \n", + "192 98 NaN 1.08 city_2 hamar NaN \n", + "193 96 NaN 1.13 city_2 hamar NaN \n", + "\n", + "[194 rows x 15 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import sys\n", "import os\n", @@ -331,12 +1180,20 @@ "# Now we can import the fucntion from the module\n", "from my_package.util import ensure_column\n", "\n", - "columns_to_ensure = ['rain.1h', 'snow.1h']\n", + "columns_to_ensure = ['rain.1h', 'snow.1h', 'wind.gust', 'wind.speed']\n", "\n", "both_cities_df = ensure_column(both_cities_df, columns_to_ensure)\n", "display(both_cities_df)" ] }, + { + "cell_type": "markdown", + "id": "ff446126", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen sjekker om kolonnene: 'rain.1h', 'snow.1h', 'wind.gust' og 'wind.speed' er i datasettet. Dersom de ikke er vil de bli printet, og de vil bli lagt til i datasettet med verdiene 'NaN'. I dette datasettet manglet ingen av kolonnene. Det er viktig å sjekke at kolonnene er tilstede, for å forhindre feilmeldinger når verdiene brukes senere.*" + ] + }, { "cell_type": "markdown", "id": "e271e6c1", @@ -350,10 +1207,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "id": "9285c447", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAB/wAAAO8CAYAAABEIMwVAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAA6nhJREFUeJzs3Qd4FNX3//FLD7333lFEFBUEBBERAcGKKPbeC1hQQRHE3rEXFBV7BxuKBaUpgooivYP03kFk/s/n/v53vpPNJrRkZ3fyfj3PmmR3EyecTLvnnnPzeJ7nGQAAAAAAAAAAAAAAkFLyhr0BAAAAAAAAAAAAAABg35HwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAAAAAAAAAAAgBZHwBwAAAABE0q5du9J97XleaNsCAAAAAACQE0j4AwAAAAAiZ/fu3SZ//vxm+fLlpk+fPjb5nydPnrA3CwAAAAAAIFvl8ShxAAAAAABE0NatW03r1q3N9u3bzfTp08PeHAAAAAAAgGxHhT8AAAAAIJJWrlxp/vnnH7Np0yazatWqsDcHAAAAAAAg25HwBwAAAABEUq1atczBBx9sK/31AAAAAAAAiBoS/gAAAACASNi9e7f/0X1esmRJs379erNgwYKQtw4AAAAAACD7kfAHAAAAkOu4ZDCiYdeuXenimjdvXvuQOnXq2I+zZ8/23+95XijbCQAAAAAAkN3yZ/tPBAAAAIAk9t9//5l8+fKZbdu2mXXr1pnFixebQw891BQsWNA+j9STP39+s2rVKtOzZ09Tt25dU758edO8eXNTu3Zt+7ns2LHDf3+ePHlC3FoAAAAAAIDsk8ejtAEAAABALkv2r1692lxyySXm77//NvPnzzetWrUy7dq1M/369TOFCxcOezOxjzR544wzzjAjR47M8JqS+7rtLVWqlOnRo4epUKGCqVatmmnSpImNdaNGjcz27dvt6wAAAAAAAKmGhD8AAACAXEG3Pkr+Ktnfpk0bM3PmTHPQQQeZLVu22Er/TZs22aTxa6+9ZooWLRr25mIfKZ6K78aNG82ff/5plixZYubOnWumT59uJk2a5Cf+nbS0NDsBRJ0dTjzxRPPuu+/aTgEAAAAAAACphIQ/AAAAgFxBtz5K8F522WXmiy++MNdff73p37+/WbZsmZk8ebLp3bu3TRB37drVvPPOOyT9U2wiR2ZmzZpll2xQi/++ffuaFStWmD/++MNs2LDBdnj4999/zfvvv2/q1auX0O0GAAAAAADIDiT8AQAAAETarl27bOW2a+ev5G+zZs3Miy++aAoVKuS/b8qUKebss8+2leLdunUzb7/9Nkn/JE/w7+lzJfPV0aFhw4amTJkytto/uGSDlgLQ34Sq/N3fCQAAAAAAQCrJG/YGAAAAAEB2C85rVhJ31apV5tRTTzWDBg2yn/fp08cm+zUJwGnatKl57733bHL4s88+M+ecc45t94/koXi5RP7WrVtt634l7Xfs2GGfd/F0if8CBQqYypUrm8aNG9v3uXju3r3bflTyX8l+/b2Q7AcAAAAAAKmIhD8AAAnkEhFKNOixZs0a21IYAJA9vv/+e7N27dp0Ld51vH3qqadsG/+PP/7YJouV/JXYVvCq/g8m/c8//3yzefPmhP8eyEgV+KrGX7dunV1+oU2bNubwww83rVu3Nr169bKt+vV6cBKHm/hRrlw5O9FjwYIF9uu8edPfCme1JAAAAAAAAEAyI+EPAEAIiQpVlh5zzDHmoIMOslWHAwYMMGPGjAl7E4FcLZgkRGrS+uwdOnQwQ4cOtUl9R8ldteq/6qqrbNt+TQj46quv/NdiVzlzSX8dnz/99FNz/fXXJ/x3Qcb9UxX4K1euNMcee6x57rnn7IQ5Jfs1IUPLM7Rv394sWrQoXdLfVfIffPDB9uP8+fND/T0AAAAAAACyGwl/AABCSFQ8/vjj9vN69erZKtP77rvPXHnllWbIkCFhbyqQaylJKNoff/nlF/t5bCIYyUvHUsWrfPnypkKFCraVe5CS90rcX3fddfZrJYxV7e+qu+Ml/V9//XXTtm1b079//wT+Joil2LgJc126dLFJe02cmzVrlp0sN2zYMFOpUiUzffp0O5luyZIlftLf7deKp6jKHwAAAAAAIEpI+AMAkABKOKgSsWvXrmbOnDm2CvX33383o0ePNpMmTbLJ/hkzZpjXXnvNTJ48OezNBXIt7YN33XWXeeGFF2ySkTbfqUNrsSsJPGrUKNuGX0umvPrqqzZJ7KirytVXX22PucuXL7eTO4YPH55p0r9Zs2bm22+/NbVr17ZdWhAOxWbHjh323Dlt2jTbzn/QoEG2O8Mff/xhnnzySRtPxUnJfiX9Fy9ebM+9rtODvl+TQE455ZSwfx0AAAAAAIBsRcIfAIAcpgSSHkogKrl/xRVXmLvvvtsUL17cFCxY0FYlas3pUqVKmRNOOMFvO4zkk1m1N1Xg0dGuXTtTuXJlM3XqVJswFuKbGhSn0qVL20puVfufdNJJ5rLLLrOTONavX58u6a/13i+//HI78WrgwIFZJv3VnSX4EeHQPvnOO+/YJRt0DlXyXsn/+++/3y6/0K9fPzN37lzTqlUr29Zfrf710XV66N69u/26atWqLN8BAAAAAAAihYQ/AAA5TAkkPcaOHWtbTd97771+AmLTpk2mRYsWtur/lltusdWpqlLVesTBqlSETwkiV+2tz1esWGEfQhV4NGitb028Oeyww2ynDSURhfimhmCcVNXdqVMnU6VKFfPwww+bV155JV3Sv2HDhuamm26ySX9ViCvpP2LECP/nMMkj+ezcudM0bdrUVvarcl+V/E899ZT58MMP7QQOPS+aVFeiRAn7+nHHHWcWLFhgn9dzFStWtPu5a/MPAAAAAAAQBST8AQDIYUouqLXwr7/+asqUKeM/v2XLFluBOHPmTDNgwACbfFKyX9RC+qWXXrLvQfiC60APGTLEnHrqqaZ+/fqmQYMGpn379ubll182K1euDHszcYDUHlwJfyWBRVXfGzduJPmbgpTcvfHGG+1Dx+BHH310j0l/TcZ6//337WtM8kg+moijTjmKm0ycONG88cYb5qKLLjKPP/64/z51ydm+fbupVauWmT9/vjn77LPt30BwPwcAAAAAAIiSPB4jmAAAZCut86zWz2oprSSx2vZr7WC1GVZFuKoOpUmTJmbWrFm2NbGSTmlpaekSFoUKFTKjR482JUuWDPG3gRJFLkF02223mUceecQmE5s3b26WLVtm46nkUteuXW1SsWbNmmFvMvYyproMjpfYVSt/rfOtKn915jjiiCNC2U7sPRdLF1v3UZ1SNElH+6a+VieVSy+91E7scDTpavDgwTaZ3LFjR/Ppp5+mOx4j/HjG7qv6umXLlmbKlCn+PqoOADrfLly40MZRcddkrLvuustO0AIAAAAAAIgqyhsAAMhGSkIo2b98+XJz9NFH2/WFRYmKSpUqmaVLl5revXvbZL+STEpExCb7b7/9djNv3jzTs2dPU6xYsRB/G4hL9ithqGR/ly5dzKhRo8w333xjE02ffPKJKVq0qPnhhx/Mm2++aZNOSI0JHKtWrcrwmpQtW9a0adPGTtR5+umn7YQOJCe3FruLnWImLsalS5c2l112mU30Z1Xpf+2115pbb73VdlYh2Z988XTJfjdXXfukJnNUrVrVnk9FyX7R5A1NrjvkkENsBwAl+zURDwAAAAAAIKpI+AMAkI2UlFBi4eqrrzYzZsywLYiVoFAiom/fvjaRqGTEnDlzbLL/zjvvTJdc0mtKRmmygKpQWWc4Ofz999/m2WefNXXq1LHrRB911FH2eXVf+P77783atWttB4cTTzzRTzohOblE8HXXXWfq1q1rHnroIbuERvA1ueGGG2y8VeXvltagMVZyLrWh/U/JerVuP+2008wHH3yQbomNvUn6N27c2Nx3332mRo0aftIZyRdPnWP1Pp1ntT9qcpwmYomeU2v/t956y7Rt2zbdsVgT8QAAAAAAAKKKkQ8AAPaT2rlXrlw5w/NKLKjyUOsHBysT1aZfEwFUMayqRVc1rNb/qgpXa39Vl1asWNFWimtyQLAaGeGZPXu2bROt2B1++OH+8wMHDrTrfp900kn2c/eaOjwofgUKFAhxqxFvqQ3Rut5z5861iXxNxFHisEePHubUU081HTp0MOXKlbMt35UE/uyzz2yr9379+rGuexJRzJQcVpeG4447znZTca381X3jggsusMfbFi1apEv6ixL+rsW/1n/Xa+L+Ppholdzx1PuKFy9uJ+uce+65dvKcJl5t2LDB/Pbbb6Z27dp2gpY6r2S2bAcAAAAAAECUkEEAAGA/qPKwadOmtvI7Nqm4detWOxmgSJEiNtnw77//2teUVLrwwgvNVVddZQoXLmweeOABW2Gsav569eqZp556yk4K+PHHH021atVsFSPJ/sSLV907fvx4+7FMmTL+c/fcc49N8qvFv5L+LtmvhJViq8pwhMO1Aw/G0yVzlbxX942vvvrKjB492lYHa7kNVRGfc845NqH42GOPmcWLF9sOHKoSHjdunN2vkTyUxNWkqcsvv9wulaKODH/++aet8FZnFbVy136pZTfiVforaawq8vfff5/ODSkaz44dO5rnnnvOlChRwi6psmTJEns81jm0evXqdt8n2Q8AAAAAAHIDsggAAOwjVeer2nv16tWmZ8+e6ZL+SioqybBx40ZTpUoVm2wIVosqwX/TTTeZd99917Rr184UKlTIVoM3b97cVpyOHDnSbylNlWk4iWL37z58+HBbCS6qGBVVkIoS/QMGDLDJJbUB1+QP58MPP7SdABRXhMNNlDnvvPNsPJzevXuba665xk7g0EQctf3W/jhhwgRbyd+tWze7XysRfNBBB9lJHaoS1n4ZTDQiOaglvybWKEmsiRuaMNWrVy/7ufbNL774wjz44INxk/76Hq3x3rVrV5LCKRbPMWPG2Pdr31SHht9//91899135qeffjLvvfeeP2GOcygAAAAAAMgtaOkPAMA+UBJBSXq1GFYr4c8//9y2AleVqNp/i5JHahXuqsFd8tG1Fi5fvrw54YQTTJs2bWwrf61XrPb/7vVg0hmJ5WKlhO8TTzxhk00PP/ywnYQh6sLw66+/mqFDh9oE1KBBg9Il+1VlqjbTLVu2TPc8Em/w4MHm7bffNj///LOpWrWqreDXRIzu3bvbiTpuuQXtdzVr1rQPxXTixIm28v/FF1+0bcK15IboZx177LH2++i8EY7YJU601IYmaKgTg+Ki46k6Mhx//PG2i4qOp0oSy+23326OOeYYP+mvfVuTPdQanuRw6sVTdA51E7LcpKzg8gAAAAAAAAC5BQl/AAD2gZIIqvBXkuitt96yicMvv/zSJv1VWaiK0RUrVpjNmzf7CX+X1IitIk1LS7MPtSMOIpkYLsVRyV4lf1UhrnicdNJJ9vM333zTtoNXounJJ5+0SzE4qhrXBABN4FBFajABhZwXnDCjmGn5jDlz5ti1vFXFra4bp59+uu3IUL9+ff/73H7pvk/dNvQ444wzbCcPVRRrXXBNAtDP0IQdJJ5LymtphUWLFtn9TMlgHXM1KUMJYX3t/g5atWplk/z6XBOz5I477jCtW7e2n5csWdJ+JDmcuvHU/uriGUTHBgAAAAAAkNuQ8AcAYC8oeagK/j59+tgKfyUrlPR/5513/KT/WWedZSv9XfJICSUl/9U6XK3+VfWvyQJKYOzatcvMmjXLtiwOdgZA4sVW92qJBk3WcNX7LhGs1tFKTKlttNaaXrNmjU34a3KH2sErkTxt2jRbWX7mmWfan+WSVch52tcqVapkY6XK4FKlStmKflXpK/FfpEgR06FDh3TJ/qDYThxafkOPo48+2raA1zIcmgii6mPiGs4+qurv888/3/zxxx823jrGapkNTcjo1KmTfa/i4uKjZPBtt91mn1dXFrWMV+eOo446yv/ZxDFa8QQAAAAAAMiN8ngaQQEAAJkaN26c3zpYyWCt7S2u3fCmTZv8pL+qE2+55RZzySWX2IkBSuwr4a9kohLHQWXLlrUJYiqGk8P9999v46VJG1rb/bnnnrPPu2STPg4fPtxWjGu9aNGEDSWdli5dahPM9957r10jPl67auScb7/91nTs2NFW42tSjjNy5EjbqaF69epm8eLFdukMLcug92rf3RMXwwkTJtjJAt26dbOJfySeKsC1X+qYecQRR9jjqpLEeqgjw0svvWQOPfRQ//3BSRnqvqHq8Pnz59tkMsfc8BFPAAAAAACA7EPCHwCAvfDCCy/Yqm6t+6yPasUvqthXYj+Y9FcrYrXpP/zww20CWZXFWo9YCcaiRYvaBKI+7927t237TrVw+H744Qe7TnS1atVsLBRLJY8VP3VnCCb9lWRS0vfDDz+0fwuKpRLBSghrjXch2Z9Yqry/+uqrTfv27e0+qP1N8VKSf+zYsaZBgwbmjTfesBX/NWrUMM8884w58cQT7fsk3j6o5/RQHNUhQElJVfzr52mfRs4L7kcDBgwwzz//vD0GK9nrJufo2KxJWVqC4e6777aTrpxgXCdNmmRq1qxpk8Psn+EgngAAAAAAADmDhD8AAFlwCX1n+fLltsK/f//+NmEfm/Tv0aOH+frrr21SccSIEekqFONxCWWEa+XKlbaidMiQIbZtv2KsNduVTAom+4NJYVX2u8RyMAFM8ilxgjFRi+8jjzzSLsfwyy+/mBYtWtjn3XrgWnpB3TcU53hJf5k9e7Z9X5MmTdLtl0pMXnvttXb/HjZsWLrvQc62fVc8NFFKS2osW7bMTuhwsdF7fvzxR3PPPffYpTZOP/10m0jOLEks7J/hIJ4AAAAAAAA5h9ERAADieOedd8yWLVv8tvzBSnCtMXzzzTfbxKHoPUr6Fy9e3Lz33nt27WEljc8991wzZcqUDBXDQST7E09JpVgVKlQwV155pbn88stt1eiMGTNsQnjjxo0Zkv0uhurioMSVkv3B5RpIPiWG/s0VE+17ojb9SvYrMd+yZUubpBcl+7X8RrFixczjjz9u46z987rrrrOTc/SaTJ482cZfSzIsWbLE///oeS33oDgrEUmyPzGUHFbb90aNGpmTTjrJVnR3797dHjMVe+2Hek+7du1sUljt4T/++GP7+dSpU/2fE9u5gf0zHMQTAAAAAAAg5zBCAgBAjH79+tlkvaqBt27dahMSLkmsVu9qHy5XXXWVbT8cTPorCaykvxIaf//9tznnnHPsR5eooHV/+JRUElVqjxkzxn9e1fxXXHGFTfqWK1fOTugYOnSo7dzgkv7iYhhMNJF0Siwl6k8++WQ7IUP7XnASR7169exHJf7d/qllF5TYV9L+scces/uukv5K7uvvQI8+ffrYquKuXbuaWrVq+T+vVKlSdj+eMGGCXRoAiTNz5kzboUETrebOnWvWrFljnw9OwNG+p+SwEsNaUkNJ4kGDBpnff/895K1HLOIJAAAAAACQM2jpDwBAgCoNP/nkE1vBr4SgqoGVIFSiUAlDJQ6Da4bLc889ZxOIse39lST84osvbCJZicSGDRuG+rvhf1599VVz2WWXmW7dupm+ffv67d9l9erVNtmvavC0tDSbCL744ottB4d4a70jsTQJp3nz5mbatGk26a9kvWLz77//+tX3L7/8st13Y/dPtw/rZ9xxxx12QodajDuKudYUj20VHtz3kTjqrqJJOTfccIOdOKXqcC21oY4csa3c9bWOs/fdd5/57rvv7P6t2NNFJXkQTwAAAAAAgJxBwh8AgBhKHGo9cLX8Xrhw4X4n/ZVI7Ny5s60MXrx4salcuXKovxf+Z9SoUebRRx+1labqxnDbbbeZo48+2n+dpH9y+/PPP80FF1xgP3bp0sUuwaHYuH0vq/3T7cPbt283H330kU04KtGon3PKKafY97AueHIliZX4vemmm2y8e/ToYeOp5RviJYmVHNa+q2N2jRo1Qt12ZEQ8AQAAAAAAsh8JfwAAMkn6q224kv77U+nv3rNlyxZbTawqf7Udd+3kET4lnR544AE7uUOV4lkl/bX++4033mguvfRSu2wDwqd1vc866ywzffp0m6x/++23bWz2JenvBL8m2Z+8SWIdj2fMmGHOO+888+STT2aaJNbx2y31wDE3+RDP5KcOKvXr1/e7pgAAAAAAgORGwh8AgD0k/a+//vr9qvQniZicghX6P/74o3nwwQezTPq/8sortq20kk3jxo0zhx12WIhbj+C+NG/ePFuVr/bgHTt2NO+///5eJ/1JHqYWxUv7694kiZH8iGfy+vnnn02rVq1s95uPP/6YpD8AAAAAACmAkRQAADKhQe4TTzzRPP3006ZmzZo2cXjzzTfbin0l8pXQF00EeP755+3n11xzjXniiSfs58EKYpIX4SSUnOD8RiX73dfHHnusuf32222yeMSIEebhhx+2SzA45cqVs1X9qu5XpT/J/vBj6vYltQNXolAJf63rrUkbqvjftGmTTfYr6R9v/1TXBiHZn1oUL+2vzzzzjF37/c033zS9evUy69ats38TShIjdRDP5I5NqVKlzBdffGHOP/98O/kRAAAAAAAkNyr8AQDIpvb+L7/8sn1NEwXWrl1rX2et9/A98sgjNqHUuXNnmxjOrNL/zjvvNOPHjzdnnnmm7erQunVr/71a7z0tLc1+TvVpOIL/7nfffbcZOnSoWbJkiY2TKlKV5NdkHMX53XffNcWLF8+00l+TcjSJA6lfGa7OHK+99ppNUCL1EM/kNGnSJNO9e3d7zdOjRw8zbNgwKv0BAAAAAEhijFYDALCXlf6qRKxRo0amlf6XX365eeONN2zSomjRomFvNowxH374oW3Tr8rR77//3q4dnVml/yWXXGK/1veoq4OS/45L9gvJ/nC4f/d77rnHDBo0yDRr1syMGTPGPpSc0tIMdevWNV999ZXp2bNn3Er/Z5991n6+ZcuWUH8XHHhluGKpDhxaZiPYzQOphXgm5+SqI4880rz33numVq1adqmUc889l0p/AAAAAACSGBX+AABkQ6V/sJJYlFgOVpMjHOvXrze9e/c2r7/+uk0Ga9LG8ccfn2ml/8EHH2w2btxoli5datq3b2/bTFeqVCnE3wBBv/32m42fEoOffvqpady4sR8/7XMTJ060EzdmzZplK/3feecdU6JEiXSdOKZOnWoOOeSQsH8VHCDF+5dffjF16tQxlStXpvNGiiOeyUGTLYLLnfz000+2wn/lypXm9NNPt8dUKv0BAAAAAEg+jKIAAHAAlf59+vSx1cLBZL+Q7E+8eHMY1RZ68ODB5uKLLzZz5861kzW+++67dJX++j73vUoynXTSSeaYY44x3bp1I9kfAldFGi+eCxcuNBs2bDBnnXWWTfYHK4G1z7Vq1crGWwlDVforUaUJHEr2u0p/fZ+wRnhqU7y1nINirb8DksOpjXgmV7L/1VdfNeeff77p27evf5z9+OOPzXnnnUelPwAAAAAASYiRFAAA9iPpr/bDqhh/7rnnzL333hv2ZuV6St66Kv3p06fbFu+OKry1Znsw6a/2/i4BrMSSvvezzz6za8JfeumltnrcrfFOM6TEUXt+dWRYvHixH89gDFasWGE/KokvSk4F3ydqRe0q+L/55htzxhln2Pe7STnu/SQUEy+4L2XnfhWsSEbiEM/oUPzcv/sdd9xhrrrqKjNlyhS73ML1119vTjjhBFO2bFnzwQcf2IkAJP0BAAAAAEgujHQCwF5wA9nBSuDg88h9Sf+OHTuahx56yDRv3twOjCM8wWpQdV847bTTzBVXXGFbEbvJALFJ/6uvvtp89NFHZtmyZfY9eq/WgFereHUFKFOmTIZ2/8hZa9assfuSJtFo6YwgF4N69erZj+PHj7dxjKVYKynVrl0724WjSpUqtqPD6NGjE/RbIB5XIRzcl9zn+9tpId73cU5ODOIZPS5+L730kr226dChg23ff99995n+/fvb5W1eeeUVU61aNfP++++T9AcAAAAAIMnQbxgA9qHFqQZE161bZ0qXLs0a7bmckv4nn3yy6dKli0lLS+PvISRKErn9884777SJiqpVq5rbbrvNVnqLJgNoP3ZJf309dOhQW7Wo9aIPPvhgM2LECNsqXp0bGjRo4P98kv2JU7RoUXPrrbeaP/74w3Tv3t0+t2nTJlO8eHF/Pe+GDRuaww8/3L5n5MiR5pprrvFjFDxWayJH9erVbbxnzpxp91WEwx0btX+9/fbb5u+//7bPqXX7RRddZGrWrLnPPzO4vvuQIUPsJB39zbC/5jziGV3bt283X375pT2O6hyq5U9cbMqXL2+Po0WKFLFxVtJfx1z9Deh6CAAAAAAAhCuPR+kEAGQqmEDSILTWhB43bpxNElasWNEmGJUcVEIKyS+2WjuYZEBqu+uuu2wlYufOnc2gQYNMs2bNMn2vkshKBKuF/+TJk03hwoXtPjxw4EBz5ZVX2vdQ2R8OVYzq310JxX79+plFixaZhx9+2CYTnUceecQmo/Q+HZd79OhhJws4P//8s01ItWnTxrz88sv+8+zv4Z1DV65caU466SS7vwWpA8Mtt9xiTj/9dNuRYW8E4zhs2DBzww032CUb1CGiZMmS7Lc5iHhG29q1a81RRx1lJ3BoIkexYsUyHDe1FM5jjz1m7rnnHrNz505z5pln2up/kv4AAAAAAISLhD8AZCKY8FNySUkm0QConlfSUBVPqjC94IILTO3atUPeYuxNokIVbBrIbtKkiSlYsOAB/UySwslh+PDhNul79NFH23bwqkoMWr58ua1GVXW4o0TF6tWrbat3JZOVWHKTBEgMh2/q1KnmuOOOsx1VdIzVmtLBpH+vXr3MU089Zfc/vX7MMcfYtaY1IUvJqEmTJtnKU9cpAOHRvqf24DruKjl4xhlnmBUrVtgKYS23oM4bl112me24safq8OC++frrr9u/C+3L+jlNmzZN0G+UuxHP6Fq1apVdpmjhwoW20r9Tp05x36clcLRsiibLbdu2zXY60gQ6rocAAAAAAAgPo9kAsBfrmaoaWAOaSibNmDHDjB071vTs2dMm/R999FGbZPznn3/C3mRkQtVqSvareu26666zlYlKGO7vWsOi73V/I0ooIzzaL1UZ7loQOz/++KOtNm3UqJFNHqnie8qUKfY1VSOqGvWcc86xiWWX7NckDpL94atbt655/vnnzUEHHWRefPFFc++999o2/c6TTz5pbr/9djtpR8sw6His9yoBqQp/TdAi2R/+Gu+ipRemTZtm1wFXRwa1Bb/88sttQlGdORRDdWL48MMP7XE1s+NyvOTwli1bzA8//EByOIcRz9xBk1h1ratrmzFjxthq/iAXyxYtWpgjjjjCnnO1/IIm25HsBwAAQDLIqrb1QMYAASAVUOEPAFm08Zfzzz/fVouqek1V4cH3Pfjgg3YygA6lgwcPNueddx7VwUkaT1WuqVpNCV9Vpil2imehQoX2+WcGY6y14BV7PVRhjMTHVxWmSjapyrR06dL2+ccff9zGWFX89evXN1u3brWTcpSYUEJpf+KOxHCdM9SN44svvrBJxLlz59qkotr8Byv9P/30U3t81nIr2s+1T2tCj1qKC8fjxHP/5ppg9eeff5pRo0bZOKki3L2uGCtemqijpTjUHlxx1WS6eN1y4iWHtU8rKRk8LyP7Ec9oyawzkbtWUjwuvvhiW73/2muv2UlUsd+r+OsYq8lV6pyjDjlZ/WwAAAAg0Z09Nf7z119/mWrVqtklAFUgAABRR8IfADKhttBFihSxlaQa/FQ1qRvMdBeRGtxWAkpV/koqjh8/3pQtWzbsTcf/5+KltYDV8nvJkiXmpptuMnfeeWfc9Wb3ZrA6NlHRt29fs379ept05AYiZ8XGx83OVreGZ555xlbqa9KFkkZqCa0q8QEDBphTTz3VJqv02oIFC8z3339vJ30gfPES8sE4xyb91Spc+28w6S9a81v7tB758+fP9GcjMTZv3mwrgNVdpVy5cnYpHO2TOme6Y6+Lj97TtWtX880339iK4QceeCDd30BmleBKJpMcTgziGb0JrZpgoUlyip+WYdDDufrqq21nFSX9n376adO+fXtTq1Yt+9qECRPsdY86rmiiXZ06dezzHG8BALmtMARAcu6jGv+79tpr7fisxgDT0tLs2O7NN99sbrjhBpv8B4Co4q4cAOIYMWKEufXWW82rr75q15DWoHawra0uIjW4qYHSgQMHmkMPPdTMnj3bTJw4MeQtz91i57C5KmG18Z85c6bp06dP3GS/XtPyDHtq75VZokJVbiT7c1ZwCYXFixfbj4qFHtoHjzzySFu5rwS/ZnFr/1VXjnPPPdfe4FWvXt0mk5TA0AxvhE/HU7c/TZ8+3VYMa8mU4KQOxU4V+4MGDbITONRCPNje31UXK1ml2AYH4Ug+hUeDLGr7raqKX3/91Z5H3TnTHWcVH/0NaIKGuuMEl0dxfwPBJTbeeOMNksMhIZ7RSlJouRS17tcxVQn7gw8+2HbFUQcH9/oFF1xgtm3bZgdLVeWvyZIaJNVSKVouR4OlLtkvHG+BfUPdDZDcYscFdu7c6Z9H33zzTfZhIAn3WdfZU8U+GgvSta6KQ9xyrCrW0tigJgEAQFRxZw4AcahF6VVXXWUHP9USXAlE0UB2cHBbEwGUZDr88MPtcwsXLgx1u3Mz3YS77gtBip8qvlu3bm2rhF2yX+9/6623zNlnn22aN29uWrVqZSvZguuE702ynxbEiU0M699eLfxVQSoabFEb/2+//da8++675rnnnrMTMDQJwO2XuvFTNaqSFG3atLEVqkiOG3JRBXDHjh3tPqgqYiWWFKs9Jf2VTIxNMtFOOjnUrFnTrvF+zTXX2Bj98ccfNqEo+tqdR128KlSoEPfnuNe13+vvQhO4SA4nHvFMbW7JBVHXBSXxp06datvyq3p/x44dtouVHjpXitr533333aZRo0Zm8uTJttuVlrBSBwedZ/W34H42gH3n7i0BJCd3j6F7fp0zCxYsaL/W9Ysmxam7HIDk2mfVlUwFH+oMqPEgdXbUPcsrr7xix4rks88+s905ASCy1NIfAJDRrFmzvJtuusnLly+flydPHu/555/3X9u1a5e3e/du/+urr77aS0tL87799tuQtjZ3O/vss71jjjnG27x5sx8f5/vvv7fxu/zyy+3Xitvq1au9M844w8a2WLFiXqVKlex7ypUr57311lv++5z//vvP//y1117zKleu7JUoUcL7888/E/hb5k7Bf/u77rrL7mdly5b1+vfv761cuTJDvJ1///3X/3z8+PFeu3btvKJFi3offfRRgrYce0Nx1L5XqlQpr23btl7hwoW9vHnzei1atMgQq23btnkffPCBd9BBB3lFihTxrrjiCm/JkiWhbTv+J3i8DO6PM2fO9M+j1apV89544w3/tZ07d/rfq3Oo/g4ef/zxDD9v+fLl3iWXXGKPuVOmTEnQb5S7Ec9oevLJJ21cunbtmu7ffuLEiV7NmjW9kiVLegMGDPDWrl3rv7Zo0SLvq6++8l588UXv888/9/7666+452cAe0/3JNoX33333bA3BUAWdM2jffWkk06y58a+ffvar3v06OFNnz497M0DEOOTTz7xChQo4J177rnp7mE2bdrkHXbYYXbM4e677/bHDZ3gvQoApDoS/gByNXdhF7zACyYKNbjdq1cvO7hdt25d7/XXX8/wM8aOHWsTkEoC//HHHwnacjhK+JUpU8befJ966qn+xbuL47x587zatWt7VapU8QYPHuzdfvvt9mu9v0OHDvZmfeHChd4tt9ziD4QH/ybiJfs1KE6yP+cF98vbbrvNxufEE0+0Cfx44iUflDQ+4ogj7Pcq2RHvZyMcv/76q00ynXbaad5vv/1mn/vuu++8888/3yb9DznkEJvgj036K6Y6HiummtCD8MSbbBNv8twNN9xgY1q9enXv0UcfTff6E088YZO/jRs39ifxxDvP6jiNnEU8o0txU0yqVq3qTZo0Kd15UAOfLqGh5P/eJPM5hwL7r1+/fnaf0+O9994Le3MAZGLcuHFe+/bt7b5aq1Yt+/G8887z/v7777A3DUAWk3Q0zuBofFDjCgULFvTuu+8+O54gmsTz+++/h7i1AJAzSPgDyLWCA9u62HOVorGDmLNnz/auv/56O7itxP6dd97pLViwwNu6dav32Wefeccff7y9qHzhhRcS/jvg/6hS7eCDD7ZxOPnkk/2kv2Kph2KmJL0bXGvZsqX37LPPppvZO23aNPuaqobjGTp0qB0op7I/8V599VU/2T916tQMr2/ZsiVDgkKJY03e0PdVqFAh3f5JVWJy+PDDD73ixYt7v/zyS7rnNQnHHXObNGmSIemvY686cQSrixHeOVTnz1tvvdXr2bOn7bby6aefeitWrMhwHlWS2HXMad68udelSxevWbNmtluDEpE6r8bunyQVE4d4RtuoUaO8/PnzewMHDkz3vCr6XbI/OOi5bNmydO8jdkD23ns++OCDJP2BFDB//nw7BqBrHnUFHDlypH99w7kRSC4XXHCBPa+OGTPGr+zXeEJssl80rqR7lp9++inELQaA7EfCH0CuFByAVnWaKoDV3klt4dWCdvHixRkGt2+88UZ/cFsJRFV6q/20KlSVPHa48Qsv6d+oUaMMSX8X7xEjRnhPPfWUXZphzZo16f4G9LlrQfzmm29miKO+t2LFirb9P8n+xFJs1LlB7fiDM7Vl8uTJtmq/adOm3rHHHmtv4lzVqD5qJvfpp5+ebqkNkv3hiPfv/sorr3hHHnlk3PfomHvddddlWukfHDQnponn/s1Vwa346Njpzo/quKLqp7lz52a5TI7aKipprMlUS5cu3esKc2Q/4pl72vnrOshR8t8l+4MdqnT9pM4rX3/9dUhbi1jsS6nP3Vds377df+7+++8n6Q8kuXvvvddf+s+dM3UNJIz7AMnl2muvtfupOgJu2LAhbmW/06lTJzumq66uABAlJPwB5GqupWKhQoVsEl+f64JQScI5c+ZkOritSn8NgCvhGBwEJ/GUvEn/zAZPdaOuAXDFVOu8azJALA3CaTIIyf7EU2WpJlqog4NbI1peeuklr379+v5AqR563x133OHfzOkmL9hSmkGZ8BMVqup/4IEHvKuuusoeT1u1auV34ojXXcUl/ZVMZDA8uajTQufOnW33FA2uqJLirrvusrHS/qhBFMUwSAMqvXv3tjFt0aKFnUzlBPdvJB7xjDZ1RFEcFVsZNGhQ3GS/aNKGXhsyZEhIW4vMaNLqV199FfZmYB/16dPHXve4+0SS/kDyir0f0ZJ+6jymBKJr76+uc+6aKN4SkQASy+1/6kxWoEAB231MY0Ua29WkHd3nBOk6WMVbGmsInpMBIApI+APItVT1W758ee+UU06x65kq0asBUV0cxt7IBQe33dq1qipWS3/HrRmP5Ez6x0s+KBGpQThVMNaoUcPv7BBv4sa6desSsPWIp0OHDl7p0qVt8kH76EUXXWTjq+eeeeYZu/77ww8/bG/o1LJtx44dYW8y/r/g4FdwzdrgY/jw4XHfH+yuovdpvfDYYzLCM2PGDNvatG/fvv4+p8EUtUVs06ZNpudRTZ5T0tF1bwgmOJg0Fx7iGS2xx1LFV0uoaA3iHj162Hh269bNTlwNGj16tFe3bl3bfYWKp+SK4zvvvGPj1rp1a7tEA1KDJtS4653bbruNpD+QxILXLatWrfI/37hxo/2oc2bbtm0zXBMFJzdrCQAA4XQ8Wr58ub1O0j6alpZmz7uxlf3q8KqOHbrW1fuFCTsAooSEP4Bc67HHHrMXekr2O0oKaz1ptQd3N3KuZZujGzu3vrQGt99//33/NS4Uw+X+/VWJf9BBB/kD2lq7K3aNYiWOtZSD3tOyZUtv0aJF6d7jkLAIj2KhmD799NNelSpV0lXyX3LJJd6ECRPSvVfvqVatmo0vkotiqNjpxlrVo1oj/IQTTrDPKbnk1tnLLOmveA8ePDiELUdmx8LPP//ctkF0gyhu0pvip7XA3Xm0Y8eOGc6j6qDjzqOHHnpouvMoEoN4RsuerlV0jtSgpzpaKY5HH320jWvwe8eOHWurF7WEzttvv52Q7UbmYq9HtY9qkrJiqImQ33zzTWjbhr2nY6oma+j4qn3vlltu8WMbTPqr+5G7zn333XdD3GIgdwoeczXxRh0f1ekoSOdLTTQPXhMFJ8dpXEn3N/peADmzj6oQR2MLKgpQ56Nx48ale5/2SU1idpMk1YFM40Y///yzd/bZZ9vnVezjloJk2SQAUUPCH0CuHQhVa8ULLrjAH9B279HnsTdyWQ1uq93tsGHDEvSbYG+T8Jkl/V3r8CuvvNJr0KCBrWZ0bd+52E+OeMZW6GtA9JNPPrEV4kr8alJObMeFL7/80sb6mmuuifszkVix+9Lxxx9vK2Lcshh6XcdZd9N9+OGHZ5n0X79+faavIXHxVMX3smXL7EDKd999ZwdL9HXs/hZ7Ho1XGa7zqAZq8ufPb5fU0X6NxCCe0T3eKk5KVGitUiUZ1fXIUUJfLfwVI03M0LWrJnb8888/tmWxrokU3+DkKo634cdU8dB1bIkSJbw6derYGKldrfZHdStD8tN1rJL4bvk4kv5A8h5zBwwY4BUpUsRWB99zzz0ZlvuLvSbSRLkFCxbYhKLGjfSc9mUA2cfdm2jczi035h61a9fOsM/p3kaFBu496gTplnLVfuo6ezL+ByCKSPgDiLzgRZwGxt58803vgw8+8C677DK7Xq2q+mPb8cfeyHXp0iVDa1MNbvfq1cuvEHet3pCYeCqBrwTFgw8+aLs1aIA7mBTMKunvbho0kcMNtJEgDn//1JprqkDUTdipp55qZ267CsTYpEMwXpqtrZbTWnuatW2Ty4svvmgTTkroK/kUG/N58+Z5PXv2tPuobt6zSvpn9hxylouXWpsqWVizZk2/M4MqFtUqXPZ0HtVyOYp37HlUE+/OP//8BP5GuRvxjJbguVBrlGqpquAgqGKqiY2OrpvOOOMMm/TX6+qKU6pUKft5xYoVvRdeeCHuz0Y4dE2kycUtWrSwVWyq8tcSGm7pqmOOOYakf4og6Q8kp+C9hZb6c0l8LWmU2fvcNZHep/drgoAe+lztwuN9D4ADo7E8jfkoaX/eeed5TzzxhL3vcN2rbr/99nTvX7p0qR37VcGIigxUsKUlWV3hCMl+AFFFwh9ApAVvsu6++27/YtA9Gjdu7CeJYy/4Ym/klNTXe4MDoJoEoBvDv//+O4G/Ve7lYqSZvWpnqpn3wXgqUayKtWCMskr6O9yMhyMYJ1Xv58uXz8ZJ7YRdTLVuu6r3ndj9VAl+DXjrvc8++2xCtx9ZUzwUF1WSavmUzNoPz507N13SX1WoSC6rV6+2S9i4eNavX98rU6aMPyjq9st451FN2tH3lC5d2u+mErRixQr/cxKMiUE8oyF47XLHHXfY+DVp0sR79dVXvddff91W+bvz6UUXXeS/V5WIWnbhuOOOs61OlUzW5Mnx48f77yF24Xvrrbds7HS9+9dff6V7bdSoUba9v17X4Le+RjST/iyRAiT2vqVr164ZjrmZTYRUQlHnV02abNeunU0uOpxHgey93tUkHLXq1wRX95zG9rRUZ2ZJ/8ywfwKIMhL+AHIFN3CidqWqlunevbu/lqKSwKryz2xwe/LkybY69ZFHHon7s933Ime5i3IlKlTZpOo0JQm1JtdLL73knXvuuXYCQL169byXX3453fcGk/4aGN2yZUtIvwXiGThwoI2NBko0aK3BEyWVevfu7bde+/XXX9N9zx9//GEn26g9m6oTn3nmGf81buCSg1p+H3HEETaG2l/dIFjsgFlspb8mYv3www8hbDGCgkvdKJmoBIUGWEQtwLXMhlrAK2bnnHOOH9d459GpU6f6ieDM9k8mXuUs4hldOrZqwpwmPQZb+MuFF15oqw61pErsMgxu+Zx4SQyEx/37X3755XZ//Prrr/3XgrHSmrVaK1odADRRJ/g+RCvp//HHH4e4xUD0qeJXxR2aoKx7zCB1PtIELE2yuuKKK+xk89jOjmr7v2HDBv9r7kWBAxd7Parxnlq1asXt0KnzZLykf+xYLde4AHIDEv4AIskNiOkicO3atV6zZs1s61q3frQq9VVt6ga3lWjKanA7WMXGRWJ4tm3b5p111lk2ZoMGDUr3mhIQZcuW9apUqeI99dRTGQawNVNfrW41KB6vKhHhUHthrUurCsPYagolo5TQ13rRwfWgtY9qIFSTdjTYPXz4cP81BljCEXvcdPvf/Pnz7QCa9lkdbzWZI977XdL/zDPPtO/VwBrC4+KnY65oP+vUqVOGQROtV7o351GH/TMcxDPaNEFDEx6DS6K4zlaK5cknn5xh0py4+Oq6lmvb5KH9SvuqW6PWXRu5GAVjpQmubm1aJf1Hjx4d2nYja8Hj5d4m/e+66650fwMAcoaS+q4QJEiVwxpHCnYUVAGJ67zhJs4FcT4FDpw7J+peRcU6W7dutS38VbyTmY8++ihu0p/7FQC5DQl/AJGmwU/Nttba3qoEj6W1v/dlcJsbuHBpxr0Gx5SsCCb0N2/ebNvYqortnnvu8Sv4Y+M4ffp0P+HIhX9yUOcM7X/BpH0wUaGJOlpaw3FLcGgwXK3fFy1a5L9GTMOnisN4SX+37II+ZpX0VwWqKmcQPlVwFyhQwLvssstswtAtrRGbJM7sPBqvkwPCQzyjadmyZfa6KHYA1HXO0Tk0WK2oia+s+Z4aTjvttHQT4IL7YPB+RMkn17VMFahabgzhcdc2ipGSgdpHlaiIlVXSP5hEVGczANknePx0947aT3Xto/EEdXfUefLaa6/1O81pEroqiF03MnWLBJAz3LlQ57+zzz7bLkOmZR6PPPJIu6zY4sWLMx2bVdLfLft53XXXJXzbER/j6EBikfAHEFmuHbgGv3Tzlln7WQa3U8fzzz+fYa12Jft1E6DqJq1X6yoY9bwqnfQxVmYTOpCzYvc9DXYq8aSuC3PmzNljokLrDj/88MM2gRyLm4jw3XzzzTZugwcPjpv0P/roo/cq6e8wgSNcWl4jWNGkSTiZCZ5HzzvvPM6fSYh4RpM6o6hLjpZPcZXBmZ1DRe2ItT6xul8hOencp4eq0xTH448/Pm4y2Z0jtQzO1Vdf7XXp0sVeC7tlrbguSjx3rFSCX8fY4447zh5LtX++/vrrdn/d16Q/cQSyT7z7Du23Kha45JJL7H6oAgJ9VNJQncd+/PFH/73ah7WMihKP2kfZP4Hs5fapVatW2TE+7YtVq1a1y224e5jHH388y/ECLVOm9xUvXtwvFkF4gkV1OtZqKbnghHOOo0D2y2sAIKJatGhhP44YMcLMnz/fTJkyJdP3vf/++6Z69erm3XffNT179jS7du0y+fPnT/AWY09cTPLkyWM/bty40bRs2dLMmjXL3H333eamm24yaWlp9rXNmzebLl26mDfffDPDz8mXL1+Ctxz//fefyZv3/y475syZYz8WLFjQxmL37t1mx44d9jnFccCAATZ29913n2natKn/M1566SXz6KOPmk2bNmX4+e5vAuGpWLGi/dirVy/z9NNP+/usjqe1atUy77zzjjn66KPNuHHjTI8ePczy5ctt/PW3EY/7e0E4OnToYD7++GP/ax1n//33X/t5bMzcebR27drmrbfesn8DSC7EM5rKly9v6tevb4+nOpfqHJnZOfTTTz81L7/8sqlXr54pVqxYqNsNo8KLdB+D5z49rrrqKlOpUiXz/fffmwsvvNC+pnOm3q9rHr3nhx9+MAsXLjSdO3c2l1xyid2nH3zwQXsNzHVRYuk4qmse/dvreHvPPfeYqVOnmsKFC5uZM2eaa665xl7jTp482f+eQoUKmVNPPdU89dRTdl/Wx+uvv97+LF0jC3EEso8bA7joootMt27d7Ofab4sUKWKPndpHTzzxRLsPf/LJJ3afbNu2rf/92n91DD7llFP8fRRA9tE5T+fAvn372mvbu+66y55LR40aZfr162ffc/PNN/tjfLoW0vVvkM6rX3zxhfn7779NyZIlM1xnIee5f3N3bbR161Zz6aWXmtatW5u6deua7t27m6FDh/oxJ0ZANsuBSQQAkDTUes3NBL3yyiuznN2tNcIrVapk30tL6eQ0bNgwfz3auXPn2pZesZX9bpaoqhLVgk9VjQhXcNauqpcUQ9dSeMCAAfbrBx980Hv00Uft56pSi61KHDlypF2aQ7GnvWnyeu655/xj7lNPPRW30r9ly5b29Xbt2vmV/kguwWoJtUZ0Mb3zzjuzPI9qGZ3mzZtnqGJEuIhndAQrvN1HV5Wodqf6eOqpp3oTJ05M933jx4+3sVS18U8//RTKtsOLu7/pvKh46bpIraSDtBxZmTJlbFxPP/10e87UUmWiOHbo0MGrWLGiN23aNPu82vurWnzlypUJ/51yM3eMVWW/ltfInz+/d8011/jd5dR1QdWJRYsWtZ3ngktVuUp/rQmujlelS5f2vw9A9tI5U+373XXQBRdcEHdfjldxqu5HLVq0sPuyuggCyJkqcD0aNWpkr29dJbjbJ914kR4aG9xTZ0A6eybWCy+84P3+++/p/u3VcVVdURSzKlWq2DE9F8NBgwb530ulP5B9SPgDiKTghV0w6R9sYRvv4k9rgr/yyisJ205kzV30uQv4TZs22baYGjDTAKeS/Q899JBtDRX8Hq0LrwtJLdGg70Fy0FIMiplanGqCjRuwDraZ1kCo1hiOTVQce+yxXvny5b3PPvsspK3H3nrmmWf2mPRXW3+9rkk7wf0XiZfZAEnwedcacW/Oo25ghjbw4SCe0Y5nvPgqOXjwwQfbeGotd13LBimRrCSkXh8yZEiObzOyFtzP1JZWy44VKFDAxkfXSKeddpqd9KgksK5p33rrLa9s2bL2dSX0FUtd36pVrZ574okn7M/SZEgNpB522GH+8g5IHB0jleRXO3BNbnVLimk5Kk1CVqzcxHJNXp00aVK679fEZd2zzpw5M6TfAMg9Yws6xmpyjfbHc88913/dHTtjr4dUQKB7Ub3/xRdfTPBWA7nD8uXL7aSa1157zSaIXQGI7kWCyeDHHntsn5L+SAzdYygmuk6dOnWqH7sLL7zQLj920003eevWrfP++usvOy4Y716UpD+QPUj4A0hpsRd1WkstuB6Q8+mnn+714HZmPxuJr1xbs2ZNhvg+/fTTdkBTsezcubO3cOHCdO+5//777Q281vxy1cNcOIYjdv/SOrSqMHQ3AC4uTz75pL9/ah344Guff/65neSh13Rj4BDT5IhpZnHYU9JfFcNKUAVndSPxgjPvtUapjq+aMKXKpdhj6/6cR5FYxDNagrFQZwat6X7CCSd4vXr1sufDYGej7777ziaDFc+jjjrKrhc+dOhQr1+/fn6FuEsMC+fQcAT/3W+77Ta/2kmJ4uuvv95WtOk5XcMOHz7cP2cqOXz00UfbCR16vVixYjbeqqRy+vTpY1+78cYb2Y9DoC4N6q7QqVMnP9k/e/Zs7/zzz7dxueKKK+x7dE2rDmTqxPHrr7+GvdlAruOOj0omKgkVm/QPHj9nzZrlPfDAA16pUqVswUHwnobzKJC9dM2q/dFVgH/wwQeZjs8Gk/5vvvlmCFuLWKrs79ixo42JJkj9/fff9vk6dep4F110kV+I5Y6xmRXmcWwFDhwJfwCRqeLXQJcSiieeeKJtK+0qiB0Gt5ObG9TUrE+16O/WrZutelIVjC7oXfJ+yZIldrBb7fSU2FeL0zfeeMMmGNXaVPHVRaUqaoT4hk8D0mrJX79+ff+GTBfy7qZNMR84cKC/fyrmGnjR34Cq3fQYPHiw//OYjBM+tZ7VIFhWgkl/TeqI3dc3btzoP8eNXeK5Y6NaP+vcqRbEwW4brVq1yjDQktl5lH0yfMQzWoLHxDvuuCNdLN1DE+iCLeDVJlxJ4dj3NWvWLN1gKPFNjuuieEsYadKyrn1d4l7XR+5vYf369bZ1/3vvvWcTx24gVTQBRBX/uv5VFx0k3rvvvmv//V2F/j///GMncSiWl112WYalrZQ81D1M7P0qgOwRe64Lnlf3lPTXvYom7lx66aX2NS1HFryG4jwK5IzLL7/c7nO6j7nrrrvSTW7NKun/4YcfhrC1iKXCHo3HKyZt27a13Rrq1q3rTzyPHZvN7F6UsSHgwJDwB5CSghd6ffv2tWse6iJBs6/dBYOSi6pwyuyCQglGJAd34ae2tGpFqviofalaXxYuXNh+3bRpUz/BqOS/qhbVDjw4qK02/2pzqkG24M9FeLREhmKjJIQGo93NWLw2xWpbq4o1F3NVsJ155pm2yi34PoRL1S2Kj6rWslrbW2vZ3nDDDfa9qmYLJv2DN3Hc0CWe24/UArphw4Z2UOXss8/2vvnmGxvfq6++2sZNrYnfeeedTM+jSlwgfMQzunSt49pjanLrl19+aZ+rV6+eff6ggw7yvv/++3SdkNQZRwlgDYSOGTPGW7Rokf8659Bw6Xy3atUqOwFHnRdi27o/+OCD/vJGEyZMyPC98agzkpY8UnW566CEcKjThq59RNe7SurrOjZIy1apetFN7NCxmiUYgOwVPF6q08beJv3POeecdD9HYwqaZBWc5Mx5FMh+waXDLrnkErs/qrjn66+/zvDe4D6oboF6L5Mdk4euRdXtyE06VhynTJmSbmw2eCwO3ovec889IW01EC0k/AGkNFcV3L59ezuwrcq2cePG2dmgel6DX1pzLSh4QaGuAEi8eIOWqmI6/PDDbbJXSQdVMi1evNhW9Ls189QGUwkNd1Ogz7WOnga2ldTQxaVro0myPzloEEX7p9vn1GI6q8ESrd2m6qjx48fbJIWSFw4DLOFTDJR00r6qzgtak23u3LmZvl9tqN0sfX18+OGHE7q9yJwqJrp37+7lzZvXdlUJ7l8a4FQXlZo1a9rXdDwNvq5JOG6f3rBhQ0i/AYKIZzQEr10U09atW6dbC9PRkkd6XjFT4tB1QcoKk6sSx/1bx7sWVcJXcVMVW9CAAQPs8yeddFK6qv/g58EYqlpKS1u5ZRxU/Y9wxJvEqkkdOu66fdddz2rtWk2+0iRIVfgHOzUAyF69e/e240EaJ8oq6f/TTz/ZCTo6np511lmZ/jzOo0D2cPtScJ8KjvuoM472R01oDE5sjXfedV0Dg5MGEC5d+2gZMnd/+dlnn2VZ9BEco9fkVwAHhoQ/gJT1ww8/2NnYammqwZN46z+pQsZVzwQvKNx6QVT5J54mZcTGQxfsrmWt1qgNXqzrtcaNG3vVq1f3br31Vr9yJivcjCffBb/a87suHGo7vLdV3sQy+ajlsKpMNQFHycV4SX83gKYOAJocoNbEir8qTpEcdN7U/qgZ+MFjriZNaf1odWVQ1cSWLVv8uAdpmQ63dAr7afiIZ7ToGKtHgQIFvLfffjtdXFx8lfR3XZFUJZxV+2IkjvYlrc+e2QTUsWPH2pipA86ekv2i9VC1lFU8Q4YMscvnuM5WSA46lqpTWe3atTNMxrnpppu8qlWr2knLweQGwhNvQjHHz9Sn4oEzzjjDnxgXLAKJHYfQ1zomu66RsZ05AGQPd00U7E4WPAYHO9649v57Svpr/+WYnZz3plqqUzGsVauWrfLPagxQ3VR0vxp7HQxg35HwB5CyHn30UXvxEGz3Haz679q1a7q1TVVBHpRVVSpyhlqAq/2sS/o7GrzW2nhqUesGSIOJClUHqyrRJft1A+8+p+o7+QRvvtxHXfC7pL+qntwkHW7Okle8mzEXWyULv/jii7hJ/2Cy8bnnnrMJK3XqoPowOZfbeOONN9IdczUoqu4NOua6dRP1UZPs5syZk+HnUE2RHIhn9K5vdc2kATJ1roqNjRsw1aRWJRY1MVIdchAu7XNaVkPxU6LJTbAJJv1dwr9du3bp7lviJfvffPPNuN1xgte+dLRKPps2bbL3L1rK6v333/cT+y+88IJXrVo1G2v3t4FwueOqYvTLL7/Ya1vdo8ROikPyizcmoE4orlL44IMPjpv0dx+1frQm6biuZJq8BSD7j7cal1WRz3HHHWeXN+rSpYudvOgEj797Svoj8XSs/Oqrr/b4PjcGqGsed90bbwww+LmunwAcOBL+AFLyZk4XgUro68JB7b+dzAbNVGWqVuLBdUxjE1jIWVdddZWNzbnnnmuTf0FaF09t9I4//nj/Aj+zRIVoMEZr2AafQ3hiB5vjxUX7mS7w3XpeWqaBpH/qxDTezVds0l/rXgaPx0pSqbpfN/PBiTwcc8ONp/tc50Tti1oWxQ2+ZHbM1bmzfv363quvvhrC1iMW8Yz+5A0ljTVZak+tLXU91aBBA/s+NzEA4dJkY03AcJ3GXGLXDXSrek3nRa3j7iqfdE8Tm+wfM2aM/TmaKEu1U2rRdc69997rpaWl2Uk7ui91yy9UrFjRmzFjRtibmGsFq0fdPqlrVO2r6pKjGOmeVNXe2geRGoL3Fm4swd1f6prHrQmu42kw6R+cSHfdddd5F110kffrr7/aCcsAso+7X1Hhj8YHtD9WqlTJv4bV49prr/WP0cF90yX9K1euzESckLmlc9VpV5PH97bb54knnpjlGGC8JR4A7D8S/gBSLvHkbuiUOFaSybWg7d+/f6YVMmoXr4G12DVQkRiqaHHt8ZTcFyUf3AX94sWLvdKlS9s1SN06XKqMiZeoUPx1Y6Bq8b1p74/E7Z+qLL3iiitsokKVbbfccou3bNkyv7LJJf33dMGP8CgOwZgqedijRw+vRo0a3tVXX+0NGzYsbtJf+64bSNMM/fvvv9+vciSpmFix+5Lb/9T+W5VOzieffGLjo0FQvefQQw+Ne8wVTebQa1RWJB7xjLbMzn2q7HbH1aOPPjpdx6rY7+vQoYNdK9xdXyF8v//+uz+IHZv0V+xUse+qSDVpTlX/QaNHj/bat29vE8bBrh1IHTo+K4FYs2ZNG2dVMbZt25Zkf4g0CeOpp56yneIcJfvdsVZLpGhismKl1u5t2rSxS6sgdVx55ZX2/tIdc+Ml/VXpH1ud+uOPP3pVqlTJsHwKHVSAA+fGb3XvovuTIkWK2ElVrqDgtddes63ctX9eeuml/hhfMOnvioc0mTk4cQuJo+tRxUBj8PqoDmPZmfQHkH1I+ANIKrGVn8Gv1eJ09uzZ/vN9+vSxFwz6qAFtfa52ULHJft3QKZmsBPGqVasS9JsgSBfuio9LLuimW9VMI0aMsBfySvBrUEXv0SB3s2bNbDJC6w0HExW6INTalxqEUTUjlcLhCl6g33bbbf7sbD3cGoiK5csvv2xv8OIl/TWg/eeff4b4W0DHzAkTJmR43sXUxVI3d7pB1/OxSX/d7Ll2bcG/AQ2sOtzQJc7PP/+cbjBTawhrzWAtp7Fhwwb/uQoVKvgVFko+KQml43EwZuqmoqo3TbKjzV44iGc0Ba9hdI6MnZihCVYaGNWxVJPp/v777wzHU11XqROAksaaPInkiak63riJb7rmDXa60bWv9kE3YKr9UtXEv/32m72+1f6t1x5//HH/eziHJp5L9unffl9avLtYaW1iLWc0ZMgQWzUcu6QZEufrr7/2K0TVRcUt9devXz9bFKDCAbePqgJck9T1fk0G0MRWJP8xVzHV8dRNtHLxjJf01/uGDh1qJ8ppeUhNrNMEq88++yy03wWIMiXxtQSgxhLuueceP2mvcQhNRNZ+qdf0URN3Yrsjya233mo7tyLxFKfWrVv7y8epIORAkv7q7KrJsQByBgl/AElJ7dQ+/PBD/+vevXv7yX034KKBT7UScsklDaZNnz493c8ZP368rabQmk+ff/55wn+P3M5VCyuewbWF1d5SX7/11lv+e5944gk/lprhq0RhcH1L/azBgwfbWKqazSWQET7FSslgXbh/++23dlBTAyYtWrSw8axevbr35JNP+okpxVIX/C5BrLZuGhRF4mmyhWKgxKGSis7zzz9vE4aakKGEkh5qK631aPV+zcqPpX1d36c1+R566CHvu+++819jck7iKMnkkr5aj1YDKlqTVLHTxDnFyQ1+6pjsBld0Ax5byaTJdJowp7bSSigLSafEIp7RFIzN22+/7fXs2dMbMGBAhkkYuk5S5xQl/TUgqomSwYpEXQ8p3qqOQvLEVOdWtZ3t27evvzSDJh4Hr2s1iH3NNdf4CSrFWO/V9ZSuk5WUdDiHJp5LMmgijroWaR3w+fPnZ/k9scdTjq/JQ/cgSu7rHKgJNZqEofOpigVU1R9bMarJyRdffDFJ/xQ55mpcSBM11G5aifvYY67bFzUxTp033JhDcCxJ96oAcob2T92jnHXWWX63Mo0HqSuk9j+tC69Jj25/VBt/t//GTrgLTgJAztO/v2vlr3Fd59RTT92vpL8bA9T4vftbAJC9SPgDSDou8at2a6o6VTt+1w7eJfTdwJcSjcGZoEFKOKriSa8F12Fj8CXxPv74Y//iXW1ndXOtm+rYwRXXCUAJ/w8++MA+p/doRrDawyvWSnS4KjYGQMMRm0RSwuHII4/0W3M5//zzj71ZU7cGtbaNvRHQgLgSzapCRTiUQFRSX4mGjh07+mtA6wZOEzGmTJmSLu6qgnGDY8Gkf1aVb+yniaU1vV2lRN26dW2iWMlhnVuDy2vIihUrvIEDB/rnUVURv/feezbR5NYbrlOnjt86ntamiUc8oyf47654FS5c2MZGld1u8lvwuKkJAW5NeD1atmxpr291LFa3Bk2GdLjGDUcwXhq01jI4ipWqoVx3nNj2/u5vQZXHGkjVayeffLKtOg0u4cA5NPGCa7srIawYal9TF4bM4uH2vTlz5ng//fRThucRHhczdby588477TlUSX+NI9SvX99frsotuRFMIpP0T41jrismUKtoTVguWrRohmNucI3oZ5991mvXrp2N/2mnnZauCIFjLpD9PvroI7tshps4p2VZXccNdfB0HnjgAf96VxPtgtdMCI/uJXWc1TVr8Dyp4+e+Jv3VLUATPWLHDgFkHxL+AJLO3LlzvWuvvdZf71Af1fYy3pqHGghXSyh3U6fEld6rmfq62VOiMTgQyg1c4rl/cyV13cV79+7d/deDszp14e8GVlyrJyUhdTOur9XalkRF8lCrfnXiqFatmr9Ou24A9HBxVxWp4u1m8cYKdmpgUDQcEydOtFUwipEmb2i9Uk3QcBWjscdNvb6vSX8kjo6NOq6ed955ftWoEr+ZVUUsW7bMe/HFF23VW3BJBn2tiXaauON+LhKPeEZL8Dyn1qSKzXHHHZdhDffYY6+WO9LEOr1fyWRd66qjg5ukFft+hEMTOBQjJe6VHJZJkybZSa6asBov6Z8VrosSz+1HSvZrTXfdSyrp4LpUZUXtwXWvookemuyM5E36FytWzHaNU1cNVftnJpj01yTlTz75JIFbjb095uq46o65qhLWZI54x9zgNZM66mi/duuFC+dRIGfo2KtEr1u+SuMMOv7q/Bq85nnnnXfsfqvJAfqoa2Ukh2A33eAYblZJ/8zuN6nsB3IWCX8ASUkXgocccogd2NYs/JdeeinTi4a1a9faQRUlqFy7aQ1sn3322bYa1eEGLjyqWKtZs6ZfxaZHsFVpMKa6EVfr8KZNm9rBGLXl07p6qn5S9WLs+xEO3aQpjieccIKtenLJ4WBs3EC1BkC1PqY6N6jdfzwMaide8N9clf4u6a8JUxUrVvSPn/H2t2DSv1evXgndbuyZzosa6NQ5VDHS+VHLMmS1v2kylarctGa0lmbQusNu/VOOueEintGjzlNuIpy63cTStVDsJCol+JWA1IRWdT1ykzeEmIZP1ze61tEkVbUsDe6biqWqvtWlw00IyKxVLcKngWi1nNUxV0ttuGNnZtz+pwpw7aNuWZU9fR/CS/qrvb+WHFOsFOvg8TRe0l9JKTcZnbgmB927aOxH10Sxx1ydQzM75maWaOJeFMgewX0pOAbrntc+qLE+TbpyFf+u86cmBairlSZK6nyqYjCEK/bY6GIanEAVL+kffF3LkAFIHBL+AJKSZmXrgsHNzNb6pUowZXVDpkphdQFQldSiRYvStYsn2R/+DXnDhg3txA03yK2HkhCZDVZrkoAq/jWTVK+5GBLL5KD9zLWI1kPVMvH2T3ehr4FPvU9r2iJ5k/5uTTU99tQmWsdk14VFy3EgeWjgU5NxVPnkBqk1IPrVV19liKmOqVkNcjIAGj7iGb0JHMccc4w9fqrDSmysldjXBCwNno0ePTpdQlhthxs1amST/r179/bmzZsXwm+AeLQUlfbN/v3726917Rq7v33++ed2Qp2b7OESUEzYCEdshxQXL3WvUoy0D8YmdzWx4/7777ddNgYNGuQvM+ZoQrP2b02yQjjWr1+f6T2je06V3X379rXL5OhYrPvTrLo4aIkrdSBU8h/JQUsWaT/VpJzMjrmahKMYc8wFct7e7lda+kYFI1oqJfZcfOGFF9rukcGfF3uuRvLILOn/7bff+s/ruljxZhlPIHFI+ANIShpM0YWBBjqvu+66TAe3GdROHRoQc4MsmSX99ToJ/dTx888/ez169LBxVLX3N998k+n+qRsArWGrNotILsE4TZgwwY+pKp90DI73vmDyQu/VentILqtWrbLHU02Gu/zyy+OeR4M36ap4EwZBkxPxjA4NdKrjzamnnmq/dtc9r7/+ul/B766RNECm9TKD3n77bT/pr1ans2fPDuX3QPpz4zPPPGNjpokYWe3HqhB28dXESaqFw/Hoo4/aCTSuvXCQEvmxk1R1LO3Tp4+/Vrh7aB1wLaUStDft/5EzVLmvZVLcEnBZJf1de3/dw1StWtUuVZZV7GhBnFzH3CeeeMLugzfffHOWx1x1LnP7q5Y2ci38GSsCso+7B9GEK3UX0/nypptu8n7//Xf/uOrGh3QdrKSw9sngxFft0xUqVLDLmKl4i300dZP+5cqVs1X97npKHXhnzpwZ6nYCuQkJfwBJJ9j+0iWKtV6tG9yOV+mvKnA32MKFYXJz8VG1v7v51gQAh4R/6iWIu3fv7q9tGbtul6ilopZzqFevHomJFIipJnKcccYZ/pIN48ePj/s+R504snod4VJMlixZ4l155ZVxz6M65mrilQbIXVtFJC/imfq0zI3amCqZP27cOO+7777zrrrqKhtPTYy755577AQ6VTnpubZt29qqxOD1kdY4bdKkiX1dVaq0hQ+fksOKhyrW4nVecPHT4KeWuapcubJ9/4gRI0LY2txN67Dr314TZz766CM/6e+uYbSMmF6//vrr7URVTX5s3ry5fU5LNrzwwgu2C9Lhhx/uFSxY0D8Gcw+THOu5azk43Zuo49+ekv5ax13xVtJfa0Yr6e86BCC5qXpf8W7RokXc6x0XYy0VqK6RNWrUsO+/4447mAwJZCO3P61cudJr1qxZuklxut65/fbbM3TD0dJUer1o0aLeNddc43Xo0MF+rWU43HsZV0jNpL8mVimWWubKVfzTHQdILBL+AJJW8AIvOLitgRbd4DmTJk2yF4gatNENOheGyS046ELSPzqt4E855RR/8FTrRrvBMlUmduzY0b42ZMiQELcY+xpTrXe5t0l/Yb9NbsHzqJZYcZXhWkJHLabV0jarNWyRXIhnarvhhhts7FTp7wY8zz777HRrXKr6tFixYjbh75apCh5/hw4dapOQDKIlB1UUuw4Nwe5VEkwuqS34scceayfX6XoJiadkgibZaDLqwQcfbFv4Byv9NZH8iCOOsPum1gjXR03QULWiEhrOjTfemKFbGcKbxOGOp64Lw+mnn77fSX+6NCQ/Jfm1DriOuZqEk9kxV+dbnUc1fqT4Hnrood7SpUtD2GIgujT2c+SRR3oFChTwzjnnHLvM0fnnn28n2ujYrO5krvOK20fdZFd3PdymTRs/2c+knNQTvI5yk5J1P8p9CpB4JPwBpOTgtmZpqyJG1cSqYqOldDSS/rE360itBLFr4eWqTpX8V5WN1k5UEire9yFaSX8k/3k0OLiigRm3fIOrjmKAJXUQz9S+/lElv5ZQ0fFVk+Ni24Kril/xVCIqeNwN/gySUslFa7srZhrwfuONN/z1ooNdkXR9pIHvICbMJY7bj5Twu/rqq22sXNLftfpW63Zd85x11lk28a94aYJGbDy1LIeucadOnRrK74L/o+5hWh5D+95DDz1kl5tSTPc36a+K1KeffprjawSOudqPNSlSE60UY/096P3q7AHgwASPqR9//LHtXKV90nWd0j6npXM0ySZfvnzeZZddli7p77oj6fyrcQdXMMK9S3JU6u+L4NiQOy4r2T9t2rRs3DoAe4uEP4CUG9y+7rrr/MFt3dzp42OPPea/h0RUaif9tYYtUrcVvAZHFcdq1arZRIYm5UyePNl/D4PaqZv012Cq2k8jta1bt862lFZFVJ06dbwTTzyRaooURjyTg0sy7M01aGxc4n2PEsOq3le3hu+//z7D61zrJldMg9c2ak2rc6b2SVWAq8ptxYoVNsGkpY9076LBbYQ/oL18+XKbCFQnDU1SVaw2b96c7r1r166N+zOeffZZ285f10g6DiM8n332md3nTjrpJG/16tV233333Xf3K+l/99132+856KCDiGsKHnN79eplj6+rVq2yCUgdc7Wf6u9BtK643vvmm2/m4G8CRJ/bB5Wk/+uvv+wEOh1zHZf0V4cqFWqpG0dmSf94PxeJ5469ug56+OGH7bXrvtJkZtr4A+Ej4Q8g5ajqQusmaiBUycX33nvPf40LxHAEb8z3ZRA6GK8nn3zStvKKt+4pklsw5kpSqOIpb968NvH0559/HvCMYSRP94ajjz46QxUqUueYG6SbcCWG1TZcSA6Hh3imtlGjRtluU+58tzcxDL4n9tpV1f5q+U7no9SKaXCfu/XWW/324q7KyX2u612Ex12LqvWsrmeeeeYZ7/jjj7exOeqoo2zS31X6Z0YxVIt/tSpWdTnCNWPGDLvPvf/+++mSxxoj2Nekv6r677vvPvszkTrHXK0HrsS+O84q2eQ+DxaGaJk5LdPx22+/5dBvAuQeSvZrsvExxxzjdevWzU6gi23t7pL+w4cPT5f0d8djJrAmFx1XzzjjDHvsnDhxov/c3tB9qMb/6HwEhC+P/mMAIEF0yMmTJ4/9KPp89+7dJm/evPv8s7Zt22YKFixo8uXLZ7/e35+D/ffff//5//6ZxXpffsaWLVtM0aJFza5du0z+/PmzfXuRc/tnMN4TJ0409957r/n8889Nhw4dzMCBA03Lli0zvA+pE9NffvnF3HHHHebkk082vXr1yvHtRs4dc+PFn/0yHMQz9W3dutWcdtppZtSoUfZ89+STT5qDDz54v2Lw66+/2p/z+OOPm+3bt5sHHnjAXH/99fY1YpoaMQ3u0x999JGZNGmS+eqrr+w1bZMmTUy3bt3M6aefbl/nviXxXHx0v9GzZ08zbtw4+7zis2rVKvt506ZNzZ133mlOOukkk5aWlu6+c9asWea+++6z17eVK1c2n332mf3bQPjWrVtnSpcunW7f0r6sWOk+ZPr06Xa/1v5cvXp1+x7t0/HOwRxvU/OY+8EHH9jz6MiRI/1jbpcuXcxZZ51lX3/44YfN7bffbjp27GjeffddU6pUqYT8fkBUTZ061VxxxRVm8uTJ5t9//zXt2rUz33//fdz37tixw3z99demf//+ZubMmXZM4YknnjBVqlRJ+HYjc4rjoEGD7Fjesccea7799lt7jN3b86LGAXV9pPMsgPCQ8AeQMMEbMl1IbN682b8xz2zgK17il8Ht5OBis379ejNkyBCzcOFCOwFDg5lHHHGEKV68eIZYuTjNmTPHFChQwNSsWTPd3wZxTP39M3ixr0FRDYZ26tTJJovbtGmTw78FcjKmK1asMBUrVrSfs6+m9jEX4SOe0TFlyhTTt29fm9jVYOczzzyzz0l/vbdfv37mwQcfNK1btza9e/cmMZyiMY2dyLNhwwa7v2r/dudXYhoeJe4V02nTpplLLrnEJh82btxoFi1aZGM+YcIEG2sliZUsLFy4sI2XJj7eddddNpnRvXt3u6/WqVMn7F8HMWL30ayS/o4m5+h8euSRR4a01cjOY66uq3TM1fG2UKFC9rnBgwfb+1Idd8eMGWPq16+f478TkBtoYqOSw0oMFylSxDz//PP2OKt9LXb/VdJfE3uuvvpq+/rvv/9uypQpE+r243/ctamuW5Xs//PPP82jjz5q70mCcXTv0/iSjrXB5wAkibBbDADIHYJtgJ5//nmvS5cuXvXq1W17vVdffdVfIy9eiz21edIa77RMTL54rly50mvWrJnfMs+t3X7dddfZtfPixXTs2LFeiRIlvAsuuMCbPn16KNuPxOyfwVbw+rinFqlIjWMurfcSj2NutBDPaNExUW2ITzjhBBtDtSV2rSwzO15mduxVy9NZs2Zl+T6kRkxj38e5M1z699ejX79+NqZqPaw124Nt/rWusI6tel2th7UWuLt21XIpn3/+uX2sXbs21N8F+ya2vb+WHnPn2L59+9rnLr/8ctt2GtE55upaa/Xq1fbeR238tQQHbaaBnFn+Ty39te9qHx4/fnzc94mOs1q6yi0RyHVueNy1TzAG7rnvvvvOK1WqlNe6dWt7bRT7vkmTJnl33HEHY/RAkiLhDyChbrvtNn9QW+s36aNuwC699FI78B3vou+cc86x7zv77LNZTy/J1uzSWpcFChTwzjvvPO/dd9/1rrjiCq927do2Xj179owbU13gu7+BG264gXWGI7h/Bm/sxo0bZ/8WGGAJB8fc6OCYGy3EMxqC//4zZ870OnXq5CcrMluLOHbALLPJcCSIoxdThO+UU07xihYt6g9gu3i7GOp5xVox1zH6gw8+sAnj4HuQukn/gw46yMZWaxT36tXLfl6sWDHuUyJ4zNVzTz75pFelShWva9eu6SbTAchev/76q3fSSSfZfVf7sMaA9nQ9yz1MeNwxdPPmzfZ8+Nprr6V7fenSpd65555r4zlo0KB0MduwYYNXr149+5quqebOnZvw7QeQNRL+ABJmyJAhXsGCBb2OHTt6P/30kzdt2jTviSee8Bo0aOAnl+INbn/88cf+4LYGuhGe2LiULFnSu++++7ydO3emq3455JBDMsQ0eEH/1ltveWXKlPHmzZsXwm+BRO+f27ZtS9jvgf/hmJv6OOZGC/GMlmBMfv/9dxuXW265xUtLS/OKFCmyxwrF7t2724SiklAuoYhwEdPoUryUAKxbt669Npo8ebI9Jgfj6D7/+eef/eugQw891P4dcC2b+pSk+PTTT73GjRt7+fPnt/HVufTvv/8Oe9NyrZw+5q5YscL77bff/M5mAHKOJt/sa9If4dmxY4d3xBFH+Nc7l1xyib0Pdb755hv/NX0e9NFHH/mv/fPPPyFsPYCskPAHkGNiZ2zqAkKD2FOmTPGf08DLqFGjvCZNmmQY3HbthOSdd97xHn300QRuPTJLVOiGWTN4b775Zhs3x8VLcf/xxx/jxtQlNcTNxA/GGYnD/hk9xDRaOOZGC/GM7uSN/v37exUrVrTdGpo3b+6VLl3a76iSWbJClTNqGa73KAFJS8zwEdNoc8l9LXGkGL388stx36djqtq9K4ZqZav3tmjRwk7IQupy50olOM4880yS/UmAYy4Q/aR/sL0/kovuOY8++mgbK3WY0yQrdbzRGJJbukjFInr9oosuss8Fj9sjRoygOw6QpEj4A8hxWj9as7Vr1aplLxiC6yiKLhr2ZnDboZ1iYsRbx1CDXaoO1o348ccfby/8JLbqRRePo0ePzjKpyCzf5MD+GT3ENDVxzI0W4pk7qM2la2mpQU5RsvDpp5/2WrVqFTdZ4Y6peq5q1aregw8+GOrvgPSIabTWpY2dDKk4usHtsWPH+s8H4yha77tPnz622lgdkhAN9957r5/sJ67JgWMukPqC9yUu6a9JO5owp4nOSM7rpL/++surVq2ad+yxx9o4tWzZ0h5z1bJfx2BV9uvYrMkAP/zwQ6bjRQCSCwl/ANli+fLltk1erLffftteMLRv394mn1Q1Gq8iLbaiTesFqQWbMKideHfeeaf3+OOPZ4ipqiA0U1dt9hSnE044wX8tNk6xMe3cubO3evXqhP0O+B/2z+ghptHCMTdaiGfuoPbD5cqVs8dat86wO9ZqwodambZt29ZPVmhQLTYJ6SpohGNv+IhpdGzatMlW86vtbPAaSPHR4LU7BruWw8Fk/yOPPGKP08EOSUh9t912m417hQoVqOxPEhxzgWjSsjnqklO5cmV/0jLCE68jnI6jmozeq1cve4zVOJKS+c8884x32GGH2ef0UZPU3RJHbrwIQHIj4Q/ggKk6onr16raS1LWYdX755RevR48eXuHChe1FwvXXX7/Hwe3DDz/cvrdr164Zfh5y3meffWb//TVbfsaMGXEv3i+44AKvUKFCdg3MYcOGZRlTrR1epUoVr2zZsiQrQsD+GT3ENFo45kYL8cw9vvzySxvrW2+91X4dW0msr0eOHOnVqVPHtimOTVYEO6+QpEgOxDR6ldyqUtOatK4iTXHRcdq1sW3UqJH35ptvegsWLLDdVh566CF7jaVrI02uRHS88MILtuLU7bMIH8dcILlk536kSXMu2U/HwPBt3rzZLtkYu8yC7k3V9aZhw4berFmz/CXoNI6kCXJ58+a1x2k9Hn74YY61QAog4Q/ggOjCrV+/fvbkf8UVV8Rt76OWThdeeKEd3NYAyieffJLl4LZaBamNIutHh0MXd3379vVeffVVf3a9qmSC1O7p/PPP9/Lnz+8dc8wxttVTVjGdMGGCXWdPuNhPHPbP6CGm0cMxN1qIZ/S5GGn5FLfkQmZxUfzV1UHvU8Wwqp2oGk4+xDR6dNy95pprbJxUPaykv1tqRbEdPny4v86wHuXLl/cqVapkP9dHKsCTQ2b74d6eC2Pfp3M0wscxNxpiJ2ggGvFU1feSJUv2++fE3stw75IcsT399NPtcVTjQ4MHD7aFHi42qurXa/fdd1+679MEyWuvvda/Vpo7d25IvwGAfUHCH8AB042z2v+4G2gNZK9fvz5DAkotozWrvl27dt7XX3+d5eB28AKTGYSJ4y74XBJR6+cpGaH1m2JbE2smaM+ePe2Mzz3F1OGmMPHYP6OHmEYHx9xoIZ65izqqaE3LI4880lu0aFGGQU33d6CqUlURax1TDZZ9+OGHoW0zskZMo8EdK1XNduWVV8ZN+us4q4lUqlZr3ry5V7FiRe+oo46yEyYZ0E6uFsQ7duywHak0SeOrr77K8nvc/qrzb/DvgSrw5MQxN3UF96X333/fW7ZsWajbg+yxZs0a27r95ZdfPuBkPcfb5Ouo4pa20aNbt27ea6+9Zq+LdJ7VkpAqGNFSK0E6Dn/77bfetGnTQtt2APuGhD+AAxJ7AXjXXXfZFrVDhgyJO7it2dv7MrjNRWK4HnvsMX+Q7JVXXsmWmCJx2D+jh5hGG8fcaCGe0RIbEyUnmjZtamOsY3HwfcHJGTfddJNXt25db8yYMd6nn36a0G1G1ohptGIYvEZyn2eV9He2bNnirwOuQW8k16SNE0880V7ruiTFKaecYjvfxOtyJX/88YfXuHFju/QVkgvH3OjRpCnFb/r06fZrqrlTm8YUFM+TTz75gH5O8O8gttMZEit2wriug7Q8ipaA1FIpp556qj0Wa2KVzrVnnHFGuklz3JMCqYeEP4Bso8GTG264wc7SrlmzJoPbEaCqYd18Fy9e3KtWrdpexXTUqFGhbS8yx/4ZPcQ0ejjmRgvxTG17M2itqjaXhNKa4bG0TqaqEi+++OJME5NIHGIazQrwYOI3OLAdTPpfddVVNqZKGn7xxRfpEvvB2HFtlDw0EePoo4+2cdPHSy+91J5L9bUqwkeMGJFh8oa+HjBggL8PP/vss6FtPzjmRp2OvW5Cldp+I/WtXLnSjisUK1bMGz169H6dF4P7proS9urVy5s3b162byvi25tjo+LxxhtveA0aNLD7b/369b0HHnjAq1evnm35r0kBQnc5IDWR8AeQrTSQvS+D28cff/weW/Mh3AtFxU9rhu8ppmpNrBZQmqWvtotIPuyf0UNMo4NjbrQQz9QWHOBS62CtaXnOOefYltJz5sxJ914t2eCSFUpIvPrqq978+fO99957zyap8ufP773zzjsh/BYIIqbRpMrBMmXK2IT+npL+qlhUTDXAraR/ZhXiCE8wsfTII494pUuX9vr37+8n9rWvnnXWWXbJKrWd1v4bm/T/66+/7Dm1RIkS3t9//53w3wH/h2Nu7jB79myvXLly9vrVLRHHxKnU3mfdpKl77rnngJLNahdftmxZm0BevHhxtm4r9m4pnKeeesqOFX3yySfelClTMrxfS0Rec8019h5V1f2q+lfstSQdgNRFwh9Ajgxu9+3bd4+D21pfWhcTzZo18xYuXBjSVsMJ3pi5z90F497E9LfffvM6d+5sL+hXrFiR4K3HnrB/Rg8xTW0cc6OFeEYzlpqs4ZIQehQtWtTr1KmT9/3332dogapJVe59wfbTtJUOHzGNLlX/urj06dMnbrLRfa41pitWrOhX+n/88cf+cRrhc7FwH7t06eK1bt3a27Ztm/3adWVYsGCBd/nll9ukv5KM8ZL+WmuYNcXDwzE399yLajKVWoIrTpqogdT33Xff2XhWqFBhnyZNxSb7q1Sp4pUqVSpuohk5uxSOlr5JS0tLd+wtX76899JLL/nvd5Medf786aefvEsuuSTd+5cuXRra7wLgwJDwB7DPspqxGxzc3lNF26RJk7yuXbt6gwcPzvFtxp4vDF1cVSkTbHPpXt+bmKqiYvXq1fZz2uyFg/0zeohptHDMjRbiGV0PPvigHfBSQunll1/2br/9drvsgp7T+tAjR45M934NlqkaSp1Ujj32WO/qq6+2LacdYho+YhpN33zzzR6T/hrY3rhxo3fQQQfZiY/u70AD4whPbJcFxaNhw4b2fNmtWzfvzTffTPc+d67VxNXLLrssXdI/eO5FcuCYmzuobbti2rZtW7v2NxX+yS1em/bYfeuiiy6yk24+/fTTuK/vKdlfuXJl22Xlzz//zLbtxp7//bUUzuGHH27PjRr3USxuuukmO8nKXSfpuOzETnp88cUX7WSB6dOnJ/x3AJB9SPgD2O+Lw+XLl3t//PGHN3Xq1HRrMu1L1anWiHK4MUg8d4GnVk6K1XHHHWdj1aFDB9tCL9bexFS4GQ8H+2f0ENNo4ZgbLcQzWoL/7opLkyZNvI4dO6YbrNSkDLUb1oCZ1hSOTVa4n6O/DdYaDh8xjTbFw8VEcYuX9FecgtdSSjI+/vjj3q233mpjj3Ao+esS9MH96qOPPkpXYXjbbbdl+N54Sf8jjjjC++CDD0j6h4xjbvRktoa34hG8B1WyX0twuOMq95nJycVFEzO0tM2sWbPi3tso8at9tGXLlnYy874m+0uWLEmyP8EUuwsuuMDG7e67707X+Ub76MMPP+yfW59//vlMY6hJAwBSGwl/APt1sf/MM8/41RFaU03tntQeKHaWfuzg9tChQ+MObnNDEF48lQB0saxUqZKtqnAXglozMba1cDCmtWvXtn8Le7oJQM5j/4weYhotHHOjhXhGS/CYqBbhqjJUjNTWNHYgTOuQqp20S1Z8/fXXcStlOM6Gi5hGS2bJvuC1kuLmjr9K6McaOHCgV6hQISrXQqYJF4qR1maPt0+98MILXpEiRex7zjzzzLjL3AST/ldeeaW/5jDn0/BwzI02JRDvv/9+P56xx+Cbb77ZxvO8887LsMQGkkOwG5mq7xWvWrVq2TXef/3113T73tatW71DDz3UJu5//vnnTM/DJPuTh5a7qVq1qteiRQt/H4wdK3r00Udt3IsVK+b98ssv6V7jeAtEBwl/AHsleCGnmfa6SNB6TGeffbZt9+QGV9SmTVWoQa6NrWb8Kkn13HPPZbjwQDjxXLNmjb2QL1y4sHfdddf5rYQfeeQRr0CBAjamunmLl7DQjYFeP/LII2mHGTL2z+ghptHCMTdaiGfqc2tCx1IrYSUE1UZYa3xrQocGs2MHwZSsUGWpS1aopTjCRUyjyyUhdC2jtdnfeecd20J68uTJtkoxKFjpr0TwhAkT7LFalW0VK1b0mjdvnq7bERJvyZIlXo0aNew1bGb7sK5dVbmvOD700ENxf47bh+fPn+/dcMMN9m8DicMxN9qCk6m0ZEaw84Y6NGhSuZLCzj///GP3a3V1cNfDJBCTg+LgxgLcPYeW+HOTpfTQBAB1KFPV/4wZM+x7Bg0aZF/T8TWznxtM9lepUoVkf4i++uorG69evXrZr4Mdb1ysNBGge/fu9n3ahwFEEwl/APu1DluXLl28iRMn+s8HE1Aa3I5NQGnNRJe0GjJkSAhbjli6QTv//PO9okWL2htzNwv077//9s466ywbK1ddodaYy5YtS/f969evtwMwixYtCuk3QCz2z+ghptHBMTdaiGfqUtWhJmgoVrExvfPOO+1kKU3Y0MMNesYbtA4mK+rUqeN99tlnCfsdkB4xjX6yX0kKTXpUJxV3/aN4nnTSSbaVe5ASh6pe03tUYey+Rwl/ksLJEU/XMlgT4C699FI/MRGsDFalv4v1Y489Fvfnuf04dh1i5CyOudESW7kdnCj+5Zdf2o9jxoyx+6GOo5rQoZgpua97VXV0kNNPPz3LSTpIDLevad9T1beje5GDDz7YGzBggP+cYqd4HXLIIf55VVX/avn+1FNP2Vhr4o6WFcyMEsck+8M3YsQIG8M2bdpkOZlc96163zXXXJPQ7QOQOCT8Aey1b7/91rYIatWqlff777/7N+u68E9LS7Ov6QbArbcXb3Db3QwgOWaAKlGhwTM3uKK1wc844wwbQ1UIf/755+nWUIyN6Z7WdkPisH9GDzGNFo650UI8U5OqgdWVwU2Gik1AqCpNA58a3NR7lIjKqlJNyQo3Aev1119P2O+B/yGm0U9CaeD68MMP9wey1a6/R48etnWwq0zUmvBBquzXpCwlEZXgUEXb7NmzQ/pNEBTc70455RQbw/bt2/tJxmDS360jnVXSH4nFMTe6tI/NnDnT/1qVwoqLOqo4el3XwB07drQTO9xyc1quSsfcvHnzep07d7adVajwD49a9CsumoSs8QNNxlEiX5ORtZxY7L2H2vy/8cYbdn91x1y9X/FUtxV11pF4Mb3pppvszyXZHy5NIq9evbp9aFJWLHeOHTVqlH9vCiCaSPgj2zBYGW268XbrrP3www/+BcMTTzxhKyjq1atnv/7444/TrZ0YW3W6p3UYkTjDhg2zF+Zqq+jaIao9m2Kni3bHVQm7SuKlS5eGuNWIh/0zeohp9HDMjRbimbrUdlQxWrdunf3aJSKCyQxVrGlSVbly5ex605pAldlAp9aQ1gQthIeYRpeudZTcV9Jh4MCB6a5nxo0bZyvUdHzVBCyXkAh+ryYLKNHBmtLJSedETchwkzniVfq/9NJL/nlU6w8jfBxzo+eqq66y+9gVV1xhk79ackNfa7JUcBJA8Pg6adIkWy1cs2ZNm1x2+2nBggW9sWPHhvJ74P+oW4Ym3ahIoGfPnjYJrMlxmtThOqK4fTF2LF/dHFTdrwlzWlJQMdUkn9glyoLc/RByVvD4Gfu5OuacdtppfndITaZygu39r732Wvuejz76KMPPARANJPyxX9yNduwFgmYOan0ntRJG9Nx333225Zr7G3j33Xft+tC1a9dON4B9zjnn+Bf7upjIrKIN4dNNmmupqFZcauHlYuz2cbXJ1A2cEoyKqQbbuChMPuyf0UNMo4djbrQQz9QSTBS6wU4NaJ933nnerFmz0r1XyQslK8qXL2+riPeUrIj3/0DOI6bRH8j++eefbZtgVYC7421w7XAlCtVaXMfX4447zla4xY5VIDm5fVZJpIYNG+510l/rSiMcHHOjSbHUfeaRRx5pr1lde/dzzz037jIosTGaO3euXUpFa8A3btzYfq+rLOc4HA5NdtOkOMVSE+Z0j6LlNrIq2IuNq47NKi5o27atV6ZMGW/y5Mn2+WBMKfxLHPdvrY96xJuAoWVWXAdILXmkayhNegyeSzWJ47DDDmPMCIgwEv7YbzrZa10ftWpyFxSa2akZ2n/99VfYm4ccsnLlSvtRFw0nnniivZiYMmVKusGXq6++2s7kdoPb8doJITzxbrp0M9a0aVN7M+5mgrpBFrUDq1Gjhr1B0E1gcB0wJBf2z+ghpqmPY260EM/UFhyY1P2Kawl+/fXXZ0hW6B5nf5IVSCximvoy604kahmueCpWmSUXNPmqQYMGNqHBNVDycvuYkkru831J+ru/BVUPuzEoJB7H3GhwE6hiK7t1r6kEsSaYu64LwX02qwSxW05OY8Lan12skfPUjl/nwiDdk2jf0yQOxVRLZ7gk8Z72Pxdb7e8DBgxgzfeQuXOl9lt1gWzZsqVXvHhx75JLLrGTdWJzNRobUszU5aFTp07e/fffb5edK1SokH0t3kQeANFBwh/7fVNetmxZewLRhYUqDZs0aWLbBfXv3z9duxikfmVFvFnWuqhQ/NW+NvbGT1UWmk345ptvZlhPEYmV1YzbYKy13pZaYR5xxBE2ieguKBV7zdhXIjG47pN7HYnF/hk9xDRaOOZGC/GMluCx1cVCx1atDa6BUHVI2VOy4sknn2QAO4kQ09Sn5YhOPvnkTNf+VXx0/aNEhY6dmVX/unWHWec9+eypAtSNHe1N0l9rvKuCEeHgmBsNP/74o3f++ef7CWJ3Taulp7T/qZpb67arzb+WrAq+JzPudU1SP/300+3Pee6553L8d4Fnz3v691ZM165d6z//9ttv2+Suzo+q6FZMNZbgJh/vbUy1T+t7O3bs6O/3SPxxV0WWmjyuWOt4qmOuHroHfeihh9J9jyZjKdHvJmTpoaXo1AlpxowZIf0mABIlvwH2Q8WKFc11111nBg8ebK644gpTpkwZs3r1ajNw4EDTu3dvU7BgQU0mMXny5Al7U7EP/vvvP5MvXz77+c6dO82WLVtM6dKlTd68ee1zu3fv9j/fsWOH/VipUiX70T3/008/mffff99ccMEF5txzz/V/dvB7kdh4rl+/3jz//PNmyZIlNp5dunQxRxxxhClUqJAfl6JFi9r9eMGCBWbp0qWmTp069mc89dRTZtSoUaZjx472b6JAgQL2+fz5OX0kGvtn9BDTaOGYGy3EM3rcMfHaa681GzduNMOGDTNnnXWWff7ee++1cZYbb7zR1K9f336uuF5++eX2c933DBo0yGzdutXcfPPN9n4H4SKmqW327Nlm+PDh9qOOr7fccos55JBD0h2DGzZsaI+Zf/31lz2OFilSJN31k66PdDxu0qSJ/VrHZSSPXbt22fgpTh999JGN48KFC/1z6UEHHWT3O8W2QoUK9rq2bdu2ZuzYsaZDhw7m22+/tfHdvn27SUtLs9e7CA/H3NSn69rbb7/d/Pzzz+aoo44yhx9+uB/XWrVqmbPPPtu0adPGvPLKK+bll1+2++7dd99tatasmekYr3te+3vhwoXNJZdcYj755BOzYcOGEH7D3Kd27dqmRYsWpnXr1vZc6s6RPXv2NE2bNrVxHTdunOnTp4954403bKz69+/vx1TnTXdOdbHUcy7W7jiu5/7991//fgaJof1TMVDuZebMmeaGG24wd955p/38xx9/tJ9rn1Zs+vXrZ79H11JvvfWWWblypfnll1/sc/pbUMz1NwIg4hI2tQApT218vvrqq3TP3XPPPbalmmaVdevWzW89THuu1J6tPXjwYO+EE07wqlataivT3nrrLX/dH1eVpjVpNUuwevXqtiJDr3/33Xfesccea1sLff7556H9LvhfPLVPqs2wm9WpR506dbzbbrvN27RpU7rvueCCC+zrirtmc6t9uHv/kiVL7HvYt8PB/hk9xDRaOOZGC/GMJv37q6rJxfKjjz7yX/vwww+9Qw89NMsKxfvuu8+2RaWTSvIgpqlv5MiRXuvWrf3qxNilAbUOuKv61prQjlvD1tFa06pyU0tqJAcXH1UlqtIweC7VQ1XhwevXeJX+qkake2Ty4JgbDVqX/Y477vCrwdWx1dH+KiNGjPCrwtU23FWFB4+7ahnvrpmD17h33323/ft44IEHMryGnOHuNXTvcsstt9glxYI0dvDZZ5/Z425sTF2MXnvtNa9fv37pYvzPP//Y9yqeGv9H4gQ7wqmzQq1atbzLLrss3T2oYqW4uWPyvffe67+WWUckANFHwh97RRfyrrXT999/7z+v1qV6Xq389XjppZdoz5Xi+vbta2OqGzE9XNxvvPHGDIPbp556qt9OSOt06W9AXyt5hfDpZq1du3Z28EsX6e+8845t51WlShUbJ639tHHjxnTfo5aa7mJR8TzmmGP89Yj31I4ROY/9M3qIaXRwzI0W4hldajGrGJ155pnpBrn3lKxYtWpVhgFUJAdimnqCCaCvv/7aO/roozNN+v/000/+coI9e/bM0FJYyUMdc1u1auUXICBcLtGg9YY1ZqR9UG2+tb+NHj3aO+ecc2w81W46mDQOJv0bN25s39OlS5fQfg/ExzE39Y+77rq0T58+tnjrjz/+SPdeLaURTBCrFfy8efP817UcQPfu3e267vq57mcPHTrUK1WqlFejRo10CWXkfEx1btQ+6ZbBiT2X6vgajKnua9z++/zzz9vzbIMGDezknGCc9fNOOeWUuP9P5CyNB2kCx7PPPutVqlTJTsCId1+ppZbjJf1ZRg7InUj4Y69pJpm7KVNVoU4cutB/9NFH7UxdDYjqRvvpp5/OkKTggiA1DB8+3F6c66Z6woQJtopUawGpolSx199A7OC2btZr1qzpD2wPGzbMf40ZheFSDCtWrOgNHDjQHxjTLG5VCqviMLOEhSptVGH8yy+/eOvWrbPPkagIH/tn9BDTaOGYGy3EM/XFHhNdHBYtWuR16NDBdilTBVtQbLJi9uzZe/WzkRjENFqC/+Y6drZs2TJu0l/jDjquuqR/ixYtvN69e9vnlIQqWbKkHaOYPn16SL8J4lFySV0ZdM161113+WNE2gfVkcElJ4oVK+Z98skn6b5Pli1b5h111FHe5MmTQ/sdcjuOudETHJudOXOmV79+fbsfXnjhhXtMEKublRLEmrThOlnFTjzX/a0mscdOIEDOiB1rV/cGjRFkNoHOxbRZs2b2PZqQpclY2pe13vv8+fMz7J/jxo3zP2e/TRz9W7vuCscff7xXrVo1b+HChZneVwaT/vfff3/CtxdA8iDhjz0KzgjTwKZL+qvSP3hx8eCDD3pFihTJkPQPvkczQmMnAyC5Kk01E/f3339PV+Gmi/asBrc1c1c3fRs2bPCf40Iw/Iv9IUOG2Hi6fdhdGCpxoeU5XEzjJRWDiGVyYP+MHmKa2jjmRgvxjJbgYNi0adMy3JeokknxU3tMN7gZm6zQ4OeVV17pzZgxI8Fbj3iIabS4Y2PwGPnFF1+kq/TXREhHx16NP7hjb/ChCQAk+5PPu+++a4tClNx350klGBVbd/5UW3F9rkkbwUp/VRcL59DwcMyNnnj7k5bVyGpZFZcgPvLII+17NBm2dOnS9vNHHnkk7nU0XV8TI3hvEuy+oPuUrLrmKKYq4nOTNkqUKGEn3Gl8IfhzY++NOB4nvguHrou0hKO73tHkyKwo6a/jrt6r4kwAuRMJf+wVd8Ml119/vd9yWBcJQQ8//HC6pH8wGaGB0zZt2tiWqFT8hy/exZpaeamll3vdxUmD3V9++WXcwe14sSS+iecuyrWvqnWiqgo1yNKkSRP7XGy8Y2OqpKK7iacSMXzsn9FDTKOFY260EM/oUqtZdU25+uqr/YFMRxVNip8mXynuwWOpKqQaNWpkX//hhx9C2HJkhpimPnecVNJBcXnxxRczbe8fTPq7Vu9vv/22N2DAAPvQYDht/JOztfRNN93kVahQwVu+fLl9TpWJroBEH0XVwq4aVeNLwUr/2J+JcHDMjYbg9emUKVPssdNREjGrBLH2559//tk77bTTvOLFi9tJVlo33HHXyS7+7Lc5z01IVvexG264watbt67Xv3//vV4qx8VNE63Gjh3rt/HnPiY87t9ecXG5FO17o0aN8idnNG/ePMN1USwttaxJOVOnTk3IdgNIPiT8sdcXErqA18xdzQDVbN1gpX9mSf/HHnvMrtv1wgsv2PYz+h7N6ka4ghdxEydOtBf4apV3xhln2LaIukCPvdCLHdzWTO2sElBIHBer1atX23XUtLZ3gQIFbKJCn2d28R4bU7VcVHUxwsX+GT3ENFo45kYL8YwutZx1FTGqHlXi6dVXX/XXFP7tt99sEqNhw4b+c66VtCip+Oabb4a2/ciImEZnbEHHS601rDGD8uXLp0sI7inpj+SNq1sCRzRupPOkaPLcE088Ydu8n3feeem+17Usdo9gIhLh4pgbDcFr2CeffNKrV6+ejWkwNnuTIJbFixenW+Odqu/w4qkJcGrNryUU2rZta4+3wXuRrGIaL7FPLMM/h27bts0u8ajJVBo3crH69ttvveOOO87GskePHt7ff/+d5c8LFl8CyH1I+CNL7iJAFw2qRNQsMV3Qa/08rTusk40u+mOT/modo/dowFQztfW+SpUqZXrRiMQJXsTdc889fhzdo3Pnzv7rmQ1uN2jQwL63Z8+e6W7qER4lKho3bmzjouSDJuNonTV9rbXzsoqpko9q46V9OXjzhsRj/4weYhpNHHOjhXhGk+KhAU7dj2itYQ2UKdnUrl0774MPPrDvUVWU4nz22WfHXc7MYRA0ORDT1Ob+zTW2oDWhCxUqZCdLaa322OubvU1UMAkyeeKqTjdaD7x3797+a1u3bvWTD7qe1WQ6VaS6ghJ57rnn7PrEF110kY03yzMkD465qS/4737rrbfaWB100EF22YXY61Ydd9XaPd5xN15MOf4mnvs313FUhXhaNuWuu+5Kd14MxjyrmBK/5JsI6Sr51bFhxIgR/rWR4qsOy+qarNc1YXJPSX8AuRcJf+yRbtLUskkXErp5U9u12bNne998841/MtKs/Nikv9aOcZVSuvh3M36RHJR4Uuw0gUMXfloXyA1uuxbTmQ1ua7a+JnKogwPCpYt5xUgJCe2Ham2pr9Wm7amnnvJjevfdd2caU7cm5j///OP/TISL/TN6iGk0cMyNFuIZHcF/9+AAppZmKFasmE1UqCXmvffe60+4uvnmm71hw4bZ46sSj6+88kpIW494iGk0qfpXbaF1fNWx1VUjBlvZZpb0pz1tcsf1pJNOsrFSBX9wSUj59NNP07XyD75+wgkneK1atbLn01WrViV82/F/OOZGmzpsKGannHKK9/vvv6d7LavjLkVbyUfHyl69etkY3XnnnX7COLPJcMGYamJVbPyRHBMh1a1Bx1GdJ+NV6LtKf7cMDkl/AJkh4Y896tevnz2ZaM0uNws76Nxzz8200l+TBTRrNN73IbGCgygLFiyws3p1se8u4DWRY8iQIXs9uK2f4TAzNPHcRb37qNm9qpBxM0AVEz3URm9vYrqn55Gz2D+jh5hGC8fcaCGe0bKnSRZqF12wYEHvrbfesl+rK4MGyfScqoxr1qxp26FqojLJpuRATKPHXbso8as4de3a1U/2x8Y7XvJJ8Tz11FO9adOmJXjLkZlgxa/GgdThUcknN/YTvF7VOtE6l2rCq6v6Fy39qO9ThSrCwzE32rQsirpvaJlVLcPgBPfReAlixVTFWySIk4uSwUoOK6bxJss5wee++uorP1GsrhzxOjYgHJoAp47K7n4zeI503FIpiuno0aO91q1b+x0gWfYIQCwS/tgjzdTWjF43o95dNAQvELp06WJPNmqBqjYzSC7Bi/c5c+bYtolqxaYZ2rHeeeedfRrcppItPIqjlsp45JFHvI4dO3qTJk2yz8e2xNzXhAUSi/0zeohpNHHMjRbiGT1KSBx11FF2/edgwmHevHm2lbSWbXADZpp0pfdpMlZwmZXgQDjCR0yjR12NFBclH/b2ukbvbdSokV0WyXVTQXJc66qN/88//2y7UalTjmsRHhvXjRs3eocddpi9HlbBiKoUlXRSZXitWrXsPo3wccyNpk8++cQm79XJam/puHvEEUfYmGoCAJLHDz/8YOOirhsS21ElKJg81t/BySef7C1cuDAh24m9o+OoKvvV/Sj2PlSTbXSvqslUgwcPtt2W3d+AllhxXRvccRkAhIQ/sqSThm7MdCM2Y8aMDIkMl/SfOHGiHTTVyaZixYr+DTySy6WXXmpjdMUVV9gZgU7sDTmD26lB+13w5vrll1/O9L3BpOLAgQMTup3YO+yf0UNMo4VjbrQQz2hZuXKlV7VqVb/r2BlnnOFXvOh+xbUgVgvUICWr1M1MFYoPPvhgSFuPeIhpNCmOOp6qQi2zrkW6/tHzkydP9p9Tgnj+/PkJ3VZkTXFSkl/7oRIPbdu2jfs+XffqodbwShoHz736mpbEyYFjbnTddtttNnZarkriVXe7Y3EwGaw1xN97770Ebin2xq+//moncLRv395/LvZc6sYR1H0lONHDTQ6gwj/5ln4M7ms6Z2q/VfeU4DlTHTc08VHxVd5FxZecQwHEIuGPLGl2mWsVExzgjL2YWLx4sVelShX/Bq5u3bq08U9CGihxFwqaxOFmX8cbaAkObusGDsnpxx9/9GN6++23+89nFtO0tDT7XtYCTz7sn9FDTKOHY260EM/odW149tlnvebNm9s4qUOZqmLUaUX3JVq6QROUx44da9/vqmj0UfcyDp1UkgcxjQ53XFUSMXaCY5CLld6vauJHH300oduJfaPuVe48WqdOHT/xEO88um3bNu+PP/6wE2GvvPJK7/HHH0+3nyJ8HHOjqX///v4yrfEE91dVC/ft2zfDe4hp8tCkDI0tFChQwBs+fHiGOAZjpS5mShrPnTs3lG3FnmlpG+2fWtpGhZbffPONfwyuV6+e9/rrr9vjsM6xek6dGlycybsAiIeEP/Zo2LBhdoCzZcuW/oW9u5gIXkjohvzFF1+0bfqmTJkS0tZiT1RN4W7KddHgxLsp1yx891616kPyx1SVwlnFdOjQofaCP7geOJIH+2f0ENPo4ZgbLcQzWlTxsnbtWu/GG2+0iQpNpGrSpImdsKFY654mWJ0Y20klXtwRLmIaLRqoVutarQ8dvNaJHVtwrf/VfYVEU+qcR4MTNNj3UhPH3OgZM2aMV6RIEa9hw4beTz/9lC5WwXh9+umnNt7XXXdd3HXEkRwUM+2fOuaeeeaZdiJVbAW/3nPfffd5BQsWtBM9smr7j/AncCixr3iWKFHCflRB5c033+ytXr3af58m4sSOKQFAPCT8sVetvdQqSCeWHj16eOPHj8/wHlU66ULil19+CWUbsf8Vbe+//36WN2evvfaa3/oL0Yipu3mjjVdyYv+MHmIaPRxzo4V4RpPWlL7sssv82LZr184uPabPP/zww7A3D/uBmKY+rfF+wgkn2Jidd955dnmVWC+99JJtFd+qVStbcYzUOo9qAmtm59Hg1ySGkx/H3GjQsguuu8o555zjd50L7oca523RooVdzuG7774LcWuxN7TEzSGHHOIn/T/77LN0ryvZX6pUKfue5cuX2+c45iavWbNmeRdffLFdUlkdcJRbiZ10o324dOnS6fZfAIgnj/5jgD2YOXOm6dq1q5k7d6459thj7efnn3++yZs3r3nllVfMU089ZSpWrGi++uor+xHJb8yYMTaW8t5775kzzzzTfq5DQp48eeJ+z+7du23MEZ2YIjmxf0YPMY0ejrnRQjyjI3js1Odffvml6du3r5k3b57ZunWrfV6x/uCDD0y5cuVC3lrsDWIavbGFbt26mTlz5ti4denSxZxyyilm+/btdmzhjTfeMAUKFLDH5YYNG4a9udhLnEejg2Nu9MyePduO4+qjjrmnnnqqueCCC8y2bdvMt99+ax566CEzadIk89xzz5mrrroq7M3FXpg+fbo9zk6bNs0UKlTI7pMFCxY0CxYsMFOnTjV169Y13333nalRo4b577//TL58+cLeZOyB9sfChQtneP6FF14wffr0MW3atDFvvfWWKVWqVCjbByA1kPDHXpsxY4a57LLL7EXgzp077UWDPi5fvtxUqlTJXiQefPDBYW8m9gE35dFDTKODWEYPMY0eYhotxDPaCUYlLJ5//nmbZGRAO/UR09QfW7jyyivNhAkTzK5du0zx4sXN5s2b7fG2adOm5u233zYHHXRQ2JuJfcR5NLo45kYjQXzhhRea3377zU7kqFWrltm0aZNZs2aNSUtLMw8//LC57rrr7HvZZ1PD/PnzzeOPP26TwOvXr7fP6dzZsmVLc++999qxepL9qcPtd8H978knn7T7Zv78+c33339v6tWrF/ZmAkhyJPyxT5Tc/+STT2xFv2b2alZZs2bNzJ133mlnDyK1b8o1Q/uMM84Ie5OQjTFVhcx5550X9iZhP7F/Rg8xjR6OudFCPKNLA55r1641Y8eONaeddpp9jgHt1EZMU9uqVavMyJEjzcsvv2xjVr58edO+fXsby8qVK4e9edhPXOtGF8fc1Ld06VLz7rvv2ophxVOJf1X+n3zyyeaEE06w76HLXGpRvBYtWmSWLFliJ3AcddRRpmjRorZSnGR/atq4caPdV/v3729GjBhhqlevboYPH06RJYC9QsIf+0XJfs3E1yxQXQhqphmicVM+bNgwc+6554a9SThAuglv27atKVmypL1Q1L7KjXhqYv+MHmIaPRxzo4V4RlPsADYD2qmPmEYDcYv2ta4KRrRkA1Ifx9zo2LJlix3H1biuksMOMY0OJuOkLk3e6NChg1m4cKFdAunBBx80derUCXuzAKQIzuLYL0WKFDElSpSw6wOR7E99Wgfohx9+sJ8vW7Ys7M1BNjjmmGNsi0y1a9PMXi70Uxf7Z/QQ0+jhmBstxDOaYgewGdBOfcQ0GoLHWOpRonOtqyUfhU6Q0cExN1pjulr3Xcl+JfkdYhod3L+krmrVqplPP/3UvP/+++all14i2Q9gn1DhD8CnKrYqVaqEvRnIZpq1zcSc1Mf+GT3ENJo45kYL8QQAYP87QyqxCAAA9g1dGgDsDxL+ADKgjReQvNg/o4eYAgAAAAAAAAD2Fwl/AAAAAAAAAAAAAABSEOVkAAAAAAAAAAAAAACkIBL+AAAAAAAAAAAAAACkoJRP+K9cudJ8/vnnpn///qZz586mXLlyJk+ePPZx0UUXhb15AAAAAAAAAAAAAADkiPwmxVWsWDHsTQAAAAAAAAAAAAAAIOFSvsI/qEaNGqZjx45hbwYAAAAAAAAAAAAAADku5Sv81cr/qKOOsg9V+y9YsMDUrl077M0CAAAAAAAAAAAAACBHpXzCf+DAgWFvAgAAAAAAAAAAAAAACReplv4AAAAAAAAAAAAAAOQWJPwBAAAAAAAAAAAAAEhBKd/SPxHatWsX9iYgG6SlpZmRI0fazzt16mS2b98e9ibhABHTaCGe0UI8o4eYRgvxjB5iGi3EM3qIabQQz2jHFNHCPpr6OOZGD8dcINp0nO7cubP9/MsvvzSFCxcOe5NyBSr8AQAAAAAAAAAAAABIQST8AQAAAAAAAAAAAABIQbT0BwAAAAAAAAAAAADsk//++88sWrTIzJw50z5mzJgR9iblSiT8AQAAAAAAAAAAAACZ8jzPLF261E/s6+Ps2bPNtm3bMry3cePGJi0tLZTtzI1I+AMAAAAAAAAAAAAA/OT+6tWr/cS+e2zatCnDe5XYb9CggX00atTIPqpUqWLy5MkTyrbnRiT8AQAAAAAAAAAAACCX2rBhg03uBxP8a9euzfC+AgUKmLp165qGDRvaxL4+1qhRw+TLly+U7cb/IeEPAAAAAAAAAAAAALnQ9OnTTa9evczOnTvTPa8K/Tp16tikvkvw165d2yb9kVxI+AMAAAAAAAD7YeTIkWFvAgAAAHBAlMDXIzbhr7b+GzduTPfYtm0bCf8kRMIfAAAAAAAAAAAAAHKhevXqmY8//tjMnTs3XUv/hQsXmlWrVtnH2LFj/fdXqVIlXUv/+vXrmyJFioT6O+R2JPwBAAAAAAAAAAAAIJcqWLCgOeigg+zDUTX/rFmz/AkAevzzzz9m6dKl9vHDDz/4rf9r1KiRYRIAnQASJ+UT/ppRMmfOHP/r1atX+5/r+ddeey3d+y+66KKEbh8AAAAAAAAAAAAApJLChQubpk2b2oezadOmdBMApk2bZtasWWO7AejxzTff2Pdp4sBzzz0X4tbnLimf8B8yZIh5/fXX4742btw4+wgi4Q8AAAAAAIDs0KlTJ7N9+/awNwMHKC0tzYwcOTLszQAAAEhqu3fvNmvXrrUJfvfQBIB4ihcvnvDty81SPuEPAAAAAAAAAAAAAMgenueZZcuWmRkzZti2/u6j2vzHKlq0qG3j7x5q61+hQoVQtju3SvmEv1r2x7btBwAAAAAAAAAAAADsmSr31Z5fbfpdcn/jxo1xOyPVr18/XXK/SpUqJm/evKFsNyKS8AcAAAAAAAAAAAAA7Dsl+nv16mX+/fffdM/nyZPHNGjQwE/s61GjRg2TL1++0LYV8ZHwBwAAAAAAAPYD674DAAAg1RUqVMgULlw4Q8Jfbf1XrlxpSpcubR+lSpWyD32O5ELCHwAAAAAAAAAAAAByobp165oPP/zQzJ8/37b0d4958+aZdevWmZ9//tk+nAoVKvhV/661f7FixUL9HXI7Ev4AAAAAAAAAAAAAkEsVKFDAtu/Xo1u3bva5HTt2mDlz5tjk/4wZM8ysWbPMokWLbNW/HmPGjPG/v1q1avZ7Xet/TQIoWLBgiL9R7kLCHwAAAAAAAAAAAACQrtV/48aN7cPZsmWLmT17drpJAEuXLjVLliyxj++//96+r0aNGmbo0KEmb968If4GuQcJfwAAAAAAAGA/dOrUyWzfvj3szcABSktLMyNHjgx7MwAAAJJe0aJFzWGHHWYfzoYNG2ziX5MApk+fbsaPH287AahDQOHChUPd3tyChD8AAAAAAAAAAAAAYJ+VLFnSHHXUUfahybCdO3cOe5NyHfooAAAAAAAAAAAAAACQgqjwBwAAAAAAAAAAAABkm6uuuso0atTINGzY0H6sV6+eKViwYNibFUkk/AEAAAAAAAAAAAAAB6RQoUKmefPmZuLEiWbRokX28c0339jX8uXLZ2rXrm0nALhJAPo6f37S1QeKf0EAAAAAAAAAAAAAwAHJkyePeeihh8zatWvNzJkzzaxZs8yMGTPs5+vWrTNz5syxjy+++MK+v0CBArbyX8n/Bg0a2I/Vq1e3kwOw90j4AwAAAAAAAAAAAACyRZkyZUzLli3tQzzPM6tWrfKT/+6xefNmM336dPtwChcubOrXr+8vB9C4cWNTsWLFEH+b5EfCHwAAAAAAAAAAAACQY5X/FSpUsI+2bdv6kwCWLl3qTwLQx6lTp5pt27aZP//80z5E1f5PPPGEadKkSci/RfIi4Q8AAAAAAAAAxphOnTqZ7du3h70ZOABpaWlm5MiRYW8GAADIgpL9K1eutO39586dax/z5s2zz8cqUaKEKVq0aCjbmSpI+AMAAAAAAAAAAAAAcsTatWv9Nv6q5J81a5ZZt25dhvcVKFDA1KtXz2/nr0f16tVtlT8yR8IfAAAAAAAAAAAAAHDA1JJ/2rRpfqt+PVTNH0tJ/Dp16pgGDRr4Cf7atWub/PlJX+8r/sUAAAAAAAAAAAAAAAdk9+7d5oorrjBLlixJ93yePHlMjRo1bFLfJffr1q1rChUqFNq2RgkJfwAAAAAAAAAwhrXfAQAADsDOnTv9ZP+xxx5rDj74YFvBr0eRIkXC3rzIIuEPAAAAAAAAAAAAAMg2t912mylcuHDYm5Er5A17AwAAAAAAAAAAAAAAwL4j4Q8AAAAAAAAAAAAAQAoi4Q8AAAAAAAAAAAAAQAoi4Q8AAAAAAAAAAAAAQAoi4Q8AAAAAAAAAAAAAQAoi4Q8AAAAAAAAAAAAAQAoi4Q8AAAAAAAAAAAAAQAoi4Q8AAAAAAAAAAAAAQAoi4Q8AAAAAAAAAAAAAQArKH/YGAAAAAAAAAAAAAABSy8aNG83MmTP9x4wZM8LepFyJhD8AAAAAAAAAAAAAIFNbt241s2bNsg8l9pXgX7p0aYb35cmTx7Rp08YULlw4lO3MjUj4AwAAAAAAAAAAAACsnTt3mjlz5vhV+/q4aNEi43lehvdWqVLFNGrUyDRs2NA+GjRoQLI/wUj4AwAAAAAAAAAAAEAutXDhQjN16lQ/uT9v3jzz33//ZXhf+fLlbXJfSX33sUSJEqFsM/6HhD8AAAAAAAAAAAAA5EK//PKLuf322zN9PS0tzTRv3ty0atXKJvjLli1rihcvblv3IzmQ8AcAAAAAAAD2w8iRI8PeBAAAAOCAVKhQwVSrVs0sXbrU7N69O8Pr27dvNz/99JN9OAULFjTlypWzyX899Ln7Ovg5rf0Tg4Q/AAAAAAAAAAAAAORCtWvXNsOGDbMt/NetW2fWrFljVq9ebR/xPt+4caPZuXOnnSCgR1aKFi0adyJA8PMyZcqYAgUKJOz3jSIS/gAAAAAAAAAAAACQi+XLl89PxDds2DDT9ynZn9WkAD1WrVplOwNs2bLFPhYuXJjl/7t06dKZdgtQ94Hq1avnwG8cHST8AQAAAAAAAAAAAAB7pHb+lStXto/MeJ5ntm7dmmWnADc5YNeuXbazgB5z5syJ+/Puv/9+07Jlyxz8rVIbCX8AAAAAAABgP3Tq1MlWLiG1paWlmZEjR9rPiWm04gkAAMKRJ08e285fj5o1a2Z4XcsHLFiwwMyYMcNMnDjRPjK7BtPEgkqVKiVgq1MXCX8AAAAAAAAAAAAAQLbbvXu3WbJkiZk5c6b/UCV/vAR/iRIlTKNGjeySAu6htv7IGgl/AAAAAAAAAAAAAMABUSv/FStW2KS+qvf1cdasWWbLli0Z3lukSBHToEEDm9R3SX5V8qs7APYNCX8AAAAAAAAAAAAAwD5Zu3atTezrocS+Evzr16/P8L6CBQua+vXrp0vuV6tWzeTNmzeU7Y4aEv4AAAAAAAAAYAxrvwMAAGRi48aN6dryK8m/evXqDO/Lly+fqVOnTrrW/LVr17bPI2eQ8AcAAAAAAAAAAAAAWFu3bvUr9t1j6dKlGd6nCv0aNWrY5L7a8+tj3bp1bUU/EoeEPwAAAAAAAAAAAADkUnPmzDF//fWXrdpXcn/RokXG87wM76tatapfta/kvtr0Fy5cOJRtxv+Q8AcAAAAAAAAAAACAXOi3334zN998c4bn8+TJY4466ihz6KGH+hX8xYsXD2UbkTUS/gAAAAAAAMB+YL13AAAApLqKFSuaWrVqmQULFqR7XhX+kyZNMqtXrzb//POPfaiyv06dOqZAgQKhbS8yIuEPAAAAAAAAAAAAALmQ2vQPHTrUrF+/3syaNctv66/HmjVrzLx58+zjq6++su9Xsr9u3bq24l+V/3rUqFHD5MuXL+xfJdci4Q8AAAAAAAAAAAAAuVipUqVM8+bN7cNZtWqVn/zXRABNCNi4caP9XI8RI0bY96WlpZn69evbDgB6aBJAlSpVTN68eUP8jXIPEv4AAAAAAAAAYIzp1KmT2b59e9ibgQOghAPLbQAAkD3Kly9vH8ccc4zf5n/ZsmV+8t993LZtm/nrr7/swylatKif/HfdACpUqGDy5MkT4m8UTST8AQAAAAAAAAAAAABZUrJelft6tG/f3j7333//mSVLlqRbCmD27Nlmy5Yt5rfffrMPp3Tp0n7y33UDKFOmTIi/UTSQ8AcAAAAAAAAAAAAA7LN8+fKZmjVr2seJJ55on9u1a5dZsGCB3/pfXQDmzZtn1q1bZ3755Rf7cFT1H1wKQBMCihcvHuJvlHpI+AMAAAAAAAAAAAAAskX+/PlNvXr17KNr1672uR07dpi5c+faDgCuG8CiRYvMypUr7WPMmDH+91etWtWfBHDooYfaiQDIHAl/AAAAAAAAYD+w3ns0sOY7AABAzitUqJA5+OCDTf369U3Lli3NmjVrzOLFi82ECRPMxIkT011X//PPP/bx/fff268HDRpkjjnmmBC3PrmR8AcAAAAAAAAAAAAA7Lfdu3eb9evXm9WrV9tkvj7G+1zv2VtFihSx1f41atTI0W1PdST8AQAAAAAAAAAAAAAZeJ5ntmzZYlatWpUhea+He37t2rXmv//+26ufWaBAAVO2bFn7KFeunH3E+1wJf+wZCX8AAAAAAAAAAAAAyKVmz55t2+tnVpW/Y8eOvfo5efLkMWXKlPET9rEf3aNEiRL2vcgeJPwBAAAAAACA/cC679FDTAEAQG4zZswY079//z2+r3jx4plW4rvPlezPly9fQrYb/0PCHwAAAAAAAAAAAAByoWXLltmPStYfdthhmSbzCxUqFPamIhMk/AEAAAAAAAAAAAAgF2vWrJnp169f2JuB/ZB3f74JAAAAAAAAAAAAAACEi4Q/AAAAAAAAAAAAAAApiIQ/AAAAAAAAAAAAAAApiIQ/AAAAAAAAAAAAAAApiIQ/AAAAAAAAAAAAAAApiIQ/AAAAAAAAAAAAAAApiIQ/AAAAAAAAAAAAAAApiIQ/AAAAAAAAAAAAAAApiIQ/AAAAAAAAAAAAAORiW7ZsMevWrTO7d+8Oe1Owj/Lv6zcAAAAAAAAAAAAAAFJf3rz/Vx8+YcIEc/rpp5v8+fObsmXL+o9y5crZR+znRYsWNXny5Al780HCHwAAAAAAAAAAAAByp1atWpkxY8aYxYsXm/Xr15tdu3aZFStW2EdW0tLS/OR/VhMDChUqlLDfJbci4Q8AAAAAAAAAAAAAuVCVKlXM4MGD7edK9q9du9asXr3arFmzxn6M9/nmzZvN9u3bzZIlS+wjK8WLF083ESDe5IAyZcqYfPnyJeg3jh4S/gAAAAAAAAAAAACQy6mdf4UKFewjK9u2bfMnBmQ1OWDnzp1m06ZN9jF//vxMf56WBihdunS6iQBuMkD16tVNkyZNWD4gCyT8AQAAAAAAgP3QqVMnW9mE1KZ2tCNHjrSfE9NoxRMAAOSMwoULm6pVq9pHZjzPs50AYicBLFiwwMycOTNdZwC9VxMI9Jg1a1aGnzVgwABz7LHH5tjvk+pI+AMAAAAAAAAAAAAA9psmTQar/PVYtWqV/3mw6n9v5M2b17b6r1atmqlfv36Ob38qI+EPAAAAAAAAAAAAAMhg165de9W+f8uWLXv9M0uUKJGudX/58uUzfK4W//ny5cvR3y0qSPgDAAAAAAAAAAAAQC6kdvpTpkyxLfZjK/T1+fr16+179nZpHSXyXTI/s88LFiyY479XbkLCHwAAAAAAANgPrBMePcQUAADkNj/88IMZNGhQlu/Jnz+/n7TPqiq/SJEiJk+ePAnbdvwfEv4AAAAAAAAAAAAAkAupil8qVKhgmjdvHrcqXy348+bNG/amIhMk/AEAAAAAAAAAAAAgFzv00EPNzTffHPZmYD8wFQMAAAAAAAAAAAAAgBREwh8AAAAAAAAAAAAAgBREwh8AAAAAAAAAAAAAgBREwh8AAAAAAAAAAAAAgBREwh8AAAAAAAAAAAAAcrEdO3aY3bt3h70Z2A/59+ebAAAAAAAAAAAAAACpLW/e/6sPHzNmjOnWrZtp0KCBadiwoX00atTIVKpUyeTJkyfszUQWSPgDAAAAAAAAAAAAQC50zDHHmPHjx5tp06aZrVu3mj/++MM+nBIlSvjJfzcRoFy5cqFuM9Ij4Q8AAAAAAAAAAAAAuZAq+B9//HHz33//mQULFpgZM2aYWbNm2Y/z5s0zGzduNL/++qt9OEr4u+S/e5QsWTLU3yM3I+EPAAAAAAAAAAAAALlYvnz5TN26de3jpJNOss/t3LnTJv2V/J85c6Z9LFy40Kxevdo+xo0b539/5cqV/U4Abdq0MVWqVAnxt8ldSPgDAAAAAAAAgDGmU6dOZvv27WFvBg5AWlqaGTlyZNibAQBAJBQsWNAm8PVwtm3bZubMmWP+/PNP8+WXX5qlS5fa55ctW2Yfo0ePNh988IH58MMPQ9zy3IWEPwAAAAAAAAAAAAAgrl27dpn58+enq/TX11oGIFbFihVN586dQ9nO3IqEPwAAAAAAAAAAAADAJvEXL15sk/uzZs2yH1XR/++//2Z4b+nSpf02/g0aNLCflylTJpTtzs1I+AMAAAAAAAAAAABALrR7924zfvx489dff9nk/uzZs23b/ljFihWzCX33UJK/fPnyJk+ePKFsN/6HhD8AAAAAAAAAGMPa7wAAINcZPXq0GTRoUKavp6WlmebNm5smTZrYBH/ZsmVNuXLlTKlSpUj2JwkS/gAAAAAAAAAAAACQCx1yyCGmVatWto3/6tWrM1T3b9++3fz000/2EatkyZJ2AoCbCOAmA+jhntd78uXLl8DfKPch4Q8AAAAAAAAAAAAAuVCFChXMfffd53+9detWm/hfs2aN/Rjvcz3+/fdfs2HDBvuYN29epj8/b968pkyZMukmAsT7XEsG0DFg/5DwBwAAAAAAAAAAAACYIkWKmBo1athHZjzPMxs3bvQnAQQnBQQ/rl271uzevdt/T1YKFiyYbiKA6xBQrVo106JFC7oEZIGEPwAAAAAAALAfOnXqZFucIrVpXdqRI0faz4lptOIJAAByhirx1apfj7p162b6vv/++88m/bPqFqCPmzZtMjt37jRLly61j1h33XWXad++fQ7/VqmLhD8AAAAAAAAAAAAAIFupKl9V+noEuwMsX77czJgxw8ycOdM+9Hm8SZdFixY1hxxyiH0gcyT8AQAAAAAAAAAAAADZThX8SujPmjXLT/JrOYBYhQoVMvXr1zcNGza0j0aNGpmqVauavHnzhrLdqYSEPwAAAAAAAAAAAADggC1evNiMHj3aT/Ir4R8rf/78dimAYHK/Zs2atiMA9h0JfwAAAAAAAAAwhrXfAQAADlDv3r3NmjVrMjxfpUoV07VrV9OsWTNTu3ZtU7BgwVC2L4pI+AMAAAAAAAAAAAAADlj37t3Nl19+aSv9g5YuXWpefvllU716db+yXw+18Vc7f+w/Ev4AAAAAAAAAAAAAgAN29tln28fmzZttS/+ZM2fa9v76uGLFCrNo0SL7GDVqlH1/3rx5bcV/cBJAnTp1TIECBcL+VVIGCX8AAAAAAAAAAAAAQLYpVqyYbd+vh7Nu3To7CcBNANBHPTd37lz7UGcAUbK/bt26NvnftGlT065dO5MnT54Qf5vkRsIfAAAAAAAAAIwxnTp1Mtu3bw97M3AA0tLSzMiRI8PeDAAAEEfp0qVNixYt7EM8zzOrV68206ZNM998842ZMGGCfe7ff/+1kwH0GD58uMmfP79p06ZN2JuftEj4AwAAAAAAAAAAAABy3O7du82SJUtshb+r8p8zZ47ZsWNHhveWKFHCVvg3btw4lG1NFST8AQAAAAAAAAAAAADZStX6K1as8BP7+qiW/lu2bMnw3iJFipgGDRrYNv56NGrUyFSqVIlW/nuBhD8AAAAAAAAAAAAA4ICpWn/MmDF+Bf/69eszvKdgwYKmfv366ZL71apVM3nz5g1lm1MdCX8AAAAAAAAAMIa13wEAAA7Af//9Z2644Qazbds2/7l8+fKZOnXq2KS+S/DXqlXL5M9Pmjq78C8JAAAAAAAAAAAAADgg//77r5/sv+aaa8whhxxi6tatayv6kXNI+AMAAAAAAAAAAAAAsk3Xrl1N4cKFw96MXIGFEAAAAAAAAAAAAAAASEEk/AEAAAAAAAAAAAAASEEk/AEAAAAAAAAAAAAASEEk/AEAAAAAAAAAAAAASEEk/AEAAAAAAAAAAAAA+83zPLN69eqwNyNXyh/2BgAAAAAAAAAAAAAAUse6devMjBkzzMyZM/2HnpM8efKYvHmpO08UEv4AAAAAAAAAAAAAgLg2b97sJ/Vdkn/lypUZ3qckf506dUyHDh1MoUKFQtnW3IiEPwAAAAAAAAAAAADAbNu2zcyePTtdcv+ff/7J8D5V8deoUcM0aNDANGrUyDRs2NDUq1ePRH8ISPgDAAAAAAAAAAAAQC60e/du880335gpU6bY5P7ChQvtc7GqVKmSLrlfv359U7Ro0VC2GemR8AcAAAAAAAD2w8iRI8PeBAAAAOCAjB071jz00ENxK/iPPvpo06VLF9OkSRNTsmTJULYPe0bCHwAAAAAAAAAAAAByoaZNm5oTTjjB/Pnnn2bFihX+857nmQkTJpiJEyea2rVr26p+PVThr6/z5yfNnCyIBAAAAAAAAAAAAADkQqrc79u3r/187dq1tq3/rFmzzIwZM+zn69atM3PmzLGPL774wr6vQIECpl69ejb579r8V69e3eTLly/k3yZ3IuEPAAAAAAAAAAAAALlcmTJlTMuWLe3DVfmvWrXKT/67x+bNm8306dPtwylcuLCpX7++Tf4ff/zxdiIAEoOEPwAAAAAAALAfOnXqZLZv3x72ZuAApaWlmZEjR4a9GQAAAEknT548pkKFCvbRtm1bfxLAP//8Y8aNG2dGjBhhli5dap/ftm2bXRZAD11bDR8+POStzz1I+AMAAAAAAAAAAAAA4lq/fr2t7A9W+qv9fyy1+q9bt67p3LlzKNuZW5HwBwAAAAAAAAAAAADYdv2zZs1Kl+BfsWJFhvflzZvX1KpVy7bwb9iwoX3UqVPHJv2RWCT8AQAAAAAAAAAAACAX2rlzp23B/9dff9nk/uLFi+O+r3r16ja536BBA/uxXr16dmkkhI+EPwAAAAAAALAfWPcdAAAAqe7bb781TzzxRLrnKlWq5FftK7lfv359U6xYsdC2EVkj4Q8AAAAAAAAAAAAAubSFvyi5f/HFF9uPpUqVCnuzsA9I+AMAAAAAAAAAAABALqaW/S1atAh7M7Af8u7PNwEAAAAAAAAAAAAAomHlypXm999/N4sWLTLbtm0Le3OwD6jwBwAAAAAAAAAAAIBcqECBAvbjn3/+aW666Sb/+SJFipiyZcuacuXK2Ue8z8uUKWMKFiwY4tZDSPgDAAAAAAAAAAAAQC7Uvn17s2DBArN48WKzevVqs2bNGrN161b/oeezUrJkyQwTAYIfy5cvb9+TL1++hP1OuQ0JfwAAAAAAAAAAAADIhZSM7927d7rnlOh3yf/gx9jn/v33X7Nhwwb7mDt3bqb/j7x589puAFl1C9CjWLFiJk+ePAn4raOFhD8AAAAAAAAAAAAAwG/nX6NGDfvIjOd5ZuPGjZlOCHCfr1u3zuzevdt/LiuFChXK0CWgWrVqplOnTiwdkAUS/gAAAAAAAMB+0MDj9u3bw94MHKC0tDQzcuRI+zkxjVY8AQBAzlElvroD6FG3bt1M3/fff//ZpH9mEwL0cdmyZfYabMeOHWbp0qX2EVS4cGFzwgknJOC3Sk0k/AEAAAAAAAAAAAAA2S5fvnx+y37Ztm2bmTNnjpkxY4ZdEsAl++NNKKhevbpp0qSJOeqoo0LY8tRBwh8AAAAAAAAAAAAAkK127txp5s2bZ5P7M2fOtI+FCxfaFv+xKleubBo2bGgfjRo1MvXr1zdFixYNZbtTDQl/AAAAAAAAAAAAAMAB+/33383o0aNtkl/J/l27dmV4j6r9GzRoYBP7LsmvpQGwf0j4AwAAAAAAAPuBdcIBAACA/1Fy//bbb7eV/U6JEiX8qn2X5Hft/ZE9SPgDAAAAAAAAAAAAAA444e+S/XfccYdp0qSJqVSpksmTJ0/YmxZpJPwBAAAA/L/27gXIzrI+/Phvr9klNxIWQm5LrrsbJEqVi8pVQLuJttaqY6fTGXAGCqNSx1tbB1TKdKxtrHXaWhXRRstMacdaRAzrBQG5iaSCBHF3c09gISQh5gJZstnd/7zPf3aHkATIbsibJ+fzmXnmffec95x9zqKjw/d9ngMAAAAAh815550XjY2NZU+jIlSXPQEAAAAAAAAA8l7dv2bNmrKnUZGs8AcAAAAAAADgVRkYGIiNGzdGV1dXdHZ2Rnd3d6xcuXJ4O//q6uqoqakpe5oVQ/AHAAAAAAAAYD+Dg4Px1FNPpbg/NIrA//zzz+937dixY6O1tTUuuuiiqK+vL2W+lUjwBwAAAAAAACA2b968T9wvxo4dO/a7bsyYMTF//vxoa2tLkb8Y06dPT6v7ObIEfwAAAAAAAIAK1NvbG7fcckusWLEixf2tW7fud01tbW3MnTt3OOwXkf+UU06xbf9RQvAHAAAAAIiIjo6OsqcAAHBE3XHHHfH1r399+Odihf6sWbOipaUlhf1izJ492xb9RzHBHwAAAAAAAKACPffcc+l46qmnxlVXXRXz5s2LxsbGsqfFIRD8AQAAAAAAACrYtGnTYuHChWVPgxGoHsmLAAAAAAAAAIByCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAIAK9sQTT8T//d//xa5du8qeCoeo9lBfAAAAAAAAAED+xo4dm46dnZ3xyU9+Mp3PnDkzWlpaoq2tLVpbW2PevHnR2NhY8kw5GMEfAAAAAAAAoAK9/e1vj97e3njssceiq6srnnrqqdi4cWMad9xxR7qmuro6Zs2atc9NAHPmzIn6+vqyp4/gDwAAAAAAAFCZimj/3ve+N43C9u3bU/h/8diyZUusWbMmjY6OjnRdbW1tzJ07N8X/oVHcFFBTU1PyJ6o8gj8AAAAAQES0t7enFW7kq6GhYThEAACHbuLEiXHWWWelMaQI/kPxv9j6vzju2LFj+LEX/+9wsf3/okWLYvHixSV9gsoj+AMAAAAAAABwQE1NTWmcc845MTg4GJs2bYq77747br311ujp6Rm+buirATZs2CD4H0GCPwAAAAAAAAD7efbZZ/dZ2V+M3/3udwf8aoBidX+xtf8ll1xSylwrleAPAAAAAAAAUOF27tw5HPe7u7vTcfPmzftdV1NTE3PmzElxvxhtbW0xa9asqK2Vnsvgrw4AAAAAEOG73wGAirNt27a44YYb4tFHH91ne/4hVVVV0dzcnKL+UOAvVvIXK/o5Ogj+AAAAAAAAABXorrvu2uemx2nTpu0T91taWqKxsbHUOfLyBH8AAAAAAACACtTX15eOZ511VlxzzTUxYcKEsqfEIao+1BcAAAAAAAAAcOwoQr/YnyfBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABmqLXsCAAAAAAAAAJSnu7s7brrppjjhhBOiqakpjeJ8/PjxUVVVVfb0eBmCPwAAAAAAAEAFmjBhQjpu2LAhvvnNb+73fH19/XD8f/HxpY81NjaWMHsKgj8AAAAAAABABbr44oujuro6nnjiidiyZUsaW7duTccdO3bEnj17oqenJ42XM3bs2APeCPDix4pRWytPH27+ogAAAAAAAAAVqK6uLt7xjncc8Lki9g/F/xffCDB0XozNmzdHb29vPPfcc2msX7/+oL+r+GqA448//mV3CyjGxIkT000IvDqCPwAAAACMQHt7e/qXm+StoaEhOjo60rl/psfWP08AYHSK7fynTp2axsEMDg7G888/Pxz/h24EeOlNAsVx7969sW3btjRWrVp10PesqakZvgFg+vTpcdVVV8XkyZNfo0+ZP8EfAAAAAAAAgENWrNovtvMvRnNz80GvGxgYSF8R8NIbAVavXh0PPfTQPjdd9vf3xzPPPJPG448/HmeeeWa8/e1vP0KfKD+CPwAAAAAAAACvmWKL/tra2ti5c2esXbs2urq60nj66acPeO2sWbOitbU1Fi5cGG9729tKmXMuBH8AAAAAAAAADptixX6xbX9nZ+dw3N+4ceMBr505c2aK+0Nj/vz56Wt6eHUEfwAAAAAYAd8TDgAA+/qv//qv+PGPfxzr1q1L2/i/1JQpU6KtrW047re0tMS4ceNKmeuxQvAHAAAAAAAAYFT27NkTX//612NwcDD9PGnSpOG4XxyLuF88xuEl+AMAAAAAAAAwKsWK/qHY/53vfCdmzJgRVVVVZU/rmFdd9gQAAAAAAAAAOHY0NTWJ/UeIFf4AAAAAMALt7e3R29tb9jQYpYaGhujo6EjnQ0cAAMiFFf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIZqy54AAAAAAOTI970fe9rb26O3t7fsaTAKDQ0N/rsJAEfYCy+8EKtWrYrf/OY3ZU+lIgn+AAAAAAAAALyivXv3xpo1a6KrqyuNzs7OWLt2bQwMDAxf09jYGHV1daXOs5II/gAAAAAAAADso7+/PzZu3Jii/lDgL1by9/X17XftpEmTorW1Ndra2uKcc86J2loZ+kjxlwYAAAAAAACoYIODg9HT07PPyv2VK1fG7t2797t23LhxKe4PjSLyn3jiiVFVVVXK3Cud4A8AAAAAEOG73wGAirN58+b48pe/HCtWrIidO3fu93xDQ0PMnz9/OOwXx+nTp4v7RxHBHwAAAAAAAKAC/fznP4/7778/ndfV1cXcuXP3ifvNzc1RU1NT9jR5GYI/AAAAAAAAQAXq7+9Px7e+9a1x3XXXpehPXqrLngAAAAAAAAAA5TnuuOPE/kwJ/gAAAAAAAAAVbPXq1fGjH/0o1q9fHwMDA2VPh0NgS38AAAAAAACACnT88cen49q1a+MLX/jC8Gr/lpaWaG1tHR5Tp06NqqqqkmfLgQj+AAAAAAAAABXokksuiTFjxsRjjz0WnZ2dsXLlynj++efjkUceSWPIhAkT9rkBoK2tLZqamkqdO/+f4A8AAAAAAABQgaqrq+OCCy5Io9Df35+29S/if1dXVxrFdv87duyIhx56KI0hJ5xwwnD8H7oRYOLEiSV+msok+AMAAAAARER7e3v09vaWPQ1GoaGhITo6OsqeBgBkq6amJubMmZPG4sWL02N79uxJW/4XNwEUo7u7O9atWxdbt26N+++/P40hxdb/xev+7M/+rMRPUVkEfwAAAAAAAAAOqL6+fngFf3GD5KpVq+LXv/51/PCHP4yenp59rn3qqafif//3fwX/I0jwBwAAAAAAAGAffX19wyv7i1X9xbH4eWBgYL9rp0yZMry9//nnn1/KfCuV4A8AAAAAAABQwfr7+2PDhg3R1dWVRhH3V69enaL/S02aNCmF/aFV/8UoHqMcgj8AAAAAQITvfgcAKs6mTZvii1/8Yjz22GPR29u73/Pjxo0bjvpDkf/EE0+MqqqqUubL/gR/AAAAAAAAgAp0zz33xPLly9N5Q0NDtLS07BP4p02bJu4f5QR/AAAAAAAAgAo0MDCQjuedd1587nOfi5qamrKnxCGqPtQXAAAAAAAAAHDsGDNmjNifKcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAKCCPf7443HTTTfFQw89FDt27Ch7OhyC2kO5GAAAAAAAAIBjw8knn5yOPT098c1vfnP48WnTpkVra2u0tbVFS0tLGscdd1yJM+VgBH8AAAAAAACACnT++efHV77ylXjssceiq6srOjs7U/wfGnfeeWe6rqqqKpqbm4dvAiiO8+bNi/r6+rI/QsUT/AEAAAAAAAAq1KmnnprGkGJL/+7u7hT/h46bN2+O9evXp/HjH/84XVdTUxNz5sxJ8X/oRoBZs2ZFba0EfST5awMAAAAARER7e3v09vaWPQ1GoaGhITo6OsqeBgBkbcKECXHGGWekMeTZZ58d3gGgOBbjd7/7XaxcuTKN2267LV1XrPgv/j/Vxz72sRI/QWUR/AEAAAAAAAA4qMmTJ8eb3/zmOOWUU9Iq/mLcc889adv/F9uzZ08sX768tHlWIsEfAAAAAAAAgH0U2/gPreYfGsV2/y81ZsyYmD9/ftrSv9ja/8wzzyxlvpVK8AcAAAAAAACoYNu3b99vy/6tW7fud11tbW3MnTs3hf1iFJG/WPVfU1NTyrwR/AEAAAAAEt/9DgBUmg0bNsRnPvOZdHyp6urqtHV/S0tLCvvFmD17dtTX15cyVw5M8AcAAAAAAACoQA8++OBw7J8xY8bwqv3iOG/evGhsbCx7irwCwR8AAAAAAACgAg0ODqbjxRdfHNdee23Z02EEqkfyIgAAAAAAAACODVVVVWVPgRES/AEAAAAAAAAq2IoVK+Jb3/pW3HfffbF169ayp8MhsKU/AAAAAAAAQAWaPn16Om7atCn+4z/+Y/jxpqamaG1tjba2tmhpaUnnEydOLHGmHIzgDwAAAAAAAFCBzjnnnPjGN74Rjz32WHR1dUVnZ2ds2LAhtmzZkkax4n/ItGnTUvwvbgIobgAozo877rhS54/gDwAAAAAAAFCx5s2bl8aQ3bt3x8qVK4dvACiOTz75ZPT09KRx1113peuqqqqiubk5xf+h3QCK96mvry/x01QewR8AAAAAICLa29ujt7e37GkwCg0NDdHR0VH2NAAga42NjfH6178+jSE7d+6M7u7ufW4CeOaZZ2L9+vVp/PjHP07X1dTUxIUXXhjXXnttiZ+gsgj+AAAAAAAAABzU+PHj401velMaQ5599tkU/osbAYZuAti2bVvccccd8YlPfCLdOMBrT/AHAAAAAAAA4JBMnjw53vKWt6Qx9FUAixcvLntaFae67AkAAAAAAAAAkLeqqqqyp1CRrPAHAAAAAAAA4JD19fXFmjVr0nb+v/3tb8ueTkUS/AEAAAAAAAB4Wf39/bFhw4bo7OxMo7u7O1avXp2i/4uddNJJUV9fX9o8K43gDwAAAAAAAMCwgYGB6OnpSWG/WL1fjJUrV0Zvb+9+106YMCFaWlqira0tWltb4/TTT4+amppS5l2JBH8AAAAAgIjo6OgoewoAAEfc4OBgPPPMM/vE/WI899xz+13b2Ng4HPeHjlOnTo2qqqpS5o7gDwAAAAAAAFCR1qxZE5/+9KdT8H+purq6mD9/flq1X4wi7s+YMcPq/aOM4A8AAAAAAABQgZYvX55if3V1dcyZM2c47BfH2bNnR22tnHy0808IAAAAAAAAoIJddNFFcc0115Q9DUageiQvAgAAAAAAAADKJfgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDtWVPAAAAAAAAAIDy/OIXv4jrrrsuWltbo62tLebPnx/jxo0re1q8CoI/AAAAAAAAQAVasGBB1NXVxa5du+Luu+9OY8jMmTNT/G9paUnHefPmRUNDQ6nzZX+CPwAAAAAAAEAFWrhwYXzve9+L7u7u6Orqis7OznTctGlTbNy4MY2f/OQn6drq6uqYPXt22gVgaMyZMyfdMEB5BH8AAAAAgIhob2+P3t7esqfBKBSrDjs6OsqeBgBkpdi6/41vfGMaQ7Zt25ZuAhi6AaA4Fo+tXr06jWXLlqXritg/d+7c4a8CKI7Nzc1RU1NT4ieqLII/AAAAAAAAAMMmTZoUZ599dhqFwcHB2LJly/ANAENj586d6bFifP/730/XFtH/q1/9alRVVZX8KSqD4A8AAAAAAADAQRXx/sQTT0zjvPPOG74JoKenZzj+//a3v40VK1ak82LXpMbGxrKnXREEfwAAAAAAAAAO+SaA6dOnp3HRRRelyL9o0aKyp1VxqsueAAAAAAAAAABw6AR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZKi27AkAAAAAAAAAcOz4+Mc/HgsWLIiWlpZoa2uLmTNnRk1NTdnTOiYJ/gAAAAAAAACMypgxY+J1r3td/OY3v4nOzs40hjQ2Nsb8+fNT/G9tbU1j2rRpUVVVVeqcjwWCPwAAAAAAAACjUsT7f/7nf46enp4U+7u6utJYuXJl7N69Ox599NE0hkyYMCHtAFDE/6EbAZqamtwEcIgEfwAAAAAYgfb29ujt7S17GoxSQ0NDdHR0lD0NAIBjQnV1dcyYMSONSy65JD3W398fGzZs2OcmgNWrV8eOHTti+fLlaQyZPHnyPrsAFOcTJ04s8RMd/QR/AAAAAAAAAF4TNTU1MXv27DQWLVqUHuvr64s1a9YM3wBQ3Aywbt26ePbZZ+P+++9Po1BbWxtLliyJ008/veRPcfQS/AEAAAAAAAA4Yurq6oZX8Q8pds9atWpViv/d3d3x4IMPpl0AihsCBP+DE/wBAAAAAAAAKP2rlk477bQ0Cp///OfjJz/5SdnTOupVlz0BAAAAAAAAAODQWeEPAAAAAAAAQKm2bt2atvMvtvAvxooVK8qeUhYEfwAAAAAAAACOmO3bt6eo393dPRz5t2zZst91jY2NsXDhwlLmmAvBHwAAAAAAAIDXxPPPP5/CfhH1i7hfnPf09Ox3XXV1dZxyyinR2to6PObOnRv19fWlzDsXgj8AAAAAQER0dHSUPQUAgKz19fXFypUr99maf8OGDTE4OLjftTNmzIiWlpZoa2tLcX/+/PlpRT+HRvAHAAAAAAAAYFQGBgbiyiuvjLVr1+733JQpU/aJ+8X5+PHjS5nnsUbwBwAAAAAAAGBU9uzZMxz7zzrrrDj11FNT2C8C/+TJk8ue3jFL8AcAAAAAAADgsLnuuutsz3+EVB+pXwQAAAAAAAAAHD6CPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAgIi46aab4sorr4wzzjgjxowZE1VVVbF06dL9ruvr64v/+Z//iUsvvTQWLFgQ48aNi/Hjx8fZZ58dX/3qV6O/v7+U+VN5asueAAAAAAAAAMDR4Nprr43169dHU1NTTJ06NZ0fyOrVq+N973tfCv0XX3xx/OEf/mFs3749fvCDH8SHPvShWLZsWdx6663phgF4LVnhDwAAAAAAABARN954Y6xbty42b94cV1111UGvK1bzf+UrX4mnn346brnllvj7v//7+NrXvhbd3d1pd4Dbbrstvvvd7x7RuVOZrPAHAAAAAAAAiIhLLrnkVV03ffr0tJL/pcaOHRsf//jH40//9E/j7rvvjve///1xrOrt7Y1Vq1ZFV1dXGp2dnWVPqSIJ/gAAAAAAAACHSV1dXTrW1h79KfaJJ56I22+/Pe1UcPLJJ8eiRYtixowZ+13X19cXa9euTVF/KPAXPw8MDOx37ZlnnhkNDQ1H6BNw9P+nDAAAAAAAACAT3/rWt9LxHe94RxzNitD/xS9+cZ/Hbr755vjEJz4RCxYs2Gfl/urVq1P0f6lJkyZFW1tbtLa2Do/iMY4cwR8AAAAARqCjo6PsKQAAcJS54YYbUki/6KKLYvHixXE0r+wvYv+BVugvWbLkgK8ZP358CvotLS0p8hejqakpqqqqjsCMORjBHwAAAAAAAGCUbrvttvjIRz4Sp5xyStx0001xNCtuSnglCxcuHA77ReifNm2auH8UEvwBAAAAAAAARmHZsmXxvve9L6ZMmRI/+9nPYurUqXE0e/rpp1/xmjVr1kRtbW3U1NQMj+Lzif5HF8EfAAAAAAAAYIR++MMfxnvf+960vf2dd94Zc+bMiaPdySef/LLPF3H/ueeei4cffjiNIRMnTkyr/YsxtPL/hBNOOAIz5mAEfwAAAACAiGhvb4/e3t6yp8EoNDQ0REdHR9nTAKACY//kyZNT7J83b17kYNGiRXHzzTcf8Lnq6ur41re+FXv27Imurq40Ojs704r/7du3xy9/+cs0hhQ3Orz4BoDTTjstGhsbj+CnqWyCPwAAAAAAAMAhuv3221PsnzRpUor98+fPj1zMmDEjPvWpT8WSJUv2e654vLm5OZ0XNzC8853vTOfFDQCrV69O8b+7uzsd169fH1u2bEnjvvvuS9dNmzYtvvOd76RdAnjtCf4AAAAAAAAAEXHjjTfGvffem85XrFgx/Nhdd92Vzs8999y4/PLLU+x+z3veEy+88EJceOGF8Z//+Z/7vdesWbPisssui6N5d6OFCxfGsmXL4umnn07b/C9evDimT59+wOvr6+tjwYIFaQzZvXt3rFy5Mv09Hn/88bj77rujp6cn3Rxglf+RIfgDAAAAAAAARKTY/+1vf3ufx4qV60Or1wtF8C8CeRH7CwfbGv+CCy44qoN/oYj7V1xxxYhfX0T917/+9WkUX41UBH+OLMEfAAAAAAAAICKWLl2axispVvUPDg4ekTnByxH8AQAAAAAAADhsPvjBD0ZbW1u0tram0dLSEuPGjSt7WsckwR8AAAAAAACAUWloaIjzzjsv7rnnnti0aVMaL97if+bMmcM3ABRj/vz56TWMjuAPAAAAAAAAwKhdf/31sWvXruju7o6urq40Ojs7U/zfuHFjGj/96U/TtdXV1TFr1qwU/4d2A5gzZ07U1dWV/TGyIvgDAAAAwAi0t7dHb29v2dNglIpVZR0dHWVPAwDgmFFs3f/GN74xjSG/+93vhuN/cTNAcXz22WdjzZo1adx+++3puiL2z507d3gXgNNOOy3tDMDBCf4AAAAAAAAAvGaOP/74OPvss9MoDA4OxpYtW4ZvAhjaDWDnzp3p52IM+fznPx9vectbSpz90U3wBwAAAAAAAOCIqaqqihNPPDGNc889d/gmgJ6enuH4f+edd8bmzZtjw4YNgv/LEPwBAAAAAAAAKP0mgOnTp6dx0UUXxbZt2+InP/lJ2dM66lWXPQEAAAAAAAAA4NBZ4Q8AAAAAAABAafbu3Rtr166Nzs7O4S3916xZU/a0siD4AwAAAAAAAHBE9Pf3x8aNG1Pc7+7uTsdVq1ZFX1/ffteedNJJccYZZ5Qyz1wI/gAAAAAAAAAcdoODg9HT0zO8ar+I+ytXrozdu3fvd+24ceOitbV1n1EE/6qqqlLmngvBHwAAAABGoKOjo+wpAADAUWXXrl3xyCOPDG/NX6zg37Fjx37XNTQ0REtLSxptbW0p7k+fPl3cHwHBHwAAAAAAAIBRb9V/+eWXx6ZNm/Z5vK6uLubOnZui/lDcb25ujpqamtLmeiwR/AEAAAAAAAAYlb6+vuHY//u///tx6qmnprg/Z86cFP15bQj+AAAAAAAAABw2H/3oR6OxsbHsaVSE6rInAAAAAAAAAAAcOsEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAMBh8+STT8bAwEDZ06gItWVPAAAAAAAAAIC8VVdXp1GE/iuuuCLGjh0bLS0t0draGm1tbek4ZcqUqKqqKnuqxxTBHwAAAAAAAIBRqa+vj6uvvjp++tOfxqpVq+K5556Lhx9+OI0hEydOTOH/xTcBnHDCCaXOO3eCPwAAAACMQHt7e/T29pY9DUapoaEhOjo6yp4GAMAx4Y/+6I/S6O/vj7Vr10ZXV1canZ2dsWbNmti+fXv88pe/TGNIU1PTPjcAFLsCFDcG8OoI/gAAAAAAAAAcNjU1NTFv3rw03vnOd6bH9uzZE6tXr07xv7u7Ox3Xr18fW7ZsSeO+++4bfv20adNS+H/DG94Qf/AHf5DejwMT/AEAAAAAAAB4zbf8X7BgQRpDdu/eHY888kjcdttt8cADD8Tg4GB6vKenJ4277rorjj/++LjwwgtLnPnRTfAHAAAAAAAA4DVXfCXWqlWr9lnlv3HjxgNeO3PmzHj9618fb3rTm474PHMi+AMAAADACPjedwAAOLi+vr5Ys2ZNdHV1pVHE/XXr1sXAwMB+106ZMiXa2tqitbU1jWI7/3HjxpUy79wI/gAAAAAAAACMWrE9f7ENfxH4V69enaL/S02ePDnF/SLqD0X+Ytt+RkbwBwAAAAAAAGBU9u7dG3/9138dL7zwwvBj48ePH161PxT3m5qaoqqqqtS5HksEfwAAAAAAAABGHfyHYn8R/hcuXBhTp04V919jgj8AAAAAAAAAh835558fjY2NZU+jIlSXPQEAAAAAAAAA4NAJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAA6b1atXx969e8ueRkWoLXsCAAAAAAAAAOSturo6jYGBgbj66qujrq4u5s2bF62trcOjubk5ampqyp7qMUXwBwAAAAAAAGBU6uvr45Of/GTccccd0dXVFbt27Yrf/va3aQxpbGyM+fPnp/jf1taWjtOmTYuqqqpS554zwR8AAAAARqC9vT16e3vLngaj1NDQEB0dHWVPAwDgmLBo0aI0BgcHo6enJzo7O9Po7u5OY/fu3fHoo4+mMWT8+PH77AJQ3AjQ1NTkJoBXSfAHAAAAAAAA4LApYv306dPTuPjii9Nj/f39sWHDhrT6v7gJoDiuXr06du7cGcuXL09jyOTJk1P8f8Mb3hDvfe97o7ZW1j4YfxkAAAAAAAAAXlM1NTUxe/bsNIrdsgp9fX3xq1/9Km699dZ44IEH0s4AhWeffTb9XIwTTzwxLrroopJnf/QS/AEAAAAAAAB4zRWr+YdW+Bdb/BfHzZs3H/DmgDlz5qQV/m9+85tLmWsuBH8AAAAAGAHf+w4AAAe3e/fuFPWLwD8U+Xt6eg64/X9zc3O0tbWlbfyLMW/evKivry9l3rkR/AEAAAAAAAAYtQcffDDuvPPOFPc3bNgwvEX/i02bNi1F/aHAP3/+/DjuuONKme+xQPAHAAAAAAAAYFT6+vriM5/5TDoOaWpq2mflfjEmTJhQ6jyPNYI/AAAAAAAAAKPS398/HPuvu+66OO200+KEE04oe1rHPMEfAAAAAAAAgMPmrLPOisbGxrKnURGqy54AAAAAAAAAAHDoBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAIfN7bffHt3d3dHX11f2VI55tWVPAAAAAAAAAIC81dbWRkNDQ/T29sa//Mu/pMfq6upi7ty50dbWFq2trWk0NzdHTU1N2dM9Zgj+AAAAADAC7e3t6V9mkrfiX0p3dHSUPQ0AgGMi+H/5y1+On//859HV1ZXGrl27orOzM40X//+vlpaWFP+HbgSYNm1aVFVVlTr/XAn+AAAAAAAAAIza0Cr+wuDgYPT09KTYP3QDQLHNf3HT7KOPPprGkPHjx6fXFTcCFDcBFKOpqclNAK+C4A8AAAAAAADAYVXE+unTp6dx8cUXp8f6+/tjw4YNwzcAFDcDrF69Onbu3BnLly9PY8ikSZNi4cKFcfXVV6f4z4EJ/gAAAAAAAAC85mpqamL27NlpFF+RVejr64u1a9em+F/sAFAci5+3bduWvh6giP7ve9/7yp76UUvwBwAAAAAAAKAUdXV1aSv/Ygx54YUX4vrrr4/7778/7QrAwVW/zHMAAAAAAAAAcESNGTMmxo4dW/Y0siD4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMhQbdkTAAAAAIAcdXR0lD0FAMhWe3t79Pb2lj0NDpO77rqr7ClAxbLCHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAADACN910U1x55ZVxxhlnxJgxY6KqqiqWLl36ql67Zs2aGDduXHrNVVddNZJfH7UjehUAAAAAAAAAVLhrr7021q9fH01NTTF16tR0/moMDAzEZZddNurfb4U/AAAAAAAAAIzAjTfeGOvWrYvNmzcf0ir9f/qnf4oHHngg/vZv/zZGQ/AHAAAAAAAA4KjxxBNPxMqVK9P5gw8+mH4+Wl1yySVxyimnHNJrOjs7084An/70p+P0008f1e8X/AEAAAAAAAA4Ktx+++1x6aWXDm+N/8gjj6SfOzo64ljQ39+fPs/8+fNT9B8twR8AAAAAAACA0hUr+b/4xS+m77cfHBxMjxXH4uclS5bEk08+Gbn7u7/7u/jVr34V//7v/x719fWjfj/BHwAAAAAAAIDS/fCHP3zZ55ctWxY5+/Wvfx3XX399fOpTn4o3velNh+U9aw/LuwAAAAAAAADAIWxtv2HDhujq6kqj+F774ji0sv9Ann766cjVnj170lb+8+bNi8997nOH7X0FfwAAAAAAAI6oY+W7uIFXp4j4PT09+4T97u7u6O3tPaT3OfnkkyPnrfxXrFgR999/f4wZM+awva/gDwAAAAAAAMBhi/ubN2/eJ+4XY9euXftd29DQEC0tLWm0tbXF8ccfH3/5l38ZAwMDB3zvxYsXR64efvjh9Lne/OY3H/D5r3/962m8+93vjltuueVVv6/gDwAAAAAAAMCoFcH6Rz/6UWzbtm2/5+rq6mLu3LnR2tqa4n5xbG5ujpqamn2uK77ffsmSJfu9vnh8+vTpkau3v/3t0dTUtN/jTz31VCxbtiz9Tc4555z4vd/7vUN6X8EfAAAAAAAAgFF/R/3NN9+czqurq2P27Nkp6g+NOXPmpOj/Strb22PhwoUpgj/99NNpG/9iZX/Osb/w4Q9/OA7krrvuSp/1ggsuiK997WtxqAR/AAAAAAAAAEblxdvwf+9734uJEyeO+L2KuH/FFVdEDm688ca499570/mKFSuGHytCfuHcc8+Nyy+//DX7/YI/AAAAAAAAAIdNfX19VIp77703vv3tb+/z2H333ZfGEMEfAAAAAAAAAI4yS5cuTWOkLrzwwhgcHBzx66tH/EoAAAAAAAAAoDSCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAADIk+AMAAAAAAABAhgR/AAAAAAAAAMiQ4A8AAAAAAAAAGRL8AQAAAAAAACBDgj8AAAAAAAAAZEjwBwAAAAAAAIAMCf4AAAAAAAAAkCHBHwAAAAAAAAAyJPgDAAAAAAAAQIYEfwAAAAAAAADIkOAPAAAAAAAAABkS/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAKiX4P/PMM3HbbbfFZz/72Vi0aFE0NTVFVVVVGpdddtkhvdfatWvjYx/7WJx22mkxfvz4GDt2bMyfPz8+9KEPxW9+85sYqUcffTTq6upGPC8AAAAAAAAAOJrVjuRFU6ZMOSy//IYbboirr7469uzZs8/jq1atSuOb3/xm/OM//mN85CMfOaT3HRgYiCuuuCL27t17WOYJAAAAAAAAAMfclv7Nzc3xjne845Bfd/PNN8eVV16ZYv/EiRPj+uuvj3vvvTceeuihdCPAvHnz0nN/8Rd/Ef/93/99SO/9r//6r/HLX/4yTjrppEOeFwAAAAAAAAAcsyv8i638zzzzzDSK1f7r1q2L2bNnv+rXP//88/HRj340nY8bNy6F/mJL/yFnnHFGfOADH4hzzz03VqxYkaL/4sWL07Wv5Iknnohrr702beO/ZMmSuPTSS0fyEQEAAAAAAADg2Fvh/zd/8zfxrne9a8Rb+y9btiyeeeaZdF6E/xfH/iETJkyIL33pS+l806ZNsXTp0lf13h/+8Idj586dcdlll8X5558/ovkBAAAAAAAAwDG/pf9ILF++fPh80aJFB73uwgsvjIaGhnT+3e9+9xXft7jm1ltvjRNOOCGt7gcAAAAAAACAY1UpwX/r1q3D5y+3S0BtbW1Mnjw5nT/wwAOxd+/eg167ffv2tPV/4R/+4R9S9AcAAAAAAACAY1UpwX/cuHH7hPqDGRwcjB07dqTzPXv2xKpVqw567V/91V/FU089Feedd1588IMfPMwzBgAAAAAAAICjSynBf8GCBcPnd99990Gve/jhh2PXrl3DP2/YsOGA1913331xww03RF1dXXz1q1+NqqqqwzxjAAAAAAAAADi6lBL8Fy1alLbrL3zpS1+KLVu27HfNwMBAXHPNNfs8tnPnzv2uK1b+//mf/3naDeDjH/94vO51r3sNZw4AAAAAAAAAFRz8Z86cGVdddVU6f/LJJ+Occ86J73//+2n7/t7e3vjFL34Rixcvjo6Ojqivrx9+3e7du/d7ry984Qvx+OOPx6xZs+Kzn/3sEf0cAAAAAAAAAFCWqsFiafworVu3LmbPnp3OL7300li6dOkrvuaFF16IP/7jP45ly5Yd9JozzjgjzjzzzLRNf+GWW26Jd7/73cPPd3V1xRve8Ib0Xj/4wQ/iXe9616jnBQAAAAAAAAA5KGWFf2HMmDEp0n/jG9+I008/PaqqqoafO+mkk9J2/vfcc0/aqn/IpEmThs+Lx6+88soU+9/znvfsF/sBAAAAAAAA4FhWW+Yvr66ujssvvzyNnTt3xqZNm+K4446Lk08+OT1XWLly5fD1p5566vB5se3/3Xffnc7f+ta3xs0337zf+2/evHn4fO3atcPXnHbaaWkAAAAAAAAAQK5KDf4vNn78+DRerL+/Px555JF0PmfOnGhqahp+rljZP+RTn/rUK77/z3/+8zQKn/vc5wR/AAAAAAAAALJW2pb+r8add94ZW7duTecf+MAHyp4OAAAAAAAAABw1jpoV/i81ODgY1113XTqvq6uLK664Yp/nL7zwwnTNy1m3bl3Mnj07nV966aWxdOnS13DGAAAAAAAAAFABK/yLlfsv3pb/pVv5f+QjH4n77rsv/fzpT396ONwDAAAAAAAAACNc4X/vvffGqlWrhn/esmXL8Hnx+EtX0l922WUH3K6/iPp/8id/EhdccEE0NzdHb29vPProo3HDDTfEI488kq5btGhRXHPNNSOZJgAAAAAAAAAcs6oGX2lf/AMoAv63v/3tV339gX7Fd7/73Xj/+99/8IlVVcUHP/jB+Ld/+7cYM2ZMjIQt/QEAAAAAAAA4Vo1ohf/hcN5558WSJUviZz/7WXR2dsamTZuiuro6pk2bFm9729tS7D/77LPLmh4AAAAAAAAAHHsr/AEAAAAAAACAclWX/PsBAAAAAAAAgBEQ/AEAAAAAAAAgQ4I/AAAAAAAAAGRI8AcAAAAAAACADAn+AAAAAAAAAJAhwR8AAAAAAAAAMiT4AwAAAAAAAECGBH8AAAAAAAAAyJDgDwAAAAAAAAAZEvwBAAAAAAAAIEOCPwAAAAAAAABkSPAHAAAAAAAAgAwJ/gAAAAAAAACQIcEfAAAAAAAAACI//w8d6XWYrK6zwwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import missingno as msno\n", "\n", @@ -361,6 +1239,14 @@ "msno.matrix(both_cities_df)" ] }, + { + "cell_type": "markdown", + "id": "736ada3f", + "metadata": {}, + "source": [ + "**Kommentar**: *Missingo matrix gir oss muligheten til å se hvilke verdier som mangler. Her ser vi at det er en liten periode med snø, ellers mangler det i store deler av datasettet. Vi ser også at det er varierende med data for kolonnene 'wind.gust' og 'rain.1h'" + ] + }, { "cell_type": "markdown", "id": "3d8faa50", @@ -377,10 +1263,307 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "id": "a101ae22", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/dj/jpvcty051fz1q_2gvvw9brc40000gn/T/ipykernel_3332/1313737495.py:18: FutureWarning: DataFrame.interpolate with object dtype is deprecated and will raise in a future version. Call obj.infer_objects(copy=False) before interpolating instead.\n", + " both_cities_df = both_cities_df.interpolate(method='linear', limit_direction='both')\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dtmain.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degclouds.allrain.1hwind.gustcitycity_namesnow.1h
02024-10-31 00:00:0010.259.581019869.8211.165.14220750.249.83city_1sandnes0.0
12024-10-31 01:00:0010.319.621019859.9511.165.142101000.159.83city_1sandnes0.0
22024-10-31 02:00:0010.579.981017889.9911.726.172101000.009.83city_1sandnes0.0
32024-10-31 03:00:0010.9610.4410168910.3811.726.172301000.189.83city_1sandnes0.0
42024-10-31 04:00:0011.0010.4810158910.5512.276.17210750.009.83city_1sandnes0.0
................................................
1892024-11-03 20:00:001.971.971025911.971.970.192761000.000.30city_2hamar0.0
1902024-11-03 21:00:001.881.881026911.881.880.792791000.000.88city_2hamar0.0
1912024-11-03 22:00:001.791.791026921.791.790.95294980.000.99city_2hamar0.0
1922024-11-03 23:00:001.701.701027921.701.701.06284980.001.08city_2hamar0.0
1932024-11-04 00:00:001.641.641028921.641.641.10241960.001.13city_2hamar0.0
\n", + "

194 rows × 15 columns

\n", + "
" + ], + "text/plain": [ + " dt main.temp main.feels_like main.pressure \\\n", + "0 2024-10-31 00:00:00 10.25 9.58 1019 \n", + "1 2024-10-31 01:00:00 10.31 9.62 1019 \n", + "2 2024-10-31 02:00:00 10.57 9.98 1017 \n", + "3 2024-10-31 03:00:00 10.96 10.44 1016 \n", + "4 2024-10-31 04:00:00 11.00 10.48 1015 \n", + ".. ... ... ... ... \n", + "189 2024-11-03 20:00:00 1.97 1.97 1025 \n", + "190 2024-11-03 21:00:00 1.88 1.88 1026 \n", + "191 2024-11-03 22:00:00 1.79 1.79 1026 \n", + "192 2024-11-03 23:00:00 1.70 1.70 1027 \n", + "193 2024-11-04 00:00:00 1.64 1.64 1028 \n", + "\n", + " main.humidity main.temp_min main.temp_max wind.speed wind.deg \\\n", + "0 86 9.82 11.16 5.14 220 \n", + "1 85 9.95 11.16 5.14 210 \n", + "2 88 9.99 11.72 6.17 210 \n", + "3 89 10.38 11.72 6.17 230 \n", + "4 89 10.55 12.27 6.17 210 \n", + ".. ... ... ... ... ... \n", + "189 91 1.97 1.97 0.19 276 \n", + "190 91 1.88 1.88 0.79 279 \n", + "191 92 1.79 1.79 0.95 294 \n", + "192 92 1.70 1.70 1.06 284 \n", + "193 92 1.64 1.64 1.10 241 \n", + "\n", + " clouds.all rain.1h wind.gust city city_name snow.1h \n", + "0 75 0.24 9.83 city_1 sandnes 0.0 \n", + "1 100 0.15 9.83 city_1 sandnes 0.0 \n", + "2 100 0.00 9.83 city_1 sandnes 0.0 \n", + "3 100 0.18 9.83 city_1 sandnes 0.0 \n", + "4 75 0.00 9.83 city_1 sandnes 0.0 \n", + ".. ... ... ... ... ... ... \n", + "189 100 0.00 0.30 city_2 hamar 0.0 \n", + "190 100 0.00 0.88 city_2 hamar 0.0 \n", + "191 98 0.00 0.99 city_2 hamar 0.0 \n", + "192 98 0.00 1.08 city_2 hamar 0.0 \n", + "193 96 0.00 1.13 city_2 hamar 0.0 \n", + "\n", + "[194 rows x 15 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import sys\n", "import os\n", @@ -405,6 +1588,14 @@ "display(both_cities_df)" ] }, + { + "cell_type": "markdown", + "id": "b01796ff", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen bytter ut verdien 'NaN', med 0 for de ønskede kolonnene 'rain.1h', 'snow.1h', 'wind.1h' og 'wind.gust'. Noe vi ser spesielt godt for kolonnen 'snow.1h' helt til høyre, tidligere hadde denne 'NaN' verdier, men nå har den verdien 0.*" + ] + }, { "cell_type": "markdown", "id": "aca067b3", @@ -416,10 +1607,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "id": "e4cdf7b0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import missingno as msno\n", "\n", @@ -427,6 +1639,14 @@ "msno.matrix(both_cities_df)" ] }, + { + "cell_type": "markdown", + "id": "27900277", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne missingo matrixen viser tydelig at funksjonen over fylte inn alle de manglende verdiene, for nå er det ingen tomrom, og derav ingen manglende verdier.*" + ] + }, { "cell_type": "markdown", "id": "61713f43", @@ -444,10 +1664,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "id": "668513b2", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -500,7 +1731,7 @@ "# Plots the temperature for city_2s, with mean temperature and median temperature\n", "ax1.plot(x_axis, temp_city_2, color='#FFA500', label=f'Temperature {city_2}')\n", "ax1.axhline(temp_mean_city_2, color='#FFA500', linestyle='dashed', alpha=0.7, label=f'Mean Temperature {city_2}')\n", - "ax1.axhline(temp_median_city_2, color='#FFA500', linestyle='dotted', alpha=0.5, label=f'Median Temperature {city_2}')\n", + "ax1.axhline(temp_median_city_2, color='#FFA500', linestyle='dotted', alpha=0.3, label=f'Median Temperature {city_2}')\n", "\n", "# Design the y-axis for Temperature\n", "ax1.set_ylabel(\"Temperature (°C)\")\n", @@ -517,11 +1748,11 @@ "# Plot rain/snow bars for both cities, sidy-by-side for better comparrison\n", "# Place the snow and rain bars for city_1, with offset for better comparrisson with city_2\n", "ax3.bar(x_axis_numeric - width/2, city_1_rain, width=width, alpha=0.7, color='#008080', label=f'Rain {city_1}', bottom=city_1_snow, edgecolor='#008080')\n", - "ax3.bar(x_axis_numeric - width/2, city_1_snow, width=width, alpha=0.7, color='#B2D9D9', label=f'Snow {city_1}', hatch='///', edgecolor='#008080')\n", + "ax3.bar(x_axis_numeric - width/2, city_1_snow, width=width, alpha=0.4, color='#B2D9D9', label=f'Snow {city_1}', hatch='///', edgecolor='#008080')\n", "\n", "# Place the snow and rain bars for city_2, with offset for better comparrisson with city_1\n", "ax3.bar(x_axis_numeric + width/2, city_2_rain, width=width, alpha=0.7, color='#FFA500', label=f'Rain {city_2}', bottom=city_2_snow, edgecolor='#FFA500')\n", - "ax3.bar(x_axis_numeric + width/2, city_2_snow, width=width, alpha=0.7, color='#FFE5B3', label=f'Snow {city_2}', hatch='///', edgecolor='#FFA500')\n", + "ax3.bar(x_axis_numeric + width/2, city_2_snow, width=width, alpha=0.4, color='#FFE5B3', label=f'Snow {city_2}', hatch='///', edgecolor='#FFA500')\n", "\n", "\n", "# Design the y-axis for precipiation\n", @@ -530,9 +1761,9 @@ "# Add grid only vertically\n", "ax3.grid(axis='x')\n", "\n", - "# Customize the x-axis to show ticks for each hour\n", - "ax3.xaxis.set_major_locator(mdates.HourLocator(interval=12)) # Tick marks for every hour\n", - "ax3.xaxis.set_major_formatter(mdates.DateFormatter('%d %b %H')) # Format as \"Day Month Hour:Minute\"\n", + "# Customize the x-axis to show ticks for every 12 hours\n", + "ax3.xaxis.set_major_locator(mdates.HourLocator(interval=24))\n", + "ax3.xaxis.set_major_formatter(mdates.DateFormatter('%d %b kl. %H')) # Format as \"Day Month Hour:Minute\"\n", "\n", "# Add label description\n", "ax1.legend(loc='upper left')\n", @@ -550,6 +1781,14 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "f5545228", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne grafen viser sammenligning mellom temperatur i Sandnes og Hamar i den øverste grafen, og nedbør i den nederste grafen. Som vi kan lese av grafen har Hamar hatt mer opp og nedturer i sin temperatur. Sandnes startet med høy temperatur i perioden, før den gikk litt ned mellom 1 og 2. november, før den gikk opp igjen. Vi ser at temperaturer har i stor grad ligget over gjennomsnittet (stipled linje) i Sandnes, med unntak av perioden 1 til 2. november, det er da denne perioden som sørger for at gjennomsnitte synker og blir lavere enn medianen (prikkete linje). Når det gjelder nedbør ser vi at begge stedene hadde nedbør den 31. oktober, da ser vi også at tykkelsen på søylene halveres for å få plass til begge stedene for samme tidspunkt. 1. november var det bare regn i Sandnes, og 2. november var det både regn og snø på Hamar.* " + ] + }, { "cell_type": "markdown", "id": "c5390c2d", @@ -570,10 +1809,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "id": "55d18857", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABRAAAAMACAYAAABcmkslAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3QV4U1cbB/B/3b2FtkgFSnH34e62IRNguIwxxjZkY7ABH1NkwnB39+Hu7i5FCpS6e5vvOSdL2pSkyJoUsv/veS40N/fe3JPc9r458h4ThUKhABEREREREREREZEWptpWEhEREREREREREQmsQCQiIiIiIiIiIiKdWIFIREREREREREREOrECkYiIiIiIiIiIiHRiBSIRERERERERERHpxApEIiIiIiIiIiIi0okViERERERERERERKQTKxCJiIiIiIiIiIhIJ1YgEhERERERERERkU6sQCQitYULF8LExAT379/Ps2OKY4ljimOTUoMGDeTyX/fxxx/D19c3v0+DiIiIGAf+J+JA8VkMGTIkX16biN5+rEAk0rO7d+9iwIAB8Pf3h7W1NRwdHfHOO+/gt99+Q1JSEozF8uXLMW3aNLxpFVQiUBLvubb3+vbt2/J5sfz666+vfPwnT57gu+++w4ULF/LojImIiMiYMA7MP4wDiYjylnkeH4+Istm2bRs6d+4MKysr9OjRA2XLlkVqaiqOHDmCr776ClevXsXs2bNhLIHjlStXMGzYMI31Pj4+MmizsLDIl/MyNzdHYmIitmzZgi5dumg8t2zZMhnMJycnv9axReD4/fffy150FStWfOn9du3a9VqvR0RERG8PxoGMA7VhHEhEbytWIBLpSVBQELp16yYDp3379sHLy0v93CeffII7d+7IwPLfUigUMvCxsbF57jmx3tLSEqam+dfZWLTqiuAsv4igXbT0r1ix4rnAUQS7rVu3xrp16wxyLiKAtbW1lZ8JERERGS/GgUqMA7MwDsxbmZmZskI+P68vov8aDmEm0pOff/4Z8fHxmDdvnkbQqFK8eHF89tln6sfp6emYMGECihUrJoMd0Zr59ddfIyUlRWM/sb5NmzbYuXMnqlatKgPGWbNm4cCBAzJIW7lyJcaMGYNChQrJICU2Nlbud/LkSbRo0QJOTk5yff369XH06NEXlmPTpk0yuPL29pbnJc5PnGdGRoZ6G5HHRQTBDx48UA8FUeW205X7RgTTdevWhZ2dHZydndG+fXtcv35dYxsxLETsK4JsMQxFbCfOv1evXjIIe1kffPABtm/fjujoaPW606dPy6Er4rmcIiMj8eWXX6JcuXKwt7eXQ19atmyJixcvqrcR73e1atXkz+J8VOVWlVO8J6KnwdmzZ1GvXj35novPU1vum549e8rgJ2f5mzdvDhcXF9nCnVd2796NOnXqyPdSlC0wMFB9XoIIxMaOHYsqVarI91p8PuJz2r9/v8ZxVJ+rGPIjek+orlvxnoj3NqeNGzfK90OUU/y/YcOG57Z51WPeuHED7733HlxdXeVxxe/D5s2bNbZJS0uTvQMCAgLkNm5ubrL84n0gIiLSF8aBjAPfxDgwZ1wmPtMyZcpgx44dGs+Lz3Lw4MEyThTXmIifRG/anPkxVXkzRa/aoUOHwsPDQ35OYti+iCnFey5634pyiGXEiBGy0js7EffVrl1bvoZ4LRGDrl27Vmf+RtFzVJyzOPec501E+sUeiER6IoZKiHw34ob4Mvr27YtFixbJCpEvvvhCBno//PCDDCZyVrbcvHkT77//vrw59+vXT97cVURQJ1o2ReAjgk7xswjSROAjbsjjxo2TLdELFixAo0aNcPjwYVSvXl3neYnAQARPw4cPl/+LY4kKJhGQ/vLLL3Kbb775BjExMQgODsbUqVPlOrGtLnv27JHnI94fERyKoS1//PGHbCE+d+7ccxNriBZjPz8/+X6I5+fOnYsCBQrgp59+eqn3tlOnThg4cCDWr1+P3r17q1udS5YsicqVKz+3/b1792RgJQIl8brPnj2TwbkItq9duyaD6FKlSmH8+PHyvejfv78MgoXsn3dERIQsp+iB8NFHH6FgwYJaz0/kQRLvqwggjx8/DjMzM/l6YojLkiVL5OvlBTFUSnzpKF++vDx3EXiJoDz7FwjxuYr3V1xf4tqKi4uTX35EEHvq1KnnhuiI91FsI65FEdiJL0zi/RbvoWq4kijHu+++i9KlS8vPULwvItguXLiw1vN8mWOKsojrRXxBGjVqlPwCsnr1anTo0EH2JOjYsaPcTlxf4jXF75e4zkX5zpw5I6+jpk2b5sn7SkRElBPjQMaBb1ocqCIq+8R7ISoIHRwc8Pvvv8s47eHDh7IST1XBeuzYMXnuIl4TFYczZsyQFZ/iPRAVotl9+umn8PT0lI22J06ckA3BoiJRHKNo0aKYNGkS/v77b3nNiIpLUamYvfzt2rXDhx9+KCsdRSW4eO+3bt0qK6+zE++TiPdERaK7uzsn4yMyNAUR5bmYmBjRtKZo3779S21/4cIFuX3fvn011n/55Zdy/b59+9TrfHx85LodO3ZobLt//3653t/fX5GYmKhen5mZqQgICFA0b95c/qwitvHz81M0bdpUvW7BggXyGEFBQRrb5TRgwACFra2tIjk5Wb2udevW8txyEscSxxTHVqlYsaKiQIECioiICPW6ixcvKkxNTRU9evRQrxs3bpzct3fv3hrH7Nixo8LNzU3xIj179lTY2dnJn9977z1F48aN5c8ZGRkKT09Pxffff68+v19++UW9nyiX2CZnOaysrBTjx49Xrzt9+vRzZVOpX7++fG7mzJlanxNLdjt37pTbT5w4UXHv3j2Fvb29okOHDoq8NHXqVPkaYWFhOrdJT09XpKSkaKyLiopSFCxYUONzUL1v4nOIjIxUr9+0aZNcv2XLFo3P28vLSxEdHa1et2vXLrld9mvmVY4pPsty5cppXIPi+q5du7a83lUqVKggr00iIiJDYRyYhXHgmxMHCuI1LC0tFXfu3NF478X6P/74I9fP/fjx43K7xYsXP3fN5Ly+atWqpTAxMVEMHDhQI8YsXLjwc2XP+VqpqamKsmXLKho1avTcuYtr5OrVq69dfiL6dziEmUgPVMNFRKveyxAtcoJo3c1OtEALOXPkiNZQ0SNMG9F6mT0PjpgZTjVEQ7SEhoeHyyUhIQGNGzfGoUOHZA4RXbIfS/QKE/uKVlYxdEQMIX1VT58+leckhqKIoacqolec6BGmei+yE63G2YnXF2VRvc8vQ5RfDDcJCQmRrZfif23DVgTRM0+VL0gM0RGvpRruK1q+X5Y4juhp9zKaNWsmexKI1mzRUi6GsojW57wkWoJVw5F0feai1VuVm0dsI4bxiGFVYpiUtrJ37dpVDklRUbXAi9b77J+3uC7FsCMV8VmLHonavOiY4pzEZyh6JKiuSbGIz0n8Xojr/fHjx+oyi96KYh0REZEhMA7UjXFg/sWBKk2aNJFD0bO/92KYtirOyvm5i3Qw4j0Qw+5FXKXtPejTp48cNaJSo0YNOVRZrM8eY4p4Mvvr5HytqKgo2ZtVfMbaXkf0AtUVPxKR/rECkUgPxE1YFWi9DJFnRAQq4sacnRgKIG7U4vmcgaMuOZ9TVZyIgFLkJcm+iCEgYniLuFHrIipfxHBQUfkjyiX2E8MwhNz2y62sQvbhNipiOIgqqM1ODH3ITlW5JIKMl9WqVSsZyK9atUrmThF5a3K+3yoikBZDcETePBH8iSESotyXLl16pTKL4bWvkihb5IARwbQIrMVwEjE850XCwsJkEKxaRL4lXUTFnBgeJIZJiWE0YliKGAaS84uDGEIlgklVzkBRdvHlRVvZX/TZqD5v8V7mpO0aeJljimHXIij99ttvn7umxdAsITQ0VP4vAnGRf6dEiRIyl5GY9VJ8jkRERPrCODD3sgqMAw0fB+p6P1Xvafb3UwwrF8OzixQpovEeiJjqZeJBVaOx2D/n+pyfmxiqXLNmTRl3ivKL1xHDpbW9Tm7XPhHpH3MgEumBCLBEvpIrV6680n7ZW+5yo22mPV3PqSqHRM6RnPnrVHTlqRFBgmjpE+URFTGitVLc3EWL4MiRI3Ntsc5LosVSm5xJmHMjgh/Roisqx0TLp8i5o4vI0yIqp0SeHJFLSAQzIrAfNmzYK5U5t89Jm/Pnz6srvi5fvizzG72ICICzf7EQFWi6yibOR/Q0EBOiiApBkXhaBNIiB5LIsyPe56VLl8peASKXoKhsE8GrWC/yDt29e1cvn82rHlP1GYj8Trp6YKi+FIjE5eK8Ra9LUUbxZUl8KZg5c6asSCUiIsprjAPzFuPAvIkDX+X9FDkNRZ5MUeZatWrJij9xfYrGZ23vga5jaluf/XVEDk6R/1DEa3/99ZeccEjkuxavLfJU/tv3lIjyFisQifRETFYhEgiLZMjixpsbHx8feTMWrcSi9VVFJG0WwZt4/nWphiiI4E8MWXgVYqiHGLIgEi2LG7tKUFDQawe9qrKIBOA5iaEwooVTTIihD2Koyvz582UQKAIgXcTMbw0bNpSTh2QnPgtxfq9a5pchWtvFMBcxLEMk4BYTh4gWf9UMf7qIVnTRSqwiEpLnRpRdDFkSy5QpU2SQLJKfi0pFcX2IsotjiM88e/lUPftelerz1jaEWNs18DJUZRQB5stc0yLwF++tWETLvLiWRXDNCkQiItIXxoHaMQ7M3zjwZYn3QPRanTx5snpdcnKyxkzWeUFMfCcqpcWs4qKSV0VUIBLRm4dDmIn0ZMSIETIAEpUUIgDMSfSKErOOqYZVCNOmTdPYRlTwCDlnIHsVYsY9ETyKYRHahjWIoQ+6qFoNs7cUitnRRAthTqKsLzOsQ7QsihZw0QKcPQgRrfSih5jqvdAHEQyKluQ///xTDgvKrdw5W7XXrFmjzqunogpw8yKYEi35YvY78b6Iz13MKicCNzG0KDdiSLL4QqBacgscRe7AnFS9EVSvo+0zFzNBii9AryP75539+ti9e7ecxe91iF6RYhZAkRtI5FLK7ZoWX3xy9rIQvRNf9L4SERH9G4wDtWMcmH9x4KvQ9h6ImbJFTsi8JF5HVMRmP66Y8VnMgk1Ebx72QCTSExGsia73Iu+caE3u0aMHypYtKwOvY8eOyUBEDBUVKlSoIIME0VKtGi5y6tQpGUSIoaQi4HldopVVDNts2bIlypQpI1s3RU4WEQSJXmeiRXrLli1a9xUtoCIniji3oUOHyhv8kiVLtA4ZEQGqGA4rEoCL1lJRUdO2bVutxxXDaMT5iBZ5kVxZtJyKoEQMj3jRsIt/Q7wXY8aMealeA2KojnivxHsghpGIFt6cQZn4jEVuIjEcVuTVEYGkSBr9qvlZRDJvEYyLXn6VK1dWt7yKSjIxhEa0QucFUSYxhFl8ERE9AMQwGfG6hQsXRp06ddRlFz0NRKu32E70MhDlEy3iL5NXRxsx/FkcS7yGGA4kKjLF5y2ux9c95vTp0+XxRF7Dfv36yc9GfEETFZ3BwcG4ePGi3E6ct3gfxfUpeiKeOXNGtqoPGTLktV6XiIjoZTAOZBz4psWBr0K8B+KzFp+JiKVEfLVnzx6ZGzsvifhQVJi2aNFC9hAVsamI8URjL3NWE72B/uUszkT0Ardu3VL069dP4evrq7C0tFQ4ODgo3nnnHcUff/yhSE5OVm+Xlpam+P777xV+fn4KCwsLRZEiRRSjR4/W2Ebw8fFRtG7d+rnX2b9/v4jmFGvWrNF6HufPn1d06tRJ4ebmprCyspLH6dKli2Lv3r3qbRYsWCCPERQUpF539OhRRc2aNRU2NjYKb29vxYgRIxQ7d+6U24nXVImPj1d88MEHCmdnZ/mcOL4gjiUei2Nnt2fPHvk+iOM6Ojoq2rZtq7h27ZrGNuPGjZP7hoWFaazXdp7a9OzZU2FnZ5frNqrz++WXX9TrxHv+xRdfKLy8vOT5ifM8fvy4on79+nLJbtOmTYrSpUsrzM3NNcoptitTpozW18x+nNjYWPleVa5cWV4D2X3++ecKU1NT+dp5QXzW7du3l5+juBbF/++//768RlUyMzMVkyZNkuckrpNKlSoptm7dKt9L1Weq631TEevFZ5fdunXrFKVKlZLHFO/X+vXr//Ux7969q+jRo4fC09NT/s4UKlRI0aZNG8XatWvV20ycOFFRvXp1eV2Kz7JkyZKK//3vf4rU1NR/8U4SERG9HMaBjAPflDhQEOf4ySefPLdenIN4v1SioqIUvXr1Uri7uyvs7e0VzZs3V9y4ceO57VSfxenTp1/qs9P2mcybN08REBAgr0sRp4ljqvZ/mXMnIsMxEf/kdyUmERERERERERERvZmYA5GIiIiIiIiIiIh0YgUiERERERERERER6cQKRCIiIiIiIiIiItKJFYhERERE+UjMji5mK/X29paznG7cuPGF+xw4cEDO1mllZSVnq1y4cOFz24iZLH19fWFtbS1nBhWzuhIRERGRYR0ykliPFYhERERE+SghIQEVKlSQQeDLCAoKQuvWrdGwYUNcuHABw4YNQ9++fbFz5071NqtWrcLw4cMxbtw4nDt3Th6/efPmCA0N1WNJiIiIiMhYYz3OwkxERET0hhCt0hs2bECHDh10bjNy5Ehs27YNV65cUa/r1q0boqOjsWPHDvlYtEJXq1YNf/75p3ycmZmJIkWK4NNPP8WoUaMMUBIiIiIiMqZYjz0QiYiIiPJYSkoKYmNjNRaxLi8cP34cTZo00VgnWpzFeiE1NRVnz57V2MbU1FQ+Vm1DRERERG9enPcmx3rmejsyvRG2WQTC2KwbcxjGZor1eBgbK29PGBsTOwcYFUtLGJs4v8owNh5lauT3Kby18vMeePqb9/H9999rrBNDTL777rt/feyQkBAULFhQY514LILXpKQkREVFISMjQ+s2N27c+NevT28OY4zzfmgxG8Zm9tQAGBv/c8thbBTpaTA2wTU+gDGJzTCyWBxAdIotjE3jctYGeR1jjfPe5FiPFYhEREREeWz06NEyL012Igk2EREREb3dRv9H4zxWIBIREZFRMrEwybfXFkGkvgJJT09PPHv2TGOdeOzo6AgbGxuYmZnJRds2Yl8iIiKit52xxnlvcqzHHIhEREREb5FatWph7969Gut2794t1wuWlpaoUqWKxjYisbZ4rNqGiIiIiN5Mtd7QWI8ViERERET5KD4+HhcuXJCLEBQUJH9++PChephMjx491NsPHDgQ9+7dw4gRI2Sem7/++gurV6/G559/rt5GDKuZM2cOFi1ahOvXr2PQoEFISEhAr1698qGERERERP9d8UYS63EIMxERERklU/P8G9ryKs6cOYOGDRuqH6ty6vTs2RMLFy7E06dP1QGm4Ofnh23btskg8rfffkPhwoUxd+5cOTufSteuXREWFoaxY8fKRNwVK1bEjh07nku2TURERPQ2elviPGOK9UwUCoVCb0enfGeMs/NxFua3A2dhfgtwFua3Amdhfn07HEvl22u3iL2eb69N/x3GGOdxFua3A2dhfjtwFuY3H2dhfn2M8wyPPRCJiIjIKJlYMFMLERERkTFinGd4fMeJiIiIiIiIiIhIJ/ZAJCIiIqP0NuXGISIiIqKXxzjP8NgDkYiIiIiIiIiIiHRiBSIRERERERERERHpxCHMREREZJRMLDi0hYiIiMgYMc4zPPZAJCIiIiIiIiIiIp3YA5GIiIiMEpNrExERERknxnmGxx6IREREREREREREpBMrEImIiIiIiIiIiEgnDmEmIiIio8Tk2kRERETGiXGe4bEHIhEREREREREREenEHohERERklJhcm4iIiMg4Mc4zPPZAJCIiIiIiIiIiIp3YA5GIiIiMkokZW6aJiIiIjBHjPMNjD0QiIiIiIiIiIiLSiRWIREREREREREREpBOHMBMREZFRMuXQFiIiIiKjxDjP8NgDkYiIiIiIiIiIiHRiD0QiIiIySiambJkmIiIiMkaM8wyPPRCJiIiIiIiIiIhIJ1YgEhERERERERERkU4cwkxERERGycSM7aRERERExohxnuHxHSciIiIiIiIiIiKd2AORiIiIjJKpGZNrExERERkjxnmG95/ogfjxxx+jQ4cO+X0aRERERJTHGOcRERER6d9/ogfib7/9BoVC8a+D0+joaGzcuBHGzrVOVfh/0QdOlcvC2rsAzrw7GM827819n3rVUfrXUbAvHYDkR09x54cZCF68QWMbn0EfwH94H1h5eiD20g1cHTYBMacvw5A6NLBDvcrWsLU2xZ1HaVi8LQ6hkRm57uPsYIrOTexRrrglLC1M5PbzN8Xi/tN0+Xzv9g6oU9FGY5/Ld1IwdVkM9M2yUj1Y12gMEztHZIQ+RtKeNch4+kDn9iZWNrCu1xYWJSrAxNoWmbFRSNq7Fun3rsnnzQoXg3WNJjArWBSmDk5IWD8babcvwZBWnrmJRcevIiI+CSUKumBk8+ooV8j9hfvtuBqEURuOoEGJwpjWpaF6vTjOtH3ncOLeU8Qlp6Jy0YIY2aIafFwdYSgrj1/GokMXEB6fiBKebhjVri7KFSn4wv22X7yNUSt3o2FpP0zr3lK9fsaeU9hx6Q5CouNhYWaG0oU8MKRZDZQv+uJj5oWVRy5i0YEzCI9LRAlvd4zq2BDlinq+cL/t529i1NLtaFjGH9N6t1OvF3+f/9p5AutPXEZcUgoq+nnjm3cbwcfDBYaybvserNj4NyKjY1DMtwg+79sdpQOKad323sNgzFu5Hjfv3kdIWDiG9voAXdq20NjmvQHD5XM5dWzRGF/076m3cpAmE1O2TP8XMM57NcYc5/X50Bdtm3nCwc4cl6/H4te/biP4aZLO7U1Ngd7v+6JZwwJwc7ZEeGQq/t4bgkWrHqq3qVfLHR1aeiGwmAOcHC3w8dAzuBOUYJDy/L11AzauW4XoqEj4+hVD34FDUSKwlM7tjx4+gBVL5yP0WQi8vAujR6/+qFKtptZtZ/w5Bbu2b0Hvfp+gbYf3YCgrT17FoiOXEC7iPE9XjGpdG+UKF3jhftsv3cWoNfvQsKQPpn3YTL0+MSUN03afwv7rDxCTmIxCLg54v2YZdKleGoay8tR1LDp2RRm7erpiZMsaKFfI44X77bhyD6PWHUKDwCKY1q2xZuy65wxO3H2ijF19CmJky5rwcTNM7Lp1y2asX7cGUVGR8PPzx4BBnyAwsKTO7Y8cPoSlSxbi2bNn8PYuhI9790W1atXVzyclJWHhgnk4cfwY4uJiUbCgJ9q264BWrdvAkMR9Yu2yOdi/azMSEuJQolR59B48Al7eRXLdb9e2tdi6fhlioiJR1K84eg4YjuIlyqif37tjI44d3IX7d28iKSkRc1bsgp29g0HKs3XVXzi6Zz2SEuPgH1gR7/f/BgW8fHTuc/vaWezetBCP7l1HTFQY+o+YiorVG2lsc/7EHhzetUZukxAfg9G/rEIRP92ff35inGd4/4keiE5OTnB2ds7v03hrmNnZIvbSTVwZ+v1LbW/jWxjVNs9CxIGTOFK1PYL+WIRysybCvWkd9TZenVui1C+jcXvidByp3hFxl26gxrZ5sPRwhaG0fMcWTWrYyErDiXMjkZKqwBcfOcPcTPc+ttYm+Lq3CzIyFJi6LBpj/orAql3xSEjW/KJy+XYKhv0arl5mrYvVe3ksSlaGTaOOSD66HXELf5IViHZdPoGJrb32HUzNYNd1CEydXJGwcR7i5kxA4o7lyIzLqug0sbRSVkTuXoX8sPPqfUzefQYD6pbHir6tZQXi4BV7EZmgO/gXHkfHY8qec6hcpMBzN9bP1xzA46h4TO3SACv7tYaXkx0GLt2DpNQ0GMKOS7fx67ajGNC4KlYO6YxAL3cMmr8VEfGJue73OCoWU/4+hsq+Xs895+PujNHt6mLdsK5YOLAjvF0cMGj+FkTG5/4+5YUd52/i182HMKBZTaz8/AMEentg0OwNiIh7QXkiYzBly2FU9i/03HML9p/BisPnMea9xlj6WTfYWFrIY6akKSvp9W3vkRP4c8Fy9OrSAfN+HY/ivkUxfPwviIrW/nuckpIK74IeGNi9C9ycnbRuM+fn77Bp3u/qZeq4EXJ9w9pZATUR5Q3Gea/GWOO8D98tgvfaFJKVhv2/PI+k5AxMGV9ONv7q3qcoOrTyxtSZd/Dh4NOYsfAePuxUBO+1zbpX2Vib4tK1WMxYdA+GdOTQPiyYMwNdP+iJyb/PlhWI478dgejoKK3b37h2BVN+noDGzVph8u9zUKNWHfw48Vs8uB/03LYnjh3GrRvX4Or24gbavLTj8l38uv0EBjSsjJWDOiLQ0w2DFm2XFWa5eRwVhyk7T6Kyz/ONlb/uOIFjt4Mx6b0G2DC0Mz6sVRY/bjuGA9d1N6jnpZ1XgjB512kMqF8RKwa0Q4mCrhi8dPdLxK5xmLLrjGzYfi52XbVPGbt2a4yVA9rBy8keA5fsNEjseujgAcydMwvvf/ARfvvjL/j5+2Pst1/rvO6uX7uKn3+ahKbNWuD3P2agZq3a+N+E73A/23U3d85MnDt7Bl98NRIzZs1F+w4dMXPGnzh54jgMacu6pdi5dY2sNJzw6zxYW9vgx7HDkJqaonOf44f3YOnc39Hp/T7437SFKOoXgB/Hfo6Y6Ej1NqkpyahQuSbadzZsA/HujQtw4O8VeL//GHw1aSmsrGzwx4RBSMulPKnJSSjsG4iufUfr3iYlCcVLVUKHj4bp6czpbfbGVSA2aNAAn376KYYNGwYXFxcULFgQc+bMQUJCAnr16gUHBwcUL14c27dvl9tnZGSgT58+8PPzg42NDQIDA2VLdG5DW8RrDB06FCNGjICrqys8PT3x3Xff6Twn8dyiRYuwadMmmJiYyOXAgQPyuUePHqFLly4ycBXHat++Pe7fv//ca0+aNEmWRWw3fvx4pKen46uvvpL7FC5cGAsWLFDvI/YXr7Fy5UrUrl0b1tbWKFu2LA4ePAhDCNt5CLfGTcOzTXteanuf/t2QFBSM6yN+QvyNe3jw1zKErNsJv88+Vm/jN6wXHs1bjeBF6xF//S4uDx6HjMRkFPn4XRhK0xo22HIoARdupiI4NANzN8bK3oWVS1rp3KfVO7aIjMnA/M1xCHqSjvDoTFy9l4qwKM1ei2kZQGxCpnpJzFHBqA9W1Roh9eIxpF4+gcyIECTtXAmkpcKyXC2t21uWryV7HYpehRmP7yEzNhIZj+4gM+yxehvREzH58FaD9zpUWXLyGjpVCkCHisVRzMMZY1rVhLWFGTZeuKtzn4zMTHy98QgG1SuPQi6alacPI+Nw6XE4vm5VA2W93eHr5oRvWtVAcno6tl/N+j3VpyWHL6JTtdLoULUUihV0xZgO9WFtaY6NZ27kXqZVezCoSTUU1tJTslXFEqhZvAgKuzqheEFXfNn6HcSnpOJ2SISeSwMsOXQOnWqWRYfqZVDM0w1j3m0MawtzbDx1NffyLNuBQc1rPlceESgvO3Qe/ZrUQMOyxVDC2wMT32+OsNgE7Lui+3PPSyu37EDbpg3QunE9+BUphK8GfAxrKyts3af9b26pAH980vN9NKlTExYWFlq3cXFyhJuLs3o5duYCCnkWQKUyb2YLLpGhMM5jnKcvndsVwuLVD3DkZATu3k/AxKk34OZqhbo1dVeSlS3liCMnwnH8TCRCQlNw4Fg4Tl2IQqmArN5DO/eHYuHKBzhzQXsFir5s3rAGTVu0RuOmLVGkqC8GDhkOK2tr7N2l/N3IaevmdahUpTo6vtsNRYr64IPuveFfLED2YswuIjwMc2f+js+/+gZmZrm0ouvBkmOX0alqSXSoHIhiBVwwpm0dZQxx7mbuMcTa/RjUqDIKuz7fq+vCw2doWzEA1fy8Ze/D96qVkqM9rjwOhSEsOXEVnSqXQIdKAcrYtU0tZZnO3869TOsPY1CDilpi11hcCg7D161romwhd/i6O+GbNrWQnJaB7VeerwzOaxs3rEPzFi3RtFlzFC3qg0+GfAYrKyvs3rVT6/abN21ElSrV8O57XVCkaFF07/ExihUrLnsxqly/fg2NGjdB+fIVZO/DFi1by4rJWzd1x8J5TcSbOzavQocuH6NqzXqyJ+Ggz8ciOjIcZ04c0rnf3xtXoGHzdmjQpA0KF/VDn8Ej5PtxcPdW9TYt23dDu849ULxkWYOWZ9+2ZWjxbj9UqN4QhX1LoOenE2Wvwoun9uncr0zlOmj3/hBUrJHV4zWnGvXbolXngShZvoaezp7eZm9cBaIggjh3d3ecOnVKBpmDBg1C586dZZB17tw5NGvWDN27d0diYiIyMzNlYLZmzRpcu3YNY8eOxddff43Vq1e/8DXs7Oxw8uRJ/PzzzzLY2717t9Ztv/zySxk8tmjRAk+fPpWLOJe0tDQ0b95cBruHDx/G0aNHYW9vL7dLTU1V779v3z48efIEhw4dwpQpUzBu3Di0adNGBs7i9QcOHIgBAwYgODhY43VF4PnFF1/g/PnzqFWrFtq2bYuICP1XELwq55oVEb5PswUpbPcRuNSsKH82sbCAU+UyCN97LGsDhQLh+47BuWYlg5yjh7MpnB3McO1eVstdUooC94LTUKyI9goAoWKglRyqPOg9R0z70h3j+rvIIdA5lfS1kM9P+sQV3Vvbw85Gz92pTc1g5lkE6Q+yB1wKpN+/CfNCflp3sSheDhlPgmDTtCsch0yCQ++vYVWzGWDyZnT9TsvIwPWnkajhl9W6bGpighq+Xrj0OEznfrMOX4arnTU6Vgp47rnUDGVFr1W2AFkc09LMDOcf6T+wTEvPwPUnYahZvHDW65uaoGaxwrj0METnfrP2noGLnY2seHyZ11h36iocrC1Rwsstz85d12tdDw5FzYAimuUpURSXHjzVud+sXSfhYm+LTjWeD6weR8bKodA1SmQd08HGSg6Jzu2YeSUtLR237t5H1fJZQ1FMTU1RtXxpXL15J89eY9ehY2jdqJ6sNCDDJtfOr4V0Y5ynxDgv73gXtIa7qxVOZ6vkS0jMwLVbsShbUvewzyvXY1GlgguKeCtT0RT3tUP5Uk44cTard1F+ENfe3Tu3UKFiFY17U/mKlXHzhvYGu5s3rmlsL1SsXA23sm0vfp+mTf4B7d/tiqI+2uNF/cZE4aiZbSSCMiYqhEu5xGSz9p+Hi501OlXR3gBXsWhBHLz5AM9iE2Slyql7T/AgPAa1ssVeeo1dn0Sghr+XZuzq7yUrAXWZdfCiMnatXOK551LTM+X/VuY5YldzU5x/+Az6vu7u3LmNihUraVx34vGNG9e17nPjxjVUrKT5e165SlWN7UuVKo1TJ08gPDxcfkaXLl7Ak8ePUamy5vWqT6HPniA6KgJlK1ZTr7O1s0exEqVx+8YVrfukp6Uh6M5NlK1QTeP9EMe4fVP7PoYSEfoYsdHhGpV8NnYO8A0oh3u38qcjSH5gnGd4b2QFYoUKFTBmzBgEBARg9OjRsmVWBJr9+vWT60TwKAKsS5cuyd4f33//PapWrSpbpz/88EPZgv2iwLJ8+fIywBPH69Gjh9x/717t+V9EsChavUVrg2jFFoulpSVWrVolb8Rz585FuXLlUKpUKdnC/PDhQ3XLtSBan3///XfZat67d2/5vwiKRQCsKqM43pEjRzRed8iQIXj33XflcWfMmCGH6MybN09nmVJSUhAbG6uxpCmUNyF9sirojpRnmrm+xGMLJweYWlvB0t0FpubmSAnVDIpTnkXAytMwQycc7ZWXuugdmJ147GSn+9fAw8UMDava4FlkBqYsjcaBM0n4oIUDalfIqkS8cicVczfE4pfFUVizJx6BPpb4/ENnvdbLiWHKJqZmyEyI01ifmRgr8yFqY+rsBovASiIKQcKaGUg+tgNW1RvDqrZm7rb8EpWYggyFAm52mvkk3eytZZ4cbc4/DMXGC3cwtrX2/D6ix6GXox1+338esUkpMtBbcOwKnsUl6jxmXopKTEZGpgJu9rYa690cbGSlmTbn7j/FhjPXMa5Tg1yPffD6fdQcNxvVxs7CkqOXMLN3W1npqE9RCUnK8jjkKI+9LcLjtOeDOnfvMTacuopxnZtofT48Vrmfm4Od5jEdbNXP6VNMXJzsCeDqrPl74+rshIjovMljeujUWcQnJKJVo7p5cjyitx3jPCXGeXnH1cVS/h8VrTnEMyo6Vf2cNkvXPsTew6FYNqMaDmyoi/m/VcHqzcHYfdAwvdd0iYuNkdeek7NmLmBnZxeZD1Ebsd5Zy/ZRUVmVqhvWrpC9Dtu0M1zP0Odjopxxno3MEa3NuQch2HDuJsa1r6fzuCKHor+HC5r9shxVv5uHwYu34+s2tVFFSwoYg8Wudja5xK7PZO/EsW1ra31e9DgU6XZ+33suK3Y9chnPYvUfu4q/KeK6c3bRch1Far/uxPX1/HXnrHGdDhz0ieyd+HGPD9ChXSuM/fYbDBw8BGXLlYehxEQp/z45OWumVRCPVc/lFBcbjczMDDi5PL+PqIzMTzFRyr/Jjs6anQccndxkxSLRf2oSFRH0qYibnJubmwzcVMQQESE0VHlznz59OubPny8DOpGkVbQKV6xY8aVfQ/Dy8lIf72VdvHgRd+7ckS3T2SUnJ+Pu3ayhd2XKlJGtFdnPXwxVyVnGnK8vWqNVzM3NZfB7/br21h/hhx9+kEF2du+buOJDM8PmN3kT1CxnhR5tsj6XactfryJAVALef5KO9fuUFRkPQ9JRqIA5GlSxwbGLyXLdqatZeSYeh2Yg+Fk0fvrMXfZKvB5kmDx7L8XEFIrEOCTtWCF7BmQ8ewRTB2dZiZhyVPtwmDdZQkoavtl0RFYeutg+3ytUsDAzxeTO9fHd1uOoN3k1zESrsJ8X3inmjTdRQkoqvlm9R1YevqgysFqxQlj9aVdEJyZh3elr+GrFLiwd/O5zlZX5KSE5Fd+s2IlxnRvDJccXhv+SbXsPokbl8nB3NdykMKRk8h9uIX6TMc5TYpz3+prWL4CvPsnqvTVi/OtN1tKojoc81ve/XkfQw0QE+NthaN/icjKVHfv029vL0O7evomtm9bJfIpvQ294GROt3Y9x7evKHoi6rDhxVfZg/O3DZvB2tsfZ+yGYtPUYPBztZO/GNy523XBYVh7mGrt2aYjvNh9FvZ9XKGNXfy+8U/zNKsur2LJ5E27euIFvx32PAgUK4sqVy5j5159wc3VDxUqV9fKaRw7sxLzpP6kfjxj7K95mpw5tw4rZE9SPB43+M1/P503BOM/w3sgKxJw5pcRNLvs61U1PtJCI/DFi6MnkyZNlICaCvF9++UUOGXnV1xDHexXx8fGoUqUKli1b9txzHh4eL12e1339nEQL9/DhwzXW7XPVf9dw0QotWqezE4/TYuKQmZyC1PAoZKanw6qAZguJVUE3pITop4VE5Dm8F5zV4mr+z5XuaGeKmPis91k8fvhM90QN0XGZeBKm+fyT8AxUKaU7b2JYdCbiEjJRwNVMbxWIisR4KDIzYGrngOzZGE1tHaFI0D7xgyJetGZnyMpDlYyIEJjaO8kh0RDP5SMXWysZJEXkSDodEZ8Mdy2VT4+i4vAkJgGfrdqvXpf5T9mq/G8pNg5qjyKuDijt5YbV/drIWezSMjLlkJGP5v8t1+u/TNYwMzV5bsKUiLgkuOfoxSfLFBGLJ1FxGLr47+fKVPmbGdg0/AMUcVNO2mFraYGi7k4oCieUL+qJtr8uw8Yz19Gngf5+50WlpixPjt6TonzuOXoQKssTjSeRsRg6f/Pz5fnqN2wa2RPujsr9IuISZLCvPmZcIgJfYgbDf8vJwQFmpqaIzDFhipiNWdcEKa8iJDQcZy5dxf9GDP3XxyIyFozzXg/jvCxHTkXg2q0z6seWFsoKXBdnC0REZQ0vd3G2xJ178TqPM7iXP5atfYS9h5XDTe89SICnhzW6dy6arxWIDo5OslI6JsfEFWIiC+ccvaFUxPqcE12Ix2IovXDt6mXExESj38dd1c+La3LhvBnYsmktZi9YCcPERDnjvCS4a2n8fBQZhyfR8Ri6bOfzMcS4udj0WRd4ONji9z2nMfX9pqgXWFQ+J/If3gyJkDM967sCUWfsmpCkI3aNlWX6bMXe52PX8YuwcUhHFHF1RGlvd6we2F4zdp27FaW99NtY4OjoKK+76Gy9VtXXkav2605cX89fd9Hq61T0nF68aAG+GTMO1aorh9uKmZ2D7t7F+vVr9VaBWKV6HRQvUVpjOLIgJj9xcc16H8VjH//nh5ILDo7OMDU1k7MvZyf2cXbR//eI7MpXayCHJ6ukpyv/zsVGR8DJJet+FBsTISdJIfpPVSC+CpGPRuSpGTx4sHpd9lbhvCKGnohE3tlVrlxZDm8pUKCA/IOb106cOIF69ZRd9kUy7rNnz8rhLrqIoTdiyc7CRP+j1KNPXIBHS82hBe6NayPqxAX5syItDTHnrsK9US082/zPDdPEBG4Na+HBX0v1ck7JqQokp2p+XtFxGSjtb4FH/1QYWluawL+wBfaf0T0c4M6jNHi6aSaYFo8jYnR/CXBxMIWdrQli4vQ4rCgzAxkhj2DuE5htwhMTmPuWQMpZ7YmA0x/fg2XpqnI7kS9RMHUpoJyFOZ8rDwULMzOU8nLFqaAQNPonCBRB1an7IehW9fkboZ+7E9b2b6Ox7s8DF5CYmo4RzarC00kzGBU5AoUHkbG49jQSg+vn3nslL1iYm6GUtwdO3n2MRmX85brMTAVO3g1Gt1pZQYCKn4cz1n6WFdgL03efkq3wI9rUgaeTjhm2/3mvUtMz9F+ewgVw8vYjNCpXPKs8tx+h2zsVntver4Ar1n75kca66duPyRb4ER3qw9PZAeZmprIyVRyjZCHlLNrxySm4/DAEnWvrf2iLhYU5ShTzxdlLV1GvRhX1F6qzl66hUyvtw65fxbZ9h+Di6IhaVfR/vREZI8Z5WRjnZUlKysDjJM3PKzwyBVUruOBOkHLUiK2NGUqXcMTGv5/oPI61lZm6AkdFDLM1zedOLaICuljxErh04ZycTVl1b7p84RxatumodZ/AkqVx6eI5tO3wnnrdxfNnUaKkMsdv/UZNUT5HjsTxY0egfsOmaNy0hYFiInecvPcYjUr7ZsUQ956gW43S2uO8IZpDrafvOYOE1DSMaFULno52SEnPQHpGpswRmJ14nPNz1Vvs6u2GU/eeolFJn6zY9d5TdKteUnuZBrXXWPfnvnPK2LVFdXg62WmPXSNice1JBAY3rKT366548QBcvHgBtWq/oyxPZiYuXriANm3bad2nZMnSuHDhPNp36KRed/78OZQsWUr+nJGRLv++5ez1ampmCsW/bFTJjY2tnVxURO5FUel39eIZ+P5TYZiYmIC7t66hSausc8/O3MICfsUDcfXSGVSrVV/9fohjNGud9XtmCNY2dnLJXh5HZ3fcvHwSRfyU11pSYjzu376Mes06G/Tc6L/lra9AFLllFi9ejJ07d8rcOEuWLMHp06flz/+GyJdTqFAhOVxE8PX1la9x8+ZNOQxF5KkReXhEK7iYkU8k5xZJvh88eID169fLmf/E439DDNkR5RO5caZOnSpzTIjcOvpmZmcLu+LKChzB1q8wHCuURGpkDJIfPUXgxOGwLlQQF3uNlM8/mL0SPoM/RMkfvsKjhevg3rAmvDq3xOl2A9THCJq2ABXm/4Tos1cQc/oSfIf2hLmdDR4tWg9D2X0yCW3q2uFZRAbCojPQsaG97GF47kbWEOQvuzvLx/tOKysVd51IxNe9XdC6ji1OX02BXyFz1K9sg0Vblb2VrCxM0K6BLc5eS5E9G0Wvw85N7BEamYErd7NawPUh5fQ+2LbujvSQh8h4eh9WVRsCFlZyVmZBPCcqB5MPKXt/pZw/DKvK9WDT5D2knD0IUxcPWNdqJn9Ws7CEWbZWLFMnN5gVKITMpEQo4vQ/+2D3GqXx7eajsnegmHlu2cnrSEpLR/sKxeTzYzYdRQEHGwxtVFkmly5ewEVroJV9/a5rD2QLscgnczs0Gj/vOo2GgUVQ20DDmLvXrYBv1+xDmUIeKFukAJYevYSk1HR0+CcZuBiyXMDRDp+1qAUrC3MEeLppLZNqfWJqGubuP4sGpXxlrz8xhHnl8SsIjU1A038q9fRannqV8e3KXShTpCDKFvXE0kPnkJSahg7VlcH/N8t3ooCTHT5rXUdZnhyt5WKCFFmebOs/rFcJc/acgo+7Mwq5OclKRtEbsVFZ5eeub93atsD//piDksX95AzLq7fsQlJKipz0RJjw2yx4uLlg4Edd1JOi3A9Wzl6elp6OsMgo3A56ABtraxT2Ug69VAWZf+87jBYN68DcwDNdkpJJtmGl9HZinJf3jDXOW7P5MXp2LYpHT5Lw9Fky+n7ki4jIFBw+kdULctrE8jh0PBzrtykrFY+ejkCPLj54FpaCoIcJKOFvj64dCuPv3VkTnTnYm6Ogh5WcpEUoWkjZQBkZlYrIHDkX81K7jp3x+5QfUSygBAJKlMLWTWvl8HlVZd9vkyfB1c0D3T/uJx+LvIZjRg3DpvWrUaVaTRw5tA9379zEoE+/kM87OjrJJTsxvN7FxRWFCmddD/rUvXY5fLv+oDImKuSBpcevKGOIfyYTEUOWZUzUrLoyhiio2evNweafmOif9aJSsqqvF6bsPAkrCzN4iSHMQSHYeuE2vmxZ0zBlqlkG3248LHsNytj1xDVl7FpRObnfmA2HUcDBFkObVIGVufnLxa5X78PFTsSu9rj9LAo/7ziJhiWLorYBhmR36Pgupk75Rf5tKlGiJDZtWo/klGQ0adpcPj/515/l38iPe/WRj9u174BRI7+UvQmrVauOQwcP4M7tWxjy6WfyeVtbO5nrcP78ObC0spINMlcuX8a+vXvQt1/W3xB9ExWYLdp1xYZVC+HpXQQeBb2wZukcOLu6y1mZVf73zRBUrVUfzdsoK+FadXgfM6dOgH/xkihWogy2b1opfw/rN8nqxCDyIYrl2RPlRFmPHtyFtY0t3D0Kwt7BSW/ladT6Q2xfNwcFvHzgVqAQtqycLnsjVqjeSL3db9/1Q4UajdCg5fvycXJSIsJCHqqfj3j2GI+CbsDO3gmuHsq8oQlxMYgMfypndBaePbkv/xcVlk4ub1bKDMZ5hvfWVyCKWe3E7HVdu3aVv0jvv/++bKXevv3f5XQTeXay57MRib1FwmyRn0YMadm/fz8aNGggZ9wbOXIkOnXqhLi4OBmMNm7cOE9aqn/88Ue5XLhwAcWLF8fmzZtlknF9c6pSFrX2LlE/Lv3r1/L/R4vX41Kf0bDy8oBNkazExEn3g2UQWXryaPh+2gPJwSG4PGAMwndnJQt/umY7LD1cUWLcUFh5eiD24nWcatMXqTkSbuvT9qOJssKvZ1sH2Fqb4vbDNDkxSvZOW6IC0ME263MX+Q+nr4rBu43t0a6+HcKiMrBiZxxOXE5RtzIWKWCOdyrYwNbaRFZIXr2big374zWOqw9pN84hydYeNnVaw0QMZQ59jITV02WeQ8HU0VVjuLIiLhrxq/+CTeNOcOg9Gplx0Ug5cwApJ7NmpTT39IH9B8obvmDTWNnyKyolE//WTy+C7JqX8ZVJtmccvIjwhCQEFnTBX+83UifcfhqT8MqT04jE3JN3n0FEQjI87G3Qprw/+td9vvefvrQoH4Co+GT8teeUnDgl0Msdf/Vqo56IJCQ6/rmW89yIoTJBYVHYfO4mohOS4GxrjTKFC2BB/w4oniPQ1ocWlQLlZCp/7TyO8FgxzNgdf/XroJ4EJSQ69pV7bvRqWFVWqo5fuxdxSSmo5OeNv/p3lF8eDKFxnZqIjo3D3BXr5dDl4n5FMfnbr+REKsKz8Ag5U6RKeFQUen3xrfrxik3b5VKxTEn8OUH591IQQ5fFvq0b607+TkS5Y5yX94w1zlu27hGsrc0wYkgJ2NuZ4/K1GHwx7jJS07JioUKeNnB2zBpePnXWHfT70BdfDAqAi5OFzH24ecdTLFj5QL1NnRpu+GZYVm+y8SOVDWbzl9/H/BVZ2+W1OvUaITYmBiuXLkRUVCT8/Ith7Pif1ENDw8JCYZKtB2rJ0mXx+VdjsHzJfCxdNBdehQph1JgJ8PE17GzLuWlRrhiiEpLx196zMj4L9HLDXz1aqvM3h8QkaNxvX8ZPXRrht92nMXrNfjnpiKhEHNKkKjpXU/aA07fmZf2UseuB83KSk0BPV/z1YdNssWv868Wuu07JND4eDiJ2LYb+9Z8f6aEP9eo3QExsDJYuWSwbNfz9/TF+/P/UQ+HFdZf9MypVugy+GjEaSxYvxOKFC+BdyBvffPsdfLNddyNHfo1FC+fj119+RHxcnKxE7N7jY7RspTmSSN/avvsRUpKTMPfPH5GYEI8Spctj1PdTYWmZ1bP7WchjOYmRSq26TRAbE4W1y+bKSkIf/wC5T/aJVfZs34D1K7ImwBo/apD8f8BnY1C/SWu9ladph15ISUnC8lnjkZgQh2IlK2HImL9gka08Yc+CER8brX788O5VTPuur/rxukXK3JA1G7RDjyHKHIuXzhzAkulj1dvMn6psTGrVeSDadFWWjf67TBSi/yu9Ue7fvy9b1kXA/KIk4S+yzcL4ciCsG3MYxmaK9XgYGytvTxgbUVFrVCx1z0z5torz008unfzkUUaZM4he3bnGyqF/+aHyXs0Zd4lUGOfl7ocWs2FsZk9V9kYzJv7nlsPYKNLfoMkP80hwjQ9gTGIzjCwWFz0YU96cCRDzSuNyuic+ykuM8wyPfT6JiIiIiIiIiIjIeIcwExEREWljapbPMyEQERERkV4wzjM8ViC+gUQib44sJyIiIjI+jPOIiIjobcQhzERERERERERERKQTeyASERGRUTJ51SnBiYiIiOitwDjP8NgDkYiIiIiIiIiIiHRiD0QiIiIySiambCclIiIiMkaM8wyP7zgRERERERERERHpxApEIiIiIiIiIiIi0olDmImIiMgoMbk2ERERkXFinGd47IFIREREREREREREOrEHIhERERklUzO2TBMREREZI8Z5hsceiERERERERERERKQTKxCJiIiIiIiIiIhIJw5hJiIiIqPE5NpERERExolxnuGxByIRERERERERERHpxB6IREREZJRMTNlOSkRERGSMGOcZHt9xIiIiIiIiIiIi0ok9EImIiMgoMTcOERERkXFinGd47IFIREREREREREREOrECkYiIiIiIiIiIiHTiEGYiIiIyShzaQkRERGScGOcZHnsgEhERERERERERkU7sgUhERERGiS3TRERERMaJcZ7hsQciERERERERERER6cQKRCIiIiIiIiIiItKJQ5iJiIjIKJmYsp2UiIiIyBgxzjM8vuNERERERERERESkE3sgEhERkVEyNWNybSIiIiJjxDjP8NgDkYiIiIiIiIiIiHRiD0QiIiIySiambJkmIiIiMkaM8wyPPRCJiIiIiIiIiIhIJ1YgEhERERERERERkU4cwmzk1o05DGPz7sS6MDaHjl+DsZn5l/GVKTYsEsZk6NfG97t09WwGjM33ZfL7DN5eJqZsJyXj9kOL2TA2o3f0h7G5Ndb4YqI1qZ/B2GRkKGBsOmTEwZjYmiXB2HhbPITxqWiQV2GcZ3h8x4mIiIjeANOnT4evry+sra1Ro0YNnDp1Sue2DRo0gImJyXNL69at1dt8/PHHzz3fokULA5WGiIiIiIwJeyASERGRUXqbkmuvWrUKw4cPx8yZM2Xl4bRp09C8eXPcvHkTBQoUeG779evXIzU1Vf04IiICFSpUQOfOnTW2ExWGCxYsUD+2srLSc0mIiIiI9O9tivOMBXsgEhEREeWzKVOmoF+/fujVqxdKly4tKxJtbW0xf/58rdu7urrC09NTvezevVtun7MCUVQYZt/OxcXFQCUiIiIiImPCCkQiIiKiPJaSkoLY2FiNRazTRvQkPHv2LJo0aaJeZ2pqKh8fP378pV5v3rx56NatG+zs7DTWHzhwQPZgDAwMxKBBg2RPRSIiIiIyrOlGkKqGFYhERERktENb8mv54Ycf4OTkpLGIddqEh4cjIyMDBQsW1FgvHoeEhLywnCIAvXLlCvr27auxXgSRixcvxt69e/HTTz/h4MGDaNmypXwtIiIiordZfsZ5r5uqZty4cTh37pxMOyNS1YSGhmrdXqSqefr0qXoRcZ6ZmZnWVDXZt1uxYgX0iTkQiYiIiPLY6NGjZaCYnb7yD4reh+XKlUP16tU11oseiSri+fLly6NYsWKyV2Ljxo31ci5EREREpDtVjSBS1Wzbtk2mqhk1apTWVDXZrVy5MtdUNYbCHohERERklExMTfNtEQGdo6OjxqKrAtHd3V22Kj979kxjvXj8oqAwISFBBpV9+vR54fvh7+8vX+vOnTuv+E4SERERvVnyM85L+Y+mqmEFIhEREVE+srS0RJUqVeRQY5XMzEz5uFatWrnuu2bNGhmwfvTRRy98neDgYBlYenl55cl5ExEREf0X/fAfTVXDIcxERERklF4nR01+EcOde/bsiapVq8qhyNOmTZO9C1VDXXr06IFChQo9F5yKFukOHTrAzc1NY318fDy+//57vPvuu7IX4927dzFixAgUL15c5twhIiIiepvlZ5w3+j+aqoYViERERET5rGvXrggLC8PYsWNla3TFihWxY8cOdWv1w4cP5XCX7G7evIkjR45g165dzx1PDIm+dOkSFi1ahOjoaHh7e6NZs2aYMGGC3gJcIiIiov8CKyurl46n8iJVzfjx418pVQ0rEImIiIiM2JAhQ+SijWhNzknku1EoFFq3t7Gxwc6dO/P8HImIiIjo9VLViFEj2VPV6Ir73tRUNaxAJCIiIqMkklwTERERkfF5m+K84UaSqoYViERERERERERERHrQ1UhS1bACkYiIiIyTydsziQoRERERGW+cN8QIUtW8PX0+iYiIiIiIiIiIyOBYgUhEREREREREREQ6cQgzERERGSUT07draAsRERERvRzGeYbHHohERERERERERESkE3sgEhERkVEyyTGbHREREREZB8Z5hsd3nIiIiIiIiIiIiHRiD0QiIiIySsyNQ0RERGScGOcZHnsgEhERERERERERkU6sQCQiIiIiIiIiIiKdOISZiIiIjBKTaxMREREZJ8Z5hsd3nIiIiIiIiIiIiHRiD0QiIiIySkyuTURERGScGOcZHnsgEhERERERERERkU6sQCQiIiIiIiIiIiKdOISZiIiIjBKHthAREREZJ8Z5hsceiERERERERERERKQTeyASERGRcTJlOykRERGRUWKcZ3BvzDv+8ccfo0OHDvl9GkRERESUxxjnEREREb3d3pgeiL/99hsUCkV+nwZl06GBHepVtoattSnuPErD4m1xCI3MyHUfZwdTdG5ij3LFLWFpYSK3n78pFvefpsvne7d3QJ2KNhr7XL6TgqnLYvRaFtc6VeH/RR84VS4La+8COPPuYDzbvDf3fepVR+lfR8G+dACSHz3FnR9mIHjxBo1tfAZ9AP/hfWDl6YHYSzdwddgExJy+DEMRvzO71v2Jk/vXICkhDr4lKqFT77Hw8PTVuc++TbNx+cwehD25B3NLa/gGVESrbl+ggLeffD4xPloe89blY4gKfwp7RxeUqdIYzTsPhY2tg0HK9VGHAmhRzxV2tma4dicR0xc/xpPQVJ3bL/g5EAXdLZ9bv3VfBP5a+kT+7Olhib5dPVEmwA4W5iY4eyUOM5Y9RXSs8trUtz4f+qJtM0842Jnj8vVY/PrXbQQ/Tcq1Qa33+75o1rAA3JwtER6Zir/3hmDRqofqbWysTTGwpz/q1nSHk4M5njxLxtotj7Fpx1ODXHv7NvyBMwfXIDkxDkUDKqFdj3Fwy+XaO7h1Nq6f3Y2wp/dgYWGNIsUroVmXL+Dhpbz2VB7eOY89635D8N1LMDU1hWfRkuj55VxYWFrrvVwNK5iiSoAprC2Bh2EKbD2Rgci4l9u3TllTNK1shuPXMrDjTKZ6vb010KyKGfy9TWBlDoTHAocuZ+D6Q97z9M3EhLlx3hSM8948+rgv1avljg4tvRBYzAFOjhb4eOgZ3AlK0HtZjDnO273uT5wScV6iMs7r2Gss3HO51967cQaHts1HcNBVxEWHocew31GmahONbVKSE7B91VRcPbNXxn2uHoXwTvOPULNxNwOUCmhQ3hSVxb3WAngUpsC2Uy9/r32njCmaVDLDiesZ2HlWea8V9+yG5U3h720KJ1sgMQW48SgT+y9mIiUNBtGoollW/BCqwJYT6S9dproifqhiLuOH7ae1f9fq3tgcAYVNsXxfGm48Uhjk2lu7bC727dqMhIQ4BJYqj96Dv4KXd5Fc99u1bR22rF+GmKhIFPUrjo8HDEfxEqXVz+/dsRFHD+7G/bs3kZSUiLkrdsLOXv/fL/7eshEb1q1CdFQkfP2Kod+gT1EisJTO7Y8ePoDlSxYg9FkIvLwLo0fvfqharab6+d+m/IT9e3Zq7FOpSjWMm/ATDGXDtp1YuXELIqOiUdzXB0P790KpEsW1bhv08BEWLF+Nm3eD8Cw0DJ/06YHO7Vo/t11YRCRmLVqGU+cuIDklBYW8PDHy00EoGVAMbyLGef/hHohOTk5wdnY2+OumpuqulMgvb8I5tXzHFk1q2MhKw4lzI5GSqsAXHznD3Ez3PrbWJvi6twsyMhSYuiwaY/6KwKpd8UhI1rzJXb6dgmG/hquXWeti9V4eMztbxF66iStDv3+p7W18C6Pa5lmIOHASR6q2R9Afi1Bu1kS4N62j3sarc0uU+mU0bk+cjiPVOyLu0g3U2DYPlh6uMJQDW+fhyM6l6NRrHD4dvxKWVjaY+2N/pKWm6Nzn7o0zqN3kfQz5fgX6j5qLjIx0zPmxL1KTE+XzsVFhiIkKQ5sPvsIXP21C1wGTcPPSEayZ/a1ByvReS3e0a+KOPxc/xucT7yI5JRMTvvCTlX66fDbhDj4cdl29fP3rPbn+8GllxbSVpQn+94UvxHfX0T/fw5eT7sLczATjhvrAEPedD98tgvfaFJJfzvp/eR5JyRmYMr6crGTXvU9RdGjljakz7+DDwacxY+E9fNipCN5rW0i9zad9iqFGZVdMmHxdbrNm82N8PjAA71R303uZDv89Fyd2L0W7nt9hwNhVsLSyxaLJ/XK99u7fOI3qjT5A/29XoudX85CZkYZFv/ZBaory2lNVHi6e3B/Fy7yDAeNWYcC4NajR5EOYmOj/dlWnjClqlDLFlpMZmPN3OtLSge5NzGH+Ei/t7WaCqgGmCIl8PqjvWMcMbk7Ain0Z+GtLOq4/zESXembwNNyfCqJ8xzjvzTonfd2XRMPWpWuxmLFIeR82FGON8w5unYeju5aiY+9xGPK9Ms6b91PucZ64p3oVDUSHnrrjtq3Lfsati4fRbdBP+OLnrajTogc2Lfofrp3dB317p7QpapQ0xbaTGZi7Ix2p6cBHjcxh9pL3WlFJFxKlea91sAHsbU2w+2wGZmxNx8ZjGSjubYp2NXP54pKHRAOijB9OpGP238oy9Whq8fLxQwkzhERmNTzmVKu0KQzd/LJl3VLs2LoGfQZ/hQm/zoWVtTV+HPs5UnO59o4f3oMlc3/Hu+/3xqRpC+DjV1zuExMdqd4mJSUFFSrXQPvOPQxUEuDIwf2YP2cGun3QA1P+mAVf/2L4/tuRiI6O0rr9jWtXMPmniWjSrCWm/DEbNWq9gx8njMWD+0Ea21WuUh0Llq5VL1+MGGOgEgH7Dh/DX/MX4+Ou72LOlB9RzM8HX303CVHR2jvliPfdq2BB9O/+PlxdtN+L4+LjMWTUWJibmeGnsaOx6M8pGNyrOxzs7fRcGnqbvNY3sgYNGuDTTz/FsGHD4OLigoIFC2LOnDlISEhAr1694ODggOLFi2P79u1y+4yMDPTp0wd+fn6wsbFBYGCgbInObWiLeI2hQ4dixIgRcHV1haenJ7777rtcz0t1jO+//x4eHh5wdHTEwIEDNQI1cdwhQ4bIc3d3d0fz5s3l+itXrqBly5awt7eX5enevTvCw8PV+61duxblypWT5+/m5oYmTZrI8goHDhxA9erVYWdnJ4Pjd955Bw8ePNBaLkG8tjiPf3tO+tS0hg22HErAhZupCA7NwNyNsbJ3YeWSVjr3afWOLSJjMjB/cxyCnqQjPDoTV++lIixKsyUtLQOITchUL4k5Khj1IWznIdwaNw3PNu15qe19+ndDUlAwro/4CfE37uHBX8sQsm4n/D77WL2N37BeeDRvNYIXrUf89bu4PHgcMhKTUeTjd2EIomXw8I7FaNxhAMpWbQzvooHoNuhHxEaH4upZ3a3u/UbORrX6HeFZOADePiVlBWF0xFMEB12Tz3sWCUDPYb+hdOWGcC9YFMXL1ESLLp/h2vn9srJR3zo0dcfKLaE4cSEO94OTMXnuI7g5m6NWZUed+8TGZSAqNl29VK/giCfPUnD5pvJ3tHSAHQq4W2LKvGDcf5wil8nzghHga4MKpfR/U+zcrhAWr36AIycjcPd+AiZOvQE3VyvZc1CXsqUcceREOI6fiURIaAoOHAvHqQtRKBWQ1UpbtpQTtu8LwfkrMXKbzTuf4m5QPEqXcND7tXd812LUbzcQpSo3hmeRQLzb70fERYXi+jndv2M9v5yDynU7omChAHgVLYlOfX9ATMRTPLl/Vb3N9uU/omaTj1CvTT+5neidWK56S5hbPN/DNK/VLGWKQ5cycfORAs+igfVHMuBgC5Qsmnsts6U58G5dM2w+kYGk1Of/nhXxMMHJG5l4HKFAVLzofZiJ5DTA25WtpvRmYpxn/HGevu5LO/eHYuHKBzhzQfsXc30x1jjvyI7FaNR+gBwJIioFuwx8cZxXskI9NO/8GcpW0+x1mN2D2+dRuW4HFCtdXfY+rNGoizz+o3v6710pKtrEffBmsAKh0ZCVffJeWyT3e6KFOdDpHTNsOZGB5Bz32rAYYM2hDNx6rLzP3n+mwL4LGShR2MQgDcW1Spnh0KUM2TPwWZQC64+k/xM/mL4wfnivrjk2HU9Hko52BU8XE9QubYaNRw0zYkZ17W3fvBodu3yMqjXryYrAwZ+PRVRkOM6cOKRzv20bV6JR83Zo0KQNChf1Q5/BI2BpZYUDu7eqt2nVvqusPAwoWdZApQE2bViDZi1aoXGzlihS1BeDhnwOKysr7N2lvIfltGXTelk52PG9bihS1Acf9ugN/2IBshdjduYWFnBxdVUv9g6GGaklrNm0Da2bNUbLJg3hW7Qwhg/qC2srS/y9Z7/W7UsGFMegXh+hcb13YGFhoXWb5es2o4C7G0Z9Nlj2ZPQqWADVKlWQvRCJVF67S8eiRYtkEHTq1CkZZA4aNAidO3dG7dq1ce7cOTRr1kwGQomJicjMzEThwoWxZs0aXLt2DWPHjsXXX3+N1atXv/A1RLB28uRJ/Pzzzxg/fjx2796d6z579+7F9evXZbC3YsUKrF+/XgaaOY9raWmJo0ePYubMmYiOjkajRo1QqVIlnDlzBjt27MCzZ8/QpUsXuf3Tp0/x/vvvo3fv3upjd+rUSf5xTU9Pl4Fj/fr1cenSJRw/fhz9+/d/5e60r3pO+uThbApnBzNcu5fV5z8pRYF7wWkoVkT7HxyhYqCVHKo86D1HTPvSHeP6u8gh0DmV9LWQz0/6xBXdW9vDzubN+xLtXLMiwvcd11gXtvsIXGpWlD+bWFjAqXIZhO89lrWBQoHwfcfgXLOSQc4xMiwYcdHhCChTS71ODDEuWqw8Hty+8NLHEcNPBVt7p1y2iYe1jT3MzPSb9cDTwwKuzha4cC1evS4xKRM37yWiVDHblzqG6FnYsKYzdh3J+vIiey8qgLT0rIAzNU0heySKIc365F3QGu6uVjid7ctUQmIGrt2KRdmSuitFr1yPRZUKLijirRzyX9zXDuVLOeHE2axW3CvXY1CnhhvcXZWVa5XKOcvtT53X7xe3qLBgxMeEo1jprGvP2tYBhYuVx6O7F1/6OMlJymvPxk557cXHRiD43iXYO7ph9sT38ePQOpj3Q3c8uHUW+uZiDzjYmuDe06weAGLY0+MwhawAzE3rGma4HZyJe0+1N4aI4VllfU1hYwmII5X1NZG9EsQXHNIvE1PTfFvedozzjDfO0+d96W3x1sR5MeEIKKsZ5xUpVh4PXyHO08YnoBKun9uPmMhn8jq/e+0kwkLuI6DcO9AnZ3GvtTHBvRDNe21w+Ivvta2qmeH240wEhbzcvdPKUnlsfWdOUMUPd58oXit+uPVYd/xgYQa8V88c206mIz4ZBhP67AmioyJQtmJV9TpbO3sUK1Eat29c0bpPeloagu7cRNkKWfuINDRlK1bD7Zva9zGEtLQ03L1zC+UrVtE4rwoVq+DmDWXniZzE+vKVKj83PPnmjawGb+HK5Qvo+X4nDO7XAzP/nIrYWP2m5FJJS0vHzbv3UKVCOY0yicfXbt5+7eMeO3UGgcX8Me6nKejQox/6DhuJrbtyTwWR3xjnGd5r1wZUqFABY8You+mOHj0aP/74oww0+/XrJ9eJ4HHGjBky2KpZs6ZGcCdaqEUAJgLL3AKl8uXLY9y4cfLngIAA/PnnnzJwbNq0qc59RHA2f/582NraokyZMjIY/eqrrzBhwgT5i6U6lghUVSZOnCgDuEmTJqnXiWMUKVIEt27dQnx8vAwgRTDp4+Mjnxet1EJkZCRiYmLQpk0bFCumzA1QqpTufAq6vOo5lShRQmvXZLFkl5GeAjNz3b0GtXG0V75PondgduKxk53uXxYPFzM0rGqDnccTse1INPy8zfFBCwekZwDHLirvelfupOLc9RSERWeggIsZ3m1sj88/tMD/5kXp/Qb/KqwKuiPlmWYvAPHYwskBptZWsHBxgqm5OVJCI3JsEwG7QH+DnKOoPBQcnDR7C9g7uamfexHxpW/zkh/hW6Ky7HmoTUJcFPZsmIEajTpD31wclRXUohdhdiJPoYvTy/25Ej0V7W3NsOdo1hejG/cS5VDo3p09sWhdiFzX6z1PmJmZvPRxX5eri7JyLypaMwlPVHSq+jltlq59KHNALptRDZmZCpiammD2kiDsPhiq3mbqrDsYMaQENi6qhfT0TGQqgJ//uIWLV/UbwIjKQ9W1lp2dozviY8Je+tr7e/kPKBpQGQULK/+eRYU+kv/v2/gnWnQbIXMfXji6CQt+7oVPJ27ONb/iv2X/T0NGzgBdPFY9p42oDPRyNcHsbbrzw645mIHO9c0wqpsFMjIVcmj0ygMvn++JKD8wzns74rzMjFSYmlm+Mfelt8XbFOfZO+aI8xzdZMXiv9G+xzdYN28cJg1tCFMzc1kh/m6f8fAvmVX5ow/21sr7aUKOe614bPfPc9qU8VHea+dszz0Xu4qNFVCvrBnO3dY9LDjv4wfNLzLisb1m2ncNomFRDF+etVV3z8IW1czwKDTTIDkPsxP5CwUnZ83h+uKxyCGoTWxsNDIzM+Dk8vw+T4KVPbbzQ1xsjIw5nV1ccpyXC4IfZeVvzU6U0dn5+e2jorK+W1SuUg21atdBgYJeCHn6BEsXzcOEsaPw4+Q/YWam36HzMbGxskyuzpqdP1ycnfAwWJn7/XU8eRaKTTt2o0v71vioc0fcuH0Xv89ZAHNzc7RoVD8PzpyMwWt/cxZBn4r4JRHDPVTBliCGYgihocqgYvr06TIwevjwIZKSkuRwk4oVK770awheXl7q4+UW8IqgUqVWrVoyMHz06JE6KKxSJasFQrh48SL2798vh5DkdPfuXdnK3rhxY1k+MexEPH7vvffksB4x7EYMXxHrRcArhryIYFmc66t41XPSFlj+8MMPz7XCV6z/JSo1/CrX165Zzgo92mR1uZ62/PUqH0Rj/P0n6Vi/Tznk52FIOgoVMEeDKjbqCsRTV7MC38ehGQh+Fo2fPnOXvRKvBxkoy/Fb6tzRLVg3L2t4V++vZv7rY25YOAEhwbcxeOxSnT0P5/0yEAULFUOzTp8grzWo6YxPe3irH4+b9u8DjGZ1XXDmchwio9M1hjhPmvEQQ7p7o11jN1lZffBkNG7fT8rziuum9Qvgq0+yfj9HjH+94UCN6njIY33/63UEPUxEgL8dhvYtLpPW79j3TG4j8k6VCXTEyPFXEBKWjAplnDB8oNgmBWcuRudZmS4e24LNi7KuvY8+n/Gvj7l1yXiEBt9G32+WqdepJlio1rArKtftJH/29imNe9dO4Ozh9WjWeTjySjk/E7TNlhtp2b6X+1KSnaMt0LKaGRbvTkd6Lt9RGlVSJopfuCsdiSkKlCpiKisU5+9Il8O3SH9MTN+8Hu5vC8Z5b0ecVySgJ4oG9npj7kv0+s4f3YL187Putb2+/Pdxni4ir+LDOxfRc/h0uLh7I+jGGWxcNAGOLh4IKFs7z16nnK8J2tTIutcu3/9699oWVc2wZG86Ml6iPtDSAvigoRnCYhQ4cCnvKxDL+5miba1s8cPe9NcqU6vqZliUS/wQWMQE/l6mmLFF/9+PjhzYibnTsxo4Roz9Ve+v+barW7+R+mdfP3+5DOzzEa5cvogKFTV7L74tFIpMBBYrhn7d35ePA/z9EPTgETbv2P3GViAyznuLKhBzjp0XLVfZ16mGdoja8ZUrV+LLL7/E5MmTZaAncuf88ssvcsjKq76GON6/JYbLZCcCz7Zt2+Knn56fNUkEiCJwFkNqjh07hl27duGPP/7AN998I89ftLIvWLBA5vERw09WrVolW+zF9qJFXrSG55x1UHSl/rfnpI3oITB8uOYX7E9/eXFloMhzeC84q0XF/J+rwtHOFDHxWe+3ePzwme6bZHRcJp6EaT7/JDwDVUrp7gEZFp2JuIRMFHA1e6MqEEUrtGidzk48TouJQ2ZyClLDo5CZng6rApo9sKwKuiElRD/5i0pXbiSHJ6ukpyuTpYhWaBHwqcTHRMjchi+yYeFEXD9/EIO/XQxnt+dzWyQnJWDuz/1hZW2Hnp//ATNz3cPXX9fJC7FyeLKKaqIUF0dzRMVkXUvOjua49/DFYzcKuFmgYml7/O/P5ysiz1+NR59Rt+BobyYn+klIysTSqSURcipvk9kfORWBa7fOqB9bWih7xLg4WyAiKuu1XJwtcede1lDtnAb38seytY+w97CyR9+9Bwnw9LBG985F5Rc1S0tT9O/uh68nXZX5qASRxyrA3x7vdyySpxWIJSs1ksOTc1574lpzcC6gXp8QGw7Poi/umbN1yQTcvHgQfUcvgZNr1rXn4Ky8jj28NWd68/D2l7kS85LIc/g4POsaUyVvFzMmx2ebhFQ8zpmsXUX0HBA9Dwa0ybqVmpmawKegAtVLmmLCsnQ42wE1Sprhz01pMkeT8CwqE0ULmqB6oCm2ntR/7wii18E47+2I81p0y/09NuR96W3ypsZ5Ynjyc/fa2BxxXmwEvIu+OM7TJS01GTtXT0P3YX+gVCVlpYDIf/jkwQ0c2rYwTysQRZ7D4Gz3WtVkjHY57rXiscgdqI3oeSjvta2y7rWi96tPAYW8j05cka5uDBY5BT9qZIbUNGDVwQw5MiOvidmdg8Oz/k6J0Syq3pXxSVkvKB4/1TKxWvb4YaCO+GH80jT4e5rCxQEY/b7m38luDczxIFSBBTvzLidilep1ULxEGfXjtDTltScmP3Fxzfo9EY99/bWPWHJ0dIapqZm692L2fZxz9Eo0JAdHJ/l3Ojpb70HleUXJvIXaiPPNOcGK3D5HL8bsPL284ejohJAnj/Vegejk6CjLFJljwhQxgYquCVJehpuLC3yKZE2KJYjHh46/+D5D/x36Hbv3D5HvReTMGTx4sEbrqj6IFl3R8i2SYAsnTpyQrbtiSIgulStXxrp16+Dr6yu76GojglqRNFssYtiOaOXesGGDOpATw1DEIoI7ETwvX75cBpYiybdIkp3dhQsXdCYvfZVzykkkgxVLdmbmL650EYmIk1M1WwSj4zJQ2t8Cj/6pMLS2NIF/YQvsP5Ptbp/DnUdp8HTT7LItHkfE6P4y4OJgCjtbE8TEvVlfoqNPXIBHy3oa69wb10bUCWXOGUVaGmLOXYV7o1p4tvmf3BAmJnBrWAsP/tLem+/fsraxk4uK+MLi4OyOO1dPoJBvKXWPwYd3L6FWk246jyP227jof7hyZg8GjlkI1wKFn9tGHGfOT/3kxBW9vpgOC8tXGwb/spKSM5GUrFmBFxmdhgql7XHvUbJ6RsdAf1ts2//iHEtN67ggJjYdpy7pHhsaG6+81iuUtIOzgzlOXMjbWcCTkjLwOEnz90n0CKxawQV3gpS9c21tzFC6hCM2/q17mIG1lRkyc3wpFcNfVQ1tItejhYX44qq5nxhWltcTFlvZ2Mkl+zVk7+QuewZ6+fxz7SXFI/juJVRrmPu1t23pRFw7uwd9Ri2Ci4fmtefsXkhWSIY/1ZzlLjzkAUqUr5unZRIzJOYcQhyXqJCt/SFRyr9HVhZAIQ8TnL6l/e+TyFk0fbNmRUGH2mYIjwGOXM2Qn41I+i7k/AohnnvVHGpEbyrGefkX573M8GVD3ZfeJm9inKftXivS1Ig4z1t1r02Mx6O7l1Czse577YtkpKfLSfFy9twROb1ED6S8vtem5qiTjktSyMox0Zim6jFY2N0EZ3Tca0XOw79y9MJr/8+99ug/91rVcUTloeiluOJAxkv1Vsyb+EHxT/xgom5wVMUPp27qjh9Ew2J2Hd9R9po8ciVTlunw5QyczTEEe0h7C2w/nYGbwXlbOBtbO7moS6RQwNnFDVcunoGvv7L3cmJiAu7euoamrTpqPYaYUMSveCCuXDqLarWUFdOiQejqxTNo1towEw9pI/4WFyteApcunkPN2nXU53Xpwjm0aqs5AZZKYMnS8vl2Hd5Tr7tw/gwCS2ZVsuYUHh6GuLhYnZWSecnCwlzmKjx36TLq1qymLtPZS1fQsZVykq7XUbZUIB490Wywf/T4KQp6ZDVgEBkk+6PI+yISRO/cuVPmdfn2229x+vTpf33cHj16yEAuOzFkRswEKJJ4//333zK3jpj5TpUXR5tPPvlE5rgRCbTFeYmgV5yrmGlQzCwoWqBFjhpRBjE0RyTsDgsLkzlwgoKC5DmIXD9iRj7Rcn379m11fhyRIFvst3jxYrlenE/OQPN1zknfdp9MQpu6dqhYwhKFCpihb0dH2cPw3I2sIchfdndGo2pZyT12nUiUlYyt69jK/IY1ylqhfmUb7Dut7GFmZWGCzk3t4F/IHG5OpijlZ4FPuzkhNDIDV+7mbS+wnMzsbOFYoaRcBFu/wvJn6yLKVv7AicNRYUFWL4AHs1fC1q8ISv7wlcx14zPwA3h1bomg3xaqtwmatgBF+nRBoe4dYF/SH2WnfwdzOxs8WrQehiC+7NRt0QN7N87C1bP78PThLaycOQqOzgXkbH0qsyb1wtFdyzSGLYvh0B988ovsXRgbHSYX0SKtrjz8sS9SU5LQud8EWTGk2kbkNtG3jbvD0a1NAdSo6ADfQlb4sm9hRESn4/i5rIq+SV/6oU0jzV4Boi6m6Tsu2HMsCto6sIjKxUB/G3h6WMpJVkYPLipf63GIfq89Yc3mx+jZtSjeqe4Gfx87jBleEhGRKTh8IqsXw7SJ5dGpddZw7qOnI9Cjiw9qVXWFZwEr1Kvphq4dCuPQceU+iUkZOH85WvYIqVTWCV4FrdGycUG0aFhQvY0+r71azXrgwJaZuH5+H0Ie3cK62aPg4FIApSpnzfq44KdeOLFnmcawZTEcuvPAX2BpbYe46DC5qK49cdw6LXvjxJ6luHJ6JyKePcCedb8h/Ok9VKmn/+DzxPVM1CtnisDCJijgrAzm4xKBGw+zvjD3bGomezyovkSIIcjZF7FODFNWDU0WX3AiYhVyuHQhNxOZbL12aVP5RUP0YiA9E/f+/Fr+QxjnvX1xnj7uS4KDvTmK+9nBt4iyMqJoIVv5WEyQpk/GGufVadED+zbOwjUR5z26hVWzno/zZk/qhWPZ4ryU5AQ8eXBdLkJk2GP5c1S4snLY2tYe/iWr4e8Vv+LutVOIDA3GmUMbcO7IZpSpqnvm5rxy8nom6pY1lTMky3tt7X/utdny/HVvbIZqJbLutaIHf/ZF5BIWEzyqevaLysPujcxgaW6CzcczZAWe6NUoFkO01R2/noH65c3ksOMCziboVMf8n/gh6z7/cTNz2btQVabQaIXGItYlpSjXq3Iw59xGiElQIFp3R+E8u/ZatuuCjasW4czJw3h4/y5mTBkveyOKWZlVJn7zKXZuXat+3LpDN+zfuRkH9/6Nx4/uY/5fvyAlORn1m7RRbyMmZ7l/7xZCngTLx48e3JWP4+PytkE/u/YdO2P3jm3Yt2cnHj18gJnTpyE5JRmNm7aQz0/79QcsWTBHvX3b9p1w/uxpbFy/WuZJXLF0Ie7evqWucBSNWAvnzZSTrTx7FoKLF85h0vgx8PIqJCdbMYTO7Vtj66592LHvIB48CsbUmXORnJyClk0ayOcnTf0Tsxcv15h45fa9+3JJT0tHeESU/Dn4aUjWMdu1kpOwLF2zQa7fc/CInESlQ6tmeGMxzjPOHogDBgzA+fPn0bVrV/kHSQRLopV6+3btU6e/LBHk5QwYRQ4bEcjWq1dPJpoWr/Xdd1n5RLTx9vaWrecjR46UeW/EfqLluUWLFvL4jo6OOHToEKZNm4bY2Fj5nBim07JlSzlj3o0bN+TsehEREXLYiQgKRZkFkTNHBNIjRoxAcnKynOFPBMSXL1/+V+ekb9uPJsoKv55tHWBrbYrbD9MwZWm0nBBFRQw7drDNOheR/3D6qhg5MUq7+nYIi8rAip1xOHFZWekoWq2LFDDHOxVsYGttIiskr95NxYb98RrH1QenKmVRa+8S9ePSv34t/3+0eD0u9RkNKy8P2PwTZApJ94Nxut0AlJ48Gr6f9kBycAguDxiD8N1H1Ns8XbMdlh6uKDFuKKw8PRB78TpOtemL1BwJt/WpQZs+sqJv7bxxcjZlMRlK35GzNXoMRjx7JCdCUTm+Z6X8f+bEnhrH6tL/f6hWvyMe378mezEKPw1X3lhVRk/bDVcPza7teW3t9nBYW5ni056F5GQoV28nYuyUII0ZlL0KWMLJQbO3qxi6XMDdErsPa5+BuJCnJXq+WxAOdmYIDU/Dqq1h2LBLvxVtKsvWPYK1tZmc8MTezhyXr8Xgi3GX5UzQWednA+d/JpFRTZDS70NffDEoAC5OFjLH1OYdT7FgZdbw7HE/X8OAnv4Y+2UpONqbIyQsBbOX3MfG7Xk73Febuq36Ii0lCZsXiGsvFkVLVEaPLzSvvcjQh0jMdu2d2qe89ub/qHntdewzCZXrKlu0azfvifS0VGxf8SOS4mPgWTQQH381D64Fiuq9TEeuZsoegyK3kbUl8DBUgaV7NPMTuTiYwNb65cdEieFTS/emo2llM3wgv9woey5sOJqB24/foJmjiP4FxnlvX5ynr/tSnRpu+GZY1vDa8SNLy//nL7+P+Sv0N5GCscZ59f+J89bNz4rzeo/Iea/VjPOC713F7Ekfqx9vXaasOK1StwO6DFBO2vPBkF+xfdVUrJwxAonxMTIPYvPOn6Fm4656L9PRa//ca2tku9fu08xv6PqK91oxzLmwh/L3ZmgHzcrqaRvSEKPsaKs3otegqLxsV8tcWaZnCizZk/Zc/GBn9fZ012377key8m/unz8hMSEegaXLY9T3U2CZ7dp7FvIYcbFZKXNq1W2C2JhorF02R05E4uMfIPfJPoR5z/YNWLdivvrx96OUPdcHfvYN6jdprZey1KnfEDGx0VixZIGcCMXPvxjGjf9JfV5hYaEas+qWLF0Ww0d8g2WL52PpwnnwLlQIo74dDx9fP/m8+Bt9P+ge9u/ZhYSEeLi4uqFi5ar4sHsvWFi82qRWr6tR3dqIjo3FguWrERkVjeJ+vvh53Gi4OiuHMD8Lj9AoU3hkJPp9PlL9eNXGLXKpULY0fvufcjKzkgHFMWH0F5izZAUWrVoHr4IeGNK3J5o2yNtRQPR2M1HkTNzyFhNJrqOjo7Fx48b8PpU3Ru/v376Z8V7k3YnG90cs4/g1GJuZfxlfmWLDXjyM+m0y9Gvj+126elv/PXcM7fse+u25Y8wiJyorefKD65hZ+fbaxopx3vPqtD0IYzN6R38Ym7RjxhcTXdQxPPdtJnJkG5sOtXSn9Xkb2Zi9OD3X28Y5TZlX1ph4lcx9ErW8wjjP8P67fS+JiIiIiIiIiIjozRjCTERERGRoJnk9oxARERERvREY5xmeUVUgLlyYlfiYiIiIiIwH4zwiIiKi/MMqWyIiIiIiIiIiIvpv9EAkIiIiUjN9e2a8JCIiIqJXwDjP4NgDkYiIiIiIiIiIiHRiD0QiIiIySiambCclIiIiMkaM8wyP7zgRERERERERERHpxApEIiIiIiIiIiIi0olDmImIiMgomTC5NhEREZFRYpxneOyBSERERERERERERDqxByIREREZJxO2kxIREREZJcZ5Bsd3nIiIiIiIiIiIiHRiBSIRERERERERERHpxCHMREREZJSYXJuIiIjIODHOMzz2QCQiIiIiIiIiIiKd2AORiIiIjJMp20mJiIiIjBLjPIPjO05EREREREREREQ6sQciERERGSUTE+bGISIiIjJGjPMMjz0QiYiIiIiIiIiISCdWIBIREREREREREZFOHMJMRERExonJtYmIiIiME+M8g+M7TkRERERERERERDqxByIREREZJRNTJtcmIiIiMkaM8wyPPRCJiIiIiIiIiIhIJ1YgEhERERERERERkU4cwkxERETGyYTtpERERERGiXGewfEdJyIiIiIiIiIiIp3YA5GIiIiME5NrExERERknxnkGxx6IREREREREREREpBN7IBIREZFRMmFuHCIiIiKjxDjP8PiOExERERERERERkU6sQCQiIiIiIiIiIiKdOITZyE2xHg9jc+j4NRgbs1qlYWzGXzkBYxOfVhzGpHrMBhibetX9YXwq5fcJvL2YXJuM3OypATA2t8YaX5xnUdv44ryLg7bB2Jga4XDI/mdGwZiYffI1jM3tDOP7O+5lqBdinGdwxvdXkoiIiIiIiIiIiPIMeyASERGRUTIxZTspERERkTFinGd4fMeJiIiIiIiIiIhIJ1YgEhERERERERERkU4cwkxERETGyYTJtYmIiIiMEuM8g2MPRCIiIqI3wPTp0+Hr6wtra2vUqFEDp06d0rntwoULYWJiorGI/bJTKBQYO3YsvLy8YGNjgyZNmuD27dsGKAkRERERGRtWIBIREZFxEsm182t5RatWrcLw4cMxbtw4nDt3DhUqVEDz5s0RGhqqcx9HR0c8ffpUvTx48EDj+Z9//hm///47Zs6ciZMnT8LOzk4eMzk5+bXeTiIiIqI3xlsU5xmL/27JiYiIiN4QU6ZMQb9+/dCrVy+ULl1aVvrZ2tpi/vz5OvcRvQ49PT3VS8GCBTV6H06bNg1jxoxB+/btUb58eSxevBhPnjzBxo0bDVQqIiIiIjIWrEAkIiIi482Nk09LSkoKYmNjNRaxTpvU1FScPXtWDjFWMTU1lY+PHz+us3jx8fHw8fFBkSJFZCXh1atX1c8FBQUhJCRE45hOTk5yaHRuxyQiIiJ6K+RjnPdfxQpEIiIiojz2ww8/yAq77ItYp014eDgyMjI0ehAK4rGoBNQmMDBQ9k7ctGkTli5diszMTNSuXRvBwcHyedV+r3JMIiIiIiJdOAszERERUR4bPXq0zGmYnZWVVZ4dv1atWnJREZWHpUqVwqxZszBhwoQ8ex0iIiIiIoE9EImIiMgomZia5tsiKgvFJCfZF10ViO7u7jAzM8OzZ8801ovHIrfhy7CwsEClSpVw584d+Vi13785JhEREdGbKj/jvNcxffp0+Pr6wtraWqaUOXXqlM5tFy5cKHNdZ1/EftmJfNdjx46Fl5cXbGxsZNqa27dvQ59YgUhERESUjywtLVGlShXs3btXvU4MSRaPs/cyzI0YAn358mUZRAp+fn6yojD7MUUeRjEb88sek4iIiIj+vVWrVsmRKePGjcO5c+dQoUIFNG/eHKGhoTr3EY3PT58+VS8PHjzQeP7nn3/G77//LifeE/GdnZ2dPGZycrLeysEKRCIiIjJOJqb5t7wiEVTOmTMHixYtwvXr1zFo0CAkJCTIWZmFHj16yGHRKuPHj8euXbtw7949GYh+9NFHMrDs27evsugmJhg2bBgmTpyIzZs3y8pFcQxvb2906NAhD99kIiIionzwFsV5U6ZMQb9+/WRcV7p0aVnpZ2trK/NZ6yyeiYlsDFYt2fNai96H06ZNw5gxY+REeuXLl8fixYvx5MkTbNy4EfrCHIhERERE+axr164ICwuTQ1HEJCcVK1bEjh071MHiw4cP5czMKlFRUTIQFdu6uLjIHozHjh2TQanKiBEjZCVk//79ER0djTp16shj5hwCQ0REREQvLyUlRS7ZiVQ12tLVpKam4uzZsxoNwSKmE0OOjx8/rvM14uPj4ePjI0elVK5cGZMmTUKZMmXkc0FBQTIGFMdQERP2iaHR4pjdunWDPrAHIhEREdEbYMiQIbIXoQhIxVAUEQSqHDhwQObDUZk6dap6WxFAbtu2TeZAzNlyLXoqiufFcJY9e/agRIkSBi0TERERkbH54YcfZIVd9kWs0yY8PFymmsneg1AQj0WMpk1gYKDsnbhp0yYsXbpUViKKCfOCg4Pl86r9XuWYeYE9EImIiMg4mZrk9xkQERERkZHFeaNHj5bpZ7LTNVne6xD5qrPnrBaVh6VKlcKsWbMwYcIE5BdWIBIREREREREREb0EKx3DlbVxd3eHmZkZnj17prFePBa5DV+GhYWFHGly584d+Vi1nziGagI91WORBkdfOISZiIiIjJKJiWm+LURERESkP29LnGdpaSlzVe/du1e9TgxJFo+z9zLMjRgCLSbEU1UW+vn5yUrE7MeMjY2VKXBe9pivgz0QiYiIiIiIiIiI9GD48OHo2bMnqlatiurVq8sZlMVEd2JWZqFHjx4oVKiQOo+iyGFds2ZNFC9eXE6E98svv8jc13379lXnuR42bBgmTpyIgIAAWaH47bffwtvbGx06dNBbOViBSERERMaJORCJiIiIjNNbFOd17doVYWFhGDt2rJzkRAwz3rFjh3oSlIcPH8qZmVWioqLQr18/ua2Li4vswXjs2DGULl1avc2IESNkJWT//v1lJWOdOnXkMa2trfVWDlYgEhERERERERER6cmQIUPkos2BAwc0Hk+dOlUuuRG9EEVPRbEYCpP0EBERERERERERkU7sgUhERETGiZOZEBERERknxnkGx3eciIiIiIiIiIiIdGIPRCIiIjJOJm9Pcm0iIiIiegWM8wyOPRCJiIiIiIiIiIhIJ1YgEhERERERERERkU4cwkxERETGyZTtpERERERGiXGewfEdJyIiIiIiIiIiIp3YA5GIiIiMkwnbSYmIiIiMEuM8g8v3d/zjjz9Ghw4d8v0Y+nztBg0aYNiwYerHvr6+mDZtmgHOjoiIiCj/MM4jIiIiMg753gPxt99+g0KhwNvqdc7/9OnTsLOzUz82MTHBhg0b8i041sayUj1Y12gMEztHZIQ+RtKeNch4+kDn9iZWNrCu1xYWJSrAxNoWmbFRSNq7Fun3rsnnzQoXg3WNJjArWBSmDk5IWD8babcvGbBEkJ/TrnV/4uT+NUhKiINviUro1HssPDx9de6zb9NsXD6zB2FP7sHc0hq+ARXRqtsXKODtJ59PjI+Wx7x1+Riiwp/C3tEFZao0RvPOQ2Fj66DX8rjWqQr/L/rAqXJZWHsXwJl3B+PZ5r2571OvOkr/Ogr2pQOQ/Ogp7vwwA8GLN2hs4zPoA/gP7wMrTw/EXrqBq8MmIOb0ZRjyc1q3fA7279qEhIR4lChVDr0HjYCnd9Fc99u1bS22bViKmKhIFPUrjp79v0CxEmU0trl94zJWL5mJu7euwsTUFD5+JTDq+2mwtLLWe5m2rJyBw3vWIykxDsUCK+KD/l+joLePzn1uXT2LXZsW4eG964iJCsOgEVNQsUYjjW22rJqB00d2IioiBObmFijqXxodPhgCvxLl9FqeVXuPY9GOw4iIiUeJIp4Y+WFblPUvonXbvWevYN7Wg3gUGoH0jAwULeiO7s3roE3tShrvz4yNe7Dh0BnEJSahQnEffN2jPXwKusNQNmzbiZUbtyAyKgbFfIvis/69UKpEca3bBj18hPnL1+DW3XsICQ3HkD490LldK53HXrZ2E2YvWYH32rbEp3176rEU9BxTk/w+g/88xnlvZpz399YN2LhuFaKjIuHrVwx9Bw5FicBSOrc/evgAViydj9BnIfDyLowevfqjSrWaWred8ecU7Nq+Bb37fYK2Hd6DoYjPafe6P3FKxHmJyjivY6+xcM8lzrt34wwObZuP4KCriIsOQ49hv6NM1SYa26QkJ2D7qqm4emavjPtcPQrhneYfoWbjbnotj7HGeUK3Vq5oWssRtjamuBGUjNmrw/A0LC3XfVydzNC9nTsql7aFpYUJQsLT8OeyUNx9lCKfX/+79nv2oo3h2LQvGvrWtaULmtRykGW6Kcq0JhwhYekvLNNH7VxRqZSqTOn4a7koU6p6m0IFLfBRW1eULm4DM1Mg+Fkqfp3/DOFRGXotj13d5nBo3BZmjs5Ie/wAUWvnI+3BXa3begwdB6sAzZhbSLp6DhEzfwRMzeDUphusy1SCmVsBKJITkXzzMmI2LZffGQ0b50WjuK8Phr4gzluwfDVu3g3Cs9AwfCLjvNbPbRcWEYlZi5bh1LkLSE5JQSEvT4z8dBBKBhQz2N+8zStn4vDuDUhMjEPxkhXwofx+kft3pv3bV2HnxsWIiY5AEd8SeL/vCPgFlFU/HxMVjrWLp+HaxZNITkqAp7cvWr3XB1VqNcYbh3Hef68HopOTE5ydnfG2ep3z9/DwgK2tLd5UFiUrw6ZRRyQf3Y64hT/JCkS7Lp/AxNZe+w6mZrDrOgSmTq5I2DgPcXMmIHHHcmTGxag3MbG0UlZE7l6F/HJg6zwc2bkUnXqNw6fjV8LSygZzf+yPtFRl4KHN3RtnULvJ+xjy/Qr0HzUXGRnpmPNjX6QmJ8rnY6PCZOVOmw++whc/bULXAZNw89IRrJn9rd7LY2Zni9hLN3Fl6Pcvtb2Nb2FU2zwLEQdO4kjV9gj6YxHKzZoI96Z11Nt4dW6JUr+Mxu2J03GkekfEXbqBGtvmwdLDFYaydf0S7Ny6Gr0GjcT4X+bCysoGP44bhtRcPqfjh3dj2bzf0KlbX0ycughFfQPkPjHRkRqVhz99NwzlKtXA+MnzMWHyAjRr856sSNS3nRsXYt/fy/HhgG8w6oclsLK2we8TBud67aWmJKGwuKn3G61zG1EB+X7fURg7ZS2+mrgAbgW8MW3CIMTFZJU7r+08dQmTV/2NAe0aY/m4T1CiiBcGT1mAyNh4rds72dmib5sGWPTNQKwePxTt61TGd/PX4diVW+ptFm4/hBV7jstKw8VjBsHGyhKfTF6AlLTcv0zklX2Hj2H6/CXo2fU9zJnyA4r5+eDL735AVHTW37DsklNS4V2wAPp3/wCuLrn//b9++y4279wjKyWJ/osY5715jhzahwVzZqDrBz0x+ffZsgJx/LcjEB2t/Yv8jWtXMOXnCWjcrBUm/z4HNWrVwY8Tv8WD+0HPbXvi2GHcunENrm6GawBSObh1Ho7uWoqOvcdhyPfKOG/eT7nHeakpifAqGogOPXXHbVuX/YxbFw+j26Cf8MXPW1GnRQ9sWvQ/XDu7D/pkrHFexybOaF3PCTNXh2HUlGCkpGbi20HesDDXXRFgZ2OKScMKIyNDgQkznuCzSQ+xcGM44pOyKtF6fxOksfy57BkyMxU4cVF7fJKXOjR2Qqt6jpi9OhxfT32ClFQFvh3o9cIyTfzMG+kZwP9mhuDzH4KxeGME4hMz1dsUdDOX2zwOTcN3fzzBFz8FY+3OaKSm6bdRxqZyLTh37IHY7Wvx7OeRSH38AB6Dv4GpvaPW7cPn/oonX/dTLyH/Gw5FRgaSzh+Xz5tYWsKiiB9id6xD6M8jETF3MiwKeMN9wAgYKs77a/5ifNz1XcyZ8qOM8776bpLOOC8lJQVeBQuif/f3dcZ5cfHxGDJqLMzNzPDT2NFY9OcUDO7VHQ72WY1H+rZjwyLs3bYCHw38Gl//uEj+zZs24ZNc/+aJjgerF0xB2y798e2vy1HYNwDTxn+C2Gzfmeb/PhYhjx9gyOip+G7qalSq2QizJo/Ew3s3DFQyepO90jdnMUTj008/lcM0XFxcULBgQcyZMwcJCQno1asXHBwcULx4cWzfvl1un5GRgT59+sDPzw82NjYIDAyULbm5DQ0RrzF06FCMGDECrq6u8PT0xHffffdS5/frr7/Cy8sLbm5u+OSTT5CW7cunaP3duHGjxvYiIFy4cKH8+f79+3Kb1atXo27duvJ8q1Wrhlu3bsmW5KpVq8Le3h4tW7ZEWFiYzvMX70WPHj3ktuJcJk+e/Nx5Zh/aIn4WOnbsKF9fPBbnYmpqijNnzmjsJ/bx8fFBZmbWjUUfrKo1QurFY0i9fAKZESFI2rkSSEuFZblaWre3LF9L9joUvQozHt9DZmwkMh7dQWbYY/U2oidi8uGtBu91mL2F5vCOxWjcYQDKVm0M76KB6DboR8RGh+LqWd2tuf1Gzka1+h3hWTgA3j4lZQVhdMRTBAcpe1Z6FglAz2G/oXTlhnAvWBTFy9REiy6f4dr5/bKyUZ/Cdh7CrXHT8GzTnpfa3qd/NyQFBeP6iJ8Qf+MeHvy1DCHrdsLvs4/V2/gN64VH81YjeNF6xF+/i8uDxyEjMRlFPn4XhvqcdmxehQ5deqFqzXoo6heAQZ+PQ3RkOM6eOKRzv+2bVqBhs/ao36QNChf1Q+/BI2FlZY2De7aqt1kydxqat+mCdu/1QOGi/vAu7IOadZrAwsJS72Xau3UZWr3XDxWrN5SVgr0+nYDoqDBcOLVf535lK9eRvQkr5eh1mF31uq1QqkJNeHgWhnfR4uj88RdIToxH8IPbeioNsHTnEXSqVw3t61ZBsUIF8U2P9rC2tMTGw2e1bl+1pD8aVSkDf+8CKFLADR80fQcBhT1x/tYD9fuzfPcx9GvbEA0rlZYVkhP6dkZYdBz2n1P+nunb6k3b0KZZI7Rq0gC+RQvji0F9YW1lib/3HNC6famAYhjU6yM0rlcblha6O/InJiVj4pQ/8NUn/Q0aUBK9LsZ5/404b/OGNWjaojUaN22JIkV9MXDIcFhZW2PvLuXnmtPWzetQqUp1dHy3G4oU9cEH3XvDv1iA7MWYXUR4GObO/B2ff/UNzMzMYEjiXnJkx2I0aj9AjgQRlYJdBr44zitZoR6ad/4MZatp9jrM7sHt86hctwOKla4uex/WaNRFHv/RPf322jPGOE9oU98Za3dF4fTlBDx4korfl4TKnnjVy+u+T3Zs4oLw6HT8uTwUdx6mIDQyHRdvJOFZeFasHR2XobFUK2eHK7eT8CxCv/G40Lq+E9btisbpK4myTH8sDYWLKFM53Q0JHZo4IyJa9DgMyyrTTc3z/aCNK85dS8TSzZEIepwqnztzJRGx8fr9G+HQsA0Sju9F4skDSA95jOhVc6BITYVdrYZat1ckJsiOI6rFumR5KFJTkHT+hPL55CSET58oKxTTQ58i9f5tRK2ZD8uixWDm4gZ9W7NpG1o3a4yWTRrKOG+4Os7THoeXDCj+T5z3DiwsLLRus3zdZhRwd8OozwbLnoxeBQugWqUKsheiISi/XyxH6/f6omL1BvL7Re+h4xEdGYbzp7THr8LuLctQt2lHvNO4PbyL+OOjAd/IkVhH921Sb3P35kU0atVV9koU3zHadO4LW1sHPLh73SBlozfbK3e9WbRoEdzd3XHq1CkZZA4aNAidO3dG7dq1ce7cOTRr1gzdu3dHYmKiDIAKFy6MNWvW4Nq1axg7diy+/vprGby96DXE0I+TJ0/i559/xvjx47F79+5c99m/fz/u3r0r/xf7i4BRFTS+inHjxmHMmDGyLObm5vjggw9kkCsC4sOHD+POnTuyHLp89dVXOHjwIDZt2oRdu3bhwIED8li6iKBVWLBgAZ4+fSofi+CySZMmcl124rEIZEXQqTemZjDzLIL0BzezrVQg/f5NmBdSDtvNyaJ4OWQ8CYJN065wHDIJDr2/hlXNZiKax5siMiwYcdHhCCiTVQkqhhgXLVYeD25feOnjJCfGyf9t7Z1y2SYe1jb2MDPL9wwBGpxrVkT4PmVLoErY7iNwqVlR/mxiYQGnymUQvvdY1gYKBcL3HYNzzazhpvoU9uwJoqMiUKZCNfU6Wzt7ORT59k3tgXp6WhqC7txE2YpZ+4jfkbIVqsleh4LoiSiGLTs6u+C7Ef0wqHtLTBg9CDevvfxn/7rCnz1GbHQ4SpWvoV5nY+cAv4ByuHfzYp69jngfDu9eBxtbezkcQR/S0tNx/cET1ChdXOO9rlG6GC7dffhSwc7Ja3dwPyQMVQKVX6ofh0UhPCZOHkPFwdYaZf0Lv9Qx/620tHTcuhuEKhXKaZRJPL56M6uX5OuYNms+alWphKoV9TuknF6QXDu/lrcU4zzjjvNEpevdO7dQoWIV9TrxeuUrVsbNG1e17nPzxjWN7YWKlavhVrbtxbUwbfIPaP9uVxT10R4v6j3OiwlHQFnNOK9IsfJ4+ApxnjY+AZVw/dx+xEQ+k/exu9dOIizkPgLKvYM3ydsQ54kedS5O5rh4UzmSR0hMzsTtBykI9NWdTkZUBt59mIIve3liwf988euIImhSS3tvOMHJwQxVythh74lY6FuBf8p06VaSel1iskKWqYSf7jJVLWsrhyp/8XEBzJvog1++KiSHQKuIr1FiuPbT0DSMGegpt/nhc29Uy6VSMk+YmcGiiL8cYqymUMjHli8ZX9rVaoTEc8dkJaIupja2UGRmIjMp61rQV5x38+49rXHetZuv3+B+7NQZBBbzx7ifpqBDj37oO2wktu7KPcVAXn+/iBHfLypkfb+wtXOAf0BZ3Lt5Sed3BVEJmP07iXgvxOO72fYpFlgBp4/uQoKoEM7MxKkjO5GWloLAspr3gTcC4zyDe+UajgoVKsjASxg9ejR+/PFHGWj269dPrhNB14wZM3Dp0iXUrFkT33+f1e1etFAfP35cBpZdunTR+Rrly5eXAZ4QEBCAP//8E3v37kXTpk117iNaysV2osWzZMmSaN26tdxHdV4v68svv0Tz5s3lz5999hnef/99eZx33lEGCaKlXVfAGh8fj3nz5mHp0qVo3FiZI0AEuSK4zm2Yi6qVXLTCq/Tt2xcDBw7ElClTYGVlJYPTy5cvy4BVF9HdWiwa69IzYGX+8q3AYpiyiakZMhOUFWUqmYmxMHcrqHUfU2c3mDqVQOq100hYMwOmLh6wadZV3oBSjmpvzTY0UXkoODhpDqmxd3JTP/ci4g/o5iU/wrdEZdnzUJuEuCjs2TADNRp1xpvGqqA7Up5pllU8tnBygKm1FSxcnGBqbo6U0Igc20TALtDfIOcoKg8FJ2fNoTTiseq5nOJio5GZmfHcPqKy8Mnj+/Ln0JAn8v/1K+big15D4eMXgMP7t2PSmE/x05/LXphf8d8QlYfK89FsYXV0cpW5R/6tS2cOYe7UkUhNSYaTizuGjZspc3HqQ1RcIjIyM+HqqJnOwM3RHvefZvXYySkuMRnNv/hRVkCamphidPd2qFlG+TsUHqv8W6PtmCLHor7FxMbKMrk4azYKiMcPg7N6Ub+qvYeO4da9IMz69X95cJZEhsM47+2K81JTUmBpZfXS5Y+LVX4hdHLWvE84O7vg8SPtjTYiT6Kzlu2jorKGPG9Yu0J+Nm3aGa4nW3aqWM7eMUec5+gmKxb/jfY9vsG6eeMwaWhDmJqZy56k7/YZD/+SVfEmeRviPGdH5VfPmDjN/H3RcelwcTTLteKxeR1HbNkfjXW7I1G8qDX6vOuO9AwFDpzS/M4iNKzugKTkTJy4mAB9c3FQnrfo9ZidKKPzP8/pKlOzdxyw9UAM1u+ORrGiVujVyQ1p6QocPB0PJ3sz2Fibyp6KK/+OwtItkahYygZf9S6I7/58imt3k/VSHlM7R5iYmSEzVjNvZGZcNCwKer9wfwufYrDwLorI5TN0b2RuAad2HyLp7FHZO1HfcZ74m+eqNc5Tfj94HU+ehWLTjt3o0r41PurcETdu38XvcxbIhqkWjepD31TfIcT3iewcnN1kDkNt4uOU35kcn/vO5IqQf74zCQO+/EkOWR7Ws6HsECN6KA4eORkFvJiOh16jAlEEfSoiUBDDSMqVy6rRF8NdhNDQUPn/9OnTMX/+fDx8+BBJSUlITU1FxYoVX/o1BDFERHU8XcqUKaMxXELsIwKxV5X9tVVlyVk+XeciWsZF+WrUyKrVF8NzxJCeVyWGy4jhOSLpdrdu3WQw27BhQ/VQGG1++OEHjUBeGNm4GkY1rQ69MjGFIjEOSTtWyBaqjGePYOrgDKvqjfOtAvHc0S1YNy9rSFTvr2b+62NuWDgBIcG3MXjsUp09D+f9MhAFCxVDs06f/OvX+y84emAH5v31k/rxV2OfHwqWFxQK5VCPRs07ymHOgm+xQFy9eBoHdm9Ft56D8+y1Th7ahmWzJqofD/n6D+hTYNlqGPPrKhkUHNm9HrMnj8CoH5c+F1DkJztrS6z87lMkpaTg5LW7mLzybxT2cJXDm41RaFg4/pi7CJPHfw0rS/0OkacXeIN6wr8tGOe9XXHe4E+H45OhXyA/3b19E1s3rZP5FEXlmiGcP7oF6+dnxXm9vvz3cZ4uIq/iwzsX0XP4dLi4eyPoxhlsXDQBji4eCChbW2+vawzqVbXHgK4F1I//N+v1KmzEdXX3UTKWbVXmaQsKTkVRL0s0f8dJawVio5qOOHwmTlbG5bW6VezRv2tWRfUPs0Jeu0z3HqVg+VZlRbwYoizK1OwdR1mBqPpVEsOiRSWjcP9xquypKbbRVwXiv2VXs5HMmahrwhUx2s2t9+eACRC1ei7eVuK7RWCxYujX/X35OMDfD0EPHmHzjt16qUA8cfBvLJ2V1Sj96Te/Q182Lv8LSQnxGP7dDNg7uOD8qf2Y9etIjPjfPBT20d6JJt8wznvzKxBz5gEQf/yyr1MFDqKmf+XKlbKlV+SHqVWrlsyd88svv8ghK6/6Gi/KB/OifcTjnLPoZc+do+04qrLkXKfv3DSCpaWlzLEjhrN06tQJy5cvfy6vUE6ip8Dw4cM11iX9MfKVXleRGA9FZgZM7RyQvR3N1NYRigTtwwAU8aI1O0NWHqpkRITAVAzzNTUDxHMGVrpyIzk8WSU9XTmbmWiFFgGfSnxMhMxt+CIbFk7E9fMHMfjbxXB2ez63hZihau7P/WFlbYeen/8BM3Pt+TLyk2iFFq3T2YnHaTFxyExOQWp4FDLT02FVQLOnnFVBN6SE/LvWe10qV6+rMVNyenqaesixi2vWuYrHPv7ab1gOjs4wNTXTmDBFiI2OgtM/vf6cXZTHKlRE84uZdxFfRIS/XuCnS4VqDeTwZJX0NOW1FxsdAads115sTGSeDDUWE7KIFkGx+Jcoj28/aYujezegZac+yGsuDrYwMzV9bsKUiNh4uDnpnnVcDI8oWlD5WQQW9UbQ0zDM33ZQViC6Oyr3E8f0cHbUOGZgUS/om5OjoyxTzkTa4vGLJkjRRczaFxUTg36fZ02AI3o5Xrx6Q84CuHvtUpiJqRSJ3kCM896uOO/eo1frye7g6CT/JsfkmDBFTKDi7KK94UmszznBingseoUK165eRkxMNPp93FX9vHgPF86bgS2b1mL2gpXQR5wnhifnjPPiY3PEebER8C764jhPl7TUZOxcPQ3dh/2BUpWUlQIi/+GTBzdwaNvCN6oC8U2M805dTsCt+4/Uj1WTioghxlGxWd8PnB3MERSse7hrdGw6gkOyZiYWxGzENSs8P8FjKX9rFC5oiSkL8ja+Uzl9JQG3H2RV3pn/UybR2zA6W5lEGUWFX25leqSlTDUqKHNBxiVkyB6WOcv9+FkaSvrrHhr9b2UmxMoJUEwdNWMg0TkkI0evxJzEpJm2Vd5B7LZVuVYemrm6I/z38XrvfaiK88TfvMg8jPMENxcX+BQppLFOPD50PPf73+uqWL0+/EuUfe7+Jr5POLtm/c2LEzMr+2lv1LJ3UH5nyj5hijxGdKR6pFRoyCM5S/N309agUFFleqEifiVw5/p57N++Gt0HfqOX8tHbQ6/fYI4ePSpz5gwePBiVKlWSibdF621+EENIRO4Zldu3b8v8PXmpWLFiMgjNHjiL4R0iQXduxD4iEXlOYnjLnj178NdffyE9PV0GmLkRQ2AcHR01llcZvixlZiAj5BHMfbL/4TGBuW8JpD9+frY9If3xPZjJYC2rBcDUpYByFuZ8qDwUrG3s4O7po14KFioOB2d33LmqTOar6jH48O4l+ATo7ikhvoyIysMrZ/ZgwDfz4Vrg+WFK4jhiZmZRadjri+mwsHz5oUSGFH3iAtwa1dRY5964NqJOKHMDKdLSEHPuKtwbZZssx8QEbg1rIfrEeb2ck42tHTy9i6iXQkX84OziJnsGqiQmJsj8hQGB2vPImVtYwK+4sjdh9i8uVy6dRkBJ5T4eBb3g4uqBp481h2eFPH4Edw+vPL/2VBV6YvEqUgyOzu64cfmUepukxHgE3b4M/8AKyGuZCoW60jKvWZibo5SPN05ev5P1eiI3yvW7KF/s5Yc1iN+r1HRlkvBCHi5wd3KQPRNV4pOSceVe8Csd83VZWJijRDE/nL10RaNM5y5dQZnA16vgrVK+LBb8/gvmTvtJvQQW90eT+u/In1l5SMaCcV7+x3mvMnxZdS7FipfApQvnNP7mXb5wDoElsxr0sgssWRqXLmrmebx4/ixK/LN9/UZNMfXPeZjyx1z1ImZhbt+pK8ZN+Bn6YKUtznN6Ps57dPcSiuYS571IRnq6nBTPxFSzl4uJqal6dMOb4k2M85JTFAgJT1MvosIsKiYd5Utk5fGzsTZBgI8Vbt7X3aPu+r1keBfQ7NHv7WGJsKjnGwka13LEnYfJuP8kVY9lSlcvwSFpskzlStiot7GxUpbpVpDuMt0ISkGhApoNI6KM4VHK+EjMzizyPnrn2MargAXC/tlGLzIykPboHqyzVVaJ68SqRFmk3s/9b51NpZowMTdH4unDOisPzT08Ef7nBGQm6j9NjSrOE7kKz126rPE3T8R9pQNfvzdd2VKBePQk654jPHr8FAX/SVuR13J+vxAToDiJ7xeXNL9f3Lt9Bf6Bmr38s39n8ilWCtez7SPeC/G42D/7iJRIgulb8DeP8odev8WIvDZihrmdO3fK4Orbb79VJ5P+N0SLrWiFfRWNGjWSuXPOnz8vz0nkndE1q9LrEjPyidw5IsH2vn37cOXKlZdKhi2Gq4j8OyEhIRr5ZEqVKiXzC40cOVLm6BEzBhpCyul9sKxQGxZla8DUrSBsmncFLKzkrMyCbevusK7XLmv784flLMw2Td6TFYfm/mVgXasZUs5nmzXXwhJmBQrJRTB1cpM/mzjoJ1dbTqJHQd0WPbB34yxcPbsPTx/ewsqZo+DoXEDO1qcya1IvHN21TGPYshgO/cEnv8jehbHRYXIRLdLZKw9TU5LQud8EJCfFq7eRvTL1yMzOFo4VSspFsPUrLH+2LqKsEAucOBwVFmQND34weyVs/Yqg5A9fyVw3PgM/gFfnlgj6LSvXU9C0BSjSpwsKde8A+5L+KDv9O5jb2eDRovUw1OfUol1XbFy9EGdPHsLD+3cwc+r3cHZ1R5Wa9dTbTRozBLu2rlE/btn+fezftRmH9m7D40dBWDDjZ6QkJ6N+49bq47bu+CF2bl2Nk0f3IeTJI6xZOgtPHj9Ag6Zt9V6mxm0+xN9r5+Di6QN4/OA2Fvw+Bs4uHnJWZpUp3/XH/r+zemkkJyXiUdANuQjhoY/lz5FhymAlJTkJG5b9jnu3LiEi9Ake3L2GRdPFjNWhqFJLdx6xf+uj5nWw4eAZbD56DveehGLSkk1ISklF+zqV5fNj5qzB72t3qreft+0ATly9jeDQSLn94h2Hse34ebSq9U9SdxMTfNC0NuZu3Y8D56/jdnAIvp27Bh7ODmhYuTQMQeSv2bZrH3bsO4j7jx5jysx5SEpOQcsmyt4m/5s6HbMXr9BIyH373n25pKVlIDwiUv4c/FTZ28HW1gb+PkU0FhtrKzg5OMifyYDE/Te/lv8AxnlvZ5zXrmNn7N65Ffv27MCjhw8wa/pUJCcno3HTFvL53yZPwpKFc9Tbi7yG58+ewqb1qxH86CFWLluIu3duolWbjvJ5R0cn+Pj6aSxiuLmLiysKFTZMzixxL6nTogf2bZyFayLOe3QLq2Y9H+fNntQLx7LFeSnJCXjy4LpchMiwx/LnqHDlUFtrW3v4l6yGv1f8irvXTiEyNBhnDm3AuSObUaaq7pmb84IxxnnC1oPReK+5C6qVtZVDdod+VBCRMRk4dSkrX+F3n3ijZd2snHVbD0SjhK813m3qAk93CzmMuGltR+w4rNmrTFRG1q5ojz3H9T95SnbbDsbg3WbOcmKUol4W+PSjAogSZbqc1Ygx7hMvtKibNdJCDEsO8LVGp6bO8HQ3R50qdnISlR2Hs859075o1K5kL9eLbcT+VcvYYucRzXLntbj9W2FXuzFsq9eHecFCcO7SF6ZWVkg4oZzd16X7J3Bsqxy6m3PylKRLp5+vHBSVh32Gw6KoPyIX/yHTX5k6OMlF5MzXt87tW2PrP3Heg0fBmDpzLpJlnNdAPj9p6p+YvXi51jgvPS0d4RFRGnGePGa7VnISlqVrNsj1ew4ekZOodGjVDIag/H7xAbatnYsLpw4i+MFtzP99rOyNWKm6slzC5HEDsC/b94umbT/E4T0bcGz/FjwNvodlsybJ77HvNFJ+t/cs5IsCXkWwZOb/EHT7iuyRuGvTEly/eBKVsn1veWMwzjM4vU4TO2DAABnIde3aVV7kIjgSrdTbt/+7vHgiz86rzlAnhtf06tULdevWhbe3txwmcvbsWeQ1MXRHJNlu27atHMrzxRdfICYm5oXnJoakzJkzB4UKFcL9+1lJTEWgeuzYMfTu3RuGknbjHJJs7WFTpzVMxFDm0MdIWD1d5jkUTB1dNYYrK+KiEb/6L9g07gSH3qNlkt2UMweQcjJrRkVzTx/Yf/CZ+rFNY2WSbVEpmfi39pyCea1Bmz7yD+TaeePkbMpiMpS+I2dr9BiMePZIToSicnyP8g/uzIk9NY7Vpf//UK1+Rzy+f032YhR+Gq4MvFVGT9sNVw/Nru15yalKWdTau0T9uPSvX8v/Hy1ej0t9RsPKywM2/wSZQtL9YJxuNwClJ4+G76c9kBwcgssDxiB89xH1Nk/XbIelhytKjBsKK08PxF68jlNt+iI1R8JtfWrTqbus/Js3/UckJsSjROnyGPndNFhm+5yehQTLyVNUatVtiriYaKxdPgcxURFyuPPI76bCySVrmE7L9t2QlpaKpfOmISEuFkX9AjB6/G8o6KU7+X1ead7hY6QmJ2HpzAlITIhD8ZKVMPTbvzSuvfCQR4jPdu09uHsVU8ZlTQ6wZqEyP2StBm3x8acT5N9AkfD4xIEvEB8bDTsHZ/gWL4OvJs6Hd9Hi+itL9fKIikvAjI17EBETh8AiXpj+eS/1EOaQyGiNVsvklFRMWrIZoVExsLK0gK+nByb26yKPo/Jxy3qyEnLiog1ywpWKAT6YPrwXrPL4y78ujerWRnRsLOYvX4PIqGgU9/PBL+NGwdVZObQlNDxco0zhkZHo+/ko9eOVG7fKpWLZUvjtf8qJIYj+CxjnvZ1xXp3/s3cf4E1VbRzA/91770JLB1Aou2xkb5GliIIge8sSBWQIyBYBEVkqe4PsIRtBQPbee7SF7r3n95xTmzTQFPxoAsT/73nuQ3Nzkua2IX3ve9/znroNERcbi/WrlyM6OgrePr4YN/F7xRTm8PAw6OVZYbKUf1l8OXws1q5aitUrFsOtSBF8M3aSTBS+Ter9E+dtXqqM83qMUI3zosJU47ygB9fx69Ruitu71uQk5CrXaYtP+k6VX382cCb2bPgR6xeOQFJCrOyD2Kz9ENRopJyyrQm6GudtPRgDE2N99OvgDAszfVldOGnhU5V+hSJJaG2pTCzde5KK7xc/Q+dWDmjf3A5hkRlYuiUCf51TTVTVDrCSLdGOn9dOdVuubYdEjKOPvp86ymO69SAFkxeFqByTWDTF2kJ5TKK68IclofispT0+bmYrj2n51kgcy/Paz1xJwm8bI/BhE1u5wMrTsHTMXBqKWw/UT/cuDMkXTiLG0hrWH3wCAytbpAc/QsSCqTmzy8R5nWgN9FzLCENnN5j4lkb4vEkvPJ+BrT3MyleVX7t884PKfeE/TUDqvRtaifOWrd34T5znhRnjRynivNCISFlhlzfO6/2lsg3Yhm075VahrL8izitVojgmjfoKv61ahxUbNsPNxQkDe3VFk/p1oC3NP+wqP/NWLZoszy9KlK6IId/OU/nMCw8JkucJuarWbob4uGhsX7dQtlcS053FY3KnMBsaGmHwmJ+xZfVc/Dx1KFJTkuDs6oHug75Ducq1tXZs9PbSy36+YQy9VSZNmoTff/9drnb4/4j5fiB0zV+NCu4R9C4yqKmdSittcrmmnEakKxLSNddz5k2oFvsHdE2cg+4tzOJaqtKbfgnvrJTdmltY4WVMP+j3xr43/XfivBv3/v9VRN9Wd6JzFrfRJUa1dC/OW9J/N3SNfp7Eua6Yk6W84KkLDL7ISaTrkruZb9nCJIWgbpmcXp6axjhP+3TvU1JHiKvbYmqMmI4zaNCgN/1yiIiIiKiQMM4jIiKidw0TiG+pgQMHonLlyqhfv75Wp7UQERHpDFFN8qY2ogIwziMiInpNjPN0qwci/f+WL18uNyIiIiLSLYzziIiI6F3z302dEhERERERERER0UuxApGIiIh0079cyZeIiIiI3hGM87SOP3EiIiIiIiIiIiJSixWIREREpJv09N70KyAiIiIiTWCcp3WsQCQiIiIiIiIiIiK1mEAkIiIiIiIiIiIitTiFmYiIiHSTHq+TEhEREekkxnlax584ERERERERERERqcUKRCIiItJNbK5NREREpJsY52kdKxCJiIiIiIiIiIhILSYQiYiIiIiIiIiISC1OYSYiIiLdpM/rpEREREQ6iXGe1vEnTkRERERERERERGqxApGIiIh0UjabaxMRERHpJMZ52scKRCIiIiIiIiIiIlKLFYhERESkm/R4nZSIiIhIJzHO0zr+xImIiIiIiIiIiEgtJhCJiIiIiIiIiIhILU5hJiIiIt3EqS1EREREuolxntbxJ05ERERERERERERqsQKRiIiIdFK2nt6bfglEREREpAGM87SPFYhERERERERERESkFhOIREREREREREREpBanMBMREZFuYnNtIiIiIt3EOE/r+BMnIiIiIiIiIiIitViBSERERLqJzbWJiIiIdBPjPK1jBSIRERERERERERGpxQpEIiIi0k36vE5KREREpJMY52kdf+JERERERERERESkFhOIREREREREREREpBanMOs4E3dX6JpFC25A10y8dgq6JrRsDegaxyq20CVRK5ZA1zg8vQqdU6rSm34F76xsNtcmHedzYS10ze9pQ6BrLvffDV3Tc+EH0DXG9kbQNYPab4Uu+TzOF7rGwSLlTb+EdxbjPO1jBSIRERERERERERGpxQpEIiIi0k16vE5KREREpJMY52kdf+JERERERERERESkFhOIREREREREREREpBanMBMREZFOyubUFiIiIiKdxDhP+/gTJyIiIiIiIiIiIrVYgUhERES6SU/vTb8CIiIiItIExnlaxwpEIiIiIiIiIiIiUosViERERKST2BuHiIiISDcxztM+/sSJiIiIiIiIiIhILSYQiYiIiN4C8+fPh5eXF0xNTVG9enWcOXNG7djffvsNderUgZ2dndwaN278wvhu3bpBT09PZWvevLkWjoSIiIiIdA0TiERERKS7zbXf1PYvbdiwAcOGDcP48eNx4cIFVKhQAc2aNUNYWFi+448cOYKOHTvizz//xMmTJ+Hh4YGmTZsiODhYZZxIGD579kyxrVu37v/+cRIRERG9Nd6hOE9XMIFIRERE9IbNnj0bvXv3Rvfu3eHv749FixbB3NwcS5cuzXf8mjVrMGDAAFSsWBGlSpXC4sWLkZWVhUOHDqmMMzExgaurq2IT1YpERERERP8WE4hERESkm0Rz7Te0paamIi4uTmUT+/KTlpaG8+fPy2nIufT19eVtUV34KpKSkpCeng57e/sXKhWdnZ3h5+eH/v37IzIy8jV/qERERET/7Tjvv+q/e+REREREGjJt2jTY2NiobGJffiIiIpCZmQkXFxeV/eJ2SEjIK32/kSNHwt3dXSUJKaYvr1y5UlYlfv/99zh69Cjef/99+b2IiIiIiP4Nw381moiIiIheatSoUbKn4fPTiTVh+vTpWL9+vaw2FAuw5OrQoYPi63LlyqF8+fLw9fWV4xo1aqSR10JEREREuokJRCIiItJJ2W+wybVIFr5qwtDR0REGBgYIDQ1V2S9ui76FBZk5c6ZMIB48eFAmCAvi4+Mjv9e9e/eYQCQiIqJ32puM8/6rOIWZiIiI6A0yNjZG5cqVVRZAyV0QpWbNmmofN2PGDEyaNAl79+5FlSpVXvp9goKCZA9ENze3QnvtRERERPTfwApEIiIi0k3vUJNrMd25a9euMhFYrVo1zJkzB4mJiXJVZqFLly4oUqSIoo+i6Gk4btw4rF27Fl5eXopeiZaWlnJLSEjAd999h3bt2skqxvv372PEiBEoXrw4mjVr9kaPlYiIiOi/FOfpCv7EiYiIiN6wTz/9VE5HFknBihUr4tKlS7KyMHdhlSdPnuDZs2eK8QsXLpSrN3/88ceyojB3E88hiCnRV65cQevWrVGyZEn07NlTVjkeO3ZMY70YiYiIiCh/8+fPlxd9Rb/q6tWr48yZM2pGAr/99hvq1KkDOzs7uYlF8p4f361bN+jp6alsYgE9TWIFIhEREemkbLxbvXEGDhwot/yIhU/yevToUYHPZWZmhn379hXq6yMiIiJ6W7xLcd6GDRvkbJNFixbJ5KGYaSJmhNy+fRvOzs75xn0dO3ZErVq1ZMJRzDxp2rQprl+/Lmek5BIJw2XLlilua/oiMSsQiYiIiIiIiIiINGD27Nno3bu3bE3j7+8vE4nm5uZYunRpvuPXrFmDAQMGyFkppUqVwuLFixX9sfMSCUPRqiZ3E9WKmsQEIhERERERERER0StITU1FXFycyib25Ue0nDl//rychpxLX19f3j558uQrfb+kpCSkp6fD3t7+hUpFUcHo5+eH/v37y8XyNIkJRCIiItJJ2Xr6b2wjIiIiIt2M86ZNmwYbGxuVLXehu+dFREQgMzNT0dc6l7iduwjey4wcORLu7u4qSUgxfXnlypWyKlFMcT569Cjef/99+b00hT0QiYiIiIiIiIiIXsGoUaNkT8O8NNV/cPr06Vi/fr2sNhT9EHN16NBB8XW5cuVQvnx5+Pr6ynGNGjXSyGthApGIiIh0EysBiYiIiHTTG4zzTExMXjlh6OjoCAMDA4SGhqrsF7dF38KCzJw5UyYQDx48KBOEBfHx8ZHf6969expLIDKyJiIiIiIiIiIiKmTGxsaoXLmyygIouQui1KxZU+3jZsyYgUmTJmHv3r2oUqXKS79PUFCQ7IHo5uYGTWECkYiIiIiIiIiISAOGDRuG3377DStWrMDNmzflgieJiYlyVWahS5cuclp0LtHT8Ntvv5WrNHt5ecleiWJLSEiQ94t/hw8fjlOnTuHRo0cyGdmmTRsUL14czZo109hxcAozERER6aRsPb03/RKIiIiI6D8e53366acIDw/HuHHjZCKwYsWKsrIwd2GVJ0+eyJWZcy1cuFCu3vzxxx+rPM/48eMxYcIEOSX6ypUrMiEZExMjF1hp2rSprFjUVC9GgQlEIiIiIiIiIiIiDRk4cKDc8iMWPslLVBUWxMzMDPv27YO2MYFIREREOimbi6gQERER6STGedr3Tv3Ely9fDltb29d+nvr162Po0KF414hSVVHqSkRERKRrGOcxziMiIqK31ztVgSjmjbdo0eJNv4z/hPXnbmPFyeuITEhGSRc7jGxWDeWKOL70cXuvP8Q3W4+jfsmimPNJA8V+8TxzDl/AqQfPEJ+ShgBPF4xsXhXF7K2hTZ3bOqN5XXtYmBvgxr0kzF8ZjKdhaWrHL5vhBxdH4xf27zociQWrn8qvXZ2M0etTV5QpYQEjQz2cvxaPhWueISYuA5qWnZ2NzWt/w5/7tyMxMQElS5dDj/4j4OruWeDj9u/ehN1bVyM2Ogqe3sXRtc9X8C1ZRmXM3VtXsXHVIty/cx16+voo5l0S33w3B8Ympho5FvvaVeDzVU/YBJSFqbszzrUbgNAdhwp+TN1q8J/5DSz9SyAl8BnuTVuIoJVbVcYU6/8ZfIb1hImrE+Ku3ML1oZMQe/YqtMWl3cdw69QJRvYOSLp3F49mz0LijRtqx7t+2gHOH34EE1cXpMfEIurPwwhcuADZaTnvU31zcxTt0xf2devByN4OiXfu4PGPs5F486bWjmnb7j3YuGU7oqJj4OvthUF9e6JUyRL5jn30+AmWr1mPO/cfIDQsHAN6dUe7Ni1Vxly5dh0btmzH3fsPEBkVje9Gj0DtmtWhTev/PIMVB04gMjYBJYu6YmSH91HOu2i+Yw9duIEle47hSXgUMjKz4Olsjy5NaqFljQqKMQt3/ol9Z68hJDoORoYG8Pd0w8C2jdQ+J2nIO9QbhxjnadP609ex4vgVRIg4z9Ue33xQC+WKOr/0cXuu3Mc3vx9Gg1LFMKdTU8X+pNR0zDlwBn/efIzYpBQUsbNCxxpl8Ek1f2hT/fL6CCihD1MjIDA8G7vPZCIq/tUe+14ZfTSuZIBTNzOx73yW3GdqDDQorw8fd33YmIvjBG4FZuHPy1lITYdWdGhhjyY1rWFupo9bD1Pw68ZwPAsv+Jvb2xjg89aOCPA3h7GRHkIi0jFvTRjuB6bK+7fMLZ7v41Zsi8D2wzEaOQ5djfOEot07wGtAdxg7OyLhxm3cGj0VcRev5TtWz9AQ3oN7we3TNjBxdUbS/Ue4O2k2Iv88oRhT++w+mHkWeeGxgUvX4daoKdCWjh/Yo3EtG1iI996DFPyyIeyV3ntd2jgioIyF4r338+pQ3H+S894zNdbD520cUa28BawsDBAWmY7dR2Ox73isVs6bDm75GWf//B3JSfEoVrIS2nYbD0dXL7WPeXjrLP7avRTBj64jPiYcnYf8jDJVGquMiY+NwN71s3D32gmkJMXDy68KWncZU+DzFtbx7Fi/EMcObJXH41uqAjr1GQ0X92IFPu7PPRuwf9sKxMZEoqhXSXTsNRLeJcoq7o+NjsCmlXNw8/IppCQnwsXdCy0+7onKNVWP+63AOE/r3qkKRDHP29n55cENvZ591x9h1oFz6FunPNb1+kAmEAesO4SoxOQCHxcck4DZBy8gwMP5hQ+3L38/guDoBPz4SX2s7/0B3Gws0G/1QSSnaSn6AvDx+45o3dgR81YG48vJ95GSmoVJX3nLpJ86QybdQ6ehNxXb6JkP5P5jZ3P+yJkY62HKV17IzgZGzXiAr6feh6GBHsYPLqaVz7NdW1Zh366N6N5/JCb+sBgmJmaYPn4o0tJy/kjn5+SxA1iz5Cd81KEXJv+4Ap5eJeRjYmOiVJKH308YinKVqmPirKWYNGsZmrb8WCYSNcXAwhxxV27j2uDvXmm8mVdRVN3xCyKPnMbxKm3w8OcVKPfLZDg2qa0Y49b+fZT+YRTuTp6P49U+RPyVW6i+ewmMneyhDfaNGsNz8BAELVmCa926IunuPZT68ScY2tnlO96haVN49B+A4KWLcblDBzycOgUOjRrDo19/xRifUaNhU7Ua7k+cgCudOyH29GmUmjsPRk5OWjmmP4+dwKLFy9Gl4ydYNOcH+HoXw8hxkxAdk3/gl5KaBjdXF/Tq2hn2dvlXFiWnpMpE5OB+vfEmiETfrE370PeD+lg3pi9KFnXBgLmrERWXs8rZ86wtzNCrRV2sHNkLv4/rjza1KmH8im34+/o9xZhiLg74pmMLbBrXH8uG94C7gy36z1mFqPhELR4Z0buFcZ527L16HzP3nELfBgFY3/9D+Lk6oP+KPfJib0GCo+Mxe99pBBRzfeG+mXtP4e+7QZj6cX1sHdwenWqWxfTdf+PIzcfQlvf89VG9lD52n87E4r0ZSMsAOjc0hMErhC7uDnqoXEIfIdHZKvutzABLcz0cOJ+JhbsysO3vTBR310frGgbQhg8b2+KDujZYtDEc38wOQmpaFr7t715g7CqSPVOHFkVmZjYmLXyKIVOfYPm2CCQkZyrG9BjzUGWbtyYUWVnZOHU5/797hUEX4zzBpU1z+H03Ag9mLcTpJu0Rf/02Atb/AiPH/F+D7zeDUKRLe9wePRUn67ZB0IqNqLDsJ1iVLaUYc7p5BxwtW0+xnW/fS+4P3blfa8f1YWM7fFDPFr+sD8PImYHyvTfuiyIvfe9NG+aBjCxg0oJgDJ7yGMu2RCAxKSchL3Rv54RK/uaYszIUgyY/xs4jMejd3glVy1lo/Jj+2r0Yf+9fjbbdJ2DAhA0wNjHH0hm9kV7AeVNaajLcPP3Qpuu3+d4vznNXzRmIqPBAfP7lfAyavAV2ju5YMr0H0lKSNHg0wL6ty3F49zp07jcao6avlOeBP036osDjOXt8H35fNgstP+mLsTPXwsOrJH6aOABxec4Dl879FqHBj/DFqDkY/+PvCKjREL/OGoknD25p9Hjo3fDGE4i7du2S01UyM3P+qF26dAl6enr45ptvFGN69eqFzp07vzC1JXeqx6pVq+TS1jY2NujQoQPi45WXGsXS2GJJbEtLS7i5uWHWrFkvfU2XL19GgwYNYGVlBWtra1SuXBnnzp2T9+W+hm3btqFEiRIwNTWVy2QHBgaqPMf27dsREBAg7/fx8cF3332HjAxlRZpYKUccl5OTk/weDRs2lN83r+nTp8tVecTr6NmzJ1JSUqANq07fwEeVSqBtxeLwdbLF2BY1YGpkgG2X7qt9TGZWFkZvO47+dcujiJ2lyn1PouJxJTgCo1tUR1l3R3g52GBMi+pIycjAnusFNwctTG2bOGL9zjCcuhSPR0EpmLU4EA62hqgZoL4KMi4+E9FxGYqtWgVrPA1NxdXbOUkA/xIWcHY0xuwlQXgUnCq3WUuCUMLLDBVKa/YPofiDtXfHBrT9pDuq1KgLT+8S6P/leMREReD8qb/UPm7P9nVo0LQN6jVuiaKe3ugxYCRMTExx9OAuxZhVi+egWctP0PrjLijq6QP3osVQo3ZjGBm9WI1ZWML3/YU74+cgdPvBVxpfrE8HJD8Mws0R3yPh1gM8XrAGIZv3wXtIN8UY76HdEbhkI4JWbEHCzfu4OmA8MpNS4NGtHbTBrWNHhO3Yjojdu5D86CEezpiOrNQUOLVsle94y3LlEX/1CiL370dayDPEnjmNyAP7YemfUx2qZ2IC+/oNEDh/HuIvXUJqUBCClyyW/7p8+JFWjmnTtp1o0awxmjduCC9PDwwd0Feu9LX3QP5VBKVKFkffHl3RsG5tGBkZ5TumepUA9Pj8M61XHeZadfAkPqodgLbvVYKvuzPGdmoJU2MjbPv7Yr7jq/p5o2Gl0vBxc4KHkz06NaqBEkVccPHeE8WYFtXKo0ZpXxR1skdxd2d81b4ZElJScTcoVItHRvTmMc57C+O8v6/ioyql0DbAD77OdhjbqjZMjQyx7cLtguO8TX+if8MAFLW3euH+S09C0apiCVT1dpfVhx9XLY2Srg64FhwGbaleWh9/Xc3C7aBshMVAJvuszIFSHgVf0TUyBD56zwA7T2UiJU01gRgeC/z+VybuBGcjOgF4FJqNw5cyUbKonlYuFLesZ4tN+6Nx9moiHj9Nw9xVYbLCS1RvFZT4iYjJwLy1Ybj3JBVhURm4fCsZoRF53p/xmSqbSN5cu5uM0EjNzZ7RxThPvs5+XRC0ehOert+GxDsPcHP4RGQmp6BIxw/zHe/evhUe/vQbIg4dQ/LjIASt2CC/LtZfeVzpkdFIC49UbI5N6iHp4RNE/31Wa8fVsoEtft8XhTP/vPd+Whkq33vVK6h/733UxA4R0RmYtzoUdx+nIixSvPeSZBVirlLepvjzdDyu301GeFQGDpyIk+dPJYppZoZT3vOmE3tXokHrfvCv3EgmBT/pOx3xMWG4cV79e9KvQl00bT8UZao0yff+iJBHCLx3WVYyeviUg5ObN9p0Gy+TeJdP7dbo8RzctRYffNwbFas1kJWE3QdPQkxUOC6e+VPt4w7sXI3aTT7Ce43awN3DF536jpGzy04c3qYY8+D2ZTRo0UFWJTq5FsUH7XvD3NwKj++rn0FF/x1vPIFYp04dGQhevJhzonb06FE4OjqqrEIj9ol+Nvm5f/++DPJEgCo2MVYEZLmGDx8u94lAb//+/fJ5L1y4UOBr6tSpE4oWLYqzZ8/i/PnzMsjNe+KblJSEKVOmYOXKlThx4oQMEkVAm+vYsWMymB0yZAhu3LiBX375RQak4jG52rdvj7CwMOzZs0d+DxGENmrUCFFROdn/jRs3ysB56tSpMqgVQfGCBQugaemZmbj5LArVvZVXl/X19FDdyw1XgsPVPu6XY1dhb2GKDyu9OI0x7Z+TBhMDA5XnNDYwwMVA7QSWrk5GsLc1wqUbyiurSclZuP0gCaV9zV/pOURlYYMatth/PFqxT16FywbSM5QBZ1p6tqxIFFOaNSk89ClioiNRpkJVxT5zC0s5Ffnu7fynbmSkp+PhvdsoW1H5GLFcfNkKVWXVoSAqEcW0ZWtbO0wY0Rv9P38fk0b1x+0bl/A2sa1RERGHT6rsCz9wHHY1cvpH6RkZwSagDCIO/a0ckJ2NiMN/w7ZGJY2/PjFFxcKvFOLOnlH5/rFnz8KqbLl8H5Nw9Yp8jIV/zpQvE3d32NaqhZiTOdNa9AwM5PNmPXdlMSs1FVYVlNNnNSU9PR137t1HQIXyKu+fgIrlceP2HbyL0jMycPPJU1Qv7aNyTNVL+eDKg6BXCuBO33yAR6GRCChRTO332HzsPCzNTFDSw6VQXz+9vLn2m9ooB+O8tyzOy8jEzacRqOGjnB6pr6+HGr5FcKWAmOyXPy/CzsIUH1VWVknlVdHTBUdvP0ZoXKL8XDzz4CkeR8SiZnHttG2wtRTVgnp4EKKsdBJTjIMisuHhVHCmr0VVA9wNzsLDENXkoTomxjnPLWI9TXJxMISdjSEu31ZWMSWlZMnEjJ+X+mSLSAaK6aJfd3fFsilemDnCA41rqr9YbmNlgMplLHDoVBzeJm97nJfzGgxhVd4fUcdOqbyGqL9OwaZK/nGZnrExslJV2ydlpaTCtloltd/DrV1LBK9Tnbqt6feevXjv3Xruvfco5aXvvXtPUjC8hyuWT/PGrJEeaFJL9b0npuGLcSIZKZQtYQZ3Z2NcuqnZGRrR4UFyqnHxsjUV+0zNreDhUx5P7qle3Pk3MjNykqOGRiYqcaShkTEe3S74b9HriAgNRlxMBEpXUF58N7ewkkm/B7evqD0PfHL/JkqXr67yWsXtvI/x8auAcyf2IzE+FllZWThzfC/S01PhV7YK3jaM8/6DPRDF1WRxdVkEfFWqVJH/fvnll/JKbkJCAmJjY3Hv3j3Uq1dPBnHPE29qEbSJq7fC559/jkOHDskgTjx+yZIlWL16tQzahBUrVsigsSBPnjyRAWmpUjlBkrgC/fxJ9Lx581C9enXFc5YuXRpnzpxBtWrV5GsXwWjXrl3l/eLK9KRJkzBixAiMHz8ex48fl2NFYCkqd4SZM2fKAHnTpk3o06cP5syZI69Gi02YPHkyDh48WODV6dTUVLmp/HzSM2AiLq2+ouikVGRmZ8PBwkxlv4OlKR5F5j9F8eKTMGy7dA8ben+Q7/2i4tDN2gJz/7yIb1tUh5mxIVafvonQ+CTZe0cb7KxzTgxEFWFeok+hCM5ehahUtDQ3wMETygTirQdJcip0j/auWLE5RO7r/rErDAz0Xvl5/18ieSjY2KpOkRC3c+97XnxcDLKyMl94jEgWPg3OqQYNC8np7bhl3WJ81n0winmXwLE/92Dq2EH4ft6al/ZX1BYTF0ekhkao7BO3jWysoG9qAiM7G+gbGiI1TPVnkRoaCQs/ZbJIUwxtbWWyL/2fk8Vc4rZZsfwTTaLy0NDGFv6LfpU9PcTrD92yGU9XrJD3ZyUlyQrFIt17IPnRI/lcDk2awrJsWaQEvTzZ9bpi4+LlZ67dc1OR7WxtEBgUjHdRdEISMrOy4WClWjntYG2BRyGq76+84pNT0HTkLKSnZ8qT79GffYCa/r4qY/66chsjF29CSlo6HG2ssGhoF9hZan6KDtHbhHGeZuO87H8d56XkfOZZPh/nmeFhRP697y48DsHWC7excYD6SnfRQ3Hi9mNo+sNaGOqL6jw9jG9TB5W93KANlqY5ScLE53584rbFP/flp0wxPbjZ6+G3PcrpvQUxMwHqljXAhbvKRKWm2Frn/F5j41VfW0x8BuysDQpM/jSrbY2df8Zg84EoFPc0Rc92jsjIzMaRMy82hGxQzQrJKVk4dfntarHxtsd5grG9nXwNokowL3HbooR3vo+JPHICxfp2QczJc0h6FAj7OjXg3KKRvEicH+f3G8HQxgrP1isrxN7cey9TcV9+XByN0LyODXYcjpGVs8WLmaDnx07yvSeqDoXffg/HgI7OWDLFR+7PzsrGgnVhuHFfsxXY8TE57yVLGweV/ZY2joiPVV8k8zKi4tDWwQ37Nv6ID3tMgJGJGU7sXYHYqJDXet6XEclDwcrm+XM6B8SpOQ9MiI+W54HWz50HWtk64Nk/54FC369nyCnLX3atD30DQ1mh2H/kbDi7vR3ngPRmvRWpUxE0ioBSXLEUV3U/+ugjGaiJAExcVXZ3d38huMslprTkBpWCuIIrArbcq9ZpaWmKAFCwt7eHn59fga9n2LBhctpJ48aN5VVu8Tx5GRoaompVZQWXCEDFdJeb/yxiIKaoTJw4UU6nyd169+6NZ8+eyava4n4R9Do4OKiMefjwoeJ7iefK+7qFmjWVV0zyM23aNBmo591+2Kl+KmthSExNx5jtxzHugxqwM8//ipSRgT5mta+Hx1FxqDtrI2pMX4ezj0Lxnq+7rETUhPo1bLF5gb9iEwm919W0jh3OXY1HVEyGyhTnqQufoHoFK2xeUAab5peRSca7j5IL/cr0iSN70eOTBootM1Mz00yys3OC4obNPpTTnL18/fB5r6FwK+KJIweU05yp8FlVCoB712549MMMXOvWBXe+GQHbWu/BvXsPxZj7302QycWAnbtR7egxuH7yiZzmjH9+b6QdFibG2DC2H1aP7i0XR5n5+z6cvf3whanOYsyKET3xXpniGPHr72r7KpJmZEPvjW2kxDhPg3HetsPQpMTUNIzZ9KdMBooKRHXWnbouKxh/6tQU6/p/iK+a18DUXX/j1H3NXFwq56WHUZ8aKrZX6XP4PGtzoHkVA2w5kYHMV/gTamwEfNbAAOGx2ThypfD/5tatYok1P/goNjX5pJcSydsHQalYsysKD4PScODvOBw8GYdm79nkO75hDWscOxevMpuGNOf22OlIevgYtU7sRKOgiyg1bbSc/pydlf97yv2zjxB5+DhSQzWXjKpbxQprZ/kqNjHr6v9+7wWmYs3OSDwMSpXTk8X7r1lt5Xvvg3o2KOlliimLnuLr759g2dYI9PnEGeX9VC9qvK6LJ3ZifK/Kii0zUzN99w0MjeTCKmIq88R+NTC+ZwDu3ziDkuXrQK8Qq9ROH/0Dgz6rpdgyNHQeKGxfOx9JifH4csIijJmxGk1adcavM0cg6PFdvG0Y5/0HKxAFMW1l6dKlMuASU0hEoCb2iWAzOjpaBp7qPN9TS3xwiavVr0NMKfnss8+we/duOfVEXE1ev349Pvww/14WzxNBo7g6LQLk54leOeJ+EQDnnb6TK2/vn39r1KhRMijOK2vT7H/1HHbmJjDQ00PkcwumRCakwPG5q9VCYHQ8nsYmYsgGZa+FrH8yZ5WnrMa2/m3gYW8FfzcHbOzdUq7AnJ6ZJac7d176h9yvCacvxcnpyblyG/7aWRsiOlb5gSuuoj148vIrXs4ORqjob4kp815sBn7xegJ6fnMH1pYGsmF1YnIWVv9YCiFn1K/u/P8IqFZHZaXkjH9K5sWUYzt75QrZ4nYxn/xPxKysbaGvb6CyYIoQFxMNG9uc34WtXc5zFfFQXTnM3cMLkRE5VZZvA3EVWlydzkvcTo+Nl1NB0iKikZWRARNn1feYiYsDUguoLCssGTExyM7IgJG96lU+cTs9UvXnn0usrhyxdw/Cd+6Qt5Pv34e+qRm8vxmFp8uXyWkxqcHBuDmgP/RNTWFgYYH0yEgUnzQZKcE5laOaZGNtJac6REerVqmIBVTULZDytrOzNIeBvh4i41UTe5FxiXC0Ua1KzEv8HDz/eW+V8nDDw2fhWLr3uEwa5jIzMZZjxFbexwOtvp2LrScuouf7dTR4RERvH8Z5movzsnf+u2nP4mKv/Mx7bgaIuO1o+WJLl8CoeDyNScDgNfteiPMCxi/G9iGfwMnKHHMPnsWPHZugrl9OhYrof3g7JFKu9CymRxc20ecwKE9PP8N/km0ix5n30MTt0OcWRsklKg8tzfTQt4XydEhUlBdzzkY1P31MXpehuBhsbCgWZDGAWPtvw9FMZGkg1yZ6zd15FPhC7CqmGEfHKSvBbK0MZXJGHTG7JihENQYNCk1DjQov/k0r7WOKoi7GmL3s7Ynv3pU4T0iLynkNxk6qr0HcTg3L/zWI/oaXuw2BvokxjOxskRoShuJjv5T9EJ9nWtQNDnVr4HKPodCkM1cTcOdRyiu89wwKfO+JmV6Bz7/3QtJQs2LOe0+sytyplSO+/+0pzl/POU8T/RW9i5qgTSM7XLldeDPT/AMawqO4suVOZnrO60qIjYS1rXKxroTYCLgVK/1a36uIdxkMnrJVrsAszs8sre0xf/ynKOqtPG97XRWq1YN3ybIq05GF+Ngo2NorF1KMi4mEh3f+F9EsrezkeWDeBVPkc8REKs4Dw0IC5SrNE+Zsgrtnzswa8Xx3b17AkT0b0Lnf2EI7Jno36b9N/XF+/PFHRRCZG1iKTV1fnJfx9fWVgefp06cV+0SgeufOy3t1lSxZUk6xEf10RIC4bNkyxX2iSXZus23h9u3bsj+OuJouiD43Yl/x4sVf2GS/sIAAhISEyCvcz98v+gIJ4rnyvm7h1Kk8/TXyIabJiEbdebd/M61FMDIwQGk3e5x5GKISKJ55FILyRV5c5dXb0Qab+rSU05dzt3oli6Kql6v82tVGNRi1MjWWyUNRjXjjWRTql/SAJoipGM/C0hTbk6epiIpJRwV/ZfBkZqoPPx9z3Lz/8hWymtS2Q2xcBs5ceXHqR664hEyZPKxQykIGd6cuFW4vGTNzC7i6eyi2Ih7esLVzwPXLyobKSUmJsn9hCb/8e+wZGhnBu7ifymPEidi1K2dRolTOY5xc3GBn74RnwcoFIYSQ4EA4OmlnKtKriDl1CQ4Na6jsc2xUC9Gncno1ZqenI/bCdTg2zFPRoacHhwY1EXMq/8UxCpNIHibevgXrKlVVvr9NlaqIv5Z/j0oDU1PxC1HdmXv7uWrdrJQUmTw0sLKCTfUaiD6m2WpjQXyelizui4tXrqq8fy5evgJ/v5J4FxkZGqK0pzvO3FRWD8p+L7ceoLzPq/fuEp+TaXkWUMiPmKbzsjFEuohx3lsU5xkaoLS7I04/UFYGitV3Tz94ivIezvnHeQPbYcOAjxRbfb9icrEU8bWrtQUyMrPk9vysEnE7N9lY2MQKy2JRk9xNLHYSn5wNH1d9lYrBoo56CAzP/zWInocLdqZj0e4MxRYcmYUrD7Pl14rkoRHQuZGBrFJcdyTzlaoV/x8pqdlysYncTSRixEXv8iWVsbSZqR5KFDPB7TzJnufdfJAie8rl5e5kjPDoFyuwGtW0lj3rHj0t3Ive/4U4L+c1ZCD+yg3Y18lTTaynJ2/Hniu4r57ogyiSh6LdjUvLJgjf9+LCF+4dPkRaRBQiDmg2xsvvvRcl3nt+ed97+ijhZVrge+/WgxQUef6952yE8Kic956YESaSk89/LIhQV7+QC7pMzCzg6FJMsTkXKQ4rG0fcv678nE1JTkDggyvwLF44fcRFT0WRPBTViMEPr6F05ZzWGoXy3GYWcgpx7ubm4QNrW0fcvKL8O5KclICHd6/Bx0+ZOH3+PNDTtzRu5XmMiHlvXjmjeExaas7vV++5X4hIPIpZBERvRQWinZ0dypcvjzVr1sieM0LdunXxySefyD40BV2ZLoiYLiJ6y4g+N2IaibOzM8aMGSODu+ev6AYHB8tm2cnJyXL8xx9/DG9vbwQFBckm2+3aKVfzEsHqoEGDMHfuXBkcDhw4EDVq1JB9cYRx48ahZcuW8PT0lM8jvp+46n7t2jXZ40ZMmRHTVNq2bYsZM2bIIPbp06fySri4+i16BInG3N26dZNfv/fee/Jnc/36ddlnR9M+r+6Pb3eckNWBZYs4Ys3pm0hOz0CbCjlXIcZuPwFnKzMMbhgAE0MDFHe2eyFJKOTdv//GY1nd6GZjgbthMZix/ywa+Hmglq87tGXbgQh0aOksV1EODU/D5x+6IDImAycvKBN9U7/2xt8X4rDrsLJ3hIiHm7xnh4N/i74R+ScXnzxNkX1CxIIsfT9zk98r+LkrcIVNVGE0b/0ptm1cLhOKTi7u2LTmV9jaO6JyjbrKYxo7EFVq1EPTlu3l7ffbdMQvcybBu3hp+Jb0lys5p6akoF6jDxTP+8GHnbB53W9yZWfZA/HwH3ga/BhDvpmqseMxsDCHRXFlbw1z76KwrlAKaVGxSAl8Br/Jw2BaxAWXu4+U9z/+dT2KDeiEUtOGI3D5Zjg2qAG39u/jbOu+iud4OGcZKiz9HjHnryH27BV4De4KQwszBK7YAm14tm4dfL8dh8RbN5Fw/QZcO3SQlYPhu3KmgvuMG4/08HAELsypIIk+fgxuHT9D4p07SLx+DSZFPVC0Tx/EHD+mSCTaiClvenpIefxY3u85cJD8OmLXTq0c08dtW+H7H3+WicRSJUtg8/ZdSElJRbPGDeX902fPhaODPXp17Sxvi8/wx4FBipPyiMhI3HvwEGampijinpOQFp+7wc+UFy1CQsPkGCtLS7g4v3jhorB93rgmvl2+Ff5e7ijrVQRrDp1Cclo62tTKaWg+dtkWONtaY/CHjeXtJXuOwb+YOzyc7JCWkYnj1+5i96krGN0p5/9QcmoafvvjL9Sv4Cd7H8YkJGHDkTMIi4lDk8qFdzWaXu6/3OT6bcI47y2L82qVw7dbjqJMESeULeKE1Sevyc+8tgE5F4LElGVnawsMaVpNJihLuDzXL8ssJ87L3S+SklW83DB732mYGBnAzdYS5x+GYNelu/j6fdUEkCadvpmFOmX1ERmfjZiEbDSoYID4JOBWoPKk9/NGBvL22TtZMgkpEo95pWeIz/BsxX6RPPy8oYFMemw4KvpNQm5CUqrmF1LZdTQGHzezw7PwNLlCcscP7BEVm4kzV5T9Cid84Y7TVxKx51jOi951JAZTvyyKdk3scOJigkw4ioUsFm1QXSRHJCNrVbTE8m3aqdbTxThPvs5FK1Fm7hTEXbqOuIvX4NmnMwzMzeS0ZKHMz1NlovDelDnytnVAOZi6uiD++i2YuDrDZ/gAmT17NG+p6hPr6cG9Q1s83bgd2f8sSKlNu/6MQfvm9ngWno7QyHR89oGDfO+dztMr87tBRXDqcgL2/JXz3tt5OBrTvvJAu6Z2OHEhQSYcm75ng4XrwhQFHtfuJqFrW0ekpofLxGKZ4maoX80Ky7Zo9n0ozm/ea94Fh7cvgoNrMdg7FcWBTXNhZesM/8o58Z2weFp3+FdpjFpNOsnbqSmJiAx9orIYy9PHN2FuYQNbx5zz2Kun98LC2l72QgwJvIOdq6fKlZ5LlntPo8fTuOVn+GPTYplQdHQpgu3rFshqxErVGijGzR7fFxWrN0DDFjkLgYnpyMt+Hodixf3lgisHd65FWmoy3mvYRt7vWsQLzm4eWL1oMj7uOgwWVja4dPpP3Lx8CgNH/4S3DeO8/2gCURDB46VLlxRXoUUPG39/f4SGhr60l01BfvjhBzmVpFWrVrKHzldffSUbducletaIhtqCgYEBIiMj5ep64nuLK8XiyrSYqpLL3NwcI0eOlNNfREAqrqyLJt65mjVrJlcKFP1xvv/+e8V0HdFvJ/c//B9//CGD3O7duyM8PByurq4ymHZxyVmh89NPP5V9ckRDbtFQWwS2/fv3x759yikkmtKsjJdssr3w6GVEJCbDz8UOCzo2VDTcfhab+Hwx1EtFJCRh1oFziExMgZOlGVqW90GfOvlXyWnKpj0RMDXRx6CuRWSfwut3kzBu9kOVni9uzsayXD8vMXXZ2dEYB44pF0/Jq4irMbq2c4GVhQHCItKxYVc4tu7XTjDW8qPPZfJvyfzpSEpMQEn/8hg5YQ6MjZUrgYWGBMnFU3LVrNME8bEx2LT2N8RGR8rpziMn/AgbO+X0i/fbdEB6ehpWL5mDxPg4mUgcNfEnuLhpbjVFm8plUfPQKsVt/5mj5b+BK7fgSs9RMHFzgpmHsgIy+VGQDCL9Z42C16AuSAkKwdW+YxFx4LhizLPf98DYyR4lxw+GiasT4i7fxJmWvZD2XMNtTYk6dFBOTynaqw+MHByQdPcObn05FBnROVMHTMT/9zxZ6eB/pil79O0LYycnpEfHIObEcQQuWqgYY2BpCY9+A2Ds7IyMuDhEHfkTQYsWai24bFDnPfkZunzNejmV2dfHG9O/G6uYwhwWHiE/43JFRkWj75CvFbc3bt0htwply2D2tIly3+179/HV6PGKMQuXLJf/Nm1YHyO/HKTxY2pWtSyiExKxcMefiIhLgF9RVywY3BkO1jkVy8+iYlWOSSQIp67bjbDoOHly7eXqiCk9PpLPkzsFTizA8tWpyzJ5aGthhjJeRbB0eA8Ud3+xwofov4Bx3tsT5zUv54voxBQsOHRexmd+bg5Y0OV9OPwzhTkkNlF+jv0b33/SED8dOItRv/+JuORUmUQc2LgK2ld9vamB/8aJG1kQBZmtqhtAXMt+EpaN1YdV+xvaW+nB3PTVs35imnNRp5wT1MFtVafTz9majlgNrzuy9WAMTIz10a+DMyzM9GV14aSFT1ViV1dHI9lGJ9e9J6n4fvEzdG7lgPbN7RAWmYGlWyLw1znVVh21A6xkPH/8vHZ68+pinCeEbt8LYwc7+I4YCBNnR5kYvNCxn2JhFdMibiqxnoGJCXy/GQSzYkWRmZiEiEPHcP2LUciIU53lZF+3Jsw83PF0rfZWX85r68FomJrooX/Hf95791MwaUHwy997vz1D59YO+OR9+5z33uZw/HVOeWyzloagcxtHfNnVFZbm+giPysDaXZHYdzz/xToLU90Peslk2dal45GSFIdiJQPQffivMMpz3hQZ9gRJ8cpzvuCH1/Hb1JwFs4Tda7+X/wbUbov2fafJr+NiwuV+MT3aytYRlWq3QcO2/TV+PM0+7IbU1GSZ7BM9C4uXrogh385XOZ7wkEAk5DkPrFq7GeLjorFj3UI53bmotx8GfztfLr4iGBoaYdCYn7Fl9VzMmzoEqSlJcHb1QLdBE1GuMlvwEKCXzVrUf0WsBDh06FA5leVdkLxqMnRNuz9zrpDokokjNZeYe1NCy2qv6kBbHKu8m33+1CmyQnlCrCscnuY/PfxdZla/45t+Ce+s8Btn3tj3dvLPqVajd8u7FuelbJwJXfN92hDomstnXuyh/a7ruTCn6l6XGNurJol1wYL2byYBqSmfd8mZEadLHCw0uwL1m1CvzIs9dTWBcZ72seaTiIiIiIiIiIiI3v4pzERERESFKZvXSYmIiIh0EuM87eNP/F8SDa/flWktRERERPTqGOcRERER5Y8JRCIiIiIiIiIiIlKLU5iJiIhIJ2XnWT2biIiIiHQH4zztYwUiERERERERERERqcUKRCIiItJJ2Xq8TkpERESkixjnaR9/4kRERERERERERKQWE4hERERERERERESkFqcwExERkU7KBptrExEREekixnnaxwpEIiIiIiIiIiIiUosViERERKST2FybiIiISDcxztM+/sSJiIiIiIiIiIhILSYQiYiIiIiIiIiISC1OYSYiIiKdlK3H5tpEREREuohxnvaxApGIiIiIiIiIiIjUYgUiERER6aRs8Mo0ERERkS5inKd9rEAkIiIiIiIiIiIitViBSERERDopW4/XSYmIiIh0EeM87eNPnIiIiIiIiIiIiNRiApGIiIiIiIiIiIjU4hRmIiIi0klsrk1ERESkmxjnaR8rEImIiIiIiIiIiEgtViASERGRTmJzbSIiIiLdxDhP+/gTJyIiIiIiIiIiIrWYQCQiIiIiIiIiIiK1OIWZiIiIdBKbaxMRERHpJsZ52scKRCIiIiIiIiIiIlKLFYhERESkk9hcm4iIiEg3Mc7TPv7EiYiIiIiIiIiISC1WIBIREZFOYm8cIiIiIt3EOE/7WIFIREREREREREREajGBSERERERERERERGpxCrOO07Owgq6JC4+CrklILw5d41jFFrom4lwMdIl3Rgp0jV5m+pt+CfQWydbj1BbSbdkZuveZl5mZDV2jr4ON/o3tjaBr0qJ07/9TapLuxXq6JiNL9z4ftIVxnvbx3UpERERERERERERqsQKRiIiIdFJ2Nq9MExEREekixnnaxwpEIiIiIiIiIiIiUosJRCIiIiIiIiIiIlKLU5iJiIhIJ2XzOikRERGRTmKcp338iRMREREREREREZFarEAkIiIinZQNNtcmIiIi0kWM87SPFYhERERERERERESkFisQiYiISCfxyjQRERGRbmKcp32sQCQiIiIiIiIiIiK1mEAkIiIiIiIiIiIitTiFmYiIiHQSp7YQERER6SbGedrHCkQiIiIiIiIiIiJSixWIREREpJN4ZZqIiIhINzHO0z5WIBIREREREREREZFaTCASERERvQXmz58PLy8vmJqaonr16jhz5kyB43///XeUKlVKji9Xrhz++OMPlfuzs7Mxbtw4uLm5wczMDI0bN8bdu3c1fBREREREpIuYQCQiIiKdlJ2t98a2f2vDhg0YNmwYxo8fjwsXLqBChQpo1qwZwsLC8h3/999/o2PHjujZsycuXryItm3byu3atWuKMTNmzMDcuXOxaNEinD59GhYWFvI5U1JSXuvnSkRERPSmvUtxnq5gApGIiIjoDZs9ezZ69+6N7t27w9/fXyb9zM3NsXTp0nzH//TTT2jevDmGDx+O0qVLY9KkSQgICMC8efMU1Ydz5szB2LFj0aZNG5QvXx4rV67E06dPsW3bNi0fHRERERG965hAJCIiIp1trv2mttTUVMTFxalsYl9+0tLScP78eTnFOJe+vr68ffLkyXwfI/bnHS+I6sLc8Q8fPkRISIjKGBsbGzk1Wt1zEhEREb0r3mSc91/FBCIRERFRIZs2bZpM2OXdxL78REREIDMzEy4uLir7xW2RBMyP2F/Q+Nx//81zEhERERGpY6j2HiIiIqJ32Ju8Qjxq1CjZ0zAvExOTN/Z6iIiIiHTJf7kS8E1hApGIiIiokIlk4asmDB0dHWFgYIDQ0FCV/eK2q6trvo8R+wsan/uv2CdWYc47pmLFiv/6eIiIiIjov41TmImIiIjeIGNjY1SuXBmHDh1S7MvKypK3a9asme9jxP6844UDBw4oxnt7e8skYt4xog+jWI1Z3XMSEREREanDCkQiIiLSSe/S1BYx3blr166oUqUKqlWrJldQTkxMlKsyC126dEGRIkUUfRSHDBmCevXqYdasWfjggw+wfv16nDt3Dr/++qu8X09PD0OHDsXkyZNRokQJmVD89ttv4e7ujrZt277RYyUiIiL6L8V5uoIJRCIiIqI37NNPP0V4eDjGjRsnFzkR04z37t2rWATlyZMncmXmXLVq1cLatWsxduxYjB49WiYJt23bhrJlyyrGjBgxQiYh+/Tpg5iYGNSuXVs+p6mp6Rs5RiIiIiJ6dzGBSERERDopO/vdujI9cOBAueXnyJEjL+xr37693NQRVYgTJ06UGxEREZEuedfiPF3AHohERERERERERESkFhOIREREREREREREpBYTiERERKSTsqD3xjYiIiIi0px3Lc6bP38+vLy8ZC/q6tWr48yZMwWO//3331GqVCk5vly5cvjjjz9U7s/Ozpa9s93c3GBmZobGjRvj7t270CQmEImIiIiIiIiIiDRgw4YNGDZsGMaPH48LFy6gQoUKaNasGcLCwvId//fff6Njx47o2bMnLl68iLZt28rt2rVrijEzZszA3LlzsWjRIpw+fRoWFhbyOVNSUjR2HEwgEhERkU7Kht4b24iIiIhIc96lOG/27Nno3bs3unfvDn9/f5n0Mzc3x9KlS/Md/9NPP6F58+YYPnw4SpcujUmTJiEgIADz5s3LOfbsbMyZMwdjx45FmzZtUL58eaxcuRJPnz7Ftm3boCk6nUBcvnw5bG1tX/t56tevj6FDhxbKayIiIiKi18c4j4iIiN6E1NRUxMXFqWxiX37S0tJw/vx5OcU4l76+vrx98uTJfB8j9ucdL4jqwtzxDx8+REhIiMoYGxsbOTVa3XMWBkPosE8//RQtWrSALhDBbcWKFWWWWRvWn7yKFX9dQkRCEkq6OuCb1nVQzsPlpY/bc/kuvll/AA38vTHn8/cV+xcePIO9V+4hJCYBRgYG8C/ihIFNq6O858ufszD17OSFVk1dYWVhiKs34zBzwV0EPUtWO15fH+jR0QtNGzjDwdYYEVFp+ONQCFZseKIYY2aqj35dfVCnhiNsrAzxNDQFm3YGY/veZxo/HnHlYef6hTh2cAuSk+Lh61cRn/UZDRf3Ymofc+f6eezfvgJPHtxEbHQ4+o+YjYrVG6qM2blhIc4e34foyBAYGhrB08cfbT8bCO+S5TR+TC7tPoZbp04wsndA0r27eDR7FhJv3FA73vXTDnD+8COYuLogPSYWUX8eRuDCBchOS5P365ubo2ifvrCvWw9G9nZIvHMHj3+cjcSbNzV+LPa1q8Dnq56wCSgLU3dnnGs3AKE7DhX8mLrV4D/zG1j6l0BK4DPcm7YQQSu3qowp1v8z+AzrCRNXJ8RduYXrQych9uxVaMuWP/Zj3bbdiIqJha+XJ4b26gr/kr75jn34JAhL1m3C7fsPERIegUE9OuOTVsrPBmHp+s1YtmGLyj7PIm5YM28mtGX90XNYceAUIuISULKoC775pCnKeRXJd+zBi7ewZN8JBIZHIz0zC8Wc7fB5oxpoVV35/+PblTux49QVlcfV8vfBwoEdNX4spJSdzUpAXcY47/+3/sxNrPj7GiITklHS1R4j36+OckWcXvq4vdce4JvNf6G+nwfmdGik2C+eZ87Bczh1/yniU9IQUMwFI9+vgWIO1tCmhhUNULmEPkyNgSdh2dh5KgNR8a/22Dpl9dGksiFO3sjEnrOZ+Y75vJEhShTVx9rD6bgVmA1t+PR9OzSuaQVzM33cfpiCX3+PQEh4RoGPsbcxQOfW9qhU2hzGRnoIicjAgrVhuB+YExsJRVyM0LmVPfyLm8FAHwgKTcPMpaGIiM7/2AtL0e4d4DWgO4ydHZFw4zZujZ6KuIvKKXl56RkawntwL7h92gYmrs5Iuv8IdyfNRuSfJxRjap/dBzPPF/9eBy5dh1ujpmj0WHQ1zsvVua0zmte1h4W5AW7cS8L8lcF4GqZ8Dz1v2Qw/uDgav7B/1+FILFj9FJYWBujcxhkBZa3gZG+E2PgMnLwYh1VbQ5GUnKWV86aDW37G2T9/l+dNxUpWQttu4+Ho6qX2MQ9vncVfu5ci+NF1xMeEo/OQn1GmimpSJz42AnvXz8LdayeQkhQPL78qaN1lTIHPW1jHs2vDApz45zzQx68iOvYZA2c39eeBd2+cx4HtyxH4z3lgnxE/omI11fPAi6cO4tj+3+WYxIRYjPphAzy8S+Ft9CbjvGnTpuG7775T2SemJ0+YMOGFsREREcjMzISLi2ruQ9y+detWvs8vkoP5jRf7c+/P3adujCbodAWiaCTp7Oz8pl/GO2fvlbuYufsE+jaqgvUD28PPzRH9l+5CZEJSgY8Ljo7D7D/+RoCX2wv3FXO0xajWdbB56KdY3u9DuNtZof/SnYhKUJ+8K2yd2nng45ZFZNKwz9cXkZySidkTy8nASv1jPNG2hTt+XHQPnQacxcLlD9DpIw983EoZqAzq6YvqAfaYNOumHPP7jmB82a8E3qvmoPFj2rdtOQ7/sRad+o7BN9NWwcTUDHMnDUB6Wv5XP4S01GQU9SqJjr1HqR0jEpAde32DcbM3YfjkZXBwdsecSf0RHxsFTbJv1Bieg4cgaMkSXOvWFUl376HUjz/B0M4u3/EOTZvCo/8ABC9djMsdOuDh1ClwaNQYHv36K8b4jBoNm6rVcH/iBFzp3Amxp0+j1Nx5MHJ6+YnS6zKwMEfcldu4Nlj1j4s6Zl5FUXXHL4g8chrHq7TBw59XoNwvk+HYpLZijFv791H6h1G4O3k+jlf7EPFXbqH67iUwdrKHNhw6fhLzlq1Bt08/wuJZk1HcyxNfTZyO6JjYfMenpKbCzcUZfT/vAHs79ZVC3h5FsW3pfMU2f+p4aMveczcwc/NB9P2gDtaP6gm/Is7o//N6RMYn5jvexsIMvZq/h5Vfd8OmMb3RpkYFjF+1Eydu3FcZ956/Dw5NG6LYvu/RVktHRPTfwDjv/7Pv2kPM2n8WfetVxLq+rVHSxR4DVh9AVGLBMVlwTDxm7z+HgOcu/oqT2C83HEZwdAJ+7NAI6/u2hpuNJfqt2ofktHRoS+2y+qheWl8mDX/9IwNpGUCXJkYwfIWzHXcHPVQpaYCQKPVJjJr++tBOylCpbSMbtKhrjV83RmD0j0+RmpaNb/u5wchQfexqYaaPyUPckZEJTFkUgi+nBWHltkgkJCmPzcXBUI4JDkvHhJ+f4qvvg7BpXwzS0jV7hC5tmsPvuxF4MGshTjdpj/jrtxGw/hcYOeYfw/h+MwhFurTH7dFTcbJuGwSt2IgKy36CVVllMuN08w44WraeYjvfvpfcH7pzPzRNF+O8XB+/74jWjR0xb2Uwvpx8HympWZj0lXeB770hk+6h09Cbim30zAdy/7GzOTGig60hHGyNsHjDM/T/9i5+XBKEKmWtMLR7Ua0c01+7F+Pv/avRtvsEDJiwAcYm5lg6o/dLz5vcPP3Qpuu3+d4vPv9WzRmIqPBAfP7lfAyavAV2ju5YMr0H0lIKPnd+XQe2LcORP9ahY5+xGD51NUxMzPDzpP4FH0+KOA/0w6e9RhV4zMVLV0LbzqzML8ioUaMQGxursol9uu6dSyDu2rVLTlcRGVzh0qVL0NPTwzfffKMY06tXL3Tu3PmFqS0iGyyu7q5atUqufiNKPDt06ID4eOWlycTERHTp0gWWlpZyNZtZs2a90uuaPHmyDGKtrKzk9xevR3yvgqbHiCaY3bp1U9xesGABSpQoIVfZEZnjjz/+WO4XY44ePSrnwYtjFdujR4+gKauOXcZHVf3Rtkpp+LrYY2zbejA1NsS2c/lnx4XMrCyM3nAQ/RtXRVH7F682t6hYEjWKe6CovQ2Ku9jj6w/eQ0JqGu6GREJb2rcugpUbH+P46Ujcf5SIyT/egoO9iawcVKdsaWscPxWBk+eiEBKWiiN/R+DMpWiULmGVZ4wN9hwOwcVrsXLMjn3PcP9hAvxLKsdogviDdWjXGrT4uDcqVmsgk4LdB01CTHQ4Lp35U/0xBdSW1YSVnqs6zKtanRYoXaEGnFyLwt2zONp3+wopSQkIeqzZVZ3cOnZE2I7tiNi9C8mPHuLhjOnISk2BU8tW+Y63LFce8VevIHL/fqSFPEPsmdOIPLAflv5l5P16Jiawr98AgfPnIf7SJaQGBSF4yWL5r8uHH0HTwvf9hTvj5yB0+8FXGl+sTwckPwzCzRHfI+HWAzxesAYhm/fBe4jyc8J7aHcELtmIoBVbkHDzPq4OGI/MpBR4dGsHbdiwYw9aNWmADxrVk0m/r/v1gKmJCXYfOprv+NIlfPFFt8/QuE5NGBuqL3o3MNCHg52tYrO11uz/n7xWHT6Nj96riLY1K8DXzQljO7bI+cz7+3K+46uWLIZGFUvBx80RHk526NSwGkoUccbF+4Eq48TxOtpYKjZrczMtHRHRu4txnhbivFPX8VFASbStVAK+TrYY27ImTI0Mse3i3YLjvC3H0L9+RRSxs1S570lUHK4EhWP0BzVQtogjvBxtMKZlTaSkZ2LPtYfQlpqlDfDXlUxZGRganY0txzNgZQ6U8iz4dMfYEPi4jiG2n8xAspriKlc7PdTyN8C2EwVX/hW2D+rZYPP+GJy9loTHT9Pw8+ow2NkYoFo5c7WPadvYFpExouIwHPeepCIsKgOXbycjNFL52j9raY8LN5KwekcUHganyfvOXUtCXIJmq8CK9euCoNWb8HT9NiTeeYCbwyciMzkFRTp+mO949/at8PCn3xBx6BiSHwchaMUG+XWx/sr/V+mR0UgLj1Rsjk3qIenhE0T/fRaapotxXq62TRyxfmcYTl2Kx6OgFMxaHCgTgDUD1FcVx8VnIjouQ7FVq2CNp6GpuHo754Ls4+BUTFnwBGcuxyMkPA2XbyVixZYQVK9gJWd9afq86cTelWjQuh/8KzeSScFP+k5HfEwYbpxX//vzq1AXTdsPRZkqTfK9PyLkEQLvXZaVjB4+5eDk5o023cbLJN7lU7s1ejyHd69B83a9UeGf88CugybLqsLLZw6rfVyZgNpo3XEgKlZXVpA/r3q9VmjRvh9Kla+uoVevG0xMTGBtba2yiX35cXR0hIGBAUJDQ1X2i9uurq75PkbsL2h87r//5jn/kwnEOnXqyEBQrEQjiIBL/EKOHDmiGCP2iUAuP/fv35dNJUWAKjYxdvr06Yr7RZNKsW/79u3Yv3+/fF6xSk5B1qxZgylTpuD777+Xc9s9PT2xcOHCf3Vc586dw+DBgzFx4kTcvn0be/fuRd26deV9IqCsWbOmbLr57NkzuXl4eEAT0jMycfNpOGoUV14J0tfXQw3forjyRH0p7C+HzsHOwkwmHl/le2w+cx1WpsYo6ab5Kj3B3cUUjvYmOHspWrEvMSkTN+7EoWwp9X8Ir92MQ+UKdvBwzznxL+5lgfKlbXDqvLIS79rNWNSu7gBH+5yS/UrlbOX4MxeV30sTIkKDERcTgdJ5PtzNLKzgXaIcHtzOP/Hx/8hIT8exA5thZm4JD6+S0BQxTcXCrxTizuZZzj47G7Fnz8KqbP5TpxOuXpGPsfDPed+ZuLvDtlYtxJzMmdqiZ2AgnzfruStxWampsKpQAW8b2xoVEXFYtWdF+IHjsKuRc5KqZ2QEm4AyiDj0t3JAdjYiDv8N2xqVNP760tMzcOf+Q1SuUFalf0eV8mVx/fbrJZeDnoWibY8v8Em/oZj443yEhkdAG+Rn3pNnqOHnrfqZV8obVx4GvVIAd/rWQzwKjULl4p4q9527+xj1R/yI1hMWYvK6PYh5SRU3/beba1MOxnkajvMyRZwXieo+ytki+np68rZIAqrzy9HLsLcwxYcBL8YBaRk5SScTQwOV5zQ21MfFJ6onNpoicppW5nq4/1RZQZeaDgSHZ8PDqeD/jx9UN8Cd4Cw8eJZ/9Z2RAfBxXUPsPp2BBM0tbPkCZwdD2NkY4sodZWVoUko27j5ORUlvU7WPq1LWXE5V/qqbM5ZMLoYfhheRU6Bz6ekBAf7meBaWjrH9XOWYaV+6o2oBScnCoGdkCKvy/og6dkq5MzsbUX+dgk2V/GMyPWNjZKWqZnWzUlJhW62S2u/h1q4lgtepTgl+W7ztcV4uVycj2Nsa4dKNBMU+McX49oMklPZ9tfeJoYEeGtSwxf7jBZ8PWZgZICklC1kansEcHR4kpxoXL1tTsc/U3AoePuXx5N7/f96UmZFTZW1oZKISGxsaGePR7YL/tryOyLCc88BSz50HeonzwDuqLXR02bsS5xkbG6Ny5co4dEjZ4iArK0veFn//8yP25x0vHDhwQDHe29tbJgrzjhF9GMVqzOqe8z/ZA1FcTRZXfEXAV6VKFfnvl19+KeefJyQkyNLRe/fuoV69ejhxQtkfI+8vSlyxFleQhc8//1z+0EVgKB6/ZMkSrF69Go0a5WTlV6xYgaJFCy6r/vnnn+Xy2mJFHWHcuHEyKBXP96qePHkil91u2bKlfG3FihVDpUqVFMcs3nRilZ6CssmiaefzjTuz0zNgYvTqv+bopBRkZmXDwVL1j4ODlRkehuf/B+DCo2fYeu4mNg7+pMDnPnrzEUau34+U9Aw4WllgUY9WMumoDfZ2Ocm96BjVqTTRMWmK+/KzetMT2fdjzcKqyMrKlomFX1c9xIGjyuXWf/zlHkYMLIltK2oiIyMLWdnAjJ/v4PL1/Kd0FhbxR0OwtlVNwlrb2CM25vUrO6+c+wuLfxyJtNQU2Ng5Yuj4RbC0zn8qcWEwtLWVyb70KNVp0uK2WbH8e3mIykNDG1v4L/pVRsT6hoYI3bIZT1eskPdnJSXJCsUi3Xsg+dEj+VwOTZrCsmxZpAS9PDmkbSYujkgNVU2cidtGNlbQNzWBkZ2NPMbUMNXfb2poJCz8fDT++mLj42UVir2Njcp+O1trPA5++n8/r38JX4we1BceRdwQGR2D5Ru24IsxE7Hyp+9hbqbZz4johKSczzxrC5X9DlYWeBiq/v9RfHIKmoyei/T0TPm5MLpDc9Qs7aPS77BRRT8UcbCVvRJ/3nEEA+avx6rh3WCg6cvsRO8wxnn/Ls7L+tdxXioys7Ph8Fz8JW4/isg/bhFJQFGduKFf63zvFxWHbjYWmHvoAr5tWRNmxoZYffIGQuOSEKGlVjWWZjkncwkpqklAcduygD8jZb305fTlX3apryxsXtUAgWFZWut5mMvOKichGxOv2pMwNj4Ttv/clx8xPbnpe1bYdSQWWw7EwNfTBN0/ckB6RjaOnk2AjaWB7N8tKhXX/xGN1TujULG0GYb3cMGEec9w475msqTG9nYyhhFVgnmJ2xYllBfx8oo8cgLF+nZBzMlzSHoUCPs6NeDcopG8QJwf5/cbwdDGCs/Wa24FUl2O83LZWRvJf0UVYV4xcRkyqf0qRKWipbkBDp5Qn0C0tjRAx1bO2HNUsy2ShPh/zpssbVTPmyxtHBEfq/7iycuIikNbBzfs2/gjPuwxAUYmZjixdwVio0Je63lfJjZa3Xmgg+Ickd4uw4YNQ9euXWVsU61aNdnzWMyKyI0txOyIIkWKyN6KwpAhQ2SsI2ZKfPDBB1i/fr28GPnrr7/K+8VsBTHzQcyQELMbRELx22+/hbu7u5wBoSnvXAJRED9IEVB+9dVXOHbsmPwhb9y4EcePH0dUVJT8oYkfYn6BpZjSkhtUCmL6SlhYmOKqtVghR6xck8ve3h5+fn4Fvh5xJXnAgAEq+8Sb4vBh9eXDz2vSpIkMJn18fORy3WL78MMPZTD5Oo08x3zSDGM/VV2woDAlpqZhzMaDGP9R/ZcmA6v6FsHGQZ8iJikZm8/ewPB1+7F6QLsXkpWFoUk9Zwz/QnmVfMTE/6/xcMPaTvK5vpt5Ew+fJKGEjwUG9youF1PZezjnqrroh1jGzxojJ15DSHgKKpSxwbB+Ykwqzl2OKbRjOv3Xbqz5ZbLi9sDRP0OT/MpWxdiZG5AQH4PjB7bg11kj8M301TJB+bawqhQA967d8OiHGUi4cR2mRYui2NBhcO/eA0+XLZVj7n83AT5jxiJg525kZ2Qg8c5tOc3ZotTb2Qz4v6hGZeU0QNFTUSzI0r7PEBw+cRotG+dfZfSmWZiYYOOoXkhKTcPp248wa/NBFHW0k9Obhfer5EyjF8T05pJFnfHBuAU4d+cxqpfK/0SJCh8XUXk3Mc579Thv9EcNMbadakP/wpSYmo4xW49hXKtasDPPv+rNyEAfsz5pgAk7TqDujHUw+Kei8b3i+S9EVRjKe+ujVU1lEmnNoX8/tdjaHGhRzQArDmTgnyLKF/h56MHHTR8Ld2q+l2Odypbo86myrc60X/6/JvjipPJBYCrW7spJ3Igpyp5uxmj6nrVMIIoKREFMixZJRuFRcBr8vEzlGE0lEP8ft8dOh/+sCah1Yqes+E9+FCinP7urm/L82UeIPHwcqaGaS9zoovo1bDGoi7vi9vg5j1/7OZvWscO5q/GIisn//6ZIYn831AtPnqVizfbCr1S+eGInti1TLmbR9at/VzX+qgwMjeTCKpsXj8XEfjWgr28A3zI1UbJ8nUL9Pmf+2o11v05S3O4/al6hPv+76l2K8z799FOEh4fLi5BikRNxsVTMRshdBEVcaBTVq7lq1aqFtWvXYuzYsRg9erSMe8QMi7JllTPBRowYIZOQffr0QUxMDGrXri2fU7RK0ZR3MoEopq0sXboUly9fhpGREUqVKiX3iWAzOjpaBp7qiPHP/5EVV6s1TbwZxB++vNLTlcGICHbFFBpxDOKqtnhjiV4+Z8+eVenvUxDRtFNktvPK3vPbv3qdIjg00Nd7YcGUyPhkOIpGMs8JjIzD0+h4DF75h2Jf1j/HGTBmIbYP+wweDjnVSubGRvB0tIEnbFDe0xWtZq7BtnM30bN+ZRS242cicePOOcVtY6Oc/4x2tkaIjFZOhbCzNca9B+orCAZ098GaTYE4dCwnEHnwOBGuTqb4vL2nTCAaG+ujz+feGD31uuyTKIj+iiV8LNHxQ49CTSBWqFpfTk/OlZGecxxxMZGwsVMuCBIXG1UoU43FgizObp5y8ylZHt9+0QonDm3F+x/1hCZkxMTIBJ+RvWqCUtxOj8z/yqRYXTli7x6E79whbyffvw99UzN4fzMKT5cvk9M+UoODcXNAf+ibmsLAwgLpkZEoPmkyUl6jYk5TxFVocXU6L3E7PTZeTtlJi4hGVkYGTJxVrzaauDggNUTzVxttrKxk9VxUrGqVSnRMHBxsVasSX4eVhQU83N0Q9ExzK4jlsrM0z/nMi1NdMEUsoOL4XFViXqLq0NM5571aysMVD0MisGTf34oE4vNEclF8ryfh0UwgEr0E47xXj/Oytv70r16nnbmJTPBFPrdgirjtmE+pXmB0HJ7GJGDIujzTrv45zsoTV2DbwA/hYW8Nf3dHbOzXRq7ALFanF9OdOy/eBX839X2mX8etwCwERSh/rwYGOSeRlqZ6SEhW/h7E7WdR+VcOispDUbnYr6XydEj8PSjmko1qpfQxcXU6fFz1YWcFjOqo+r7qUN8Qj8OysWxf4fVEPHstEXcfK5N3hv8sViGqDWPilFWINlYGMuGnjqgSCwxRvV+ssFy9Qs7ftPjETGRkZiPouTHBoeko5aO5k860qJwYxthJNYYRt1PD8o9hRH/Dy92GQN/EGEZ2tkgNCUPxsV/KfojPMy3qBoe6NXC5x9u78MPbGuedvhQnpyfnyl0oxc7aENGxyve4rbUhHjx5eYLZ2cEIFf0tMWXeY7XJw0nDvOTU5Uk/P8Y/LW8LlX9AQ3gUL6+4nfnPeVNCbCSsbZWLbyXERsCtWOnX+l5FvMtg8JStcgXmjIx0WFrbY/74T1HUW3kx+XWVr1pfTk/OlZGh7jwwUi6SQm+ngQMHyi0/eVu15Grfvr3c1BExjmiNIjZt0X+X++P8+OOPiiAyN7AUm7q+OC/j6+srA08xbzyXCFTv3LlT4OPElWsRAOb1/G0nJyfZ0yaXaA5+7do1lTGGhoZo3LgxZsyYgStXrsgG2rlXt8XUltyG4v+qkee/mNYiGBkaoLS7E07fD1bsE1N3T98Pkkm/53k72WLTkE+xYdAniq1+aW9U9Skiv3a1UW20nZcIQNPEEnEakJycieBnKYpNVA+KisAqFZRTcM3NDOBf0hrXbsWpfR5TEwNFoJxLTHfU11P29zAyEicNqo8TPzO9Qv7fZWpmoUjoic3NwxfWto64dVXZMzA5KQEP716Fj1/h9/cTP4fcpKUmyOrA27dgXaWqcqeeHmyqVEX8tfwrSA3E1ZXnTwxzb+deYs/dnZIik4cGVlawqV4D0cf+wtsm5tQlODSsobLPsVEtRJ+6JL/OTk9H7IXrcGyYp6+Fnh4cGtREzKmcfmGaZGRkiJK+3jh/5bpinzgxP3/1Gsr4lSi075OUnILgkFA4FrBqc2GRn3mebrKKUOUz7/YjlPcu+q/+f6RnqD+RDI2OQ0xiEpwK+EwkohyM8zQY5xmIOM8BZx48U/n8ErfLF1WehObydrTBpv5t5PTl3K2enweqervJr11tVC+0iP7WInn4ODION55Gon4pzfRyFCssR8Urt/CYbMQnZcPHTfm338QIKOKkh8Dw/BOIoufhvO3pWLgzQ7EFR2ThyoMs+bWI7Y5dzcSCHcr7xSbsOZuJrYW8oEpKajZCIjIUW1BIukzelCupTOyameihRDET3HmoPolz62EqijirJjzdnY0REZ3zekXoff9JKtyfG+PmbITwf8ZogmirFH/lBuzr5FmYQU9P3o49V3APOtEHUSQPRasbl5ZNEL7vxcUC3Tt8iLSIKEQcePviu7c9zktOycKzsDTF9uRpKqJi0lHB31Il6efnY46b91/ez7lJbTvExmXgzBXlAlZ5n2fyMG9kZGRj4txHcmq9JpiYWcDRpZhicy5SHFY2jrh/XdmDMyU5AYEPrsCzeOGcN4meiiJ5KBZWCX54DaUrq1+o5LXPA4vmnAfevnpa5TzwkTgPLKlMnBIVtneyAtHOzg7ly5eXTa3nzcsp3xWNqD/55BN5tbegK9MFESvyiR43osG2g4ODXG1vzJgxKqWkuVeAg4ODsXLlSnl70KBBsvG1mM8uSk03bNggA0MxTSVXw4YN5VXj3bt3ywB29uzZssw0l2j0/eDBA3kc4vj++OMPeWKeO61GTMkRAa8INsXrFFNunn9dheXzOhXw7e+HUaaIE8p6OGP1iStITstA28o5Uz7FlGVnawsMaV5TBq4lXB1eCB6F3P1JaelY/Od51C/tJXsfiinM609eQ1hcIpqUKw5t+X1HMLp+6onAp8l4FpqCXp29EBmVimOnlFf05kwuj79ORmDL7pzqtBNnI9Hlk2IIDU/FwyeJKOljiU/bFsUfB3Iqo5KSM3HxaoysVExNzURIeCoqlrVB8wYu+HnJfY0ej7ji0KhlJ/yx6Tf5h8TRuQi2r5sPWzsnuSpzrtkT+qBStYZo0KKDvJ2SnITwkCeK+yPCghH48BYsLG1g7+SG1JRk/LH5N1nxaGPrKKcwH9m7ATFRYahcM/8VyArLs3Xr4PvtOCTeuomE6zfg2qGDrBwM37VL3u8zbjzSw8MRuHCBvB19/BjcOn6GxDt3kHj9GkyKeqCoKOE+fkyRSLQRU9X09JDy+LG833PgIPl1xK6d0DQDC3NY5FlYw9y7KKwrlEJaVCxSAp/Bb/IwmBZxweXuI+X9j39dj2IDOqHUtOEIXL4Zjg1qwK39+zjbuq/iOR7OWYYKS79HzPlriD17BV6Du8LQwgyBK7ZAGz5t/T6mzv0FpXy95QrLv+/ai+SUVLRolPO5O/mnhXC0t0O/zzsoFl559E+/SZFgC4+Mxt2Hj2BmaoqibjkXJeYvX4NaVQLg6uyIiKhoLF2/WX6+NapTSyvH9HnD6vh25Q6UKeaGssXcsfrPM0hOTUfbmjkB2JjlO+Bsa4UhbXP+Xy3ZewL+xdzkCsxp6Zk4dv0edp++hjEdm8v7k1LSsOiPY2hcqZTsrRgUHo0ftx6Gh5M9auXpk0iax8VM3k2M8zQc59Uog2+3HZNVg2LV5DWnbiA5PQNtKuZcCBq79RicrcwxuHFlmBgaorizXb5xXt79+68/gp2FCdxsLHE3NBoz9p5Gg1KeqOWruWnMzzt5MxP1yhsgMj4b0fFAo0oGiE8Cbj1RXmjs1tQQN55k4cytLJmEDItRTV6Ifcmpyv1i0ZTn+yoKsYnZiHn1Fpj/t91HY9GuqS2ehacjLDIdHVrYIzo2E2euKpM4479ww+kridh7LOeCuJiWPGWoOz5qYou/LyageDETuYjKLxuU8e72wzH4sqsLbt5PwbW7yahY2hxVyphj/DzNzs54vGglysydgrhL1xF38Ro8+3SGgbmZnJYslPl5qkwU3psyR962DigHU1cXxF+/BRNXZ/gMHyBW6MGjeTltahT09ODeoS2ebtyObE2Us/2H4rxc2w5EoENLZ7mKcmh4Gj7/0EWu7n3ygrLwYurX3vj7Qhx2HVb2bBTX75u8Z4eDf0e/cI1fJA+nfOUNE2M9/PBbMMxNDZDbGSE2PkP2kdfkedN7zbvg8PZFcHAtBnunojiwaS6sbJ3hX1nZBmLxtO7wr9IYtZp0krdTUxIRGfpEZTGWp49vwtzCBraOOdO+r57eCwtre9kLMSTwDnaunipXei5Z7j2NHk/DDzphz2ZxHlgMDs5FsHP9fFmNWKFaQ8W4nyb0RoXqDVH//Y75ngdGhqqeBwqJ8bGIingmV3QWQp/mXGQXCUvRF/9twjhP+97JBKIggsdLly4prkKLQMvf318uW/2yXjYF+eGHH2RT7FatWsnpJqL/jmjYnZe4wizmqOfq1KmTDAq//vprpKSkyAC3W7duOHNGWRnWo0cPORVHNMcUV6BFQ/AGDZRJHjF9ZcuWLXI6i3gOMcd93bp1KFMmp/RZPLdouimOMTk5GQ8fPpTBpiY0L18C0QkpWHDwDCLik+Dn5ogF3VvC4Z8pzCExCXJ1vVclpsqIBVh2XLiNmMRk2JqbokxRZyzr0xbFXbTXT2/N5kCYmhrIBU8sLQxx9UYsvhp/FWnpyr9WRVzNYPtP4+DcBVJ6d/LCV/1LwM7GSPY+3LH3GZatV5bkj59xA327+mDc16VhbWkok4i/rnqEbXuUV/c1pVnbbkhLScbqRZOQlBiP4qUqYfC3C2BkrFwJLCIkEAnxygbGj+9fx+zxvRW3f18+S/5bs34rdBs0SZ6whAQ/wqkjXyEhLgYWVrbwKl4GwycvhbunZhO+UYcOyikqRXv1gZGDA5Lu3sGtL4ciIzpnCrOJ6BGRJxoJ/measkffvjB2ckJ6dAxiThxH4CJlnxMDS0t49BsAY2dnZMTFIerInwhatFArAaZN5bKoeWiV4rb/zNHy38CVW3Cl5yiYuDnBzEO5EmbyoyAZRPrPGgWvQV2QEhSCq33HIuLAccWYZ7/vgbGTPUqOHwwTVyfEXb6JMy17Ie25htua0qh2TcTExWPJ+k2Iio5Fce9imDluJOz/mcIcGh4pg5pcEdHR6DFsjOL2+u275VaxTGn8PHms3BcWGYXvZs9DXHwCbG2sUK60H36Z/h3sbNSvkF6YmlfxR3RCIhbsOoqIuET4FXXBgoEd4GCdc+U9JDpWTlnOlZyWjqnr9yI0Jl5eRPF2ccCUbm3k8whi7J3gMOw4dUUutuJsY4Wapb3xRat6MP6X1UJE/1WM8zQX5zUr6y0XzVt45KJc5MTP1R4LOjWBwz9TmJ/FKvvkvaqIhCTM2n8GkQkpcLIyQ8vyvuhTr/BnQxTk+LUsGBvqoXVNQ4gc55PQbKw6mK7S39DOSg8WJu/OCee2Q7EwMdZH308dYWGmj1sPUjB5UYhK1ZZYNMXaQtkPUlQX/rAkFJ+1tMfHzWwRFpmB5Vsjcey8MuN55koSftsYgQ+b2MoFVp6GpWPm0lDceqC6SE9hC92+F8YOdvAdMRAmzo4yMXihYz/FwiqmRdxU4jwDExP4fjMIZsWKIjMxCRGHjuH6F6OQEada2WZftybMPNzxdK12V1/WxTgv16Y9ETA10cegrkXkYijX7yZh3OyHKu89N2djOaU+LzF12dnRGAeOvbh4SvFiZij1zyrOS79X/RzvNvyWTJJrUt0PeiEtNRlbl45HSlIcipUMQPfhv6qcN0WGPUFSnvOm4IfX8dvUrorbu9d+L/8NqN0W7fvmLHYRFxMu94vp0Va2jqhUuw0atu0PTWvStjtSU5Ox9peJ8jzQt1QlDByreh4YHhokz+dyPbl/HXMm9FLc3rxipvy3Rv3W6DIwp8filXNHsGr+OMWYpT/mJMBbtO+Hlp9q/rjo7aaX/XzDFioUolm2WElv1SrlH5U3IWXLv+uN8y5ovEy54IKumDytGnSNWe+3c/GL1xFxrvB6Wr4Nql5eA11j/ewGdI1poy5v+iW8s87cyn9VWW2oVqrw+oLS2+dtifOS1+acwOqSaelfQdfcuPBiz753Xd/1+a/K/S5Li9L8YjnaNv/zTdAlvfoVXl/Bt4WNmeZaRL0pjcpprp9qXozztI+lEIUgKSkJixYtQrNmzWBgYCCvKB88eBAHDhx40y+NiIiIiF4D4zwiIiIiJhALhZiuJ3rZTJkyRU5LEVNrNm/eLBtlExER0Zuh+bV36b+AcR4REdHbh3Ge9jGBWAjMzMzklWgiIiIi0i2M84iIiIgAzSzvRkRERERERERERDqBFYhERESkk7Kz353VVomIiIjo1THO0z5WIBIREREREREREZFarEAkIiIinZQNXpkmIiIi0kWM87SPFYhERERERERERESkFhOIREREREREREREpBanMBMREZFOYnNtIiIiIt3EOE/7WIFIREREREREREREarECkYiIiHQSm2sTERER6SbGedrHCkQiIiIiIiIiIiJSiwlEIiIiIiIiIiIiUotTmImIiEgnZWW/6VdARERERJrAOE/7WIFIREREREREREREarECkYiIiHQSm2sTERER6SbGedrHCkQiIiIiIiIiIiJSixWIREREpJOys3llmoiIiEgXMc7TPlYgEhERERERERERkVpMIBIREREREREREZFanMJMREREOik7+02/AiIiIiLSBMZ52scKRCIiIiIiIiIiIlKLFYhERESkk7LA5tpEREREuohxnvaxApGIiIiIiIiIiIjUYgKRiIiIiIiIiIiI1OIUZiIiItJJ2dmc2kJERESkixjnaR8rEImIiIiIiIiIiEgtViASERGRTsrOftOvgIiIiIg0gXGe9rECkYiIiIiIiIiIiNRiBSIRERHppGywNw4RERGRLmKcp32sQCQiIiIiIiIiIiK1mEAkIiIiIiIiIiIitTiFWdcZG0PXDB5dB7qmWuxW6JqoFUuga7wzUqBLzlboBF1T5uZO6BqvN/0C3mFZbK5NOi6o+mfQNW0z46Fr+pz7BrpmUHvdi11Tk3QrzhO+WPUxdErj3CoAAKSUSURBVEnNL3Xv/CLB1AG6p7RWvgvjPO1jBSIRERERERERERGpxQpEIiIi0knZ2WyuTURERKSLGOdpHysQiYiIiIiIiIiISC0mEImIiIiIiIiIiEgtTmEmIiIinZTN5tpEREREOolxnvaxApGIiIiIiIiIiIjUYgUiERER6aQssLk2ERERkS5inKd9rEAkIiIiIiIiIiIitViBSERERDqJvXGIiIiIdBPjPO1jBSIRERERERERERGpxQQiERERERERERERqcUpzERERKSTsrPZXJuIiIhIFzHO0z5WIBIREREREREREZFarEAkIiIinZTF5tpEREREOolxnvaxApGIiIiIiIiIiIjUYgKRiIiIiIiIiIiI1OIUZiIiItJJ2ZzaQkRERKSTGOdpHysQiYiIiIiIiIiISC1WIBIREZFOyobem34JRERERKQBjPO0jxWIREREREREREREpBYTiERERKSTsrLf3KYpUVFR6NSpE6ytrWFra4uePXsiISGhwPGDBg2Cn58fzMzM4OnpicGDByM2NlZlnJ6e3gvb+vXrNXcgRERERK9BF+O8tx2nMBMRERG9I0Ty8NmzZzhw4ADS09PRvXt39OnTB2vXrs13/NOnT+U2c+ZM+Pv74/Hjx+jXr5/ct2nTJpWxy5YtQ/PmzRW3RYKSiIiIiEhgApGIiIjoHXDz5k3s3bsXZ8+eRZUqVeS+n3/+GS1atJAJQnd39xceU7ZsWWzevFlx29fXF1OmTEHnzp2RkZEBQ0NDlYShq6urlo6GiIiIiN4lnMJMREREOik7+81tqampiIuLU9nEvtdx8uRJmeTLTR4KjRs3hr6+Pk6fPv3KzyOmL4sp0HmTh8IXX3wBR0dHVKtWDUuXLkW2OBAiIiKit9CbjPP+q5hAJCIiIipk06ZNg42Njcom9r2OkJAQODs7q+wTSUB7e3t536uIiIjApEmT5LTnvCZOnIiNGzfKqdHt2rXDgAEDZHUjEREREZHAKcxERESkk97kFeJRo0Zh2LBhKvtMTEzyHfvNN9/g+++/f+n05dclqiA/+OAD2QtxwoQJKvd9++23iq8rVaqExMRE/PDDD3LBFSIiIqK3zX+5EvBNYQKRiIiIqJCJZKG6hOHzvvrqK3Tr1q3AMT4+PrI/YVhYmMp+0cdQrLT8st6F8fHxcoEUKysrbN26FUZGRgWOr169uqxUFNOuX/U4iIiIiEh3MYFIRERE9AY5OTnJ7WVq1qyJmJgYnD9/HpUrV5b7Dh8+jKysLJnwK6jysFmzZjIRuGPHDpiamr70e126dAl2dnZMHhIRERGRxAQiERER6aSsbD3oktKlS8sqwt69e2PRokVIT0/HwIED0aFDB8UKzMHBwWjUqBFWrlwpF0MRycOmTZsiKSkJq1evVizoIoikpYGBAXbu3InQ0FDUqFFDJhdFH8SpU6fi66+/fsNHTERERPTfiPPeBUwgEhEREb0j1qxZI5OGIkkoVl8WC57MnTtXcb9IKt6+fVsmDIULFy4oVmguXry4ynM9fPgQXl5ecjrz/Pnz8eWXX8qVl8W42bNny0QlEREREZHABCIRERHpJF1sri1WXF67dq3a+0VCUCQBc9WvX1/ldn5EVaPYiIiIiN4Vuhjnve30oYMePXoEPT092b9H08T32bZtm1aeX5vHRURERPQ2YpxHREREpH2sQKR8rT9+GSuOnENEfBJKujvimw8boJxnwSs8Cnsu3sY3q/egQRkfzOnRWrFfVD8s2HcKW05dRXxyKip6u2NMu4Yo5mQHbRGv4fDWn3Hu6O9ISYqHZ4lKaN1lPBxcvdQ+5uiuX3Hz/AGEP3sAIyNTeBSvhKaffAUnN2+VcU/uXcTBzT8h6P4VOaXM1bMUun69GEbGL29U/zo2HDqJFXuPITI2ASU9XDGyUyuU9fHId+yh89ewZNdRBIZFIiMzE54ujvi8WW20rFVJ5We0cNtBbP3rHOKTklGheDGM7tIGxVwcoS3bdu/Bxi3bERUdA19vLwzq2xOlSpbId+yjx0+wfM163Ln/AKFh4RjQqzvatWmpMubKtevYsGU77t5/gMioaHw3egRq11S/2IAmbPljP9Zt242omFj4enliaK+u8C/pm+/Yh0+CsGTdJty+/xAh4REY1KMzPmn1vsqYpes3Y9mGLSr7PIu4Yc28mdA0+9pV4PNVT9gElIWpuzPOtRuA0B2HCn5M3Wrwn/kNLP1LICXwGe5NW4iglVtVxhTr/xl8hvWEiasT4q7cwvWhkxB79iq0Zceu3di0eQuioqPh4+2NAf36opRfSbXj/zp2HCtWr0ZoaBiKuLujZ/duqFa1iuL+5ORkLFm+AidPnkJcfDxcXVzQpnUrtGyh+rskzeKVaaL87dq5A1s2/47o6Ch4e/ugb/8v4OdXSu3448f+wupVy2WvTHf3IujWoxeqVq2m8pm3fNkSnDr5N+Lj4+Di4opWrduixQeqf5M1ScQwm9YsxuH9O5CYGA+/0uXRY8BwuLnnHxfl2r97M3ZuWYPY6Ch4ehdHt77DULykv+L+Q3u34cTRA3h0/zaSk5OweN0+WFhaaeGIAIs6zWDVqBUMrG2RHvwY0ZuWIv3x/XzHOg0eD5MSZV7Yn3z9AiIXTQf0DWDTsgNMy1SCgYMzslOSkHL7KmK3r0VWXDS0qeMH9mhcywYWZvq49SAFv2wIw7Pw9AIfY29jgC5tHBFQxgLGRnoIiUjHz6tDcf9Jqrzf1FgPn7dxRLXyFrCyMEBYZDp2H43FvuOxWjmmzm2d0byuPSzMDXDjXhLmrwzG07A0teOXzfCDi6PxC/t3HY7EgtVPYWlhgM5tnBFQ1gpO9kaIjc/AyYtxWLU1FEnJWRo7Dl2N8zbtOYw1O/bKWLx4MQ8M6/kZypTwyXfs9gNHsefoSTwIDJa3/XyKod9nHynGZ2Rk4Jd1W/H3xat4GhoOS3MzVCnnjwGd28HJXnvnttt3/YHft2xVnDN90be32thVnDOtWLMWd+/dl+dM/Xv3wEdtlOfqwrqNm3D85CkEBgXBxNgE/qX90KtbV3gULYK3FeM87dPJCkR6PXsv3sbMHX+hb9MaWP/lZ/Bzd0L/X7ciMj6nn5I6wVGxmL3zGAJ8XvyQWfbnOaw7dhFjP26E1UM6wMzYSD5nanoGtOXYH4tx6sBqtO46AX3HbYCxiTlWzOqN9LScwCM/j26dRbWGn6HPt+vRdfgSZGWmY8XMnkhLTVJJHq6c1QfFy7yHvuM3oO/431G9cSfo6Wn2v9e+M1cwa8Mf6Nu6EdaO/wIlPdwwYPYyRMUl5DvexsIcvVrWx4ox/bBx4mC0qR2ACUs34+9rdxRjlu/5C+sOnpRJw5Vj+8PMxBhfzFqG1PSCg7rC8uexE1i0eDm6dPwEi+b8AF/vYhg5bhKiY/IP/lJS0+Dm6oJeXTvD3s423zHJKanyj+rgfm+ml9eh4ycxb9kadPv0IyyeNRnFvTzx1cTpBRxTKtxcnNH38w5qj0nw9iiKbUvnK7b5U8dDGwwszBF35TauDf7ulcabeRVF1R2/IPLIaRyv0gYPf16Bcr9MhmOT2ooxbu3fR+kfRuHu5Pk4Xu1DxF+5heq7l8DYyR7acOSvY/j1t8Xo9FlHzJ87RyYQx3w7Tq52m5/rN25i2owf0LxpUyyY+xNq1ayB7yZPwaNHjxVjfvltCc6dv4ARX3+F3xYtwIdtWmP+wkU4eSqnFx0R0Zvy19EjWPzbL+j4WWf89PMCePv4YNy3oxETk38S6eaN65jx/VQ0adocc39eiBo1a2HKpAl49OihYszi3xbhwvlz+Gr4SCz8ZTHatP0QixbOw+lTJ7V2XDs3r8beXb+j54DhmDRzMUxMTTF93JdIKyDOO3nsIFYtnot2HXtg6pxlKOZdXD4mNiZKMSY1NRUVAqqjTfsu0CazgJqw/bAL4vZsQuiMkUgLfgynAWOgb2md7/iIxTPxdHRvxRYyZRiyMzORfDHnd6BnbAwjD2/E7d2MsBkjEbl4Foyc3eHYd4RWj+vDxnb4oJ4tflkfhpEzA5GaloVxXxSBkaH6xRBEonHaMA9kZAGTFgRj8JTHWLYlAolJykRa93ZOqORvjjkrQzFo8mPsPBKD3u2dULWchcaP6eP3HdG6sSPmrQzGl5PvIyU1C5O+8i7wmIZMuodOQ28qttEzH8j9x87mxIcOtoZwsDXC4g3P0P/bu/hxSRCqlLXC0O5FNXosuhjnHTxxBnNXbEDP9q2xfMZ4lPDywJeTf0RUbM6CYs+7cP02mtSuhnkThuPXqaPh4miPoZNmIywyWnH+cfvhE3T/uJV8vmnDv8CTpyEYMf1naMuRv47jl8VL0bljByz8aTZ8vL0watx3iFYTu4rPMTdXV/Ts2gX2dvknOUXRResP3sfcmTMwfdIEZGRk4ptvJyA5JUXDR0Pvknc6gZiVlYUZM2bIZt8mJibw9PTElClT8h179OhRuRqhGOfm5oZvvvlGXj3I2zNozpw5Ko+pWLEiJkyYoLh99+5d1K1bV65Q6O/vL1cpzCstLU02NhfPL8YUK1YM06ZNU/v6z549iyZNmsDR0RE2NjaoV6+ebHb+pq366wI+qlEWbauVga+rA8a2awRTI0NsO3Nd7WMys7Iwes1e9G9WA0XtrV+4Irzmr4vo3bg6GpT1RUl3J0zu2AzhcYk4fC3/q6iFTbyGk/tXol7rfigd0AiuHn5o13s64qPDcPPCQbWP6/r1bwio8yFcipSAm2cpfNRrGmIjn+HpI+XPYs/a6ajRuDPqtuwtx4nqxHLV3oeh0YtXFQvT6n3H8VHdqmhTpzJ8i7hgTJc2MDU2xrZj5/MdX6WUDxpWLgMfd2d4ODvgsybvoURRV1y881jxM1p74G/0btUADSr5y4TkpF7tER4Tjz8v3IA2bNq2Ey2aNUbzxg3h5emBoQP6yv+zew/kf+WzVMni6NujKxrWrS0XAchP9SoB6PH5Z1qvOsy1YccetGrSAB80qieTfl/36wFTExPsPnQ03/GlS/jii26foXGdmjA2VF8kbmCgDwc7W8Vma62daojwfX/hzvg5CN2u/v9NXsX6dEDywyDcHPE9Em49wOMFaxCyeR+8h3RTjPEe2h2BSzYiaMUWJNy8j6sDxiMzKQUe3dpBG7Zs3YbmzZuhWZPGKObpicEDB8DE1AT79qt+xufatmMHqlQOQPt2H8HT0wNdP++M4r6+2L5rl2LMjVs30aRRQ1QoX05WH7Z4v7lMTN6+o0zYE1HBGOdpxratm9Gs+fto0rQZPD2L4YuBQ+TP7cD+ffmO37F9GypXrop2H38CD09PfN6lG3x9i8sqxlw3b95Aw0aNUb58BVl92Pz9D2Ri8s7tW1o5JhHD7NmxER9+0g1VatSVicABX45DdFQEzp36S+3jdm9bj4bNWqN+45Yo6umNngNGwNjEBEcOKD/PW7T5VCYPS5QqC22yatASiScPIen0EWSEBCNmw2/ITkuDRc0G+Y7PTkpEVnysYjMtVR7ZaalIvngq5/6UZETMnywTihlhz5D26C6if18KY09fGNg5aO24Wjawxe/7onDmaiIeP03DTytDZXVh9QrqE30fNbFDRHQG5q0Oxd3HqQiLzMDlW0myCjFXKW9T/Hk6HtfvJiM8KgMHTsThUXAqShTT7GwgoW0TR6zfGYZTl+LxKCgFsxYHygRgzYD8k71CXHwmouMyFFu1CtZ4GpqKq7cT5f2Pg1MxZcETnLkcj5DwNFy+lYgVW0JQvYIV9DV4Bq+Lcd66nfvRunFdtGxYG94e7hjR53OYmBhj1+Hj+Y7/bmgftGveECW9PeFVxA2j+nVDVnY2zl29Ke+3tDDH3HFfoXGtqihWxBVlS/riq16dcOvBY4SER2rlmDZv2473mzVF8yaNUMzTA0O+6C8/x/epOWfyK1kCfXp0Q4N6dWBklP/5xbSJ49GscSN4FfOEr483hn85GGHh4bJqkUgnEoijRo3C9OnT8e233+LGjRuyqbiLi8sL44KDg9GiRQtUrVoVly9fxsKFC7FkyRJMnjz5XwWxH330EYyNjeVqhosWLcLIkSNVxohVEHfs2IGNGzfKFRDFSokiYFUnPj4eXbt2xfHjx3Hq1CmUKFFCvk6x/01Jz8jEzaAw1CihnO6hr6+HGiU9ceXxM7WP+2X/adhZmuOj6i8GV8FRcXIqdPWSyue0MjORU6ILes7CFB0ehITYCPj611TsMzW3QlHf8gi8f/mVnyclOed3Y2ZhI/9NiItE0IMrsLR2wK+TO2L64NpYMu1zPL6TfxKvsKRnZODm46eo7q9cUVNMna7u74sr95+8UqB9+sY9PAoJR2W/nPdocHg0ImLj5XPksjI3RVmfoq/0nK9LrBx65959BFQor3JMARXL48btdzPpkp6egTv3H6JyhbIqx1SlfFlcv333tZ476Fko2vb4Ap/0G4qJP85HaHgE3ka2NSoi4rBqBUr4geOwq1FRfq1nZASbgDKIOPS3ckB2NiIO/w3bGsrp9Zp83929dw8BFSuo/I4qVayIG7du5/uYm7duyfvzqhxQSe7P5V+qNE6dPo2IiEj5/+3S5SsIfvpUjiPtycp+cxu9PsZ5mvnMu3fvLipWrKTymSdu37qVc3L8vFu3bqBiJdXProDKVVTGly7tjzOnTyEiIkJ+5l25fAlPg4NRKaAytCEs9ClioiNRtqKylYS5hSV8S/rj7q1r+T4mIz0dD+/dRtkKVVR+FmUrVsXd2/k/RmsMDGDk4SOnGCtkZ8vbxl7q22vkZVGzIZIu/C2TiOrom5kjOysLWckFzzIqLC4OhrC3MZTJv1xJKVm4+ygFfl7qE32iivDekxQM7+GK5dO8MWukB5rUUk3O3XqYIseJZKRQtoQZ3J2NcelmTkJOU1ydjGBva4RLN5QzgMQU49sPklDa1/yVnsPQQA8Nathi//GCp5JbmBnIn1eW5mYw62Ccl4HbDx6javnSKv/Pq5bzx7Xbr5YYS0lLle2frC3VJ7kTkpJlD1sri1f7nRfKOVPF58+ZKqiNXf8fiYk5/0+tLC3xtmKcp33vbA9EEXz99NNPmDdvngzOBF9fX9SuXVs2oc5rwYIF8PDwkGPFf+xSpUrh6dOnMjAcN26c/A/3MgcPHsStW7ewb98+uLu7y31Tp07F++8r+1k9efJEBofiNYjvI65MF6Rhw4Yqt3/99VfY2trKq+gtW/77njGiNFlseWWnp8NETWVWfqITk5GZlQ0HK9UPPwdLczwMU07nyOvCg2BsPXMdG4d1yvf+iLicP9wOVqofuuJ75N6naSJ5KFjaqF5htbB2REJs+CufXPyxdho8SwTApWhO8BYdFij/PbxtHpp3GCF7H146sR3LZnTHoMk7Cuyv+Dqi45Nk1ae9teoHuoO1JR49U3888UkpaPbVdJmA1NfTx6jPW6NGmZz+ghFxOSc0+T2n6LGoabFx8fJnbPfctF07WxsEBuX0IHnXxMbH5/yebHISzrnsbK3xOPjp//28/iV8MXpQX3gUcUNkdAyWb9iCL8ZMxMqfvoe5mRneJiYujkgNVU1uittGNlbQNzWBkZ0N9A0NkRqmesU2NTQSFn7596YpTHFxcfJ9Z2urOp3DztYWgYFB+T4mOjpG3v/8eLE/14D+ffHTz/PQqWs3GBgYQF9PD0MGD0K5stqtYCF6VzHOe7U4Ly01VVbM/evPvOemsInPwKDAnJjmedHR0S98RorjiIlWxoX9+n+Bn+fOQbcun8nPPNHGZdCQoShbTnmCq0mif6FgY6s6JVLczvs684qLi0FWViZs7F58zNMgZUuKN0Hfwhp6BgbIilOdjpgVHwMjl5z3Z0GMivnCyN0TUWsXqh9kaASb1p2QfP6ErE7UBlvrnFPP2PhMlf0x8ZmK+/Lj4miE5nVssONwDDbtj0bxYibo+bETMjKzZdWh8Nvv4RjQ0RlLpvjI/dlZ2ViwLgw37mt2+qWddc55lqgiVDmmuAzY2bzaqbaoVLQ0N8DBE+oTiNaWBujYyhl7jub/fn5T3vY4L0YRi6smnO1lLP5qhSwLVm+Ck50tqpZX9kbNKzUtXY5p8l41WJibae+cyTa/c6b8Y9d/Szz/wt+WoIx/aXh7Ffy3jgpXVFQUBg0ahJ07d8r4pV27djIeslSTyBXjx48fj/3798s4xcnJCW3btsWkSZPk7IdcIm553rp169ChQ4f/RgLx5s2bMohq1KjRK42tWbOmyg/tvffeQ0JCAoKCguSUmFd5DhGc5gaVgnjOvLp16yanqvj5+aF58+YyOGzatKna5xSNqMeOHYsjR44gLCwMmZmZSEpKkr/4/4eYRvPdd6r9KsZ0bIGxn2mugXViShrGrNuH8e0bwc7y7UlcXP57J3asUE5L6vxlAQHUK9q1aiLCgu6i15g1in3iKrtQtcGnCKjzkfzavZg/Htw4hfPHtqBp+2F4m1iYGmP9hEFITk3F6Rv3MWv9HyjqZC+nN9O7o0ZlZfWb6KkoFmRp32cIDp84jZaN67/R10Y5tu/YiVu3buO7cd/C2dkJV69dlz0QHeztEVBJtXqRNCc7W33/KXq7Mc57tThv4KAhGDzkS7xpO3dsx+1bt/Dt+O/g7OyCa9euYtGCeXCwd0DFSgGF/v2OH9mHxfNnKG6PGKf5RcTeJRY1GsqeieoWXBELqjj0+BLQA6I3LtbY66hbxQr9Ojorbk9Z+P9dPBX/t+8/ScGanTlJqIdBqfB0M0Gz2jaKBOIH9WxQ0ssUUxY9RXhUOvyLm6HPJ86Iis3AlduFlyCtX8MWg7ooPyfGz3n9ZHPTOnY4dzUeUTH594Y3M9XHd0O98ORZKtZsD33t70evbuXWP3DgxBksmDACJsYvFuWIVhljZy+U54RiarSu+Hnhr3j0+DF+nKG+TcfbQBfjvE6dOuHZs2eyjYqoNu3evTv69OkjZ2HkR1wwFdvMmTNl+5XHjx+jX79+ct+mTZtUxi5btkzGL3kvBv5b72wC0ayQq2xEdjc3GZRL/ML+jYCAADx8+BB79uyRV7I/+eQTNG7c+IVfXC5xRT0yMlJmlMVVbNG3QASrosfO/zvVZ9gw1YRV9qHl/+o57CzMYKCv98KCKZEJSXB8roJQCIyMwdOoOAxequyDI3pECAHDf8L2kV3haJ3zuMj4RDj983XO7ST4FXGCJpSq1FBOT86VkZHzM02IjYSVrTKQSYyLgKunsqRdnV2rJuH25aPoNWoVbOyVq1Fb2ea8fid31RV1ndx9ZK9ETbGzMoeBvv4LC6ZExiXAwcaqwPe5p0tOFaafpzsePgvH0t1HZQLR8Z8eeuI5nWytVZ7Tz9MNmmZjLXq66KtUcQlisZGCFhN5m9lYWeX8nmJVF0yJjomDg61qVeLrsLKwgIe7G4KeheBtI65Ci6vTeYnb6bHxyEpJRVpENLIyMmDirFodbOLigNQQzU/Ltra2lu+75xcPEE2o7dQ0mRZVss83qc4Zn/M+FUmP5StXYdyY0aherarcJ/ofPnjwAJu2bGUCkegVMM57tTgvMCjk//vMi1b9zBOfgXb2+S9oID4Ln/+MFItM2f5TuSc+81auWIYxY8ejarWcfsNiZeeH9+9jy5ZNGkkgVq5WG8VLKlccTk/P+ZmKxU/s7JV/c8RtL5+cmRbPs7a2hb6+gaJ6Me9jco/tTclKjJMLoOhbq8Y/+la2yHyuKvF5esYmMK/8HuJ2bygweWhg74iIuRM1Wn145moC7jxSVgDmLipiY2WA6DhlFaKtlYFMCqojqvsCQ1T/3wSFpKFmxZyKHLEqc6dWjvj+t6c4fz3nHEb0V/QuaoI2jewKNYF4+lKcnJ78/DHZWRsiOlaZABQVlQ+evLz60dnBCBX9LTFl3mO1ycNJw7zk1OVJPz9Gpmrx5hv3tsd5topYXHXBlKhXiMXXbN+LVVv/wNxxX6O4l0e+ycMxsxfJvodiwRVtVB+qnDO9EIvGqo1d/23y8PTZs5g1fSqcHFV/t6RZ4mLm3r17ZQ/lKlVy2mv8/PPPsv2JSBDmvciZq2zZsti8ebPitpitIfpFd+7cWb5HDfP01BcJQ1dXZS7jP9UDUUwhEcHloUMFLysvlC5dGidPnlQJHE+cOAErKysULZqzkpUo9RSZ3rxTPESQmPc5AgMDVcaIfjb5BWaffvopfvvtN2zYsEH+MkVZaX7Eaxg8eLB8Q5QpU0YGlqJ3zP9LPF58/7zbv5m+LBgZGqB0UWecvqucxpKVlS1vly/2YhLJ29kem77ujA3DOim2+v4+qOrrIb92tbVCEXtrOFqZqzxnQkoqrj4Jyfc5C4OJmQUcXIopNmf34rC0cZSVgblSkhMQdP8KPHyVvc+eJ94zInl44/xB9BixDHZOqiuf2ToWkQnJiGfK94oQEfIYto4vn2Ly/zIyNETpYu44ffOeSqn5mZv3Ud735ZUWeY8v7Z8m80Wc7OBoYyUrE3MlJKfg2oOgf/Wc/y+xCErJ4r64eOWqyjFdvHwF/n6v1u/nbSOaFJf09cb5K9dVjun81Wso45f/Cc3/Iyk5BcEhoXB8CxOtMacuwaFhDZV9jo1qIfrUJUWbhdgL1+HYME+lj54eHBrURMypi1p535UoXhwXL11R+R1dunQZ/qX88n1M6VKlcOmyau/UCxcvyf2C6JMj/mCL/rEvJjDeosZFRG8xxnmvFuf9m+nLuZ95xYuXwOXLOZ/BuZ95ly9dQqlS+V9QLVXKH5cuqX4eX7x4QTE+MzNDfuY9Pz1K30Bf9tfTBDNzC7i6F1VsYgEUWzsHXLt8TjEmKSkR9+/cULv4iaGREbyL++HalfMqP4vrl8+hhN8bbjeRmYn0wAcwLZnndejpwaRkWaQ9KrgvtFmlGtAzNETS2WNqk4eGTq6ImDcJWUmabVGTkpotFzrJ3UQSUFQElvczV0mQlfAyxe08icbn3XqQgiLOqosTujsbyUpDwcBATybynrtGIHsFPven+LUlp2ThWViaYnvyNBVRMemo4G+pckx+Pua4ef/lvSWb1LZDbFwGzlx5sTeqeJ7Jw7yRkZGNiXMfIT3j7Wu89vbHeYbw8ymmWAAl9/+5uF3WT7UAJK/V2/Zg2eZd+HHslyhd3Ett8lD0JBcJRhsr7fUJVJwzXb7y4jmTmtj1VYi/oSJ5eOLkKcyYMgluri/2HCYlcfFMxBJ5t+fbjPxbIpYRSb7c5KEgLlSKcwjRn/lVxcbGyhghb/JQ+OKLL+TCbmLRuaVLl75wYVWnE4hi9TvR22bEiBFYuXIl7t+/LwM90TT7eQMGDJBBoZhLLvrbbN++Xc4TF1dxc/viiD41q1atwrFjx3D16lV51Vj0cMn7iytZsqTcLxp0i3FjxoxR+T6zZ8+W88jF97hz5w5+//13meHNLQ3t0qWLvHqcNzgW31NkmsUbQpSrFvYV9//H53UDsOX0New4ewMPQqMwefMhJKelo221nL4PY9buw0+7c1atMjEyRAk3R5VNLJBiYWIkvxYJSRFQdqpbCb8dPIMj1+7j7rMIjF27T1YjNiyr/oO7MInXULNpFxzZuQg3Lx5GSOAdbP71G1jZOaN0QGPFuGXfd8epg2tUpi2L6dDt+/0AY1MLxMeEyy09LUXxvLXf74FTB1fj2tl9iAx9jIObf0LEsweoXFezK4t1blYbW4+ew44TF/DgaRimrtqO5NQ0tKmdc6V/7G+/Y+4m5YqKS3YfwanrdxEUFiXHr9x7DLtPXkSLmv80OdbTw2dNamHxrj9x5OJN3A0KwbeLf4eTrRUaBOTf86Owfdy2FXbvO4h9h/7E48AgzFnwK1JSUtGscU4fqemz52LxitWqzeAfPJSb+EMeERkpvw5+qjwBTE5OVowRQkLD5NehYa/W+/J1fdr6few68Cf2HP4LjwKDMeuXZUhOSUWLRvXk/ZN/WohFq9bnOaYM3H34SG6iV2V4ZLT8Om914fzla3Dx2k08CwvH1Vt3MOb7H+VnWaM6tTR+PAYW5rCuUEpugrl3Ufm1qUfOxQC/ycNQYdn3ivGPf10Pc28PlJo2XPa6KdbvM7i1fx8Pf1JWRz+cswwePT9Bkc/bwrKUD8rOnwBDCzMErtgCbfjow7bYs28fDhw8hCdPAvHz/AVISUlB0yY5nw0zZs3G0uUrFOPbtm6Nc+cvyGrCJ4GBWLVmrVyIpc0/Pc0szM1RvlxZ/LZ0GS5fuYqQkBDsP3AQBw//iVrPTYkkzRJx0Zva6PUwztOcth+2w769f+DQwf0IfPIEC+bPRUpqCho3aSbvnzVzBpYvU/6cW7dpiwvnz8lqwsDAJ1izeiXu3b2Dlq1ay/vNzS1kr8OlS3/DlSuXERLyDAcP7MfhQwdRs9Z7WjkmEcO83/oTbNuwAudOH8OTR/excPZEWY0oVmXONXnMIOzbpawY/aBtB/y5bweOHvoDwYGPsHTBD0hNSUG9xsr2P2JxlkcP7iDkaU5vscDH9+XthHjViqbCFv/nLljUagTzavVg6FIEtp/0gr6JCRJPHZH3233+Baxbdcx38ZTkK2dfTA6K5GHPYTDy9EHUyp8BPX3oW9nITSzaoi27/oxB++b2csETT3djDPncBVGxmTh9WdkX/btBRfB+XWV12M7D0SjpbYp2Te3g6miEOlWs0PQ9G+z5K1aR1Lt2Nwld2zqiTAkzODsYokF1K9SvZoVTeZ5XU7YdiECHls6oXtEKXkVM8HWvooiMycDJC8r3yNSvvdGyoWoVnsi5N3nPDgf/jn5hYRSRPJzylTdMTfQwZ1kwzE0NZJWj2Ao7KarrcV7HVk2x4+Bf2H3kBB4FPcWM31YjJTUVLRvkfD59N3cxFqxRVnCJqsNf12/DmAHd4ObkiMjoWLmJC/aCOOcYPXMhbt1/hAlD+sjkXe4YEcdrQ7u2bfDHvgPYf+gwHgcGYu6CRTJ2FasoC9/PmoMly1c9d870QG7i/CIiMkp+nfec6eeFv+DQkSMYNXwYzM3NEBUdLbfXTYrpapw3bdo02WMw7yb2vQ5xzuDsrJwtKYgkoL29vbzvVYgLlaL/oZj2nNfEiRPlInBiarToqyhiJ1Hd+J+ZwiyIVfnED1Q0yBZzvN3c3OR87+cVKVIEf/zxB4YPH44KFSrIX0DPnj1lX5pcIuATV6JFPxvxyxc/9LxXpkUAunXrVvk4kbEVq+6J1fjyziEXV7pnzJiBu3fvyqBUrAYovm9u8Cp63uRt5C2CYPGLFVNiRN8d0az766+/xpvWvJKfXExlwb6TiIgT04wdsaB3W8UiKCExcf/6D1f3BlWQnJaBiZsOIT45FZW83bGgz4cyAaktdVr0QnpqMnYsG4+UpDh4lgxAl69+hZGx8up9VNgTJMUrp+mcOZyT2Fk6PaeBe64Pe05FQJ0P5de1mnVFRnoa9qybjuSEWLh6+qHb8CWwd9Zs1V6zauURHZ+IhdsOIjI2Hn4ebpj/ZXfFFOaQqBiVCqiU1DRMXbUDYdGxsoeHl6sTJvf+RD5Prm7v15VJyMkrtsoFVyqWKIb5w7r/60rW/1eDOu/JKybL16yXU5l9fbwx/buxiinMYeERKhUOkVHR6DtE+X9m49YdcqtQtgxmT5so992+dx9fjR6vGLNwSU5A07RhfYz8cpDGj6lR7ZqIiYvHkvWbEBUdi+LexTBz3EjY/zNtIjQ8UuWYIqKj0WOY8qR1/fbdcqtYpjR+npzzmRUWGYXvZs9DXHwCbG2sUK60H36Z/h3snmsQrQk2lcui5iFlQOI/c7T8N3DlFlzpOQombk4w+yfIFJIfBeFs677wnzUKXoO6ICUoBFf7jkXEgZyLEMKz3/fA2MkeJccPhomrE+Iu38SZlr2Q9lzDbU2pX7eOfN+tXL1GLhbg4+ODKRO/U0wDCQ8Pl4ug5BINpb8Z/jVWrFqN5StWwr2IO8aPHQOvPE2mR40YgaUrVuD7mTMRH58g+yB26/I5WrZQLshARAVjnKcZdevVR2xcLFavWqn4zJs4cUqez7wwlfihtH8ZDB8xCqtWLsfK5cvkZ96YbyfAy8tbMWbkyNFYsXwpZv4wHQnx8fIE6PMu3fB+C8314X5eq3adZfJv8bzvkZSYAD//8v9r7z7gdS7/P46/7b032XsTiYaEJEqqf9OIUGYlZTQQLf1QaUkhMkoiMysiySqjrGRkZK9jr3P+j8+lc5z7OLdxOOP79Xo+Hl/n3N/7e9/nvtzr872u6/O51PX1/koeKc7btXO7DkdKAa52e22FHDqosSM/d4ut5C9U1N0mcgrzrB/G67vRQyIuv961rfvZ+rlXdEft+rHWnuO//6qDadMrff1HlCRdRp3evll7P3lLoYfPdZolzZT1gtGKpNlzKUXhktrzUe8L7i9JxsxKVe5cWY0cXf8XcN2eD3rq5N+rFRfGzzrgOsXaPJ5daVIl1poNJ9T7k+0Bs+usk9AWDQn395aT6vP5DjVukEWP3JNZu/ed0ZDv9mje0vOz9voN2anG92dVxydzKm3qxNqz/4xGTd6n6fMDy8jEhrE/7FXKFInV4ck8bjGUVeuPqXv/TQFtypU9uUvdjsxSl7NnTa6ZP1+4eEqR/KlU4r9VnIf0CZxV1uyltdq978pKMFzPcV7tW6voQMhhffH199p3MERFC+TVe690PB+L790f8Jk3bsZPrpPNOgkja/FwA7V89H7t2X9QPy89N8Oy6Yvna+6bj3u+pBvLnOt8jU01qt+mg4cOadiI0e5z3M6Z3urVI6Kczu49e5QoUpv27d+vNs+eL4Hx7bjv3VauTGn1e+dNt2/S1Gnu54vdzn93usvPd4jomMTFy4pYpkB0unbtqj59zne8R8cGG6+WzYKsX7++q4XYs2fPC2KqcBUrVtTRo0f1v//9z2VKXIlEYTGZtwjPODH56hcPSWgmZnlGfnNv6Hj5zf5sMZ9Cn1AlPxO7K/nFtSXlo1853ctKr5kkvylQxJsp/AnBl+cm6sSLZqxnhDiwfkP8rhYcGw6fjbtUwLiS/cM28psOYec6Hfzk5DF/xXmm3Vf/Jz+p9vuFs9C97kjKwJmpfpCv6KXXGLie4rw9e/a4msgXY4N5I0aMUKdOnVyncDib8WpZGZb18MAD5yYwRefw4cO6++67lTp1ak2ePNnd5mKmTJniBlVt5mqwjk/fzUAEAAAAAAAAEqJs2bK57VJsoTVbpOy3335TpUqV3L7Zs2e7NPmbbz63SFmwmYfWeWgdgRMnTrxk56FZvny5yzy4ks5DQwciAADwJXIsAAAA/MlvcV7JkiVd6ZRWrVpp4MCBrnZl+/bt9dhjj0WswLx9+3bVqlXL1Ye2kivWeVinTh0dO3bMzWAMX9DFWKellVyZNGmSdu3apapVq7rORauDGNOyKnQgAgAAAAAAAPFo5MiRrtPQOgmtrrIteGI1mcNZp+K6detch6H5/fffI1ZoLlKkSMB9Wa1nq+lsK3d//PHH6tixo1t52Y6zheGso/JK0YEIAAAAAAAAxKPMmTNr1KhRQa+3DsHIy5jUqFEj4HJ0bFZj5EXhrgYdiAAAwJf8ltoCAACAc4jz4l7iePibAAAAAAAAADyCGYgAAMCXQhmZBgAA8CXivLjHDEQAAAAAAAAAQdGBCAAAAAAAACAoUpgBAIAvUVwbAADAn4jz4h4zEAEAAAAAAAAExQxEAADgS6Gh8f0IAAAAEBuI8+IeMxABAAAAAAAABEUHIgAAAAAAAICgSGEGAAC+RHFtAAAAfyLOi3vMQAQAAAAAAAAQFDMQAQCALzEyDQAA4E/EeXGPGYgAAAAAAAAAgmIGIgAA8KVQRqYBAAB8iTgv7jEDEQAAAAAAAEBQdCACAAAAAAAACIoUZgAA4Eth8VpdO1E8/m0AAAB/I86Le8xABAAAAAAAABAUMxABAIAvxevANAAAAGINcV7cYwYiAAAAAAAAgKDoQAQAAAAAAAAQFCnMAADAl0JD4/sRAAAAIDYQ58U9ZiACAAAAAAAACIoZiAAAwJcorg0AAOBPxHlxjxmIAAAAAAAAAIJiBiIAAPClUEamAQAAfIk4L+4xAxEAAAAAAABAUHQgAgAAAAAAAAiKFGafO1zwRvnNqt/Oym+qVykkv8ny7x/ym0RnT8tPSq+ZJL9ZVfI++U2B0+vi+yF4FsW14XchZ9PJb1InOS6/SdLuZflNk5DC8f0QcBmqdRwsP/n1xhbym8wrl8hv8sXR3yHOi3vMQAQAAAAAAAAQFDMQAQCAL4XFa3XtRPH4twEAAPyNOC/uMQMRAAAAAAAAQFB0IAIAAAAAAAAIihRmAADgS/Ga2QIAAIBYQ5wX95iBCAAAAAAAACAoZiACAABfCmNkGgAAwJeI8+IeMxABAAAAAAAABMUMRAAA4EuhFMcBAADwJeK8uMcMRAAAAAAAAABB0YEIAAAAAAAAIChSmAEAgC9RXBsAAMCfiPPiHjMQAQAAAAAAAATFDEQAAOBLjEwDAAD4E3Fe3GMGIgAAAAAAAICg6EAEAAAAAAAAEBQpzAAAwJdCyW0BAADwJeK8uMcMRAAAAAAAAABBMQMRAAD4UlhofD8CAAAAxAbivLjHDEQAAAAAAAAAQTEDEQAA+FIYtXEAAAB8iTgv7jEDEQAAAAAAAEBQdCACAAAAAAAACIoUZgAA4EuhFNcGAADwJeK8uMcMRAAAAAAAAABB0YEIAAB8W1w7vrbYsn//fjVq1Ejp06dXxowZ1aJFCx05cuSit6lRo4YSJUoUsLVu3TrgmC1btqh+/fpKnTq1smfPrpdeeklnzpyJtXYAAABcDT/GeQkdKcwAAAAeYZ2HO3bs0MyZM3X69Gk1b95cTz/9tEaNGnXR27Vq1Uq9evWKuGwdheHOnj3rOg9z5sypBQsWuPtv2rSpkiVLprfeeitW2wMAAABvoAMRAADAA9asWaNp06ZpyZIlqly5stv34Ycfql69eurbt69y584d9LbWYWgdhNGZMWOGVq9erVmzZilHjhyqUKGCevfurS5duqhnz55Knjx5rLUJAAAA3kAKMwAA8KXQsPjbTp48qZCQkIDN9l2NX3/91aUth3cemtq1aytx4sRatGjRRW87cuRIZc2aVWXKlFG3bt107NixgPstW7as6zwMd/fdd7vHvGrVqqt6zAAAAH6L865XdCACAABcY2+//bYyZMgQsNm+q7Fz505XnzCypEmTKnPmzO66YJ544gmNGDFCc+bMcZ2HX331lRo3bhxwv5E7D0345YvdLwAAAK4fpDADAABfCovHIWLrqHvhhRcC9qVIkSLaY7t27ao+ffpcMn05pqxGYjibaZgrVy7VqlVLGzZsUOHChWN8vwAAANdjnHe9YgbiFfryyy9d+lBss5pDVoMIAAB4j3UW2krJkbdgHYidOnVyHYQX2woVKuRqGO7evTvgtrZSsq3MHKy+YXRuvvlm9/Pvv/92P+22u3btCjgm/PKV3K8fEOcBAABEjxmIV+jRRx91xcqvxokTJ9S6dWv99ttv7qTg3nvv1ffff6+E5LsfZmn091O1/+AhFS6QVx1bNlGpotHPUti4ZZsGfz1O6zZs1s49e/Vs8yf0yH11A475v2decNdF9UDdWur09JOKK3eWT6xKRRMrZXJpy54wTV54VvsPX95tbyuTWHfdmES/rj6raUtDI/anTSnVqZREhXInUoqk0t4Qad4fZ7VmS+yPiIyfMl1ffz9J+w/Y85RPzz3dXCWLFYn22E1btmrIqG/114aN2rl7r9q3aKqHGwR/LY8cO0GDvhqt/7vvHnVoGXfP0ddzFmvYzF+079ARFbshp7o8do/KFrwh2mN//H21Bv/ws7bs2a8zZ0OVL3tmNb3rFt1btXzEMZ9OmqPpS/7UzgMhSpY0iUrly6X2DWsFvc9YadPcpRo2c6H2hlibcqjrI3VUtkCeaI+dtWytBk//RVv3HNDps6HKnz2TmtSqqvtuLhtxzGvDJ2niwpUBt7ulVCF92v5xxYWJk6do7HfjtP/AARUqWFBtWz+jEsWLBT1+3s/zNWzECO3atVt5cudWi+bNVOWm8zXcjh8/rsFfDtOvvy5UyOHDypkjh+5vcJ/urXdPnLQn822VVahTC2W4sYxS5s6upQ+11a6JP178NtWrqFTfrkpbqqhObN2hv9/+VNuGjw84Jn+bJ1TohRZKkTObQlau1arne+vQkj9iuTWILMwjA9PZsmVz26VUq1ZNBw8edPFDpUqV3L7Zs2crNDQ0olPwcixfvtz9tJmI4ff75ptvus7J8BRpW+XZOj1LlSql68n1EueZsLAwjR35uebMmKijRw+rWMlyeqptZ+XKnfeit5sxZawmjxupQwf2K1/BInrymRdUpFjpiOt/nPa9Fsydoc0b1un48WP6fPQMpUmbLtbbM3XS9xr/3Tc6eGC/ChQsrFZtOqhY8ZJBj//l55806quh2r1rp3LlvkFNn2qlyjdVjbj+g/59NGfW9IDbVKx0k3r0vvhs4diJ8w6qSIH8evYScd7QUWO0bsMm7dq9R+1cnFf/guP27Nuvz4aN1OLfl+vEyZPKkyununRooxJB4vzYeN3NGvehlsz5VsePHVb+YhXVsFkPZc1ZIOhtNq1donlThmj75lU6fHCPGj/3oUpXrh1wzOFDezXt635a/+cvOnHssAoUr6wGTV+56P3SpuDG/jBbIydOc+eCRfLn1QstnlDpooWiPXbCzLn6Ye6v2rh1u7tcvFB+tX7iwYjjbaDrs9HjtWDZH/p31x6lTZ1KlcuWUtvGDylb5kyx3ha/xnn2uhs/+jPNnfm9jh09oqIlyqlp667KmTvfRW83a+oY/TB+hA4d3Kd8BYqqcauXVCjSZ/jbrzyjdat+D7hNjbsfVLM23ZTQeCXO8xNmIEZy6tSpSx6TKlWqC+oPXamzZ8+6+3n22Wdd8fOE5sf5C/XR0FFq/khDDe7bS0UK5NMLvf6nAwdDoj3+5MlTyp0jm1o3eURZMmaI9pjP3+2pCYMHRGzv9ejs9t95SxXFldtKJ9bNJRNr0qKz+nzqGZ0+IzWpnVRJL+NdkDtLIlUumlg791/4KfXAbUmUJYM0evZZfTLpjNZsCdUj1ZMoZ2bFqtk/L9DHQ77Sk4/+nz7v/7YKF8yvF3u+rQMHD0V7/An3PGXX002eUOZMF59dsWb9Bk2cPst1SsYl6+jrN3a6nqlfQ6NfecZ1trUdMEL7Q45Ee3z6NKnUsl51De/SUt92b6P7b6moHsO+14JV52bVmPw5sqjr4/U0tnsbDX3pKeXOklFt3v9K+w8fjZM2TVu6Wn2/m6Vn6t+ur7u1UPE82dXmw6+1L8jfz2Btqnurhr/YTGNfaaX7q5ZXj68m6ZfVGwKOu7VUIf349nMRW5+nGsZJe36a97MGff6FGj3xuD4e8L7rQHzlte6uUyM6q1av0dvv/k9169TRJwM+0C3Vqur1N97U5s3/RBzz2eeDtfS339X5xU76fOAneuD+Bvr404H6deHFF4W4VpKkSa2Qlev057OvX9bxqQrcoJsmfqZ9Py3S/Mr3a9OHw1T2szeU9a7bIo7J9fA9Kvm/blr/xseaX+UBHV65VjdPGazk2WL5gwG+VrJkSdWtW1etWrXS4sWL9csvv6h9+/Z67LHHIlZg3r59u0qUKOGuN5ambCsqW2fW5s2bNXHiRDVt2lTVq1dXuXLl3DF16tRxHYVNmjTRihUrNH36dL366qtq165d0FmTXkScF2jSdyM0ffK3rtOwd9/BSpkyld7p/rxOnQq+2M+vP8/SiC8G6MHHW+jN979UvoJF9U73jjp0cH/EMadOnlD5G6vq/ofjbvBx/tw5GvL5p3rsiabq/+FnKlCosF5/rYsOHjwQ7fFrV/+pfn3eUO0696j/h4N0c7Vb9U7v7vpn86aA426sVEVDR4yN2Dp1fjWOWnQuzvtkyHA1e/Qhfd7/HRfnvdTzraBxni3SlCtHDj3d5PGgcd7hI0fUvmt3JU2SRH26d9Owj/qrbfMmSpc2jeLKvClfaMGMEWrYvKfa9vxGyVOk1pB3W+n0RV53p04eV658xXX/k68F7Uj56v322r9nq5p0/Fgd3hinTFlza/A7T+nUifMLRsUWv7Vp1i+LNWDYN2rxcAN9+W4PFbXJJG+8p/2Hoj8X/H3VOt11WxV91PMlDXrrZeXImlnP9+6v3fsORJyDrNu0Rc3/7z53f2+/1E5b/t2pzu98qLjg1zhv6vjhmjn5Gz3Zupu6vztUKVKmUr/XO1z0M3zR/Bn6esj7avhYS73e/yvlLVBUfV/voJBIn+Hmjrsa6v2hP0Rsjz7ZIQ5aBC+4rjsQa9So4QLv559/3q1MaCsO9u/f39UHSpMmjfLmzau2bdvqyJEjQVNbwlNQrCB5gQIFXJF0C+QPHw4+rc3u+9NPP3UnAJdKDbqS+71Wvp40TffdVUP1a1VXwbx59NIzzZQyRQpNnj032uNLFi2kdk8+rtq3VVWyZMmiPSZThvTKkiljxLZg6XLlyZldFUuXUFypWjKx5q0M1bqtYdp1UBo3/6zSpZZK5Et00dslTyo9dHsSTVx4VsdPXdiBmDdbIi1aG6rt+8J04IjNPgzVidNS7swXv9+rNWbCFN1bp6bq1a6hAvluUKc2LZUyRXJNnfVTtMeXLFpYbZo3Vq3qtyh5suCTj48dP6E3+n+ol9o9HacBpflq1q968LYb1fDWiiqcO7tebXSvUiZPpu8XLIv2+JuKF1TNiiVVKFc25c2WWY1qVVXRPDm07O8tEcfUq1JOVUsW1g3ZMqtI7uzq9PDdOnLipNZv2xU3bZq9SA/eWkENq5VX4VzZ9Orj9ZQyeVJ9v2BF9G0qll+1KpRQoVxZlTdbJjWqWUVF82TXsg1bA45LnjSpsmZIG7GlT50qTtozbvz3qlv3bt19V23lz5dPz7ZvqxQpU2j6jJnRHv/9xImqXOlGPfzQg8qXL6+ebNJYRQoX1oTJkyOOWb12je6qVVPly5V1sw/r3VPXdUyu++uvOGnTnunz9FeP97VrwqzLOj7/04/p+KZtWtO5j46s3ah/Phmpnd9NV8HnmkUcU/D55to6eIy2DRunI2s26I+2PXT22AnlbfZQLLYE1wNbTdk6CK2Goc2Uu+222zRo0KCI60+fPq1169ZFrLKcPHlyzZo1y3US2u0sXfqhhx7SpEmTIm6TJEkSTZ482f202Yi2wIp1Mvbq1UteRpwXnHVOTJv4jRo+0kyVq1Z3MwnbdOyug/v3aunCeUFvN/X70brz7gaqUfte3ZCvoFq07ew6mefOPP+Zfs/9j6nBw01VpEQZxZUJ479Vnbr1VKvOPcqbr4DatO/oHtePM36I9vhJE8a5zsEH/u8x5c2XX42aPqVChYu6WYyRJU2WTJkyZ47Y0qaL/ZmU4b6dMEX169TSPbXvdHHeCxFx3pxojy9RtMh/cd6tQePxUd9NVPasWdT1ubZuJmOuHNl1U8XybhZiXL3ufpk2XHc2aK1SlWq5DrRHnnlHhw/u1urfgn8HFy9fXXUefl6lK98V7fV7d27W1r9XuFl/eQuVVbZcBXV/sx6uA2/Fwimx2CJ/tmn0pBlqULu67q15mwrmza3OTzdRihTJNXn2/GiPf/35p/VQ3ZoqVjCfCuTJpW6tmyk0LExL/zhXuzdtmtQa0L2Tat9yk/LnyakyxQqrU8tGWrvxH+3cs0+xzY9xnr3uZkwarQaPPKUbb77DdQS2eu51Hdi/V78viv6c3UyfMEp31Gmo22s1UJ68hfRkm25KniKl5v04MeA425cxU9aILVXqtHHQKnjBdd2BaIYNG+aCaxvFHzhwoBInTqwBAwZo1apV7jpLDerc+dxsuWBsdN9SUyz4tm3u3Ll65513rvqxxdb9Xszp02f014bNqlzu/DRm+z+pXK6UVq37+5r9jRnzFqh+zepKlCh2O9nCZUorpUudSBt3nE89Pnla2r4nzHUAXkz9m5No/bZQbdwR/RzprXvCVKZAYqVKLtk9lSmQyM1q3LwrLJafp02qVL5swPNkl1etu7pOl/c/G6JqlSqqcoXz9x0XTp+x2Zv/6uaShQLadHOJQlq5cdtlfZEuWrNRm3ft041F8wf9G9/9/JvSpkqhYnkDVxyNDafPWCr7DlUtXjBiX+LEiVS1REGt3HSZbVq7SZt37VelIoGzQZeu/0c1Or+nBj0/1Rujf9DBI7E/wm4dE+v//ls3Vigf8BxVrFBBq9eui/Y2a9audddHVunGim5/uFIlSmrhokXau3efa/PyFSu1/d9/3XEJUcaqFbR39q8B+/bMnK9MVc+1M1GyZMpwY2nt/XHB+QPCwrR39gJlrJow2+RXoaFh8bbFFltxedSoUa6j6dChQxoyZIjSpj0f2FtnlL2PrPPMWCeZxQ/79u1zqbXr16/Xu+++69KTI8ufP7+mTp3qOh737Nmjvn37uhWevY44L3q7d/2rgwf2qUyFmyL2pU6TVoWLldL6tX9Ge5szp09r09/rVKb8+dvY/6fdx/p10d8mLth304a//1K5CpUCHlf5CpW0bu3qaG9j+8tVvPGC9OR1a1cF7Pvzj+V68vEH1bZVUw386D2FhEQ/+y824rx1GzZGG+etXrc+xve7YPFSFS9cSD369FfDpq3U8vkumjzj4qmc19KBPdtcWm6RMtUi9qVMnU55C5XTlr+jH1i9HGfPnHY/kyZLEfD/lTRZcm1eF5iKea35rU3utbfxH91UrmTA372pbCn9uS4wGyaYE6dO6szZs0p/kYkIR44dd+eB6dKkVkLjhThvz67tOnRgn0qVqxLlM7y0NqwLLHMU+TN884a1Abex57Z0+SrasC4w9XrhvGlq36S2Xnn2UX371Uc6efKEEiI/xnkJnfcjw6tUtGhRF0iHK168eEAQ/sYbb7g6Np988knQ+7DaQzZine6/UUlLAfrxxx9dPaGrcaX3a6kLtgXsO3VKKZInv+y/eejwYZ0NDVXmjIEnFpkzZtA/23foWpi3+DcdOXpM9WrerriSNtW5TsIjUT777HL4ddGxzsBcmRNp0JSzQY/5du5ZPXxHEnV9LJnOhoa51Oivf7r82ooxcSgkxD1PmaKkjNvlLdvO1R+JiR/nLdBfGzfps75X99qNiQNHjrn/vyzpAke4sqRPo807L6yfGe7w8ROq06WfTp8+6zrnXn6ivqqVCqzjM2/lOnX5YqxOnDqtrBnSaeDzTZUpDmZXRrQpfeDfypIujTbt2nfRNt318oDzbXqsrqpF6li1eoe1KhRXniwZXa3EDyf+pLYff62vXmqmJIljb1woJCTEfS5lzBhYryZTxozaujX6DtEDBw6666Meb/vDtW3zjD748CM1erKZmwGVOFEiPfdsB5UtE3ezV65EihxZdXJX4GvSLifLkE6JU6ZQskwZlDhpUp3cHfgcn9y1T2mKR18/CEDs8HucZ6lqyZNfeZq5nXiaDBkD0+3scvh1UR0OOajQ0LPKkOnC2/y77XxZirh2OOTQue+mTIHfTRkyZtK2reczEiKzOolRv8vs+AMHzqc831jpJlW75TZlz5FLO3f8qxHDBqt39656p99H7rsqNlmcZ22y+PvCOO/fGN/vv7t2a8K0mXrk/vpq/PADWrt+gwZ8PtQNFtSteYdi2+GD574702bIErA/bYasOnxoT4zv12bnZcySS9PHvKcHnuqpZClS6Zdpw3Ro/86rut/rsU0Hw88FM0Q9F0x/2eeCn4wYq2yZMuqmctHX0D156rQ75q5bqyhNHGXQ+C3Os/qFJkPGwNdd+gxZgn+GH/7vMzzK5376DJm1Y9vmiMvVqt+tLNlzKWOmbNr6z3p9O/wj7dz+jzp0/V+stAXect13IIYXIQ9naT5vv/221q5d606WreirjdjbiHzq1NGPkFgAGh78hRclj7pKYkxc6f3a43799cDaDi+2aaHO7VopIZny41zdfGM5ZY3ForllCybSfVXPB3cjZwfvAAwmfWrpnpuSaPjMMzpzfuLiBWpWTKyUyaQvZ5zRsZNhKpk3setQHDLtjHZHXxYuQdq9Z68+/GKY+vV6+Yo6neNbmhTJ9c2rrXXs5CktXrtJfb+drjxZM7n05nD2ux1js/TGzf9dnQd9qxFdWypz+oQ5HT9NihQa062la9OidZvV77tZusHaVOzczMp7Kp+fIWzpzcVuyK763T/R0r/+0c0lzrfbKyZMnKS1a9fp9e6vKXv2bPrjz1WuBmKWzJl1Y0VWKUXM2Uw8XN/8Hue1at9Zz3Tocsm/Nf+n6Rr88fnFPzp37xvjx329uP2OmhG/FyhYyG2tWzTWn3+sUPkKgbMXvSIsLFTFCxdWqybnFl0rWqigNv2zVROnzYyVDsRlv0zS90N7Rlx+stOnig1JkiZzi5B898Wr6tW6qhInTqLCpaupWLlrP1nBj226loaPn6qZvyzWJz07K0XyC1Pp7TP31f6fuu9nS43G5Vkw9wcN+/TtiMsdX30v1v6WLZgSLm+BIi6F+d3ubbV7xzZlzxV3i1BeDuK8uHfddyBanZpwVlzcVspr06aNG/21NKH58+erRYsWrvB2sMAyap0Rm45to4ZX60rvt1u3bnrhhRcC9oVsuLKp8xnSpXMzmPZHWTDFVuAKtkDKlbDVf5euXKU3Oz+r2GR1DrfvPRNxOUni8ysmHzl+/ji7vPNAWNCFU2x24jP3nn+bJEmcSPlzhKlKicTqPfKMMqaRbi6RRB9NOK09/2W17DoQqnw5EqlK8cSavOjqXwfRyZA+vXueohbStsuXWiAlGFu178ChQ2rV8fwKWzYCuWLVWrcK4MyxI5Qk/D8yFmRKm9r9/+47HLhgyr6Qo67GXzA29T5f9nOjbyXy5tKmHXs0ZNr8gA7EVCmSu2NsK1cor+57bYDG/7JMLe6J3SAsok0hgQum2AIqWaPMSozMZh3aitKmRN6c2rRzrwZPXxDRgRiVdS7a39qy50CsdiBayqP9f0ctSn/g4EFlijLzI1ymTBnd9Rcef+51arNpvhz+lbq/8rJurnIuLc7qH27cuFFjx41PkB2INgpto9OR2eXThw4r9MRJndp7QKFnzijFf6/L88dk0cmLzKYFcO35Pc5bteXyFgSrVOU2FSlWKiCVzdjiJ5kyn/88s8v5CxWL9j7Spc/oOjFs9eXI7DYZMwV+3sWldOkznPtuijR78NzjOuDqFkYnY6bMF3yXueODfJeZnLlyK336DNr57/ZY70C0OM/aZPH3tYrzTJZMmZQ/b56AfXZ53q+xs2hZqRtrKm+Rc4s1mbOnzy1kdOTQPqXPeH6xoiOH9ipX/uArZl+OPAVL69k3x7vVis+cOa206TPr4x6P6oaC5wddrwU/timyjOHnglEWTLFzw0udC46cME1fjZ+qAd1fVJECeaPtPHyl/0BX99AWXEmIsw8TapxXsUp1FS52PjPnzH+vO5uJmDHSZ3jIoX3KVzDIZ3i6/z7DoyyYEnJovzJc5DM8/O/u2rk1wXUgIu5d9zUQI7MVCi1w69evn6pWrapixYrp339jniYQ16xYtJ3gR96udCZZsmRJVaxwAf228nwNGPs/+W3lapUuXuSqH+OU2fOUKX16VasUu50Cp87IpRCHb9a5d/hYmArlOv+ST5FMypMtkathGB2refjxxNMaOPlMxLZ9b6j+2BjmfrcBj/C1SKLeg10Xm/Udzz1PBfXbyj8DnqffV/6p0sWj/9K4lErlymjogP/pi/f7RGzFixRS7Ttudb/HZuehSZY0qUrmy63FazYFtGnx2o0qV+jyv6ysaPOpM+c7j6MTFnrpY66FZEmTqGS+XG4WYcTjCw1zl8sVvLI2Wf3GYHYdCNHBo8eU7SIdrdeCnewWLVJEy5avDHiOli9foVIlzqcFRlayRAktXxE4kPH7suVuv7EaORZQWqdpZHbiZDMlEqKDC5crS82qAfuy1rpFBxYud7+HnT6tQ7+vUtaa5+shKVEiZbmzmg4ujH5BIACxz49x3uWmL6dKnUY5c+eN2PLkK+g6/VatWBpxzLFjR7Xhr9UqGmTxE1tQpGCR4lq18vxt7P/T7qNo8fgrOWHfTYWLFNPKFb8HPK6Vy39X8RLRp1Dafrs+suXLlqp4ieAdM3v37tHhwyFBOyWvdZxntQp/X/lHlHj8T5UqXjTG91umZHFt/TcwDXXr9h3KkS2bYkOKVGmUNUf+iC17niJKlyGrNqxaGHHMieNHtHXjSuUrcr6+8tWw+oPW0WaLkGzf9KdKVqqla8mPbbrgtVcof8QCKOGvPbtcpnhgiaDIRnz/g4Z+N1nvvdpRJYsUCNp5uG3HLtfBmCFKyaKEJCHGealSpVGOXHkjttx5C7lOv9Url0Qcc/zYEW34a5UKFz/fwR31M7xA4RIBt7Hn1i4XLh689v2WTefq69tMROC6n4EYWZEiRVwh5g8//FD33XdfRMHtq/XRRx9p/Pjxrq5NuNWrV7vR7v3797tC6MuXn/tAspX+4ttj99XVmx9+rhJFCroVlsdMmqHjJ0+6RU9M7w8+U7YsmdS68SMRxXY3/1d3zzo59uw/oPWb/lGqlCl1Q64cAR9QU2f/rLp33qaksVw7JjoL14SqetnE2hdiqyWHqWaFJDp8TFq75Xz335N3JdGaLWFavC7UdUJGTUG2fZamHL5/7yGbIRfm0qVnLA09l8KcL7EK5UqkUTFIm74SVr/m7Q8+VYkihdzKe2MnTdXxEyd1T+1zKShvvvexsmXJrKebPn7+efqvTp3V1tu7b7/Wb9ysVKnsecqp1KlTqVD+wNHCVClTuFmpUffHlia1q+m1L8erVIHcKlMgj0b+uFDHT53W/becK0j86tBxyp4xvZ59oLa7PPiHn1Uqf263WvGpM2c1/8/1mrJwpV5uVN9df/zkKX0+dZ5qlC/uah9aCvM3Py3W7oMhuqtS6bhpU82b9drwiSqdP5fK5M+tEXMW6/jJ02pY7dyX+ytfTlT2jOn0XMM7z7Vp2i8qlT/XuTadPqufV/2tKYv+1CuP13XXHztxSgOn/qzaFUu42orb9hzQe+Nnu1Wob4lUJzG2PPhAQ/Xt/56KFS2i4sWKafyECS79r85d556Td/v1V9YsWfRUsyfd5YYNGuilrt3cbMIqN1XW3Hk/u4VYnu/Q3l2fJnVqlStbRp8PGepOhHNkz6aVf/ypWbPn6OmWLRQXkqRJrTSRFqlJXfAGpS9fQqf2H9KJrTtU/I0XlDJPDq1ofi5N8J9BXyt/20Yq8fZL2vrld8p6Z1XlevgeLWnwTMR9bHp/qMoP6aODv/2pQ0tWqsCzTyppmlTaOmxcnLQJ5yTQPmjEE+K882yQs26DRzX+my9dh2K2HLn07YjP3UwWW5U53JuvtFflanfo7nsfdpfrNXxcA9/rrUJFSrhi/T9M+Np9B9xR+96I29jiLLbt+vdczLH1nw1KmSq1smbLobTprj6bJTr3P/CwPuj/jooULa6ixUpo0oTvdOLkCdW669x35/t931aWLFnVpPm5sj733f+gXunSUd+PG6PKN1XVz3Nna8P6v9S2Qyd3/fHjx/XNqGGqdmt1N1vRaiAOG/KZcuXK4xZbiQsPuzjvExUvUlglixZ2cd4JF+edWyDprfc+UlYX5z1xQZx35vQZ7d13ICDOc/fZoJ7ademuEd+OV43bqmntX3+7RVQ6tW0VZ6+7W+s21ewJA5UlZ35lznaDZo4doHQZs6tUpXNxhPni7eYqVbm2brmrkbt88sRR7du1JWDhkn//WaPUaTIoY9bcbt8fi6YpTfrMrm7gzq1/adKIt9yqyMXK3kqbrtDj99VR748Gq0ThAipdpKC+njJLJ06e1L13nvu7rw/4wp0Ltm10bsVhm3X4+TcT9PrzrZQrW1btO3Ao4jwidaqUrvPw5b6fat2mf9S323PunDD8GFtoxTotY5Mf4zx73dW573FN+naI+wzPmj2Pxo0a6GaU26rM4fq81kaVqt6p2vXPnbffff8T+vyD11WwSEkVKlrareR88sRx3V7rPne9pSn/Om+ayle6VWnSZdC2f9Zr1OD3VLx0RbfSc0JDnBf36ECMpHz58urfv7/69Onj0kSqV6/u6s00bdr0qu537969bqW9yOrVq6d//jlfcLpixYoJJo+/1m1VdTDksL4YPc6lThQpmE/9XnspopDzrr37AmYL7T1wQM07vRZxefSEH9xWoXQJfdT75Yj9lrpst61f63xgGpfmrwp1Mwbvq5ZEKZNLW3aHacSswPqGmdIlUuqUl/8c2AJMI348o7tuTKInaiZR8qTnZjyO/+Ws1m+P3eey5u236GBIiIaM+lb7DxxUkYL59b8eXZX5vwUrdu/dG/g87d+vlh27Rlz++vvJbqtQpqQ+eLOHEoK7byqjA0eO6tOJc7Q35IiK35BTnzzbWFn+q1W4Y/+hgJmd1kH41ugp2n0gRCmSJVWBnFn15lMPuvsx1n5bgKXTwhWu8zBjmlQqXSCPhrz0lIrkPp9mEpvqVi7l2vTJ5LnaG3JUxW/IoU/aPxbRpp0HDgU8T9Zh+tbX07Tr4GHXpoI5sujNZve7+wlv01/bd2viwpVusZXsGdKpWsmCanffHUoeywGYqVH9drfy6/ARI12x+UKFCunNXq9HpH3Z6q22CEq40qVKqutLL2rYVyP05bDhyp0nt3q8+ooKFDifjt2tc2cNGTZMffr21eHDR1wdxGZNm+jeevcoLmSoVEbVfvwq4nKpvuc+t7YOH6eVLbopRa5sSpU3V8T1xzdvc0FkqX7dVKBDU53YtlN/PPOq9s6cH3HMjm9/UPJsmVWsx7NKkTObQlas0eJ7W+pUlILbAOIOcV6g+x5q7E4cv/joHR07ekTFSpVT19ffC5jVuGvndrdISbhqt9dWyKEDGjvyC9dJmL9QUXebyAurzPphvMaNHhxxuVfXNu7nM8+9qjtqnxvgu9Zuu+NOHQo5qNFfDXXfTQULFVaPXn1c55/Zs2e3EkVaZKxEqTJ6ofMrGjl8iEZ8OVi58+RR19d6KX+BghGz4Ddv2qg5s2bo6NEjypQ5iyrcWFmNmjRXsmRxUyc6PM4bOmrMf3FeAb3bo1tEnGcxdeQ2WZzXquP5epjffD/JbeXLlIqI82zAuXe3Tvr8q9Ea9s13ypUjm9q3fFJ31Yi7unrV67fUqZPHNX5ID504FqL8xW5U85cGKVmk192+3Vt07PD5FPPtm1bp87fODUyaKaPO1fO88baGeviZc3XhQg7ucfstlThdxqyqeNv9qtnw3GuPNl2Z2rdW0QE7F/z6e+07GKKiBfLqvVc6RjoX3B8Qu46b8ZObRGKdhJG1eLiBWj56v/bsP6ifl54bRGn64vn6kebjni/pxjLnslJii1/jvHoPNHWf4UM/eevcZ3jJ8urUfUDAZ/hu9xl+fkbMzbfV0eFDBzV+9GdusRVLd+7UY0DEYixJkibV6pWLNWPy1+6+s2TNocrVaqrBI0/FWbuQsCUKS0iRDK65Patip6ZJfProN28Wrr6YNlXOpyL7RYada+U3ic6eqxnlFzvzB6Zn+MGqkudGUP2k/ul18f0QPOvFT4/F29/u2yb6enrAtfTbX4G1rPwgdZJIxap9IuPp2F0JOD78GhJ9miQSlhqpFshPfr0xbrJT4lLmSCnFflGtZOAq3rGFOC/uUQMRAAAAAAAAQFB0IAIAAF+yJIv42gAAABB7/Bjn7d+/X40aNXILpWXMmFEtWrTQkSNHLnqbGjVquDJfkbfWrVsHHLNlyxbVr19fqVOnVvbs2fXSSy+5+qRXihqIAAAAAAAAQDxq1KiRduzYoZkzZ7qF35o3b66nn35ao0aNuujtWrVqpV69ekVcto7CcGfPnnWdhzlz5tSCBQvc/Vv952TJkumtt966osdHByIAAAAAAAAQT9asWaNp06ZpyZIlqly5stv34YcfuoXZ+vbtq9y5z63QHh3rMLQOwujMmDFDq1ev1qxZs5QjRw5VqFBBvXv3VpcuXdSzZ08lT375i4ORwgwAAHwpNDQs3jYAAAD4M847efKkQkJCAjbbdzV+/fVXl7Yc3nloateurcSJE2vRoosvjjty5EhlzZpVZcqUUbdu3XTs2LGA+y1btqzrPAx39913u8e8atWqK3qMdCACAAAAAAAAl+Htt99WhgwZAjbbdzV27tzp6hNGljRpUmXOnNldF8wTTzyhESNGaM6cOa7z8KuvvlLjxo0D7jdy56EJv3yx+40OKcwAAMCXWMsEAADAn+IzzuvWrZteeOGFgH0pUqSI9tiuXbuqT58+l0xfjimrkRjOZhrmypVLtWrV0oYNG1S4cGFdS3QgAgAAAAAAAJchRYoUQTsMo+rUqZOaNWt20WMKFSrkahju3r07YL+tlGwrMwerbxidm2++2f38+++/XQei3Xbx4sUBx+zatcv9vJL7NXQgAgAAAAAAANdYtmzZ3HYp1apV08GDB/Xbb7+pUqVKbt/s2bMVGhoa0Sl4OZYvX+5+2kzE8Pt98803XedkeIq0rfKcPn16lSpV6oraQg1EAADgS2GhYfG2AQAAIPb4Lc4rWbKk6tatq1atWrkZg7/88ovat2+vxx57LGIF5u3bt6tEiRIRMwotTdlWVLZOx82bN2vixIlq2rSpqlevrnLlyrlj6tSp4zoKmzRpohUrVmj69Ol69dVX1a5du8ueRRmODkQAAAAAAAAgHo0cOdJ1EFoNw3r16um2227ToEGDIq4/ffq01q1bF7HKcvLkyTVr1izXSWi3s3Tphx56SJMmTYq4TZIkSTR58mT302Yj2gIr1snYq1evK358pDADAABfCmUVFQAAAF/yY5yXOXNmjRo1Kuj1BQoUUFikdufNm1dz58695P3mz59fU6dOverHxwxEAAAAAAAAAEHRgQgAAAAAAAAgKFKYAQCAL7GYCQAAgD8R58U9ZiACAAAAAAAACIoZiAAAwJcYmQYAAPAn4ry4xwxEAAAAAAAAAEExAxEAAPgSA9MAAAD+RJwX95iBCAAAAAAAACAoOhABAAAAAAAABEUKMwAA8CWKawMAAPgTcV7cYwYiAAAAAAAAgKCYgQgAAHwpLIyRaQAAAD8izot7zEAEAAAAAAAAEBQdiAAAAAAAAACCIoUZAAD4UijFtQEAAHyJOC/uMQMRAAAAAAAAQFDMQAQAAL5EcW0AAAB/Is6Le8xABAAAAAAAABAUMxABAIAvhVEbBwAAwJeI8+IeMxABAAAAAAAABEUHIgAAAAAAAICgSGH2uWylb5bfvF5aPlRRvlPCh23ymQLynwKn18X3Q0ACQmoL/O7gydTym9zJtshv1p8tKr/JkuaE/OZMqP/m1hxJmUV+knnlEvnN/nI3yXfiKB4nzot7/vuUBAAAAAAAAHDNMAMRAAD4UmgYI9MAAAB+RJwX95iBCAAAAAAAACAoOhABAAAAAAAABEUKMwAA8CWKawMAAPgTcV7cYwYiAAAAAAAAgKCYgQgAAHwpjOLaAAAAvkScF/eYgQgAAAAAAAAgKGYgAgAAXwqlNg4AAIAvEefFPWYgAgAAAAAAAAiKDkQAAAAAAAAAQZHCDAAAfCmM1BYAAABfIs6Le8xABAAAAAAAABAUMxABAIAvhYUxMg0AAOBHxHlxjxmIAAAAAAAAAIKiAxEAAAAAAABAUKQwAwAAXwoLDY3vhwAAAIBYQJwX95iBCAAAAAAAACAoZiACAABfCg2luDYAAIAfEefFPWYgAgAAAAAAAAiKGYgAAMCXwsIYmQYAAPAj4ry4xwxEAAAAAAAAAEHRgQgAAAAAAAAgKFKYAQCAL4VRXBsAAMCXiPPiHjMQAQAAAAAAAATFDEQAAOBLjEwDAAD4E3Fe3GMGIgAAAAAAAICg6EAEAAAAAAAAEBQpzAAAwJdCw0Lj+yEAAAAgFhDnxT1mIAIAAAAAAAAIig5EAADg2+La8bXFlv3796tRo0ZKnz69MmbMqBYtWujIkSNBj9+8ebMSJUoU7fbtt99GHBfd9V9//XWstQMAAOBq+DHOS+joQEzALHj//vvv4/thAACABMI6D1etWqWZM2dq8uTJmjdvnp5++umgx+fNm1c7duwI2F5//XWlTZtW99xzT8CxQ4cODTiuYcOGcdCi6xdxHgAA8BJqIMaTcePGaeDAgfrtt9/cbIJly5apQoUK8f2wAADwjfgcIT558qTbIkuRIoXbYmrNmjWaNm2alixZosqVK7t9H374oerVq6e+ffsqd+7cF9wmSZIkypkzZ8C+8ePH65FHHnGdiJHZjMaox8KfcV5YWJgmf/OJfpk1TsePHVah4hX0+NOvKHuu/EFvs371b5o54Utt3bhGhw7s0dOd31OFKjUDjlm2cJZ+nvGtO+bokUPq9r9vlLdgiThokTR+ynR9/f0k7T9wUEUK5NezTzdXyWJFoj1205atGjpqjNZt2KRdu/eoXYumerhB/QuO27Nvvz4bNlKLf1+uEydPKk+unOrSoY1KFC0cZ8/TxK8H6ueZ43Xs2GEVKVFejZ5+WTly57vo7eb88I2mfz9chw7uU94CxfR4y84qWLRMxPWHDuzV2OHva/WKRTpx/Khy5i6gev/XQpWq1YqjNn3q2mSvvcIRbcp/yTbN+H6Ya9MNrk1dom3TmhULXZtyRLSpdpy0yU/vpwmTp+rbcePde6lwwQJq90wrlSheLNpjN/+zRcNGjtL6vze491KbVk/pwfsbBBwzesxYzf91obZu26YUyVOoVMniatnsSeW9IY/ikj1P40d/prkzv9exo0dUtEQ5NW3dVTkv8X6aNXWMfhg/wr328hUoqsatXlKhYqUjrn/7lWe0btXvAbepcfeDatamW6y1JfNtlVWoUwtluLGMUubOrqUPtdWuiT9e/DbVq6hU365KW6qoTmzdob/f/lTbho8POCZ/mydU6IUWSpEzm0JWrtWq53vr0JI/lFBdzzMB4wszEOPJ0aNHddttt6lPnz7x/VAAAMA19vbbbytDhgwBm+27Gr/++qvr5AvvPDS1a9dW4sSJtWjRosu6D+vQWr58uUt9jqpdu3bKmjWrqlSpoiFDhriTLfgzzpv5/VD9NHW0Hn/6Vb301gilSJFKH/Zuo9OnAju9Izt14rhuKFBcj7YMflJ86uRxFSlZUQ0bP6+4NPvnBfpkyHA1e/Qhfd7/HRUumF8v9XxLBw4eivZ469zPlSOHnm7yuDJnyhjtMYePHFH7rt2VNEkS9eneTcM+6q+2zZsoXdo0iivTxg/Tj1NGq3Hrl/XyO8OUPEUqvd+73UWfpyXzp2vM0P6675Gn9VrfUbqhQFG936udQg7ujzhmyIDu2rn9H7Xv9p56vjdGFavW1Gf9umjLxrWx3qbp47/U7P/a1O2d4e6198FltOnbof107yPP6NW+o1yn6Ae92kZp02vatX2z2nV7Xz3e+1Y3Vq2pQXHUJj+9n36aN1+ffTFEjR9/TJ9+0F+FChZQt+6v68DBg8HfSzlzqsWTTZU5U6Zoj1n55yo1qH+PBvR9V+/07qkzZ86q62s9dfzECcWlqeOHa+bkb/Rk627q/u5QpUiZSv1e76BTF3meFs2foa+HvK+Gj7XU6/2/Ut4CRdX39Q4Brz1zx10N9f7QHyK2R5/sEKttSZImtUJWrtOfz75+WcenKnCDbpr4mfb9tEjzK9+vTR8OU9nP3lDWu26LOCbXw/eo5P+6af0bH2t+lQd0eOVa3TxlsJJnyxyLLYHX+L4DcezYsSpbtqxSpUqlLFmyuEDbgrpmzZq51Bwbsc+VK5e7zgLn06dPR9z2wIEDatq0qTJlyqTUqVO7VJ/169e76yyozpYtm7v/cDaybPcVbv78+W6mwbFjxy54XE2aNFH37t3d47mYvXv36oEHHnB/v2jRopo4ceI1+p8BAACxpVu3bjp06FDAZvuuxs6dO5U9e/aAfUmTJlXmzJnddZdj8ODBKlmypG655ZaA/b169dKYMWNcavRDDz2ktm3butmNCR1x3pWzts2eMlJ1H2ql8lXudLO5nuzwhpsFtWLx7KC3K33jbWrweHtVuDn4LLWb77hP9R5urRLlblZc+nbCFNWvU0v31L5TBfLdoBfatFTKFMk1ddacaI8vUbSI2jRvrFrVb1WyZMmiPWbUdxOVPWsWdX2urZvJmCtHdt1UsbybhRgX7Hn6cfIo1f+/lqpQpYZ7np56tpcO7t+jZYt/Cnq7mZNG6va7HtCtte5X7ryF1PiZV5Q8RUr9MntCxDEb1q1QzXqPuhl82XLeoHsfbqnUqdPpnw1rYr1Ns1ybWqnCf6+95s/2/q9Ncy7SphG67a4H/2tTYTWKaNP5EgAb163QnfUei2hT/Ydb/dem1bHeJj+9n777foLuubuO6t5VS/nz5dVz7dq4z7npM6Of3Va8WFE9/VQz3XnH7UqWLPrkxrd79dDdtWupQP58KlyooF7q+Kx279njZi3GFXueZkwarQaPPKUbb77DdQS2eu51Hdi/V78vmhv0dtMnjNIddRrq9loNlCdvIT3Zppt77c37MfCz2vZlzJQ1YkuVOnCG/7W2Z/o8/dXjfe2aMOuyjs//9GM6vmmb1nTuoyNrN+qfT0Zq53fTVfC5ZhHHFHy+ubYOHqNtw8bpyJoN+qNtD509dkJ5mz0Uiy2B1/i6A9Hq9zz++ON66qmnXNrPTz/9pAcffDBiRH3OnDnasGGD+zls2DB9+eWXbgtnwefSpUtdMGej/nY7SxOy4NPq1lSvXt3dZ3gQan/j+PHjWrv23EjX3LlzddNNN7mgMKasTpGlGa1cudL9bat9ZKkwAADg4ux7O742O+GyhU4ib8HSl7t27Rp0oZPwLTy2uBoWo4waNSra2Yevvfaabr31VlWsWFFdunRR586d9b///U8JGXFezOzbvV0hB/cGdEqkSpNOBYqW1ca/VsprTp8+o3UbNqpS+bIR+2xWrl1eve5ch3BMLFi8VMULF1KPPv3VsGkrtXy+iybPuHiK4LW0d9d2HTq4VyXLn3+eUqdJp0JFy2jjuuifpzOnT7tOwJKRnlv7v7DLGyLdpnDx8lryywwdPXxIoaGhWjx/uk6fPqniZSrFeptComlTwUu0aUuQNkW+TaHi5bU0oE3T/mvT+RnbscFP7yf77Pvr7w26sUK5gP/rGyuU1+q1667Z3zl69NygS7ooZTRi0x57Px3Yp1LlqkTsS50mrQoXKx3w3oj62tu8YW3Abez/o3T5KtqwLjCtd+G8aWrfpLZeefZRffvVRzp5Mm5nV15KxqoVtHf2rwH79sycr0xVz5XWSJQsmTLcWFp7f1xw/oCwMO2dvUAZq1ZUQhWfcd71ytc1EC2wPHPmjAsm8+c/V4PCRqnD2YjzRx995OoDlShRQvXr19ePP/6oVq1auRFoCyh/+eWXiFH6kSNHumLkVvD64YcfVo0aNfTZZ5+566yIuQXdVjvIgk27P/t5xx13XFUbLLi14Ni89dZbGjBggBYvXqy6devGSb0lAAAQuzp16uS+7y+mUKFCLsbYvXt3wH6Lc6zD6XJqF9psOpstZ7PuLuXmm29W7969XVyRUOMI4jzp1KkwJU9+Zc+P1Yoz6TNmCdifPkMW1xHiNYdCQlyHUeaMGQL2Z8qYQVu2/Rvj+/13125NmDZTj9xfX40ffkBr12/QgM+Hulm/dWte3fN+OazemkmfITB9MF3GLBHPYVRHDh9UaOhZpc8YeBu7vHP75ojLz7zYx6UsP//knUqSJKmbPdW2Sz9lz3XxWnBXK/z1lS5Km+y1GHLgXHujOnL4QLRtsv+HHQFtetelLHd8soYS/9emNl36x3qb/PR+OhRy2L2XMmXMeMF7yeoXXgt2/59+PlilS5VUwQIXr3sZG++nDNE8T9axGJ3D/72fMkR9P2XIrB3bzr/2qlW/W1my51LGTNm09Z/1+nb4R65EQIeuCWcQLkWOrDq5K/D1aJeTZUinxClTKFmmDEqcNKlO7g78vzi5a5/SFC8Ux48WCZmvZyCWL19etWrVcsGkBYKff/65G0EOV7p0aRdUhrO0lPDA3EaZLUCwADqcpb8UL17cXWcsaFy9erX27NnjRqEt0LTNAkobwVmwYIG7fDXKlTs/ApQmTRo3gyHqyUNs1lsCAMCr7EQlvrYrYamy1iF1sS158uSqVq2aDh486OoYhps9e7b7e5HjlYulLzdo0MD9vUuxOonWAZdQOw8NcV4Gjf7i0ieoi+dNUcfGVSO2s2fPXNVjvl6EhYWqWKGCatXkcRUtVFD33V1b995VSxOnzYyVv7dw7lS1f+LWiC02n6fvR32i40eP6IWen+qVd0eo9n2N9FnfLtr2T8xnbEZn0dyp6vDELRHbmVhs04RRH+vY0cPq2HOga9Nd9zXWoL6dr3mbeD9dnQ8/HaTN//yjVzp3itW/s2DuD3rmseoR29kzsfc82YIpZStWU94CRXTLHfeo1XM99dvCn7R7x7XpdIX34zw/8fUMRAsarZaPBXgzZsxwtXxeeeWViELjUWueWLrKlbwYLGC1ukMWVNr25ptvupFpK5htKyRacBm1xtCVupLHaLWVXnjhhYB9CTnwBwAAl89qF9rMNJtBZyv8WpzRvn17PfbYYxErMG/fvt11qg0fPtwthhLu77//drPopk6desH9Tpo0Sbt27VLVqlWVMmVKFzvZbLgXX3xRCRlxnvTL+kunUZW7qYZLpwx35swp9zPk4D5lyHS+MznkkK1uW1xekyF9epdWuD/Kgim2gEqwBVIuR5ZMmZQ/b+AqsXZ53q+Xt2DRlapQ5Q4VKnZ+VeHwep0hh/YrY+bzz9NhW1m5YPTPU9p0GZU4cZILFniwy+Ez5Hbv3OpWNO75/rfKk+/catJ5CxbT32uWac4PY9Sk9SvXrE3lq9yhgpHaZCmhrg1R2hRy0TZlirZN9v+Q4YI2jVXuiDYV1/o1v+unH75R49avXrM2+fn9lCF9Ovdeirpgir2XbEDpWnQeLlqyRP3eeUvZsmZVbKpYpboKB7z2TkXMRMyYOWvA85SvYPQrTKf77/10KOr76dB+ZcgUOJMxsvC/u2vnVmXPdYMSApttaLMQI7PLpw8dVuiJkzq194BCz5xRiuyB7UqRI4tO7vTWTFrELl/PQAwPxKymj9WYWbZsmRvBHz8+cLnyYEG6pcVEXtVw3759WrdunUqVKhVx37fffrsmTJigVatWudX2bCTZ0kss5cVWSbTR5LhyJfWWAACA91iarc1ItE5Cq5lnscegQYMCOh0sVom6sIetqnzDDTeoTp060XZiffzxx26Goy0UYjFM//791aNHDyV013ucdznpyylTpXFpnOFbrhsKK33GrFr3x/m2Hz92RJvX/6FCxc7PiPQKW7jBahX+vvJ8TTLrhP1t5Z8qVbxojO+3TMni2vrvjoB9W7fvUI7LmMEbE1GfJ1sAJUPGrFq7cnHA87Rx/Z8qVDz65ylpsmTKX7ik1kS6jf1f2OXC/93m1H+12RInThRw20SJE7tZl7HZplx5C7nX3pqVga+9TZdoU77CJbU20m3C21QoSpsSRWmTdf5c61plfn4/2XdBsSKFtWzFyoD/a7tcqkTMO0PtObDOw19+Xah33+ytXDlzKLalSpVGOXLljdjc+ylTFq1euSTgedrw16qI90Z0r70ChUsE3Mb+P+xy4eLnO5Gj2rLpL/fTFlNJKA4uXK4sNasG7Mta6xYdWLjc/R52+rQO/b5KWWtWO39AokTKcmc1HVy4LK4fLhIwX3cgWlBoI+hWIHvLli0aN26cS0OxoPFSbCW8+++/343y2yp7K1asUOPGjZUnTx63P5ylrowePdoF3GnTpnWjNlZ02wL8yHVxLNiPHNBavSJLD7LUGGMBq12+3FUUAQDAxYWFhsXbFltsRpwthHL48GG3srN1DFr8Ea5AgQLuZC1qaq3FQxYLWZwSlc1qtM43u88jR464eOSZZ56J9tiEhDgvZqxjtGb9Rvrhu8+1cslP2v7Peg378FU3e6p8lZoRx33Qs5V++mF0xOUTx49p66a1bjP7dm13v+/fc76TzRawsH07tm10l3f9u9ldDlaz71p5+P76mjxjtqbNnqt/tm7TewO/0IkTJ3VP7XPvg7fe+0iDho8KWHhl/cbNbjtz+oz27jvgft+24/zz83CDem4RlhHfjnf7Z82d7xZRaVjvwk742Hqeat37hKaM/ULLF891qbhDBnR3M/cqVjn//u7X4xnNnvp1xOW77mukn2eN14I5k9zzMPKzt3Tq5HHdWrOBuz5nngLKniuvvhr4puu4s9l7MyZ8pTUrFqlilTtjvU21731CU12bfvqvTa/916bzf7v/BW1q/F+bJkZp0/0BbRox8I1IbRquNSsWuhWsY7tNfno/PdTwfk2dPlMzfpytf7Zu1YBPBurEiRNuFWXTp9/7GvzlVwGDVn9v3Oi202fsvbTf/b49Uuf7h59+ph9/+kndXnpBqVOn0v4DB9wWtaZrbD9Pde57XJO+HaJli+dq6+a/Nej9nsqUOatblTlcn9faaNaUMRGX777/Cc2d+b3mz56sf7du0vCB7+jkieO6vdZ97npLU57wzRfa/Pca7dn1r7vvQe/3UPHSFd1Kz7ElSZrUSl++hNtM6oI3uN9T5s3lLhd/4wWVH9on4vh/Bn2t1AXzqsTbL7mahvlbP6FcD9+jTR+cX1hs0/tDlbfFI8rTpKHSliikMh/3VNI0qbR12DglVH6M8xI6X6cw28ispeu8//77CgkJcQW2+/Xrp3vuuUfffPPNJW8/dOhQPffcc7r33nt16tQpFzBa6k/kdBMLHs+ePRsQqNvvNlodeZ8Fjhboh7PC3c2bN4+4bOlHxkb7e/bseU3aDwAA4FfEeTF3V8PmOnnyuEZ91svVjStcoqLav/qJkkWa0bhn1zYdCTmfyrhlwyq937NlxOXvhvV1P6vWaKCm7Xu731cu/Ulffdw94pgh73VxP+s93Fr3Ptom1tpT8/ZbdDAkRENHjdH+AwdVpGABvdujmzL/txjErr373Ay7cHv371erjucem/nm+0luK1+mlD5489zM2xJFi6h3t076/KvRGvbNd8qVI5vat3xSd9W4XXGl7gNPuo6yrwa+4Z6noiUr6LnXPgp8nnYGPk833Xa3Docc0ITRn0akBtttwlOYkyZNpmdf+VDjRgzQh289r5Mnjil7zrxq3uF1la10W6y36e4HmrnX3oj/2lTEtenjKG3aGm2bJv7XphsKFtezr30c0KYO/7Xpo7eei2hTsw69VLZS7D9ffno/1ah+mw4eOqRhI0a7mrKFCxXUW716KNN/5QB279kTMNNz3/79avPs+dIK34773m3lypRWv3fedPsmTZ3mfr7YLTCV/MXnO0R0TMaFeg80dZ1/Qz95S8eOHlGxkuXVqfuAgJncu3du1+FIz9PNt9XR4UMHNX70Z26xFUt37tRjQET6fJKkSbV65WLNmPy1u+8sWXOocrWaavDIU7HalgyVyqjaj+c7ckv1fdn93Dp8nFa26KYUubIp1X+dieb45m1a0uAZlerXTQU6NNWJbTv1xzOvau/M+RHH7Pj2ByXPllnFejyrFDmzKWTFGi2+t6VORVlYBde3RGHX8xrUAADAt+q3/DPe/vaUL87XXgJiy49/nEvd9JNSyc7NyPKT9WdjbyZSfAlTYLqwH5wJTdizrmOiaMpN8pPtZwLrkvrB/nI3yW/qn14XN3+HOC/O+e9TEgAAAAAAAMA14+sUZgAAcP26nmvUAAAA+BlxXtxjBiIAAAAAAACAoOhABAAAAAAAABAUKcwAAMCXSG0BAADwJ+K8uMcMRAAAAAAAAABBMQMRAAD4UmhYaHw/BAAAAMQC4ry4xwxEAAAAAAAAAEHRgQgAAAAAAAAgKDoQAQCAb4trx9cGAACA2OPHOG///v1q1KiR0qdPr4wZM6pFixY6cuRI0OM3b96sRIkSRbt9++23EcdFd/3XX399xY+PGogAAAAAAABAPGrUqJF27NihmTNn6vTp02revLmefvppjRo1Ktrj8+bN646PbNCgQfrf//6ne+65J2D/0KFDVbdu3YjL1kF5pehABAAAvhQWSnFtAAAAP/JbnLdmzRpNmzZNS5YsUeXKld2+Dz/8UPXq1VPfvn2VO3fuC26TJEkS5cyZM2Df+PHj9cgjjyht2rQB+63DMOqxV4oUZgAAAAAAAOAynDx5UiEhIQGb7bsav/76q+vkC+88NLVr11bixIm1aNGiy7qP3377TcuXL3epz1G1a9dOWbNmVZUqVTRkyBCFhV15KjYdiAAAAAAAAMBlePvtt5UhQ4aAzfZdjZ07dyp79uwB+5ImTarMmTO76y7H4MGDVbJkSd1yyy0B+3v16qUxY8a41OiHHnpIbdu2dbMbrxQpzAAAwJdYzAQAAMCf4jPO69atm1544YWAfSlSpIj22K5du6pPnz6XTF++WsePH3e1El977bULrou8r2LFijp69Kirk/jss89e0d+gAxEAAAAAAAC4DClSpAjaYRhVp06d1KxZs4seU6hQIVefcPfu3QH7z5w541ZmvpzahWPHjtWxY8fUtGnTSx578803q3fv3i7t+nLbYehABAAAvhQW5q/i2gAAAPBWnJctWza3XUq1atV08OBBV8ewUqVKbt/s2bMVGhrqOvwuJ325QYMGl/W3rE5ipkyZrqjz0NCBCAAAAAAAAMSTkiVLqm7dumrVqpUGDhyo06dPq3379nrsscciVmDevn27atWqpeHDh7vFUML9/fffmjdvnqZOnXrB/U6aNEm7du1S1apVlTJlSlcH8a233tKLL754xY+RDkQAAOBLodRABAAA8CU/xnkjR450nYbWSWirL9uCJwMGDIi43joV161b51KVI7NVlW+44QbVqVPngvtMliyZPv74Y3Xs2NGtvFykSBH179/fdVReqURhMVm7GQAAIIG785FF8fa354y5dKoJcLV+/OOE/KZUsrXym/Vni8pvwpRIfnMmNLH8pmjKTfKT7WfyyG/2l7tJflP/9Lo4+TvEeXHPf5+SAAAAAAAAAK4ZUpgBAIAvhYV6o7g2AAAArgxxXtxjBiIAAAAAAACAoJiBCAAAfCnMh8W1AQAAQJwXH5iBCAAAAAAAACAoOhABAAAAAAAABEUKMwAA8KWwMIprAwAA+BFxXtxjBiIAAAAAAACAoJiBCAAAfIni2gAAAP5EnBf3mIEIAAAAAAAAIChmIAIAAF8KC6U2DgAAgB8R58U9ZiACAAAAAAAACIoORAAAAAAAAADBhQHXwIkTJ8J69OjhfvqB39pjaJM30CZvoE0Arid+/HzwW5v81h5Dm7yBNnmDH9uEuJfI/rlI/yJwWUJCQpQhQwYdOnRI6dOnl9f5rT2GNnkDbfIG2gTgeuLHzwe/tclv7TG0yRtokzf4sU2Ie6QwAwAAAAAAAAiKDkQAAAAAAAAAQdGBCAAAAAAAACAoOhBxTaRIkUI9evRwP/3Ab+0xtMkbaJM30CYA1xM/fj74rU1+a4+hTd5Am7zBj21C3GMRFQAAAAAAAABBMQMRAAAAAAAAQFB0IAIAAAAAAAAIig5EAAAAAAAAAEHRgQgAAAAAAAAgKDoQAQAAAAAAAARFByIAxLMtW7YoLCzsgv22z64DAACANxHnAfCLRGHRfZoB17m///5bGzZsUPXq1ZUqVSr3BZ8oUaL4fljXrYoVK172///vv/8ur0mSJIl27Nih7NmzB+zft2+f23f27Fl5wcqVKy/72HLlysXqY8HlOXjwoBYvXqzdu3crNDQ04LqmTZvG2+MCgNhEnJewEOcR5yF2EOfhWkt6ze8R15UDBw5o8ODBWrNmjbtcsmRJPfXUU8qcObO8yL7IH330Uc2ePdsFMuvXr1ehQoXUokULZcqUSf369ZPXFChQwD0nzZo1U758+eRFDRs2jPj9xIkT+uSTT1SqVClVq1bN7Vu4cKFWrVqltm3byouCnbgcOXJEKVOmlFdUqFDBtSPYuFT4dfbTK8FyZEePHtU777yjH3/8MdpAbOPGjfKSSZMmqVGjRu51lj59+oDXoP1OYAmAOC/hI85L+IjzvIE4D7g0ZiAixubNm6cGDRq4D6TKlSu7fb/99psb6bAPLBvV9Rr7ILUvjC+++MIFyStWrHCB5fTp0/XCCy+44MVr3n//fX355Zf6888/deedd7og+YEHHlCKFCnkRS1btlSuXLnUu3fvgP09evTQ1q1bNWTIEHmFvabMBx98oFatWil16tQR11ngtWjRIjdq/csvv8gL/vnnn8s+Nn/+/PKaxx9/XHPnzlWTJk3cazDqycBzzz0nLylWrJjq1aunt956K+C1BwCGOM8biPMSLuI8byHOAy6NDkTEWNmyZd3I4Keffuq+/MK/DG10cMGCBfrjjz/kNTlz5nRBZPny5ZUuXbqIwNJGnGwqvo3geJWlfFiAOXr0aPc8PfHEE27E+sYbb5SXZMiQQUuXLlXRokUD9tssAjvBOXTokLzCAn1jwYq9l5InTx5xnf1uswpefPHFC9qK+JExY0ZNmTJFt956q/wgTZo07nPaPuMAICriPG8hzkt4iPO8hTgPuDRSmHFV9WPGjh0bEVQa+91G24YPHy4vsqnr0Y3Q7N+/37MjueEsgLTN0nMsNaRLly7upMBOEJ599lk1b97cE/V/rFaRjdRGDbZsn5fSQMycOXPcT/u/t9Fpm+XhZRMnTrzsY21Wi9dYeptX0/aic/fdd7uTNAJLANEhzvMW4ryEhzjPW4jzgEujAxExZkGK1cQpXrx4wH7bZyO7XnT77be7oDg8bcICLat/8e6770aMInrV6dOnNX78eA0dOlQzZ85U1apVXZrLtm3b9PLLL2vWrFkaNWqUErrnn39ebdq0cSPtVapUcfssBcRSWl577TV5kT0nkYWEhLj6TCVKlHCbF2sYXYxXa+PY50L37t01bNgwz6aCRA7+69evr5deekmrV692J5jJkiXzfPAP4NohzvMW4ryEizjPG4jzgEsjhRkx9s0336hz587q0KGDC1LCixx//PHHrgCt1Zbx2kpcVj+mVq1aLmi2L3b7YLV6ODYybSOfhQsXltdYAGaBi6W0JE6c2NX/sfoykQMWa/dNN92k48ePywvGjBnjRnIjF3W3uiSPPPKIvMget9WSat++vXsO7MRs8+bNrhD1119/rYceeii+H+J1K+rKkDYjx54XSzuKGoh5YWVI+wzwc/AP4NohzvMG4ryEjzgv4SLOA64MHYiItQ8or67EZbVVPvroI1cXx2rhWJDZrl07V0zXiyzd6K677nKj0DZyGPXLMDylx4KaqCOkiPuaTDY7wAqF2+vPRkAHDRqkZcuWxfdDvG69/vrrl32sPW8A4BfEed5AnJfwEeclXMR5wJWhAxEx5reVuCz1o27duho4cKCvihnb8+SF//8rYStAWl0mK3puxaetXomNCubIkUN58uSR11i9n7/++kt58+Z1Mwdy587tZnds2bJFpUqV8mxRdzthscLh1o5Tp04FXGf1mAAACRdxnjcQ5yV8xHkA/IIaiIgxvwUrNmK7cuVK+Y3V9FmyZImyZMlyQXBmo+4WnHmJPUe1a9d2q/RZ+oel6VhgOW7cOBfAeLGwuwWUv/76q2vHtGnTXDqLOXDggOcKhoez0fR69erp2LFjLsC0tu3du9fVlMmePTuBZQK2a9cuffbZZ64OEIDrF3GeNxDnJXzEeUhIiPNwNZiBiKvy77//av78+dq9e7crQh2ZF784Onbs6Fbhs1FBP6Ug7dy5032ZR/3yyJcvn06ePCkvsaDSAmIreJ4uXTqXAmKriy1YsEBPPPGECza9xlZLtNo+adOmdSdsNspuz9uHH37oAubwVfy8pEaNGipWrJib6WEnAfY82clb48aNXVsffPBB+YW1zV6TXkrhu57aAyDmiPMSPuK8hI84z9v8Fhf5rT2IW8xARIx9+eWXeuaZZ5Q8eXI36hm5AK397sXA8syZM26VN1uprlKlSkqTJk3A9f3795cXV+Gyuiv25R7OvjB+/PFHVyDYa2yU3UbNorKUFgugvaht27ZupcGtW7e6OkbhdacsYH7jjTfkRcuXL3fPk7XF6jPZCYy1x04InnzySV8FlsZLY3GXmoGzbt26OHssABIu4ryEjTjPO4jzvI84DziHDkTE2GuvveamPnfr1u2yV3xK6GyVOhuRMVarJLLIgbMXWCHt8MdtX+SR2QihBZX9+vWT19jMgZCQkAv22/OVLVs2eVXlypXdFln9+vXlVfYaC/9csFkRlnZkqyjaCY4F0F5yqSDYCvJ76fOhQoUKEYsfXGxRBADXN+K8hI04z1uI8xIu4jzg8tGBiBizmhePPfaYb4JK48UUgmDCU40KFizoRnOzZs0qP2jQoIF69eqlMWPGuMv2BWhBS5cuXfTQQw/Ji5566qmLXm+zJbymYsWK7nVnhervuOMOdxJqtXG++uorlSlTRl4yadIkN2PAirdHx2spIFanyGYI1KpVK9rrV61apfvuuy/OHxeAhIU4L2EjzvMO4ryEjTgPuHx0ICLGWrRooW+//VZdu3aN74eCi9i0aZP8xEbT/+///s+Ndh4/ftwFLZbSUq1aNb355pvyIiuiHXWlSJslYQXQa9asKS966623dPjwYfe7PS+26mCbNm1coOm1QNlG1O2kxT7zgqXxTJ48WV5haXtW1yzYAgn2uvNSqg6A2EGc5w3EeQkfcV7CRpwHXD4WUUGM2WjMvffe677cy5Yt66aye7WOTOSV7C42pXv27Nlx+nhiasCAAXr66afdym72+8V4sYaRsaLuVuPjyJEjLh3Jim77ic0ssECscOHC6ty5c3w/nOta8+bN3aqCH3/8cbTXr1mzxq1E6JWTuPHjx7sVE63QebATHautFTUlDsD1hTgv4SLO8z7ivISDOA+4fHQgIsas6K9NVy9evLib8h21uLZXgrCoq/NFHSG0UScbJbQP2Q8++EBeYOksS5cudUXP7fdg7HnauHGjvOrEiROuVo5f63hYkWNb5W7Hjh3x/VCua1YY3E6kLbgEgOsFcV7CRZznD8R5CQNxHnD56EBEjGXKlEnvvfeemjVrJr/r2bOnGwHt27dvfD+U656N2FqqxMCBA7Vr1y5XVNtWfbNi71YwPFj6gRdNnTrVndDs2bNHfvHyyy+7VCSvpbcAwPWGOA/xgTjP24jzAH+jBiJizEYEb731Vl0PbAp4lSpVCCwTyIyIYcOGueLArVq1ithvBZvff/99TwaWL7zwQsBlG9ex0egpU6b4Lr1g+/btnlud73ozYcIEt+Kg1TMCcP0izkN8IM7zNuK8hI84D1eDGYiIsbffftt9+V2q9oof2IpitvqbFaT1YqByMV6rYVSkSBF99tlnbmWxdOnSacWKFW5keu3ata7AdtRC1V6pyRSZrXiZLVs2V1jbVu5LmpSxnoTM6jJZipiX08QiK1GihNavX++5VQcBXFvEeQkXcZ63EOd5G3EecB6fVoixxYsXu/o3tipV6dKlLyiuPW7cOHnNgw8+GO0IodWZsdQJr1i2bFnA5d9//11nzpxxdYyMpYMkSZLErdLlxZFNCy6jS3mxWkZeNGfOHF0PbNW3jBkzym8eeOAB7d27V16sLWUF+KOykzQAIM5LuIjzvIU4z9uI84Dz6EBEjNkXRNRAzOsyZMhwwQihBWO9evVSnTp15MVAxUaebQTX0kGsnpGx0Vtbcez222+X15QqVUo///yz8ufPH7B/7NixqlixYrw9LgTq06ePq1X06KOPusuPPPKIvvvuO+XMmdPV/Clfvrz8ol27dvLqZ7il7N1xxx2uiPstt9yiVKlSxffDApBAEOclXMR5iG/EeQkfcR5iAynMgM/lyZNHM2bMcLMHIrMVBy1Y9kq6TuS6HVYvplu3bi7gf/31190qdsOHD3ezJO666y55jQXE0a0waPts5NBG4q2IfdQUmITMVoUcOXKkC1ZmzpzpAstvvvlGY8aM0ZYtW9xrEvFr/vz5mjdvnn766SctWLDAzV6pXLlyRKDpxfcSAFxviPMSPuI8xAfiPMSGxLFyr7hu2AfRrFmzXK2Sw4cPu30WqNhKdl5kRX+3bdsWkL7z/PPPa9CgQfKqkJCQaFd3s33hz5mX3H///Zo0aZJ73aVJk0bdu3fXmjVr3D6vfhHWrVvX1VWx9ljwaFvatGm1YcMG3XTTTS69yuqvWFDtFbYCX968ed3vFvBbYGknMp07d9aSJUvkRUePHnUpbhYsW7BvNZkib15z2223udUSLci3tCOb0WLtssL19poEAOK8hI84L+EjzvMG4jzg0khhRoz9888/7sPHRplOnjzpvtQthcKmtNvlgQMHymueeOIJPf3002rSpIn7YrQvc1v1zUbY7LIFMV6s22FpLP369XPT2M2iRYv00ksveTY1yVJybLTTL6yuSqdOnS6ov2QrEdr7zL74e/Tood69e7vA2gssjcpO1Cy4nDZtmmuLsUnvXi3a3LJlS82dO9d9PuTKlSva2QReY3WybGQ6fLPP7nvvvdeNTAO4vhHneQNxXsJHnOcNxHnAZbAUZiAm7r///rDGjRuHnTx5Mixt2rRhGzZscPvnzJkTVqRIkTAvypgxY9jatWvd7x988EHYLbfc4n6fPn16WMGCBcO86OjRo2Ft2rQJS5EiRVjixIndljx5crfvyJEjYV61ZMmSsOHDh7tt6dKlYV6WPn36sPXr11+w3/bZdWbNmjXufeYV7dq1C8ufP39Y7dq1w7JkyRJ2+PBht3/06NFhFStWDPOiDBkyhM2fPz/ML3Lnzh2WKVOmsAceeMB93i1fvjwsNDQ0vh8WgASCOM8biPMSPuI8byDOAy6NGYiIMStwbPUUkidPHrDfCuraCmpeZKu7pUiRwv1uqRMNGjSIWO7e0gu8KHXq1Prkk0/0v//9z6VKmMKFC7s0Ci+y1KPHH39cv/zyS8RKbzYt39INvv76a91www3yGqt/Y++lqKsO2r7w1dNs9cHoVlJLqN577z33WWCj05YqYak6xt5Hbdu2lRfZaHvmzJnlF9myZXMr8dmsG9t27dql48ePu88MACDO8wbivISPOM8biPOAS6MDETFmX3TRTVG3L35LcfEiK0BtKTn169d3qROWShBe7ydLlizyMgsky5UrJ6+z9AI7AbB6OLZyorHi2pa+Y9dZGoXXdOjQQa1bt9Zvv/3mauEYqx/zxRdfuNolZvr06apQoYK8IlmyZHrxxRcv2N+xY0d5lX0eWHqbrXTph+Br+fLl7qTMCmxbyo691lavXu1eZ1af6c0334zvhwggHhHneQtxXsJFnOcNxHnApbEKM2Ls0UcfVYYMGVzhaQskV65c6UY6rHZHvnz5NHToUHmN1YawWjJWkNpWgBsyZIjbbx+4NoIzbtw4eYHVvPnyyy+VPn36S9a/8UqbwqVKlcqN2NqKdpFZUGY1c44dOyYvsvpLH330kQuSjQXNFnBavSZjI4bhq/UlVBMnTrzsY8NnfXiJveZsdod9bdqouwXPkf3+++/yqn379rnPPyvgPnr06KAdBwCuH8R5CRdxnvcQ5yV8xHnApTEDETFmxZrvvvtulSpVSidOnHBfgOvXr1fWrFndB5MXWUFZK3RsgaVNYw9nBbe9NBJlAX944V/73U+sWLONTEdlX4K5c+eWVzVq1MhtFwuoE7qGDRsGXLbXYOQxqsjFqL0YtERtn9fZSWV4UW0bkba0HVuxzz7b77jjjvh+eADiGXFewkWc5z3EeQkfcR5wacxAxFU5c+aMvvnmG61YsUJHjhzRjTfe6L4cvfAlGB0b/bO3RHgQaSujjR8/XiVLlnRBNOKfjZy99dZb+vjjj1W5cmW3b+nSpW4Ut0uXLr778vcqqy1lz4c9V9WqVXP7fv31V7366qtun63mifiVPXt2Va9e3Z1QWyBZtmzZ+H5IABIY4jzENeI8byDOS/iI8xAb6EBEjFk9BStonDRp0guCTUs9sA8sr6lTp45LBbE6JVYzwopq2/R1G63u37+/2rRpE98P8bpnMwYsfcVeZ+GvvfDfoxYM379/v7zM0qusOPXs2bPlNWXKlHF1pmykM2pRfpvpYbWNAAAJF3Ee4gNxnjcQ5wHXJ1KYEWNWfNVW2rLRjcgOHTrkrvPi1HWrbWGripmxY8cqR44cWrZsmb777jtXVNeLgaXVvLDHPmfOHO3evdvVvPBy8PX+++/repEnTx4lTpxYXmQ1ZMJXT4zMUq02b94sr7B0j7/++sul7NlJTeT0nKi89l4y9jn9/fffRwT6lqpo9c2SJEkS3w8NQDwjzvMG4jzvIs6Lf8R5wJWhAxExZpNXo/uQtUAm6gihV9iIZ/jKgjNmzHCj1PbFXrVqVZfm4kVNmjTR33//rRYtWrhA+WJfjF4Zrb1eWAqIV9kqgy+88IK++uor97ozu3bt0ksvvaQqVarIK+xEM/wzwW8nNfa5UK9ePW3fvj1ipcu3337b1Z+aMmWKChcuHN8PEUA8Is7zBuI87yLOi3/EecCVIYUZVyx8tTerUVK3bl2lSJEiYJTDVumzD6lp06bF46OMmXLlyqlly5ZuhT6bmm9tsLoetvJb/fr1tXPnTnmNfSnOnz9f5cuXlx/Y7AFLNwqv42GvQ1sJ0kbUevbsqeTJk8f3Q8R/QYu9j2xU1wIVY2k6RYsWdSOhRYoUie+HeN2zoNJCAFsZ0kbgwzsGGjdu7E6oLbgEcP0hzvMW4jzEB+K8hI84D7GBGYi4YuGrvdkHkgUtkQtp25e6jeK2atVKXmQpILbKYMeOHVWzZs2IosA2Sl2xYkV5kdX3saLhfvHMM8+oa9euLrDcuHGjHn30UXey8+2337qZBV4ZPbRR28tldZm8xgJHO8mcOXOm1q5d6/ZZkfratWt7fnaEsRVJT506FbAvffr08pK5c+dq4cKFEUGlyZIli9555x3deuut8frYAMQf4jxvIc5LmIjzvI04D4geMxARY6+//rpefPFFz6axBGOjz1bzx0Zyw+uSLF682H1pWJDmNUuWLHGBmAXNNtpuo7pe/jK0ExsbnbZp93369HGFp6dPn65ffvlFjz32mBv99AKrHxWZtcmKhIenGNiIrtUnqVSpkieLa/vR0aNH3YqDY8aMcSO4UXmtHpgFlJMnT3aLJERm76X77rvPk7V+AFw7xHneQJyXMBHneQ9xHnBpzEBEjPXo0UN+lDNnTh05csSNqNkKgzbybnU+vDqaZgWOQ0JC3Eh7dLWNvPZlaI87vED4rFmzdO+997rfLX3CVlH0Cit2Hnnk2WZ5DBs2zBVwNgcOHFDz5s11++23y4t69ep10evtRMdrOnfu7J63Tz/91NWc+vjjj11dmc8++8yN5nqNvXdspcTBgwdH1CtatGiRW520QYMG8f3wAMQz4jxvIM5LmIjziPPiG3EeYgMzEHHNvfzyy250d8iQIfIaG2165JFH3JeHBV3r169XoUKF9NRTT7kv/H79+slr7AsjadKkeu6556Itrn3HHXfISyxAtiDSUiSsYPjq1atdGoVN07fC215a+S3yKnyWPlW6dOmA/X/++afq1Kmjf//9V14TNRXs9OnT2rRpk3st2qwCG4n3mnz58mn48OGqUaOGm9FhbbDXnhUQHz16tKZOnSovOXjwoHvPTJo0KWLGis2OsKDyyy+/jEhjBIDIiPMSFuK8hI84zxuI84BLYwYirjkbqfFKekFUVhPHPmC3bNni6niEs/orVsvEi4GlBSfLli2LSJnwOqt906hRI1eg+ZVXXoko0jx27NgLpuh7hc0c2LNnzwX7bd/hw4flRfaai66dzZo1c0W3vchSPexE01hgGZ76cdttt6lNmzby4qwVK05vJ9CR6xdR+BzAxRDnJSzEeQkfcZ43EOcBl0YHIq45m57vVTY6aHVWbrjhhoD9tqLYP//8Iy+qXLmyC/T9EljaCop//PHHBfv/97//uVoyXmSBlqWx2IlL5BSDl156KWI1TD+wYMxqalndFUsN8RoLKm103UaorU6W1cix58tGdi1I8yr7fLMNAC4HcV7CQpyX8BHneQNxHnBpdCACUYrnpk6d+oL9NgKVIkUKeVGHDh1cWosFKbaiXdTi2hao+UHKlCnlVQMHDnSF6m1lSEsBMZYCYqk7FjD7yaFDh9zmRRb8r1ixwqWDWcF6C5A/+ugj95x5cQVFq4tlKSw//vijdu/eHVFzKhxF3QH4DXGedxHneQNxXsJBnIfYQA1EXBX7QAr2oeTF2jj16tVzq6H17t3bFTteuXKl8ufP71Z9s/ZZ+oTXhK8wGJnVx/Fqce1grMaHjcB7+cvQTmw2bNjgfrf6MV5e+XLAgAEBl+31ZqteWh0ZC8xGjRolL7HgsW7duu4kIHwU12ar/Pbbby4VxIsnaO3bt3eBZf369ZUrV64L6ma999578fbYACQMxHkJH3GedxDnJVzEecDlYQYiYsymqNsKXJY6Ed2Hkhe9++67qlWrlpYuXapTp0651bhWrVrlRqZtyXsvsqn41wMrUB1dEO0lFkh6MUCJTtSgxJ6bbNmyuROAbt26yWtsRoedaEZmJ522edXXX3/t0nPshBoAoiLO8wbiPO8gzku4iPOAy8MMRMSYBZMWiHmxxsXF2LR7m65uU9iPHDmiG2+8Ue3atXPtBWJrRPqdd94JOstj48aN8fbYEFh831Lc7Lnyg9y5c+unn35SsWLF4vuhAEiAiPOAa4M4zxuI84BLYwYiYsxGbr26Gtqlpq7bqm9+MXz48Ite37Rp0zh7LIhey5YtNXfuXHeS5pdZHpFt27bN/YxatN5rzpw541L2Zs2a5VLgoqYeea0+TqdOnfTBBx+4E2m/veYAXD3iPG8gzkv4iPO8gTgPuDRmICLGunTporRp0+q1116TX9jU+wULFvhqpapMmTJdEEAfO3ZMyZMnd4XELW0noXvhhRcu+1ivfbkbW9ltypQpuvXWW+UXNrr+xhtvuBUHbYaHsXpTFszYiZsX05DuvPPOoNdZYOa1uky2KuScOXOUOXNmlS5d+oLC++PGjYu3xwYg/hHneQNxXsJHnOcNxHnApTEDETF24sQJDRo0yI3SWD2PqB9KXvyCb9y4sQYPHuybqevmwIEDF+xbv3692rRp41bs84Jly5YFXP7999/dKGHx4sXd5b/++ktJkiRxo4VeDf7ty91PLHgMfy+FB8zz589Xz5493WfHm2++Ka+xIMxP7ITGgksAiA5xnjcQ5yV8xHneQJwHXBozEBFjfhulMR06dHCpIDYy7Yep6xdjBcQtkF67dq28xJ4Dq+cxbNiwiFF3C56bN2+u22+/3Y18es2IESM0YcIE1yabLeCXuiuWJtagQYOA/dbOtm3bavv27fH22HDO8ePH3QyC8M+5zZs36/vvv1fJkiV19913x/fDAxDPiPO8jTgv4SDOQ3wgzkNsoAMR8HmwHMzy5ctVvXp1hYSEyGur8M2YMcNNxY/szz//VJ06dfTvv//KaypWrKgNGzbIPo4LFChwwSwPG4n3mpQpU7rV7KIWbl63bp0qVKjgghrEL3u/PPjgg2rdurUOHjyoEiVKuNfe3r173QmczV4BAD8hzkv4iPO8gTgv4SPOQ2wghRnw8dR1M3HixIDLFrzs2LHDFdT1Yi0WC4T37NlzwX7bd/jwYXlRw4YN5Tfly5d3r7EBAwYE7Ld9dh3in52wvPfee+73sWPHKkeOHC6N7LvvvlP37t0JLAH4DnFewkec5w3EeQkfcR5iAzMQcUVsFOPLL79U+vTp3e8X4/XCrFu3bnU/8+bNKy+LWsTYRtitiHjNmjVd4WNbDc5LbDXBn3/+2T32KlWquH2LFi1ydX4stcXSQxD/bLXB+vXrK1++fKpWrZrb9+uvv7r31dSpU91zhfhlaVSW2mbP0SOPPOJme/To0cM9R1Z3yorwA7i+EOd5D3Ee4gNxXsJHnIfY4L3lkRCvMmTIELEMvP1+sc2LrGCzrTZoj99SDGyz31999VW3qp0XWe2LyNvZs2e1c+dOjRo1ynNBpbF6K/fcc4+eeOIJ5c+f3232e926dfXJJ5/E98PDf+644w5X9NyKN1vahG12MmqpLQSVCUORIkVcLRwLJKdPn+5SXczu3btd5wGA6w9xnvcQ5yE+EOclfMR5iA3MQAQisancNqLeq1evgNE0W1HM0g8+/fTT+H6I+M/Ro0ddPRlTuHDhCwqhJ3S2Gp8FXlmzZnVFwsNP2KKzf//+OH1suD5YOoudlNnJZq1atVzNKfP2229r3rx5+uGHH+L7IQLANUWc5x3EecDVIc5DbKADEYjERqG//vprN/IZmU3Ff/zxx3Xo0CF5jX1pWDrSjz/+6EacbHQ6Mj8VDPcSS8F57LHHlCJFikum4zz55JPyAiumfbnKlSsXq48Fl8dmqVitLKtXFJ4Gt3jxYjcybcW2AcBPiPMQV4jziPMSAuI8XGssooKrHtkYM2aMtmzZolOnTnl+RTH7krd0lqgKFiyo5MmTy4uee+45F1hanZIyZcpcdATUKyPS77zzTtBAeePGjfKCyMGitaVGjRouHcRG2b3KVt2z19elxqXsGDvhQfzLmTOn2yILrzkFAMR5CR9xXsJEnEeclxAQ5+FaowMRMWarbr3yyitq1qyZJkyYoObNm7tUgyVLlqhdu3byovbt26t3794aOnSoCzLNyZMn9eabb7rrvMhG2i34r1evnvygZcuWrnBzkyZNXG0frwfKxl5rFiy3atVKuXPndgFmeKBZtGhRecWmTZvi+yEAAK4R4jxvIM5L+IjzAPgFKcyIMZv2bCs5WcpHunTptGLFChUqVMgtC2+1PD766CN5jRUCtlFC+6K3qd7G2mWj7lY7wourD1qg8tNPP6lYsWLyg4wZM2rKlCm69dZb5Tfbt293NUkscLbNaudY8Lxt2zZ5jdVXyZEjh5566qmA/UOGDNGePXvUpUuXeHtsAIBLI84jzosPxHneQJwHXJ9YhRkxZukst9xyi/s9VapUOnz4sPvdRgxHjx4trwYtDz30kO69917lzZvXbfa7rSrm1dUHO3XqpA8++OCS6QZeYYWorTC1H1nbsmTJ4n7aazFp0qTKli2bvOizzz6LtrZK6dKl3QqLAICEjTjPG4jzvIM4D4DXkcKMGLN6CjYCnT9/fuXLl08LFy50o7k2vd2rQYyltPiBBcJRC2jbSlv2pZ4sWTJPjrCHs9Qjm/1gBalTp04tP3j55Zfd7IFly5apZMmSLqWla9euql69ugsyvVq02UbVo7JA2Yo5AwASNuK8hIs4z1uI8wD4BR2IiLGaNWtq4sSJqlixoquL07FjR1dse+nSpRcENohbUUfOLWXHL/r16+dqMFnahBVCjxooe7Gou9XFsYDLUsXsveOHNCSb1fHLL7+4wvSR2T5LtwIAJGzEeQkXcZ63EOcB8As6EBFjgwYNilgZzYppZ82a1X1pNGjQQK1bt5af2MihjbRZXQ8v8MsIe3QaNmwov7ERaauFY6PTFjjbSpDhBbZt82KgaYXCn3/+eZ0+fdqdhBqrO9W5c2eXbgUASNiI8xIu4jxvIc4D4BcsooKrcuLECa1cuVK7d++OCDKNrZh23333yS+efPJJbd261aWIALHNCrq/9957GjlypHtfnT17Vl5jXy2WnmOreFpxepMyZUpXVNtSkwAACR9xHnDtEecB8Co6EBFj06ZNc4W09+3bd8F1Flh68cvweuK10XY/s49hG522kWnb5s+fr5CQEJUrV86NUFuQ6VVHjhzRmjVrXAH+okWLupUvAQAJH3GetxHnJRzEeQD8gg5ExJh9SdSpU8eNMlmdEniLl0bbbTW+v/76y6VPWbFpO3EJxgq+e421yQIwK04fntJy++23uxX6AACID8R53kacl3AQ5wHwCzoQEWPp06d3o2mFCxeWn1j9DtuipusYRnHjh63E99hjj7lRTfv9UgGz10yZMsUFkvaeAgAgISDOQ1whzgMAb2ARFcTY//3f/7lp+H4KLF9//XX16tVLlStXVq5cuS46Aoq4EzlYtKDfRm5tBNcvr7369evH90MAACAAcR7iCnEeAHgDMxARY8eOHdPDDz+sbNmyqWzZskqWLFnA9c8++6y8xoLJd99919X88RM/jbbbqm+2kt2GDRuUO3fuiFQQ+2npVgAA4OoR53kHcR4AIC7QgYgYGzx4sFq3bu1W3MqSJUvAKK79vnHjRnmNtWPx4sW+GfG8nNH28ePHy4u2b9+uefPmuSDTNqudY+3btm1bfD80AAA8jzjPG4jzAABxhRRmxNgrr7zigpauXbsqceLE8oOWLVtq1KhReu211+QXAwcO1Jdffum70XYrSG0nAvbTilAnTZrUzZIAAABXjzjPG4jzAABxhQ5ExNipU6f06KOP+iaoNCdOnNCgQYM0a9YslStX7oJ0nf79+8uLz9Mtt9wiv3j55ZddTSYr7F6yZEmX0mInN9WrV3dBJgAAuHrEed5AnAcAiCukMCPGOnbs6EYC7YveL+68886g11lKyOzZs+U1Xbp0Udq0aX0z2m4nMva6s9ffgw8+qGLFisX3QwIAwHeI87yBOA8AEFeYgYgYO3v2rCtEPX36dN+M4s6ZM0d+47fRdhuRtlo4Njrdr18/JU+ePKLAtm0EmgAAXD3iPG8gzgMAxBVmICLG/DiK60d+f55WrFih9957TyNHjnQrD9oJDwAAuDp+jx/8wu/PE3EeACQcdCDiumfpEVZ8On369O73ixk3blycPS5Ezz6ybHTaRqZtmz9/vkJCQtyou41QW5AJAABgiPO8hTgPABIuUphx3cuQIYMboQ3/HQlb5syZdeTIEZUvX94Fkq1atdLtt9/uVugDAACIjDjPW4jzACDhYgYi4EN+Hm2fMmWKCyStbQAAANcb4jwAQHxgBiLgQ34eba9fv358PwQAAIB4Q5wHAIgPzEAEohg7dqzGjBmjLVu26NSpUwHX/f777/H2uAAAAHB1iPMAAIiZxDG8HeBLAwYMUPPmzZUjRw5XwLlKlSrKkiWLNm7cqHvuuSe+Hx4AAABiiDgPAICYYwYiEEmJEiXUo0cPPf7440qXLp1WrFihQoUKqXv37tq/f78++ugjeRGj7QAA4HpHnAcAQMwxAxGIxAKvW265xf2eKlUqHT582P3epEkTjR49Wl7EaDsAAABxHgAAV4MORCCSnDlzuhFoky9fPi1cuND9vmnTJnl1su4nn3yiQYMG6cMPP1Ty5MnVuXNnzZw5U88++6wOHToU3w8PAAAgThDnAQAQc3QgApHUrFlTEydOdL/baG7Hjh1111136dFHH9UDDzwgL/LjaDsAAMCVIs4DACDmkl7FbQHfsRHc0NBQ93u7du2UNWtW/fLLL2rQoIFat24tL4+258+fP2K0vXz58p4ebQcAALhSxHkAAMQcMxCBSBInTqwzZ85o8eLFmjx5shvJrV27tgvKpk2bJi/y42g7AADAlSLOAwAg5liFGYjEgkdL+di3b98F1yVKlEhnz56V19hIu21Jk56bcPzNN9+40faiRYu60fZkyZLF90MEAACIdcR5AADEHB2IQCQWbNWpU0fdu3d3q9n5xYkTJ7Ry5Urt3r07InUnPFi+77774vWxAQAAxAXiPAAAYo4ORCCS9OnTa9myZSpcuLD8wo+j7QAAAFeKOA8AgJijBiIQyf/93//pp59+kp906NBBjzzyiHbs2BGR5hK+EVQCAIDrBXEeAAAxxwxEIJJjx47p4YcfVrZs2VS2bNkL6sY8++yz8ho/jrYDAABcKeI8AABijg5EIJLBgwe7gtMpU6ZUlixZXOpHOPt948aN8pqnnnpKt956q1q0aBHfDwUAACDeEOcBABBzdCACkeTMmdONPnft2lWJE/sjw9+Po+0AAABXijgPAICYowMRiCRz5sxasmSJr9JA/DjaDgAAcKWI8wAAiDk6EIFIOnbs6EZwX375ZfmFH0fbAQAArhRxHgAAMZf0Km4L+I6tVvfuu+9q+vTpKleu3AVpIP3795fXnDp1So8++ihBJQAAuK4R5wEAEHPMQAQiufPOO4NeZ2kgs2fPltf4cbQdAADgShHnAQAQc3QgAj5naS3Dhw9X+fLlfTPaDgAAAOI8AEDcoQMR8Dk/jrYDAACAOA8AEHfoQAQAAAAAAAAQFNV2AQAAAAAAAARFByIAAAAAAACAoOhABAAAAAAAABAUHYgAAAAAAAAAgqIDEQAAAAAAAEBQdCACAAAAAAAACIoORAAAAAAAAAAK5v8BniGtW0ArqXYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import os\n", "import seaborn as sns\n", @@ -617,6 +1867,14 @@ "# Show the plot\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "id": "55b4b46b", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser en korrelasjonsmatrise for hver av stedene. Den viser sammenhengen mellom de ulike variablene for begge stedene. De hvite radene/kolonnene tyder på manglende verdier. Noe som stemmer med grafen vi så over, det snødde ikke i Sandnes i perioden og verdien settes derfor til 0. Som vi kan lese av grafen er det en sterk positiv sammenheng mellom 'wind.gust' og 'wind.speed' for begge stedene, noe som gir mening, at ved raskere vind er det mer vindkast og motsatt. Vi ser også at det er nokså sterk negativ sammenheng mellom 'main.pressure' og 'main.temp' for begge stedene, det vil si at lavere lufttrykk gir høyere temperatur og at høyere lufttrykk gir lavere temperatur. Ellers ser vi at det er varierende med korrelasjons koeffisient for de ulike stedene. Vi ser derimot at på Hamar er det nokså sterk positiv sammenheng mellom 'main.humidity' og 'clouds.all', dette gir også mening, at jo mer skyer det er desto mer luftfuktighet. For Sandnes er denne sammenhengen svakere, men sammenhengen mellom 'main.humidity' og 'main.temp' antyder en sterk positiv sammenheng. Hvor mer luftfuktighet beveger seg likt med høyere temperaturer og motsatt.*" + ] } ], "metadata": { diff --git a/notebooks/notebook_compare_statistic_data.ipynb b/notebooks/notebook_compare_statistic_data.ipynb index 170773a..59d40e2 100644 --- a/notebooks/notebook_compare_statistic_data.ipynb +++ b/notebooks/notebook_compare_statistic_data.ipynb @@ -28,10 +28,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "f21635ac", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Første sted: Bergen\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -47,10 +56,19 @@ "\n", "# User input the city, for the weather\n", "city_1 = input_place()\n", + "print('Første sted:', city_1)\n", "\n", "data_city_1, folder = fetch_stat_data(city_1)" ] }, + { + "cell_type": "markdown", + "id": "72653965", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen henter data for Bergen, fra API-en som lager statistisk data på alle historiske målinger de har gjennomført.*" + ] + }, { "cell_type": "markdown", "id": "41293f67", @@ -62,10 +80,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "fffd8f42", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Andre sted: Bergen\n", + "The two places must be different\n", + "Andre sted: Oslo\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -81,15 +110,25 @@ "\n", "# User input the city, for the weather\n", "city_2 = input_place()\n", + "print('Andre sted:', city_2)\n", "\n", "# Cheks that the two cities is not the same\n", "while city_2.lower() == city_1.lower():\n", " print(\"The two places must be different\")\n", " city_2 = input_place()\n", + " print('Andre sted:', city_2)\n", "\n", "data_city_2, folder = fetch_stat_data(city_2)" ] }, + { + "cell_type": "markdown", + "id": "ae67092f", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser vi hvordan en enkel while-setning kan sørge for at vi unngår å hente data fra det samme stedet til sammenligningen. Først prøvde jeg med Bergen, men Bergen er allerede det første stedet, derfor hentet jeg data fra Oslo.*" + ] + }, { "cell_type": "markdown", "id": "6f5733f3", @@ -106,10 +145,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "32602874", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has been written to /Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/data/../data/json/output_compare_statistic/data_bergen_oslo.json\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -134,6 +181,14 @@ "write_data(city_weather, folder, filename)" ] }, + { + "cell_type": "markdown", + "id": "24b3dca6", + "metadata": {}, + "source": [ + "**Kommentar**: *Lagrer dataen fra begge stedene til filen: `data/json/output_compare_statistic/data_bergen_oslo.json`. Som vil si at vi finner filen med filnavnet `data_bergen_oslo.json` i mappen for denne notebooken `output_compare_statistic` i json mappen under data.*" + ] + }, { "cell_type": "markdown", "id": "1ccc995b", @@ -147,10 +202,384 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "485c474d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
monthdaytemp.record_mintemp.record_maxtemp.average_mintemp.average_maxtemp.mediantemp.meantemp.p25temp.p75...clouds.minclouds.maxclouds.medianclouds.meanclouds.p25clouds.p75clouds.st_devclouds.numcitycity_name
011266.43282.42274.41278.38277.02276.41274.30279.40...010075.054.5220.075.035.47312city_1Bergen
112265.43282.42273.40277.52275.33275.63273.39277.98...010075.059.1540.075.031.52312city_1Bergen
213264.44281.94271.40277.03274.92274.43271.44277.05...010075.050.8510.075.034.62312city_1Bergen
314259.17281.36271.86276.04275.24274.33271.37277.40...010075.053.378.075.035.36312city_1Bergen
415257.49282.20270.90276.53274.15273.72269.69278.82...010075.046.740.075.038.36312city_1Bergen
..................................................................
7271227248.47279.61267.17272.87271.75270.19267.18275.15...010085.062.9421.592.038.95312city_2Oslo
7281228253.91279.26267.68271.82269.22269.82267.56273.97...010090.074.5175.0100.032.74312city_2Oslo
7291229256.65279.22269.00273.04270.29271.16268.27275.10...010090.075.6074.0100.031.75312city_2Oslo
7301230258.75280.17269.79274.87272.87272.57270.25275.25...010090.072.9356.0100.033.53312city_2Oslo
7311231264.46281.48271.16275.63273.15273.50271.15276.36...010088.072.9564.0100.031.24312city_2Oslo
\n", + "

732 rows × 54 columns

\n", + "
" + ], + "text/plain": [ + " month day temp.record_min temp.record_max temp.average_min \\\n", + "0 1 1 266.43 282.42 274.41 \n", + "1 1 2 265.43 282.42 273.40 \n", + "2 1 3 264.44 281.94 271.40 \n", + "3 1 4 259.17 281.36 271.86 \n", + "4 1 5 257.49 282.20 270.90 \n", + ".. ... ... ... ... ... \n", + "727 12 27 248.47 279.61 267.17 \n", + "728 12 28 253.91 279.26 267.68 \n", + "729 12 29 256.65 279.22 269.00 \n", + "730 12 30 258.75 280.17 269.79 \n", + "731 12 31 264.46 281.48 271.16 \n", + "\n", + " temp.average_max temp.median temp.mean temp.p25 temp.p75 ... \\\n", + "0 278.38 277.02 276.41 274.30 279.40 ... \n", + "1 277.52 275.33 275.63 273.39 277.98 ... \n", + "2 277.03 274.92 274.43 271.44 277.05 ... \n", + "3 276.04 275.24 274.33 271.37 277.40 ... \n", + "4 276.53 274.15 273.72 269.69 278.82 ... \n", + ".. ... ... ... ... ... ... \n", + "727 272.87 271.75 270.19 267.18 275.15 ... \n", + "728 271.82 269.22 269.82 267.56 273.97 ... \n", + "729 273.04 270.29 271.16 268.27 275.10 ... \n", + "730 274.87 272.87 272.57 270.25 275.25 ... \n", + "731 275.63 273.15 273.50 271.15 276.36 ... \n", + "\n", + " clouds.min clouds.max clouds.median clouds.mean clouds.p25 \\\n", + "0 0 100 75.0 54.52 20.0 \n", + "1 0 100 75.0 59.15 40.0 \n", + "2 0 100 75.0 50.85 10.0 \n", + "3 0 100 75.0 53.37 8.0 \n", + "4 0 100 75.0 46.74 0.0 \n", + ".. ... ... ... ... ... \n", + "727 0 100 85.0 62.94 21.5 \n", + "728 0 100 90.0 74.51 75.0 \n", + "729 0 100 90.0 75.60 74.0 \n", + "730 0 100 90.0 72.93 56.0 \n", + "731 0 100 88.0 72.95 64.0 \n", + "\n", + " clouds.p75 clouds.st_dev clouds.num city city_name \n", + "0 75.0 35.47 312 city_1 Bergen \n", + "1 75.0 31.52 312 city_1 Bergen \n", + "2 75.0 34.62 312 city_1 Bergen \n", + "3 75.0 35.36 312 city_1 Bergen \n", + "4 75.0 38.36 312 city_1 Bergen \n", + ".. ... ... ... ... ... \n", + "727 92.0 38.95 312 city_2 Oslo \n", + "728 100.0 32.74 312 city_2 Oslo \n", + "729 100.0 31.75 312 city_2 Oslo \n", + "730 100.0 33.53 312 city_2 Oslo \n", + "731 100.0 31.24 312 city_2 Oslo \n", + "\n", + "[732 rows x 54 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "import json\n", @@ -180,6 +609,14 @@ "display(sqldf('''SELECT * FROM both_cities_df'''))\n" ] }, + { + "cell_type": "markdown", + "id": "7d27824a", + "metadata": {}, + "source": [ + "**Kommentar**: *Funksjonen henter og skriver ut dataen fra filen lagret over. Og siden det er så mye data ser vi at tabellen bare viser de 5 øverste og de 5 nederste radene, men vi ser fortsatt til høyre i tabellen i kolonnen city_name at det er lagret data for begge stedene. Vi ser også at det er mange ulike data for temperatur, blant annet median, gjennomsnitt, 1. kvartil og 3. kvartil. Disse kolonnene kommer for alle de ulike kategoriene, derfor ser vi ikke alle, fordi det ikke er plass.*" + ] + }, { "cell_type": "markdown", "id": "1c782190", @@ -193,10 +630,397 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "3e0e6fea", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
monthdaytemp.record_mintemp.record_maxtemp.average_mintemp.average_maxtemp.mediantemp.meanpressure.minpressure.max...precipitation.minprecipitation.maxprecipitation.medianprecipitation.meanclouds.minclouds.maxclouds.medianclouds.meancitycity_name
011266.43282.42274.41278.38277.02276.419581030...012.00.00.54010075.054.52city_1Bergen
112265.43282.42273.40277.52275.33275.639731038...03.00.00.20010075.059.15city_1Bergen
213264.44281.94271.40277.03274.92274.439721038...00.90.00.17010075.050.85city_1Bergen
314259.17281.36271.86276.04275.24274.339731034...00.90.00.16010075.053.37city_1Bergen
415257.49282.20270.90276.53274.15273.729751036...00.90.00.08010075.046.74city_1Bergen
..................................................................
3611227248.47279.61267.17272.87271.75270.199561039...012.00.00.12010085.062.94city_2Oslo
3621228253.91279.26267.68271.82269.22269.829601039...00.90.00.05010090.074.51city_2Oslo
3631229256.65279.22269.00273.04270.29271.169661038...00.90.00.03010090.075.60city_2Oslo
3641230258.75280.17269.79274.87272.87272.579691032...00.90.00.04010090.072.93city_2Oslo
3651231264.46281.48271.16275.63273.15273.509741025...00.90.00.03010088.072.95city_2Oslo
\n", + "

732 rows × 30 columns

\n", + "
" + ], + "text/plain": [ + " month day temp.record_min temp.record_max temp.average_min \\\n", + "0 1 1 266.43 282.42 274.41 \n", + "1 1 2 265.43 282.42 273.40 \n", + "2 1 3 264.44 281.94 271.40 \n", + "3 1 4 259.17 281.36 271.86 \n", + "4 1 5 257.49 282.20 270.90 \n", + ".. ... ... ... ... ... \n", + "361 12 27 248.47 279.61 267.17 \n", + "362 12 28 253.91 279.26 267.68 \n", + "363 12 29 256.65 279.22 269.00 \n", + "364 12 30 258.75 280.17 269.79 \n", + "365 12 31 264.46 281.48 271.16 \n", + "\n", + " temp.average_max temp.median temp.mean pressure.min pressure.max \\\n", + "0 278.38 277.02 276.41 958 1030 \n", + "1 277.52 275.33 275.63 973 1038 \n", + "2 277.03 274.92 274.43 972 1038 \n", + "3 276.04 275.24 274.33 973 1034 \n", + "4 276.53 274.15 273.72 975 1036 \n", + ".. ... ... ... ... ... \n", + "361 272.87 271.75 270.19 956 1039 \n", + "362 271.82 269.22 269.82 960 1039 \n", + "363 273.04 270.29 271.16 966 1038 \n", + "364 274.87 272.87 272.57 969 1032 \n", + "365 275.63 273.15 273.50 974 1025 \n", + "\n", + " ... precipitation.min precipitation.max precipitation.median \\\n", + "0 ... 0 12.0 0.0 \n", + "1 ... 0 3.0 0.0 \n", + "2 ... 0 0.9 0.0 \n", + "3 ... 0 0.9 0.0 \n", + "4 ... 0 0.9 0.0 \n", + ".. ... ... ... ... \n", + "361 ... 0 12.0 0.0 \n", + "362 ... 0 0.9 0.0 \n", + "363 ... 0 0.9 0.0 \n", + "364 ... 0 0.9 0.0 \n", + "365 ... 0 0.9 0.0 \n", + "\n", + " precipitation.mean clouds.min clouds.max clouds.median clouds.mean \\\n", + "0 0.54 0 100 75.0 54.52 \n", + "1 0.20 0 100 75.0 59.15 \n", + "2 0.17 0 100 75.0 50.85 \n", + "3 0.16 0 100 75.0 53.37 \n", + "4 0.08 0 100 75.0 46.74 \n", + ".. ... ... ... ... ... \n", + "361 0.12 0 100 85.0 62.94 \n", + "362 0.05 0 100 90.0 74.51 \n", + "363 0.03 0 100 90.0 75.60 \n", + "364 0.04 0 100 90.0 72.93 \n", + "365 0.03 0 100 88.0 72.95 \n", + "\n", + " city city_name \n", + "0 city_1 Bergen \n", + "1 city_1 Bergen \n", + "2 city_1 Bergen \n", + "3 city_1 Bergen \n", + "4 city_1 Bergen \n", + ".. ... ... \n", + "361 city_2 Oslo \n", + "362 city_2 Oslo \n", + "363 city_2 Oslo \n", + "364 city_2 Oslo \n", + "365 city_2 Oslo \n", + "\n", + "[732 rows x 30 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from my_package.util import clean_df\n", "\n", @@ -206,6 +1030,14 @@ "display(both_cities_df)" ] }, + { + "cell_type": "markdown", + "id": "5cd698e4", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne henter en funksjon vi har laget som fjerner alle kolonner som slutter på blant annet '.p25' og '.p75'. Det sørger for mindre kolonner, og vi ser i utskriften over at vi blant annet også får frem kategoriene 'pressure' og 'preciptation', noe vi ikke så over da det bare var 'temp' og 'clouds' som var synlige.*" + ] + }, { "cell_type": "markdown", "id": "4d493df2", @@ -221,10 +1053,194 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "33d5a1c3", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Main temperature for Bergen and Oslo\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Bergen_main_tempOslo_main_temp
month_day
01-013.260.07
01-022.48-1.36
01-031.28-2.71
01-041.18-3.30
01-050.57-5.16
.........
12-272.34-2.96
12-282.93-3.33
12-294.12-1.99
12-304.51-0.58
12-314.360.35
\n", + "

366 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " Bergen_main_temp Oslo_main_temp\n", + "month_day \n", + "01-01 3.26 0.07\n", + "01-02 2.48 -1.36\n", + "01-03 1.28 -2.71\n", + "01-04 1.18 -3.30\n", + "01-05 0.57 -5.16\n", + "... ... ...\n", + "12-27 2.34 -2.96\n", + "12-28 2.93 -3.33\n", + "12-29 4.12 -1.99\n", + "12-30 4.51 -0.58\n", + "12-31 4.36 0.35\n", + "\n", + "[366 rows x 2 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
citycity_nameavg_tempmax_tempmin_tempmedian_tempstdev_temp
0city_1Bergen8.0132.00-16.017.384.83
1city_2Oslo7.0533.06-25.686.507.46
\n", + "
" + ], + "text/plain": [ + " city city_name avg_temp max_temp min_temp median_temp stdev_temp\n", + "0 city_1 Bergen 8.01 32.00 -16.01 7.38 4.83\n", + "1 city_2 Oslo 7.05 33.06 -25.68 6.50 7.46" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -263,7 +1279,7 @@ "\n", "# Extract and stores temperatur data for each city using pandas sql\n", "stat_temp_per_city = sqldf('''\n", - " SELECT city, city_name, AVG(`temp.mean_celsius`) AS avg_temp, MAX(`temp.max_celsius`) AS max_temp, MIN(`temp.min_celsius`) AS min_temp\n", + " SELECT city, city_name, ROUND(AVG(`temp.mean_celsius`), 2) AS avg_temp, ROUND(MAX(`temp.max_celsius`), 2) AS max_temp, ROUND(MIN(`temp.min_celsius`), 2) AS min_temp\n", " FROM both_cities_df\n", " GROUP BY city_name\n", " ''')\n", @@ -287,6 +1303,14 @@ "display(stat_temp_per_city)" ] }, + { + "cell_type": "markdown", + "id": "eaa1b6d8", + "metadata": {}, + "source": [ + "**Kommentar**: *Ved hjelp av pandas SQL og pivot har vi fått hentet ut data fra begge stedene og satt de side om side for sammenligning. Her ser vi igjen det samme som i cellen over, at tabellen kollapser og viser bare de 5 øverste og de 5 nedeste radene. Tabellen under ser vi derimot hele av, og den viser gjennomsnitt, maks, min og median temperaturen for begge stedene, i tillegg til standardavviket. Vi ser at det er store forskjeller mellom laveste målte temperatur i Oslo og Bergen, det skiller nesten 10 grader, da den laveste målte temperaturen i Bergen er -16.01 grader og i Oslo -25.68 grader. Vi ser også at det er større variasjonen i temperatur i Oslo med et standardavvik på 7.46 grader enn i Bergen med et standardavvik på 4.83 grader. Dette kan jo stemme overens med det vi nettopp nevnte om differansen mellom laveste målte temperatur, for vi ser at maks temperaturen er ganske lik.*" + ] + }, { "cell_type": "markdown", "id": "2884cf46", @@ -300,10 +1324,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "83aed603", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "output_folder = \"../data/figures/output_fig_compare_statistic\"\n", "os.makedirs(output_folder, exist_ok=True) # Create the folder if it doesn't exist\n", @@ -388,6 +1423,14 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "1238e07a", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne grafen viser sammenligning av temperatur og nedbør for Oslo og Bergen i den øverste grafen, og vind i den nederste. Som vi kan lese av grafen har Oslo kaldere temperatur om vinteren, men også høyere temperatur om sommeren enn Bergen. Dette stemmer overens med de vi tidligere kommenterte om variasjonen i temperaturen ved å se på forskjellen i standardavviket. Vi ser likevel at både gjennomsnitt(striplede linje) og medianen (prikketel linje) er ganske så likt for begge stedene, det er rundt 1 grad som skiller alle verdiene. Vi kan også se at Bergen har generelt mer nedbør enn Oslo, og det virker til å være noe mindre nedbør om sommeren. I Oslo ser det derimot ut til å være motsatt, at det er mer nedbør om sommeren enn ellers i året. På vinden er det ikke vanskelig å lese av de geografiske forskjellene mellom Oslo og Bergen, Bergen har mer vind enn Oslo, som henger sammen med å være en vestlands kystby.*" + ] + }, { "cell_type": "markdown", "id": "04c13808", @@ -408,10 +1451,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "ceb72c4e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABTEAAAMiCAYAAAC2YYf2AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Qd4FNUWB/D/pvceCISS0HvvIL0qCIKKgtIRUVRERFEBQWxPBRRBEKVJF5Ei0otI7713AqT33vZ958bd7IYEgrLJbvj/vrcPZ3ZmdnZ2kpw9995zNVqtVgsiIiIiIiIiIiIiM2VV2CdAREREREREREREdD9MYhIREREREREREZFZYxKTiIiIiIiIiIiIzBqTmERERERERERERGTWmMQkIiIiIiIiIiIis8YkJhEREREREREREZk1JjGJiIiIiIiIiIjIrDGJSURERERERERERGaNSUwiIiIiIiIiIiIya0xiEpFFmD9/PjQaDa5fv/7IjinHkmPKsSlL69at1YOIiIjIHDEmLBhFLSbkZ0xUNDCJSfQYu3LlCoYNG4Zy5crBwcEBbm5uaN68Ob799lskJSWhqFiyZAmmTZsGczJgwAAVSMk1z+1aX7p0ST0vj6+//vqhj3/nzh18/PHHOH78OCxFQECA/j3LQ+7JihUr4t1330VkZGRhnx4REVGRxZiw8DAmzF1aWhq+++47NGzYEK6urnBxcVH/LevkOSJ6PNkU9gkQUeFYv349nnvuOdjb26Nfv36oUaMGUlNTsXv3bpU0OnPmDH788UcUlYD19OnTGDlypNH6smXLqmDR1ta2UM7LxsYGiYmJWLduHZ5//nmj5xYvXqy+RCQnJ/+rY0vAOnHiRJUYrFOnTr7327x5MwqTnOs777yj/lve+5EjR9SXjb/++gsHDx4s1HMjIiIqihgTMiY0t5gwISEBTz31lIr/unbtqhK9VlZW2LhxI9566y2sWrVK3bfOzs6Fdo5EVDiYxCR6DF27dg0vvPCCCti2b9+OEiVK6J97/fXXcfnyZRUY/FdarVYFXI6Ojvc8J+vt7OxUQFJYdL39Cot8WZBeDkuXLr0nYJUgW4K33377rUDORQJnJycn9ZkUJn9/f7z00kv65SFDhqiWd+l5ID0RpGfmowiMGfQSERExJtRhTGheMeGoUaNUAnP69OkYMWKEfv3w4cMxY8YMtW706NH44YcfCu0ciahwcDg50WPof//7H+Lj4/Hzzz8bBas6FSpUUK2cOunp6fjkk09Qvnx5FWRJS+4HH3yAlJQUo/1kvbSWbtq0CQ0aNFCB6uzZs7Fz504VHC5btgwfffSRSlRJcBQbG6v2O3DgADp37gx3d3e1vlWrVtizZ88D38eaNWtUUFeyZEl1XnJ+cp4ZGRn6baSWjwTfN27c0A/FkfO8X20cCeKfeOIJlejy8PBA9+7dce7cOaNtZFiO7CvBvbQOy3Zy/gMHDlTBX3716dMHGzZsQHR0tH7doUOHVMJOnstJhlVL0FazZk2V3JOhR126dMGJEyf028j1luE2Qs5H975171OuifSykF6OLVu2VNdcPs/c6h/1799fBfU533+nTp3g6empWvdNzc/PT99LwdD58+fx7LPPwsvLS52j3HNr167NtW6WBMKvvfYaihUrhlKlSumfl0BYhs7JvdqoUSP8/fffudaAknt9woQJ6mdD7rXSpUtjzJgx9/wMyGtJYL169Wp1jWXb6tWrq54DRERE5oYxIWNCc4sJg4KC1P3Ytm1bowSmYXK9TZs2+Omnn9S2Olu2bEGLFi3U9ZfrUblyZf17uZ/8fMZEZD7YE5PoMSRDVSRx06xZs3xtL73hFixYoBJGMtRXAszPP/9c/YH//fffjba9cOECXnzxRVVXaejQoSqA0JFgUlp1JeCSYFf+WwIHCbjq16+vkkTSCj9v3jwVuEhCSRJLeZEATIIUaa2Vf+VY48ePV4HwV199pbb58MMPERMTo4KcqVOnqnWybV62bt2qzkeujwSlMrRIWoGldfzo0aP6YFdHWssDAwPV9ZDnJaCSRNmXX36Zr2vbs2dPvPrqq2pYzKBBg/Qt7lWqVEG9evXu2f7q1asqQSbDvuR1Q0JC1JcCCfLPnj2rgveqVati0qRJ6lq88sorKjAThp93RESEep/S+0J6PhYvXjzX85NaWHJdJXDdt28frK2t1evJEKNffvlFvd6jJDWOwsPD9T0zjh07hilTpqjAWt6vjgxtk89Evvy8//77KvBcsWIFevTooXoqPPPMM0bHlQSmr6+vuibSE1NI670Ex3J93n77bfUFRvaXQNww0ZmZmYmnn35aDauT6ynX99SpU+p+unjxovo8DMl28nnKa0oNJ6nd1KtXL9y8eRPe3t6P9HoRERH9F4wJGROaW0woiVxJPktpg7zIczt27FCNxHJPSlwoSfNatWqp9yuJbEkqPygB/rCfMRGZAS0RPVZiYmK08qPfvXv3fG1//Phxtf2QIUOM1o8ePVqt3759u35d2bJl1bqNGzcabbtjxw61vly5ctrExET9+szMTG3FihW1nTp1Uv+tI9sEBgZqO3TooF83b948dYxr164ZbZfTsGHDtE5OTtrk5GT9uqeeekqdW05yLDmmHFunTp062mLFimkjIiL0606cOKG1srLS9uvXT79uwoQJat9BgwYZHfOZZ57Rent7ax+kf//+WmdnZ/Xfzz77rLZdu3bqvzMyMrR+fn7aiRMn6s/vq6++0u8n70u2yfk+7O3ttZMmTdKvO3To0D3vTadVq1bquVmzZuX6nDwMbdq0SW0/efJk7dWrV7UuLi7aHj16aB813f2T89G8eXNteHi40bZyvWrWrGn0Ocs91KxZM3VP5bxvWrRooU1PT9evT0lJUZ9Tw4YNtWlpafr18+fPV9sbXoNffvlFff5///230TnI9ZNt9+zZo18ny3Z2dtrLly8b3T+yfvr06Y/kOhERET0KjAmzMSY0n5hw5MiR6jWOHTuW5zZHjx5V24waNUotT506VS2HhYXluc9/+YyJyHxwODnRY0Y3XEd6iOXHn3/+qf6Vlm1DuslXctZJkpZgGVaSG2m5NayFJLMk6obISCuw9MCTh/SUa9euHXbt2qV6weXF8FhxcXFqX2lhlqE7MtT4Yd29e1edkwwFkiHKOtKq26FDB/21MCQt5obk9eW96K5zfsj7l+E+wcHBqoVb/s1t2JCQlmVdzShppZbX0g2ZkRbj/JLjyLCi/OjYsaPqRSEt29JLQIYSScu7KTRu3FgNB5LHH3/8gU8//VS1rktPSN2MnTJ8Sq6T9HjQfe7ykGsh957cU7dv3zY6rvQAkR4DOocPH1bby3rDYep9+/ZVPTEN/frrr6ong/SE0L2WPKRniJCeAIbat2+vhrEZ3j8yxEt6TBAREZkLxoR5Y0xYeDGhfH4Pui91z+murQwD15UVuN998l8/YyIqfBxOTvSYkWSKYYDwIFI3SAIkqYmUs06hBAzyvCHDIb855XxOglVdIJsXGfaTM6mkI8ktqackQV7OAFH2e1i692I43ElHklhS1ynnpDBlypQx2k53rlFRUfpr/SBPPvmkCsaWL1+ugimpXSTXW4Y35ySBmQznmTlzpirGb1jr6WGGKssw7Icp2C4T60hgKOcnQ5tkeNSDhIWFGZ2fBNb3G7YlfHx8VBJQR+pbyechw9ZkWNYbb7yhhgdJp8dx48apR25CQ0PVe8zr3tN91jnva0lo5hw6JPepDJOT4eh5vZahnPeE7r6Qe4KIiMhcMCbMG2PCwosJdQnK+92XOROdvXv3VnGiDC2XMkOS+JYkq8SPeU0Y9W8+YyIqfExiEj1mJIiSmjWnT59+qP2kCHh+5DbrZF7P6VpKpVZRnTp1ct0nrwBHip5LzR95P9IaLD3fpDVYWp7fe++9fLfC/leGvfsMZY0szn8LuARaUmNKeutJTZ68fPbZZypxJ7WSpJ6UtBxLcDZy5MiHes/3+5xyI7Updck6qQcpNa4eRAJvwy80Ut/qfu8tLxKICumFIUlM3fuUOlp59fDI+QXrYd+vIXk9KZovtTlzI5P8POp7goiIyNQYEz5ajAkfTUwoCURx8uTJPO8FeU5Uq1ZN/x4kTpTRMdIjWGplSiJYRs1Izc68PhsisjxMYhI9hqTw9Y8//qiKcjdt2vS+25YtW1YFQtJCrgsqhBQPl6BRnv+3dENuJeg07H2XHzLURobNSPFzmfRFR1qi/22wrXsvUog+JxmKJL0ETdUaK0OF5s6dq4JPKayel5UrV6oZGWXWRkPyWcj5Pex7zg9phZZhRhIoSiF4mclUJs7RzXaZl8WLF+uHgAspmv5vyEyoQmZPNTyOra3tQ983OT9r6dUp19PwtaS3gwwlMrxPZaZPSaY+yutKRERU2BgT5o4xYeHFhDLRjiQdZbKgvCb3WbhwoRo9IzPZ68j1klhNHtLwLElemcxJEpu53VOF+RkT0b/HmphEj6ExY8aoP8oy5EICz5yuXLmihqfohrWIadOmGW2j65Umw33/LZl9UoJWGZaiS1DlHHqSF12LqmHrdmpqqhpSk5O81/wMJSpRooRq8ZXWbwkAdaSHgrTi6q6FKUgQKq3o33//vRqWdb/3nbNFX2o25qwBqQu6DN/HvyW9GGRmbbku8rnLcGsZ7iWzid6PzOwoQaPu8W+TmDJzqqhdu7b6V4YttW7dWtVgknpGD3Pf6DRo0EANtZozZ44+SaoLsnMO+5bam3J9ZducJCDXzXZORERkaRgT5o4xYeHFhDLCRRKlMnP4Dz/8cM/zs2bNUmUDBg8ejFKlSunrpeek68WZ17kV5mdMRP8ee2ISPYYkSJQaNlI/RlrSpZWzRo0aKuDbu3evCoCkyLUucSTBibTS64brHDx4UP3B79Gjh1EvtoclLaZSv0ZaXKtXr64CFqnLI8GXtJpKa7wugZWTtP5KrSE5tzfffFO1MkuLbW5DdiQwliElUoheWoplOFK3bt1yPa4MY5Lzkd4IEhxJkmr69Olwd3f/V0OhH+ZaSC2n/PSYkKFScq3kGsgwHkm85QwG5TOW+lQS6Em9IAlgZdKc+9Wnyo0EifIlQIb91KtXT62bN2+eSiLKECZpgX+U5LNftGiR+m+5H6UHpCQrpTVchpLrzJgxAy1atFDDvGVyHnn/8uVLepIEBQWp/e5Haj/J5ynHlKFGkqiUHpjz589X186w18LLL7+MFStWqIL9cl9KIC51naSVXtZLzSRJihIREVkaxoSMCc0xJpw6daqKs1577TU1NFzX41JiLqnHKffeN998o99eroMMJ5dEuvSwlOHucq6S5JR4MS+F9RkT0X9Q2NOjE1HhuXjxonbo0KHagIAArZ2dndbV1VXbvHlz7fTp07XJycn67dLS0rQTJ07UBgYGam1tbbWlS5fWjh071mgbUbZsWe1TTz11z+vs2LFDokjtr7/+mut5HDt2TNuzZ0+tt7e31t7eXh3n+eef127btk2/zbx589Qxrl27pl+3Z88ebZMmTbSOjo7akiVLaseMGaPdtGmT2k5eUyc+Pl7bp08frYeHh3pOji/kWLIsxza0detWdR3kuG5ubtpu3bppz549a7TNhAkT1L5hYWFG63M7z9z0799f6+zsfN9tdOf31Vdf6dfJNX/nnXe0JUqUUOcn57lv3z5tq1at1MPQmjVrtNWqVdPa2NgYvU/Zrnr16rm+puFxYmNj1bWqV6+eugcMvf3221orKyv12o+KvJacp+4hxy9WrJj2xRdf1F6+fPme7a9cuaLt16+f1s/PT92X/v7+2q5du2pXrlx5z+dx6NChXF/zu+++U68r912jRo3UPVW/fn1t586djbZLTU3Vfvnll+q6ybaenp5qO/m5iImJ0W8nr/X666/n+t7kMyciIjJHjAkZE5pTTChSUlK0U6dOVfGWXB8nJyf1+tOmTVNxmSG5P7p3764+e7l/5V+JH+W+1vkvnzERmQ+N/N9/SYISEREVFVLrS2Yhl6L6uQ0fJyIiIiIiosLBmphERPRYSk5OvmeomRSKl7pKMjSKiIiIiIiIzAd7YhIR0WNJZjN9++238dxzz6lJfo4ePapm+JSaYEeOHFF1M4mIiIiIiMg8cGIfIiJ6LMmMmjID5nfffad6X3p5eakJDb744gsmMImIiIiIiMwMh5MTEdFjm8Rcu3YtgoOD1Sys8u/cuXNRrFixwj41okIhM7vKLL0lS5ZUs/uuXr06Xz2aZZZae3t7VKhQAfPnzy+QcyUiIiKiwo/zZsyYob5XOTg4oHHjxjh48CBMiUlMIiIiIkJCQgJq166tgtH8uHbtGp566im0adMGx48fx8iRIzFkyBBs2rTJ5OdKRERERIUb5y1fvhyjRo3ChAkTVGkuOX6nTp0QGhoKU2FNTCIiIiIyIi30v//+O3r06JHnNu+99x7Wr1+P06dP69e98MILiI6OxsaNGwvoTImIiIioMOI86XnZsGFDfP/992o5MzNTlet644038P7778MU2BOTiIiIqIhKSUlBbGys0UPWPQr79u1D+/btjdZJ67usJyIiIqKiG+elpqaqyVANt7GyslLLpowFObEPFYj1tpUL+xTMUtvN4wv7FMzWG3s7FfYpmKULB88V9imYrWeHtCjsUzBLCYmZhX0KZumD3taPxd/AQx++iIkTJxqtkyE/H3/88X8+ttSRLV68uNE6WZYAOikpCY6Ojv/5NcgyMM7LXavdXxf2KZitzpPdCvsUzNKPUysW9imYrdnrXQv7FMzSl+UXFfYpmC2HrsML5HUe1zgvKioKGRkZuW5z/vx5mAqTmERERERF1NixY1WtIkNSnJ2IiIiILNvYxzDOYxKTiIiIqIiSQNZUwayfnx9CQkKM1smym5sbe2ESERERFeE4z9raWj1y20b2NRXWxCQiIiIyIY2tptAeptS0aVNs27bNaN2WLVvUeiIiIqLHweMa59nZ2aF+/fpG28jEPrJsyliQSUwiIiIiQnx8PI4fP64e4tq1a+q/b968qR+y1K9fP/32r776Kq5evYoxY8ao2kczZ87EihUr8PbbbxfaeyAiIiKigonzZCj7nDlzsGDBApw7dw7Dhw9HQkICBg4caLL3weHkRERERCZkZWPalvJH5fDhw2jTpo1+WVdjqX///pg/fz7u3r2rD3RFYGAg1q9fr4LZb7/9FqVKlcJPP/2kZq4kIiIiehw8znFe7969ERYWhvHjx6uJgOrUqYONGzfeM9nPo8QkJhERERGhdevW0Gq1eT4vAW5u+xw7dszEZ0ZERERE5hjnjRgxQj0KCpOYRERERCaksWX1HiIiIqKiiHFeweLVJiIiIiIiIiIiIrPGJCYRERERERERERGZNQ4nJyIiIjIhSyn4TkREREQPh3FewWJPTCIiIiIiIiIiIjJr7IlJREREZEIaW7bQExERERVFjPMKFntiEhERERERERERkVljEpOIiIiIiIiIiIjMGoeTExEREZkQC74TERERFU2M8woWe2ISERERERERERGRWWNPTCIiIiITYsF3IiIioqKJcV7BYk9MIiIiIiIiIiIiMmtMYhIREREREREREZFZ43ByIiIiIhNiwXciIiKioolxXsFiT0wiIiIiIiIiIiIya+yJSURERGRCGmu20BMREREVRYzzChZ7YhIREREREREREZFZY09MIiIiIhOyYgs9ERERUZHEOK9gsScmERERERERERERmTUmMYmIiIiIiIiIiMiscTg5ERERkQlprDjMiIiIiKgoYpxXsNgTk4iIiIiIiIiIiMwae2ISERERmZDGmm3GREREREUR47yCxatNREREREREREREZo1JTCIiIiIiIiIiIjJrHE5OREREZEJW1iz4TkRERFQUMc4rWOyJSURERERERERERGaNPTGJiIiITEhjxRZ6IiIioqKIcV7BYk9MIiIiIiIiIiIiMmvsiUlERERkQqyVRERERFQ0Mc4rWOyJSURERERERERERGaNSUwiIiIiIiIiIiIyaxxOTkRERGRCGg4zIiIiIiqSGOcVLPbEJCIiIiIiIiIiIrPGnphEREREJqSxYpsxERERUVHEOK9g8WoTERERERERERGRWWMSk4iIiIiIiIiIiMwah5MTERERmZDGigXfiYiIiIoixnkFiz0xi4CPP/4YderUeeTbEhEREVHhYpxHRERE9C96YrZu3VoFRtOmTXuY3ciMjB49Gm+88QaKAq8WDVDuncFwr1cDDiWL4XCv1xCydtv992nZCNW+fh8u1Soi+dZdXP78BwQt/N1om7LD+6DcqMGw9/NF7MnzODPyE8QcOgVLs2znISzYvBcRsfGoVKo43uvdBTUD/R+438ZDp/H+z6vQunZlTBveW79+3Pw1WLf/hNG2zaqVx8w3+8ISdW/phCfqOsDJXoPLQWlYtCEeoVGZeW7fup6Denh7ZLX93AnLwLrdiTh9JU2/zbsvuaNyWVuj/XYeTcKiDQmwFIP7lEW3Dn5wcbbGqfOx+OaHywi6m5zn9gNfKINBL5Y1WncjKBEvvX4k1+2/Gl8dTep74YPPzuLvAxGwFFqtFoc2TcfZA78iJSkWJQLroWXPCfDwDchznztXDuHYzp8RdvsMEmPD0HnA9yhXo32e2+9cOQFn9y9H86fHonbL/rAULWtoUKecBva2QFA4sPFIJqLi896+aVUNKpfSwNsVSM/I2mfHyUxExmVvY20FtK+jQdUyGthYAVeDgU1HMpGQAotkZW0ZLfSM8ywf47zHJ85bsXUPFv65ExExcahYugTGvPwMapQvk+u2q3bsx/o9R3AlKFgtVw0ohdef62K0vRznu+Xrsf/0RcQlJqFe5XIY83IPlPHzhSUa3DcA3Tr6wdXZBqfOxeLrmZcQdDcpz+1lXo5BLwagY5ti8PawQ3hkKv7cFowFy2/qt2nZ1Ac9upRA5fKucHezxYA3D+PyNcuJ8f7843es/m05oqMiERBYHkNefROVKlfNc/s9f+/E0kVzERoSjBIlS6HfwFdQv2GTXLf94fsp2LxhHQYNfR3dejwLS9SliR2a1rCFo70G1+5k4NcdyQiL1ua5fefGdujSxN5oXUhkBj77JVH9t5O9HNMelcvawNNVg4QkLU5eScef+1KQnAqLsGz3CSzYeRjhcYmoVNIH7z/TBjXL+D1wvw3HLuD9RRvQpno5TBv0tFqXlpGB7zfsxe5z1xEUGQNXB3s0rlgGbz3VHMXcXWDJLCXOKyrYE/Mx4+LiAm9vbxQF1s5OiD15AaffnJiv7R0DSqHh2tmI2HkAuxt0x7XpC1Bz9mT4dGih36bEc11Q9auxuDR5BnY3egZxJ8+j8fqfYefrBUuy6fAZfLNyM4Z1bYWlH7yCSqX88Nr0xYiMvX+gdTs8GlN+24J6FXIPgptXL4+tX47SP74Y3BOWqHNTR7Rr6KASl5/Nj0ZKmhZvv+gOG+u894mKy8RvOxLwyc/RmDw3GudvpGHEc24o6WO801/HkjFqWoT+sXJbViBjCfr0LIVeT5XE1z9cwrB3jyMpORPffFwDdrb3/8N89UYCuvffr3+8/r5xslvn+adLQpt3LGjWju34CSd3/4JWvT5GrzdXwMbOEX/MGYL0tLyzammpSfApWQUtnxn/wONfPbUFITdPwNmtGCxJkyoaNKiowYbDmZi/NRNpGcALraxUEjIvZXw1OHJJiwVbM7H0r0y17YutrGBr8KPUoa4GFUpq8PveTCzakQkXR6BnC4YsRA/COO/xiPM27z+OKUvW4pUeHbB40khUKlMSI76ag8hYg9YgA0fOX0GnJnUwe+yrmDf+DRT3dsfrX/2I0MgYfUPdO9Pm43ZYBKaMHIAln7yNEj6eGP7lbCSlWF7rUd9epfFsV3+VuHxl9DEkJWdgyqSa941n+vYqgx5PlsTUWZfR97VD+GH+VfTtWRrPdsvuAODoYIWTZ2Pxw4KrsDS7d23HvDk/oHef/vjmux9VEnPSuDGIjo7KdfvzZ09jyv8+QbuOT+Kb7+agcdMW+GLyONy4fu2ebffv/RsXz5+Fl7cPLFW7+nZoWccOK7anYOryRKSmafFqD6f7fjcQd8Mz8NGceP3j21+zE+XuLlZwd9Fgzd/J+GJRAhZvTkbVsjZ4sb0DLMHGYxfw9dpdGNaxCZa93QeVS/pi+I+/IyLu/t9tbkfGYMq6v1GvnHHnmeTUdJwPCsMrHRpj+dt9MGVAV1wPi8Rbc9ea+J1QUZPvbwQDBgzAX3/9hW+//RYajUY9rl+/jtOnT6NLly4qaCpevDhefvllhIeHG7XqS4vwyJEj4enpqbaZM2cOEhISMHDgQLi6uqJChQrYsGGDfp+dO3eq469fvx61atWCg4MDmjRpol7rfmSf2bNno2vXrnByckLVqlWxb98+XL58WZ2Hs7MzmjVrhitXrhjtt2bNGtSrV0+9Trly5TBx4kSkp6frn58yZQpq1qyp9i9dujRee+01xMdndzOZP38+PDw8sGnTJvWaci06d+6Mu3fv5vfyYu7cuahevTrs7e1RokQJjBgxQv9cdHQ0hgwZAl9fX7i5uaFt27Y4cSL3JIHu+jVq1Eidr5xX8+bNcePGjVyHGcl1kc/GUI8ePdTnrTNz5kxUrFhRXR/5/J591jxa18I27cLFCdMQsmZrvrYv+8oLSLoWhHNjvkT8+au4MXMxgn/bhMC3st9r4MiBuPXzCgQtWIX4c1dw6rUJyEhMRukBvWBJftm6Dz2b10OPZnVQvqQvPurzFBxsbbF677E898nIzMQHc1dheLfW8PfxzHUbWxsb+Li76B9uzo6wRO0bOeKP3Uk4fjEVQaEZmLs2Hh6uVqhb2S7PfU5cSsWpK2mqt2ZIZCZ+35mIlFQtyvkbd2iXoCc2IfuRnGo5Wbvnu/lj4a83sftgJK7cSMSn0y7A28seTzS5f1CakaFFZHSa/hETl/37U6dCoDN6dy+FL6ZfhKWRL3cn/16I+u1fRWCNdvApWRntXvgSCbGhuHY6798/Zau2ROMuI1GuZof7Hj8+JgR/r56MDn2+gpW1ZZWqblRJgz1ntbh0BwiLAdYdyISrI1DZP+8vist3ZeLUdS3CY4HQaOCPg5lwd9bA758cgvTorB2owbbjmbgRCgRHAesPZqK0jwYlvS23VlJhPfKLcR7jPMZ5lmPRxr/wTOvGeLplI5Tz98MHA3rBwd4Wa/46lOv2nw7vi+fbN0flsv4ILFkM4wY/D22mFgfPXlLP3wwOx6krNzC2fy9UL1cGASWKYWz/nkhJTcPGfcdhaZ572h8LV9zA7gMRuHI9AZOnnn9gPFOjqht27w/HvsORCA5Nwc694Th4PApVK7rqt9m0IxTzl93A4eO5J/7M2drff0WHzk+hXYcuKF0mAK+OGAV7Bwds25z9u9nQH2t/Q936jfBMrxdQukxZ9Hl5EMqVr6h6cxqKCA/DT7O+w9vvfghr6wdk/MxYq7q22HwwBaevpuNOeCYWbU5WsUnN8vePyzK0QFyiVv9ISM6O++9GZGLu+mScuZaBiBgtLgVlYP3eFNQItIEllFD8ZddR9GxSAz0aVUd5P2981KsdHGxtsPrgmft/n1y8EcM7NUEpLzej51wd7TH71Z7oVKcSAop5oVbZEhj7TBucDQrF3ahYWDJLiPMeyySmBLVNmzbF0KFDVdAmDwlMJdCqW7cuDh8+jI0bNyIkJATPP/+80b4LFiyAj48PDh48qALd4cOH47nnnlOB5tGjR9GxY0cVFCcmGmf13333XXzzzTc4dOiQCuy6deuGtLTsoZu5+eSTT9CvXz8cP34cVapUQZ8+fTBs2DCMHTtWnaN8GTUMHP/++2+1/VtvvYWzZ8+q4FiC1U8//TT7IllZ4bvvvsOZM2fUe9m+fTvGjBlj9Lpy7l9//TV++eUX7Nq1Czdv3lRDevLjhx9+wOuvv45XXnkFp06dwtq1a1XAryPXKjQ0VH0BOHLkiArE27Vrh8jIyHuOJUG5BKetWrXCyZMnVXAvx5XA/9+Qa/bmm29i0qRJuHDhgvqMW7ZsCUvk0aQOwrfvM1oXtmU3PJtkBfsaW1u416uO8G17szfQahG+fS88mtSFpUhLz8C5m3fRuGqgfp2VlUYtn7walOd+s9fvgperM55pnvd7PXzxOtq8+zW6T5iBT5esR3S85fQy1PHxsIKHixXOXc8ex5GUosXV2+ko7288FDwv8uPUsJqdatG/cts4Ydekuj2mvu2FiUM90LO1E+wsJCdVorgDvL3scPhEtH5dQmIGzl2MQ/XK2QF8bkqVdMTv8xph+ewGGDeqMor5GA+tsbezwoR3qmDq7MsqyWlpYiODkBgXhtIVm+nX2Tu6oniZWgi+8d++3GkzM7FtyRjUaT0YXn4VYUk8nAEXRw2uhWQH7ClpwJ0IwP8hOmNI0lLohlb5eQLW1nLc7G0i4oCYBC38vR/PYK0gMM5jnMc4zzKkpafj/PXbaFS9ktE93KhaRZy6nJXMfpDklFSkZ2TAzdlJLaf+k9S3s7UxOqYsH794b887c1ayuAN8vOxxyCDRKPHM2YuxqFHFOKli6PS5WNSv7YnSJbMa6CsEOKNWVXfsP3Lvz6Glkd+rVy5fRO069Y0+31p16uHC+dwTUhfOnzXaXtSp1xAXDbbPzMzEtG8+R/devVGmbPb3Dkvj7aaBu7MVLt7M0K+TmORGcAYC/e6fmPX1sMKkwc4YN8AZL3dyUMPG78fBXqM6OGRqLeD7ZFAomlQsbfR9skmlMjh5I+8GvNmbD8DTxQk9G9fI1+vEJ6eq71WS4CTKr3x/vXZ3d4ednZ1q+fbzy6qDMHnyZBXYfvbZZ0YtzdKKffHiRVSqlPXHtXbt2vjoo4/Uf0uQ+cUXX6hgVwJlMX78eBXgSTAmLfE6EyZMQIcOWT1YJKgsVaoUfv/993uCZ0PS6q97/r333lMB+bhx49CpUye1ToJY2UZHWuPff/999O+fVX9MWuglQJbgVV5fGLZgBwQEqPf96quvqpZrwz8Os2bNQvny5dWyBNASEOaHHO+dd95R56bTsGFD9e/u3bvVlwIJbqX1XkgQvXr1aqxcuVIFroZiY2MRExOjeinozkV6DfxbEqRLS78cT77MlC1bVn3mlsi+uA9SQrJ7jwhZtnV3hZWDPWw93WFlY4OUUOM6fSkhEXCuXA6WIio+ERmZWni7ORut93Z1xvVg4/evc+zyTazecwzLPxqW53FlKHm7ulXg7+OBW2FR+H71drw+fQkWvjcI1lJIyEJIkCJiE4zrX8qyDPu4H39fa4wd4AGJ8aUX5syVsWoYic6BM8mIiMlEdFwmShWzQa+2TvDztsbM33If3mVOvD2zMklR0cZFeiKjU+HlmXcP1bMX4/DZtxdx63aiSoIOeKEsZnxeC/3ePIqkpKxr88bgcjh9Plb18LREksAUjq7G3QAdXXyQGJf7z1R+Hd0xBxpra9Rq8TIsjfM/o6EScpRMlV4Iuufyo31dK9wK06qenFnH1SA9Q6sSosbHBVwsYwSWRWKcl4VxHuM8cxcdl6B6O3m7GdeQ83Z3xfW7ofk6htS+9PF0R+PqWY1n0vPSz9sD3//6Jz4c+Cwc7e2weOMuhETGIDzasnpI6WKWqByNplEPiGcWrbwJZydrLP6hITIztSph8+Mv17Dlr/xdU3MWFxujEo7uHsYjrTw8PHH7VnbNT0NSN9Mjl+2jorKTw7+vXKp6X3Z92rJ6Mufk6pyVeJSelIZkWfdcbiTJuWRzMkKjM+HmpEHnxvZ481knNXQ8Zwyji286NbLD3tPm36AflZCU9X3SNauhQ8fbxQnXQnOP549evY3fD57BilH5my8hJS0d09bvRpc6leHiwCQm5d9/6iMkQ1127NihhtXkJEN5dMGtDBXSkV90UqtHhu3oyNAVIQGcIQlMdby8vFC5cmWcO3fuvudk+Fq64+Z8reTkZBUEypAdeQ979uwxapHPyMhQ20iruwTzW7duxeeff47z58+r/aQV3PB5If/qgkkhQ4Vyvp/cyDZ37txRLe65kfOTIU056xslJSXdM1xKd51kiJAE8/LFoH379irYl/P5N+QYEtBK0C9Dp+TxzDPP6N93blJSUtTDUJo2E7Yay0l0PU4SklPw4bzVGP9SV9VylpfODbNb1Cr6F0cl/+LoOm666p3ZuIr5Bv+Nq9vj5Sezf0d9t/yfTMm/EByRgUk/RamC3/Wr2GNQN1f8b1GMPpG561j2fX87LAMx8ZkY/ZI7fD0SEBad96RBhaFDK1+MHp7d8++9T/IeGnI/B45mB7MyBF2Smr/OaYS2zX2wfmsImjfyQr1aHhj89lFYiotH16lJdnSeGjzLJK8TGnRa1dl8fuRv/7oXVUGqXlaDLvWzz3PF3//9nu5cXwNfd+CXbeb18/GoaSyooccQ4zzGeblhnGfZ5q3bjs0HjuPHscNhb5fVgGlrY42v3xyAST+vQJvh41XjdKPqFdG8VhVoYd5dxjq0KoZ3X8/ulTpm0r+bpKltC191rIlfn8O1m4moWM4Zbw6poCb42bjdYGgAKVcuXcAfa35T9TUtIYYxVL+yDXq3zW4Vnb027wmf7ufcjeyODHdUUjMREwa5oG4lW+w/Y5yotLcDXunuiODITGw4YCGz+jyEhORUfLh0EyY81w6eUsj8AWSSn3cX/qlGT3z4bFtYOkuN8x7LJKYEXTL058svv7znOcNgytbWeIim/KIzXKf7xSctRP9Vbse932vJe5BW+p49752gRGoDST0oaZ2WoVESAEvwKK3mgwcPRmpqqj7Iy+09yg/lgzg63v+HXM5PrqXUP8pJ6iDlZt68eWpokAwJWr58ueodsWXLFqPeD4ZDCXKep+FQLmmVl6Fg8vqbN29WvSmk3pIM/crr9eWLgFxTQy9qvNDXunCLPUtrvLTSG5LltJg4ZCanIDU8Cpnp6bAvZvxFwr64N1Ly6MFojiQRaW2lQUSOSXwi4hLgk6PVXkivyjsR0Xhr5jL9usx/7on6r32C1RNfR+lcCt6X8vVUr3UrNAqNq8BsHb+Uims/ZSfabP6ZPc7N2Qox8dnBhyzfCrm3lqOhjEzoZzCXQCWgpA3aN3TAL3nMPn71TtbPUjEva7NLYkqvyLMXshOLtrZZf3w9PewQEZX9O8DLww6Xrt1nqukc4hMycOtOEkqVyPrdVq+mB/z9HPDnkuyh2OKT96ri5NkYvPmR+c0IG1CtDXqPyk6UZKRnBZtJcRFGE+8kxYfDu+S/7wF19+oRJMVHYOGn2cGbNjMDe9d9iZN/L8DLH26HObl0W4s7Edl/L3ST90ivS8PemNLTIOQ+s3nqdKyXNXnPL9szEZdk3JPTxtpKDTM37MkgrxOfo9cnmRbjPMZ5uWGcV7g8XJ1VkjEi1vhvs8wu7uOe93BpIbOZz1+/HT+MGYaKZUoaPVc1sBSWTh6lZiZPT8+Ap5sL+n38LaoFZg8nNUe7D0bg7MXD+mU7fTxji4io7GSRxDeXr+Ydz7w2sBwWr7yFbX+H6Sct9PN1wMvPlbH4JKarm7v6XRCTYxIfmdTHwzP3Sa1kfc5Jf2RZah+Ls2dOISYmGkMH9NY/L7935//8A9atWYkf52V/rzA3UvfyRnDCPd8NXJ00iDXojSnLt8Py/3crKRUq3vdxN07qSjwzvLuTGsX18x9JeAR/Ck3O09kx6/tkjkl8IuIT4eNqPNpP3IqIxp3IWLxpMEmP7vtkvXe/xZr3+qO0j4dRAlPqYM4Z3ou9MMm0SUwZZiSt1zpSs+e3335TQ29sbB594bf9+/ejTJmsWZKl67oMXfovQ2ZyI+9BagAZ1iYyJLWJ5Bey1GySX/5ixYoVj+z1JXiU67dt2za0adMm1/MLDg5W11e2yy8ZCiQPGdYlPR2WLFmSa3ArNagMC9PL5yuF9Q3PRV5bWvrlIUOvJKiVelG5fSEQ8pqjRo0yWrfdy7imSmGI3n8cvl2M6zz5tGuGqP1ZNe20aWmIOXoGPm2bImTttqwNNBp4t2mKGzMXwVJIa3rVMiVw8Pw1tK2TlV2UYTGy/ELrrOFrhgL9fLBy3KtG675fuwOJySkY83xn+Hm65/o6IVGxiE5IVBP8mDMJGEJzTK4THZ+JqgF2uBWSlTlxsNOoCXp2Hn24llj5rqwLfHJTpnjW70XpkWluZKj37X+Ge+tERKaifi0PXL6WFdg5OVqjaiVXrN6Y/8krZOZOSVpu2pn1xWHxb7fwx5Zgo20WTq+P6XOvYu9B4yF95sLOwUU9dCQB4OTqi6BL++Djn/U3KDU5HiE3T6J60xf/9etUrv80SlXM7okmZMbzSvW7o0rDZ2BuUtOB1Bzf/+KTtAgorkHoP0lLqQErk+8cvfzgBKZM/iMzj8fkaAOQiXxksqiA4sCFf8r4erlKKQgNbkeY389SflhK4XXGeYzzGOeZP5lksUqAPw6duYQ29bNGycg9fOjsZTV5T14WrN+Bn9duw4x3h6JaubwTk65OWYn3m8FhOHctCMN7dYY5yy2eCY9MQYPankbxTLVKblj9p/SXy52DvbU+6aIjw2kt5Nf3fUkjTPkKlXDy+FE1y7junjl1/Ci6dM093qhcpRpOnjiKbj2yJ/o6cewIKlWprv67VdsOqJWjZuak8WPQqk0HtOtg3veMNJCmxBh+1lrEJGSiUmlr3A7P1PecLOtnjd2n8j/0Wzo2e7tbqYk9deQ4w3s4qTI5c9YlId34VjXv75OliuHApVtoW7OC/vukLL/QvPY92wcW88LK0S8ZrZuxYS8SUtIwpkcr+Hm4GiUwb4ZH46fhveBhoZPEWmqcV1Q8VEQqwdWBAwdUq7UMLZIi5TID5YsvvqhqC0nrtcwQuWzZMvz000//eYYyqTUkw2tkaNCHH36o6itJMXNx+/ZtNTRn4cKFaobGf0tanKUFXoJomY1RAlgZ2iMBntQwkqBXWqynT5+ueiPIkCSpifQoSYu31F4qVqyYmgE0Li5OvY4Ux5eAUoJTed//+9//1NAtGZYkM3rKcJ8GDRoYHevatWv48ccf8fTTT6NkyZIqcL906ZIqap8bKdgvgagcT4ZJyQydMkumzh9//IGrV6+qIu/S8vbnn3+qP3oy5CsvUtNJV9dJxxRDjKydneBcIevLj3AKLAW32lWQGhmD5Ft3UXnyKDj4F8eJge+p52/8uAxlX+uLKp+/i1vzf4NPmyYo8VwXHHo6uw7ktWnzUHvul4g+choxh04i4M3+sHF2xK0Fq2BJXm7fFOPmr0a1siVRI6AkFm8/gKTUNHRvllXc/qN5q1HMwxVvPtMO9rY2qOCf3btMuDpmDbHQrU9MTsWs9X+hfd2qqgZTUHgkpq3apnpoNquWPbzOUmw9mISnmjsiJDID4dEZ6NHKSdWxPHYhu8X+nT5uOHoxFTsOZ3X9kkl6Tl1JRWRspkp6yjD1ymVtMW1prL6wd+Ma9jh1OVUldqQmZu8OzrhwI03NgG4JVqy7jf7Pl0bQ3STcDUnGkD5lERGZgr/3Z/dQmTapJnbtD8eqP7O+FL82IBB7D0UiOCwZPl52GPRiWdXCvG1XVk8G3YzlOYWGpeBuqPFwRHMlPa5qPdEPR7bNgrtvANy8/HFw43eqV2Zgjfb67dbMGoByNdqjZousIC4tJQEx4dm1puIigxB++xzsndzh6lkSDs6e6mFIZid3cvWBZzHzLdFg6OBFLZpX0yAqTovoBKBlDSvVq/LC7ewAvk9rK1wI0uLI5ax1neprUL2MBit3Z6rEqK5+pnypkOBe/j1xTYv2dayQnJqpljvWs0JQuPQELax3+nhgnMc4j3GeZXipcytMmLNM9Z6sUa4Mlmz+G0kpqXi6ZVZj9fjZS+Hr6Y43nn9SLc//YztmrdqkZikv4eOpr3Pp5GCvHmLLwRPwdHWGn7cnLt+6i68Xr0Hr+jXQtGbe94K5+nXtbfTvXUaNDFHxzEsB98Yzk2th175wrFqfldjccygC/Z4vi5CwFFy7mYBK5VzQu0cp/GnQEOvqYoPivvZq4iBRxj+rp3ZkVKrZT1z49DPP4bspX6B8xUqoWKkq/lizUpXN0CUcv/3mM3h5++LlAVm1jKXO5Ufvj8SaVStQv2ET7N61HVcuX8DwN95Rz7u5uauHIfmb4OnpBf9S2T+3luKvY2no2Mhe9aSMiNXiyaZ2akLBU1eyR2m93tMRJy+n4++TWZ919xb2OH0tHVGxmXBz0eDJJvbQZmpx5GK6PoH5Wg8nldz8ZVOy+v7g8E9ZVvmukI/O/IXq5Zb1MG7ZZlQvXRw1yvhh0a6j6vtkj0bV1PMfLtmEYu7OeOupFur7ZMUSxj3hdZP16NZLAnP0gvVqwqDpQ7qrpGj4PyMH3Z0cVOKU6JEnMWUWRimMXq1aNVWrRwIpCcKksLrMPCn1caSujtTT0bVm/xdSGF6KoEtwVqdOHaxbt071EhAScErglnOmy4clNYUkgJNAWoZLSUuVzHY5ZMgQfbF6CfjkOWl5liBPhtHkFSz+G3JN5Y/I1KlT1TWWIF4Cbd2XZwkoJbiXQvVhYWGq4L6ch64WlCEZ9iQ1naRAfkREhBqiJF9CZObO3AwaNEgF8/J+pCX+7bffNmqdl9b4VatWqQBczrFixYpYunQpqlfPaoUrTO4SWG37Rb9c7esP1L+3Fq7CycFjYV/CF46ls4e7JV0PUoFstW/GIuCNfkgOCsapYR8hfMtu/TZ3f90AO18vVJrwJuz9fBF74hwOdh2C1BxF4M1dpwbVERWXgB/W7UR4bDwqlyqOmW/00ReBvxsZ81D1a6S4+aXbIVi3/wTiEpPh6+6KptXK4/WnWxvNZGkpNu5Lgr2tBv2edIGTgwaXbqVh2rIYo9ZRX09ruDpm/x5zdbbC4Kdd1eQ/Mpt5UGi6SmCevZYVyMi+0ruzfUNH2NtpVLLz6PkU/LH739XZKQxLVgXB0cEa775WES7ONjh1LgajJ55Balp2lFXSzwHubtnDKmUm8gmjK8PN1RbRMWk4dS4Ww8YcR3SseQfzD6tumyFIT03CzpXjkZoUixKB9dF16BzY2GZ/kY+NuImkhOyhV6G3TmPNrKzJRMSetV+ofys36IF2L2T9t6Xbf16rel92aWClAvNbYcDyvzJV6QUdDxfAySDfUb9C1s/VS22Ng9V1BzJx6nrWvbblWFZw37OZFSRPdi0Y2HjEMnthWhLGeYzzGOdZho5N6iAqLl4lJmUYeaUyJTH93SFqch8RHBFlFOet3L5PzTY8ZvpCo+O80qMDhvXMmhRLEptTl6xFREw8fDxc8VTzBhjaI7uhzpLIKBAHB2uMGVEpK545G4N3Jpwyimf8/RzhYRDPTJ19GUP7BuCd4RXh6W6ramGu3XgX85Zlz/jeorE3PhyZXUNp0ntZyZy5S65j7tL8zQxfWFq0bIvYmBgsWzQfUVGRCCxXHuMnfakfTh4WFgqNQWNElWo18Pa7H2HJL3OxaMFPKOHvj/c/+gRlAyx3FvL72XYkVSUbe7dzULXvr97JwKzViUbfDaSXpbNj9s+Vh4sG/Ts7qDI6kpSUfaasSERCUtZ9VtrXGgElsmKd8QOMR65NnBuPyDjzzmJ2rltZTfAzc9M+hMcmorK/D2YO7aEmixXB0bEP1VM5NCYeO89cVf/9/DeLjZ6TXpkNK5h36QoyHxptfgr6FDCpyyMBlgwtyqseD1mW9baW14pbENpuHl/Yp2C23tibFVSTsQsH7z/pxePs2SFZQ6TIWEIik3+5+aB3wbX4n+leeEXrq68xr9qqgnFe0cM4L3etdn9d2KdgtjpPvn/9zsfVj1OzJ10kY7PXZyXpydiX5S2nHEZBc+g6vEBeh3FeweI0SkRERERERERERGTWLG8cqAWSulJ52bBhA5544okCPR8iIiIqOCz4XrQxziMiInp8Mc4rWGaZxGzdurWaDbaoOH48a1bE3Pj7+xfouRAREREVJsZ5RERERFRkkphFjcx8SURERI8nzSOYBIfMF+M8IiKixxfjvILFq01ERERERERERERmjUlMIiIiIiIiIiIiMmscTk5ERERkQiz4TkRERFQ0Mc4rWOyJSURERERERERERGaNPTGJiIiITIgt9ERERERFE+O8gsWemERERERERERERGTWmMQkIiIiIiIiIiIis8bh5EREREQmxGFGREREREUT47yCxZ6YREREREREREREZNbYE5OIiIjIhDRWbDMmIiIiKooY5xUsXm0iIiIiIiIiIiIya+yJSURERGRCVtaslURERERUFDHOK1jsiUlERERERERERERmjUlMIiIiIiIiIiIiMmtMYhIRERGZkMZKU2iPhzVjxgwEBATAwcEBjRs3xsGDB++7/bRp01C5cmU4OjqidOnSePvtt5GcnPwfrhYRERGR5bCkOK8oYBKTiIiIiLB8+XKMGjUKEyZMwNGjR1G7dm106tQJoaGhuW6/ZMkSvP/++2r7c+fO4eeff1bH+OCDDwr83ImIiIio6OPEPkREREQmpLGyjDbjKVOmYOjQoRg4cKBanjVrFtavX4+5c+eqZGVOe/fuRfPmzdGnTx+1LD04X3zxRRw4cKDAz52IiIioMFhKnFdU8GoTERERPeZSU1Nx5MgRtG/fXr/OyspKLe/bty/XfZo1a6b20Q05v3r1Kv788088+eSTBXbeRERERPT4YE9MIiIioiIqJSVFPQzZ29urh6Hw8HBkZGSgePHiRutl+fz587keW3pgyn4tWrSAVqtFeno6Xn31VQ4nJyIiIiKTYE9MIiIioiJa8P3zzz+Hu7u70UPWPQo7d+7EZ599hpkzZ6oamqtWrVLDzz/55JNHcnwiIiIic8eJfQoWk5hERERERdTYsWMRExNj9JB1Ofn4+MDa2hohISFG62XZz88v12OPGzcOL7/8MoYMGYKaNWvimWeeUUlNSZJmZmaa7D0RERER0cObMWOGqmHu4OCAxo0b60sC5aZ169bQaDT3PJ566in9NgMGDLjn+c6dO8OUOJyciIiIyIQKs6U8t6HjubGzs0P9+vWxbds29OjRQ62TRKQsjxgxItd9EhMTVd1MQ5IIFTK8nIiIiKios5QekcuXL8eoUaPUxI2SwJw2bRo6deqECxcuoFixYvdsLyNspGa6TkREBGrXro3nnnvOaDtJWs6bN0+/nJ+4879gEpOIiIiIVGDbv39/NGjQAI0aNVLBbUJCgn628n79+sHf318/HL1bt25qRvO6deuqYPjy5cuqd6as1yUziYiIiKjwTZkyBUOHDtXHdZLMlDJAc+fOxfvvv3/P9l5eXkbLy5Ytg5OT0z1JTEla5jVqxxSYxCQiIiIyIU2O3ormqnfv3ggLC8P48eMRHByMOnXqYOPGjfrJfm7evGnU8/Kjjz5Sw4bk39u3b8PX11clMD/99NNCfBdEREREj0ecl5LPCRylR+WRI0eMSgpJTNe+fXvs27cvX6/1888/44UXXoCzs/M9NdKlJ6enpyfatm2LyZMnw9vbG6bCJCYRERERKTJ0PK/h4xKkGrKxscGECRPUg4iIiIgK1ueff46JEycarZO47OOPPzZaFx4ejoyMDH3DtI4snz9//oGvI7UzT58+rRKZOYeS9+zZE4GBgbhy5Qo++OADdOnSRSVGTTUqh0lMIiIiIiIiIiIiCzJ27FhVDsiQKWpSSvJSJnGUckOGpGemjjxfq1YtlC9fXjV8t2vXDqbAJCYRERGRCVlKwXciIiIiKnoTOPr4+KiekSEhIUbrZflB9SylPrrUw5w0adIDX6dcuXLqtaROuqmSmJZRpImIiIiIiIiIiIgeip2dHerXr49t27bp12VmZqrlpk2b3nffX3/9VdXdfOmllx74OkFBQWoW8xIlSsBU2BOTiIiIyIQsZWIfIiIiIiqacd6oUaPQv39/NGjQQA0LnzZtmuplqZutvF+/fvD391d1NnMOJe/Ro8c9k/XEx8erepy9evVSvTmlJuaYMWNQoUIFdOrUyWTvg0lMIiIiIiIiIiKiIqp3794ICwvD+PHjERwcjDp16mDjxo36yX5u3rypZiw3dOHCBezevRubN2++53gyPP3kyZNYsGABoqOjUbJkSXTs2BGffPKJSepy6jCJSUREREREREREVISNGDFCPXIjk/HkVLlyZWi12ly3d3R0xKZNm1DQmMQkIiIiMiUNJ/YhIiIiKpIY5xUoyxi8T0RERERERERERI8t9sQkIiIiMiGNFVvoiYiIiIoixnkFiz0xiYiIiIiIiIiIyKwxiUlERERERERERERmjcPJiYiIiExIY8U2YyIiIqKiiHFeweLVJiIiIiIiIiIiIrPGnphEREREJsSC70RERERFE+O8gsWemERERERERERERGTW2BOTiIiIyIRYK4mIiIioaGKcV7B4tYmIiIiIiIiIiMissScmFYi2m8cX9imYpe0dJxX2KZit851LFfYpmCVnL/fCPgWz9euPuwr7FMxSyUplC/sUzFPvgMI+A6Iio9Xurwv7FMzSXy1GF/YpmK0O804X9imYpaAEbWGfgtmyt88o7FMwS7eqPlnYp2C2Khb2CZBJMIlJREREZEIs+E5ERERUNDHOK1gcTk5ERERERERERERmjT0xiYiIiEyILfRERERERRPjvILFnphERERERERERERk1pjEJCIiIiIiIiIiIrPG4eREREREpmTFNmMiIiKiIolxXoHi1SYiIiIiIiIiIiKzxp6YRERERCak0bDgOxEREVFRxDivYLEnJhEREREREREREZk19sQkIiIiMiENayURERERFUmM8woWrzYRERERERERERGZNSYxiYiIiIiIiIiIyKxxODkRERGRCWmsWPCdiIiIqChinFew2BOTiIiIiIiIiIiIzBp7YhIRERGZEgu+ExERERVNjPMKFK82ERERERERERERmTUmMYmIiIiIiIiIiMiscTg5ERERkQmx4DsRERFR0cQ4r2CxJyYRERERERERERGZNfbEJCIiIjIhjYZtxkRERERFEeO8gsWrTURERERERERERGaNPTGJiIiITIm1koiIiIiKJsZ5BYo9MYmIiIiIiIiIiMisMYlJREREREREREREZo3DyYmIiIhMSGPFNmMiIiKioohxXsHi1SYiIiIiIiIiIiKzxp6YRERERCakYcF3IiIioiKJcV7BYk9MIiIiIiIiIiIiMmtMYhIREREREREREZFZ43ByIiIiIlPSsM2YiIiIqEhinFegeLWJiIiIiIiIiIjIrLEnJhEREZEJseA7ERERUdHEOK9gsScmERERERERERERmTX2xCQiIiIyJSu2GRMREREVSYzzChSvNhEREREREREREZk1JjGJiIiIiIiIiIjIrHE4OREREZEJaTQs+E5ERERUFDHOK1jsiUlERERERERERERmjT0xiYiIiEyJBd+JiIiIiibGeQWKV5uIiIiIiIiIiIjMGpOYREREREREREREZNY4nJyIiIjIhDRWLPhOREREVBQxzitY7IlJREREREREREREZo09MYmIiIhMScM2YyIiIqIiiXFegWISkyzesp2HsGDzXkTExqNSqeJ4r3cX1Az0f+B+Gw+dxvs/r0Lr2pUxbXhv/fpx89dg3f4TRts2q1YeM9/sC0vh1aIByr0zGO71asChZDEc7vUaQtZuu/8+LRuh2tfvw6VaRSTfuovLn/+AoIW/G21TdngflBs1GPZ+vog9eR5nRn6CmEOnYIkG9w1At45+cHW2walzsfh65iUE3U3Kc/tBL5bFoD4BRutuBCWi7/BD+uXpn9VG3ZoeRtus3nBHHdtS9HvGD51be8PFyRpnLyXguwW3cCckNV/7Pv9UMQx+viR+3xSGWUtu69eXKGaHoS+URPWKLrC11eDIqVjM+OU2omPT8bjfM4a+/rgmmtT3wthPT+Pv/RGwFM938kC7Ji5wdrTC+Wsp+Om3CASH5++z7d7WHX2f8sT6XbFYsCZSrZPjPN/ZA7UrOcLH0xqx8Zk4dDoRyzZGISlZa+J3Q0TmZsXWPVj4505ExMShYukSGPPyM6hRvkyu267asR/r9xzBlaBgtVw1oBRef66L0fZynO+Wr8f+0xcRl5iEepXLYczLPVDGzxeWgnHeg7WuZYV6Fa3gYAvcCtNi/cEMRMblb9/m1a3Qvq419p/LwKYjmfr1XRtbIdDPCq6OQGp61nG3HstARCwsglarxZ8rZmDvtt+QlBCHwCp10HvIOBQrUTbPfS6fPYxta+fj5rWziI0Kw5DR01C7UTujbf5cMRNH9m5AdEQIrG1sULpcNXR74U0EVKwFS9KxgQ0aVbWBoz1wPTgTv/+dhvCY/MUdrevY4Mkmtvj7ZDrW7U3Tr/dy06BrU1sE+FnBxhq4cCsDa3anIT7v8NGs/LFuLVb99iuioiIRGFgOw4a/jsqVq+S5/e6/d2HRL/MREhKCkiX9MWDQEDRs2Ej/fNcnO+a638BBQ9Dr2edN8h6o6CmyKePU1Px96X7cz8nSbTp8Bt+s3IxhXVth6QevoFIpP7w2fTEiYxPuu9/t8GhM+W0L6lXIPQhuXr08tn45Sv/4YnBPWBJrZyfEnryA029OzNf2jgGl0HDtbETsPIDdDbrj2vQFqDl7Mnw6tNBvU+K5Lqj61VhcmjwDuxs9g7iT59F4/c+w8/WCpenbqzSe7eqvklCvjD6GpOQMTJlUE3a2969ncvVGAp5+ea/+8dp7x+7ZZu3GO0bbzJx3FZbi+SeLoXsHX0yffwtvTbqI5JRMfDa6vEo8PkilQEc81cYbV28aR2X2dlb47N3y0GqB9768jFGTL8HG2gqT3g6ExoLKx5jynhHPd/dXXy4sTfc2bujyhBvmrIzAB9/eRUqqFh++Uhy2Ng/+cMuXtkOHJi64fsf4b6OXuzW83Kzxy7pIvPPVHcxYFo7aVRwx/HkfWCyplVRYjyLKHGMqczwnS7d5/3FMWbIWr/TogMWTRqJSmZIY8dUcRMbmno06cv4KOjWpg9ljX8W88W+guLc7Xv/qR4RGxqjn5ffsO9Pm43ZYBKaMHIAln7yNEj6eGP7lbCSlpMBSMM67v+bVrNC4ihXWH8jATxvTVcLxpbY2sM7HN9+S3hrUr2iF4Kh7/ybfidBizb4MzFiXjkXb01Uc83I7G4uJZ7aumYu/NixB76Hj8M5ni2Fv74iZnw5DWmre935KShL8Ayrh+cEf5rlNsZJl8dygDzD269/w9qSF8Pb1x4zJwxAXm9U4aQkkCdm8pg1W/Z2K6atSkJoGDH7KTiUeH6SUrwZNqlnjTnh2wlvY2gBDn7JTMfCP61Iwc3UKrK00GNDFHpZwy+z6ayd+mjMbL/Z5Cd9On4nAcuUwftwHiI6OynX7c2fP4H9ffoYOHTvju+k/oEnTZvj0k49x/fo1/Ta/LFpm9Hhr5DvQaDRo3vwJWDTGeQXKYpKYrVu3xogRI9TD3d0dPj4+GDdunP5LX0BAAD755BP069cPbm5ueOWVV9T63bt344knnoCjoyNKly6NN998EwkJ2QmumTNnomLFinBwcEDx4sXx7LPP6p9buXIlatasqfb19vZG+/bt9fvK+YwcOdLoHHv06IEBAwbol//tOeX08ccfo06dOpg7dy7KlCkDFxcXvPbaa8jIyMD//vc/+Pn5oVixYvj000+N9ouOjsaQIUPg6+urXr9t27Y4cSK7h+GVK1fQvXt39b7lmA0bNsTWrVuNjiHv4bPPPsOgQYPg6uqqXv/HH3+Eufhl6z70bF4PPZrVQfmSvvioz1NwsLXF6r25JwpERmYmPpi7CsO7tYa/j2eu29ja2MDH3UX/cHN2hCUJ27QLFydMQ8ga488zL2VfeQFJ14JwbsyXiD9/FTdmLkbwb5sQ+Fb2/Rw4ciBu/bwCQQtWIf7cFZx6bQIyEpNRekAvWJrnnvbHwhU3sPtABK5cT8Dkqefh7WWPJ5rcP0mSkaFFZHSa/hGTS09CSfwZbpOYlAFL0aOTL5auC8a+Y7G4disZ//vxBrw9bNGsnvt993Owt8J7r5bFtLm3EJdg/H6rV3JGcR87fDPnJq4HJavHV3NuoGKAE+pUdYGlMOU9UyHQGS/0KI3Pv70AS/NkSzes2hqNw2eScPNuGr5fGgZPNxs0rOF03/3s7TR4o68vZv8agYRE46D/VnAavlkQhiNnkxASkY4zl5Ox7M8o1K/uBCuLiVroYTHOY5yXm0Ub/8IzrRvj6ZaNUM7fDx8M6AUHe1us+Sv3Hu2fDu+L59s3R+Wy/ggsWQzjBj8PbaYWB89mjYi4GRyOU1duYGz/XqhergwCShTD2P49kZKaho37jsNSMM67v8ZVrbDrVCYuBGkRGg2s3psBVyegSun7f+GXpFPP5tZYtz8Dyan3JjGPXtbiZqgWMQlAcCSw/XgG3J018HCG2ZPfpTv/XIROPV9BrYZt4V+2Ml4e8RliosJw8tD2PPerXvcJdH3hzXt6Xxpq0OIpVKnVFD7FS6NE6Qp4pt+7SE6Kx50bF2EpWtS0wbaj6Th7PRPBkVos35EKNycNqgfcP4tpZwO82M4OK/9KQ1KOe0Z6X3q6arBiR6o6pjzkvyXpWd7f/AOa1b//hk6du6BDx04oU6YsXh/xFuzt7bFl86Zct1+7ZjXq12+oelSWLlMGL/cbgPLlK6jenDqeXl5GjwP796JmrdrwK1GiAN8ZWTrz/+kxsGDBAtjY2ODgwYP49ttvMWXKFPz000/657/++mvUrl0bx44dU4GvBG+dO3dGr169cPLkSSxfvlwFlhIgi8OHD6vActKkSbhw4QI2btyIli1bqufu3r2LF198UQV1586dw86dO9GzZ8+H7inzsOeUF9lvw4YN6hyXLl2Kn3/+GU899RSCgoLw119/4csvv8RHH32EAwcO6Pd57rnnEBoaqvY7cuQI6tWrh3bt2iEyMqtVLD4+Hk8++SS2bdumzk/Oq1u3brh586bRa3/zzTdo0KCB2kaC6uHDh6vrVdjS0jNw7uZdNK4aqF9nZaVRyyevBuW53+z1u+Dl6oxnmtfNc5vDF6+jzbtfo/uEGfh0yXpExyeiKPNoUgfh2/cZrQvbshueTeqo/9bY2sK9XnWEb9ubvYFWi/Dte+HRJO/raI5KFneAj5c9Dh3PbkVMSMzA2YuxqFHF7b77lirpiNXzm2DFnEYY/04VFPe1v2ebDq2L4Y/FzbDw+wYY1i8Q9vaW8WvWz9dOJSyPnonXr0tMysT5q4moWuH+0fmIfqVw8EQsjp3N3ldH9cjTys9r9u/OtDStapWuXskykpimvGfk/pgwuiqmzLqkkpyWpJiXjUpYnryYrF8nw70v30xBpbL3/mwYGtLTG8fOJuLUpex978fJ0QpJyZnINM53UhHDOI9xnqG09HScv34bjapX0q+zsrJCo2oVceryjXwdIzklFekZGXBzzmpYSU3Pakiyk2yVwTFl+fjF7N5CRc3jFOd5uACujhpcDc7+g5GSBgSFa1Ha9/5JzCcbWuPS7UxcC37w7wFba6BueStExWkRYwFfEyJCgxAbHY7KtZro1zk6uSKgQk1cu2hcRuu/SE9Pw96tK9WxJVFqCbxcNXBz1uBSUHZDfHIqcCs0E2X97h/H93jCFudvZuLy7XsDFOnFKXdSukH7flq6+tFCYAnz/n6QlpaGy5cvoU6duka/K2X5/Plzue5z/vxZ1Klr/PuiXv0GeW4fFRWFQ4cOomPHzo/47Kmos6iamNKaPXXqVNXluHLlyjh16pRaHjp0qHpeWqDfeecd/fbSOt23b199S7q0xH/33Xdo1aoVfvjhBxXEOTs7o2vXrqr1uWzZsqj7zw+eBLfp6ekqoJX1QlrrH9bDnpP0FMhNZmamaqGX86xWrRratGmjAsw///xT/UKR6yEB7o4dO9C4cWMVMMuXAAlupcVEF2ivXr1a9TyQ3gISdMtDR3oT/P7771i7dq1RsC0BsAS14r333lPXXF5HXrMwRcUnIiNTC2834wSLt6szrgeH57rPscs3sXrPMSz/aFiex5Wh5O3qVoG/jwduhUXh+9Xb8fr0JVj43iBYF9FuQPbFfZASYnzNZNnW3RVWDvaw9XSHlY0NUkKN6/SlhETAuXI5WBIvTzv1b1SOhFFUdKr+udycvRiHz6adx83bSfD2tMPAF8tixhd18PKIw0j6p7fllr9CERyajPDIVJQPcMbwAeVQxt8RH35+FubOyz3rz0F0jPF1iY5N0z+Xm1aNPVChrCPemJh7a/v5Kwmqd6rUypy38o58VcLg50vA2loDLw/L+BNkynvmzSHlcfp8rOrhaWk83LJ6J8TEGfe+lWXdc7lpVscZgaXsMHba3Xy9jquzFXq198DW/fksZmaGNCz4ni+M8xjnGYqOS1CjZ7zdjBu8vN1dcf1uaL6OIbUvfTzd0bh6RbUsPS/9vD3w/a9/4sOBz8LR3g6LN+5CSGQMwqMtpLDhv/A4xXkuDlmJyoQcbWSy7PzPc7mpXlaDEl4azNlw/xE0DSpZoUNdSXxrVL3EX7alW0QDW2x01mfr6u5ttF6WJbn5X50+8hfmTXsXaanJcPPwxesf/QgXt9xHvJkbV6es+yI+yTh5HZekVfVP81K7vDX8fazU8PPc3AzJVMPSpVbmxoNZMeSTjW3VkHLda5qr2NhY9XfJw9P4M/Tw8ETQrVt5JiXleePtPRAdlXtZgW1bt8DR0QnNmmeXtbBUjPMKlmV8g/xHkyZNVGCr07RpU9V6LMNthLQiG5IhNdIKvnjxYv06aWGXH8hr166hQ4cOKnAtV66cap2WxzPPPAMnJycV9ElrtgS0nTp1QseOHdUQJM8cP8gP8rDnVLVq1VyPI8N9JLDVkaFB1tbWKrA1XCfBrO51pAVehkcZSkpKUq39Qp6XIUzr16/XB/PyfM4W+lq1sosyy/WXYU2618lNSkqKehjKTE2DvZ0tClNCcgo+nLca41/qCk+XvIc6dm5YQ//fFf2Lo5J/cXQdN131zmxcxbICOQI6tCqGd1/P7sUxZtK/K1C//0j2H2AZTiy98Fb+3ARtW/hi/ZasCQTWbrprVAsxIioV331aGyX9HHAnOH89zgpKm6aeeGtAKf3yuCkPX7vT18sWw/v6Y+xXV1TvytxIQmvyjOt4o38pdO/go1qfd+yPwqXrieq/H+d7pnkjb9Sr5YFBbx2BJWhRzxmvPJv9N+Xzn0Ie+hjeHtYY0MMLk2cHG/XOzYujvQbvDy6OoJBU/Lop+qFfjywL4zzLjfPSzCDOy2neuu3YfOA4fhw7XH9utjbW+PrNAZj08wq0GT5eNU43ql4RzWtVgVb1mSJLUzNAg66NsxvOlux4+DI+bk5A5wbWKiGZ8YCE5Klrmbh6NxMujho0q2aFZ5+wwdxND96voB36+w8s+3GSfvnVsTNM+noVqzfE+1+tRHxslJo4aO7U0Rj92eJ7kqbmoG5Fa/Rsmf37at6fD1/PWMoIPN3cFnP+SDHqaZkzcb5oSyp6PmGL5jUdVNx7/HIGgsIyzTYGLkhbt2xE6zZtYWeXd4cAIotPYj6ItLYbkuBt2LBhaihRTlLzR35gjh49qoYQbd68GePHj1fB3qFDh1SrwZYtW7B371713PTp0/Hhhx+qYTyBgYEqqMw55Ei6Xf/Xc8qLra1xYChBZm7rJEjWvU6JEiXUe8tJ3psYPXq0eo/Scl+hQgVVu0kC+JyF6e/3Orn5/PPPMXGicaHxD/o9g48ecU0dSURKS1ZEjkl8IuIS4JOj1V5Ir8o7EdF4a+Yy/brMfz7D+q99gtUTX0fpXIqXl/L1VK91KzQKjfOejM2iSWu8tNIbkuW0mDhkJqcgNTwKmenpsC9mHIjYF/dGSh69Xs3F7oMROHvxsH7ZzjbrC6Gnh61KMup4etjh8tV7h0PnJT4hA7fuJKJUibybaM9eyOrVIduYWxJz/7EYXLiS/bNj+8918XC3RWRMdt1GDzdbXMkxWY9OhQAneLrbYsbE7N460sOyZmVnPN3eB10Hn0CmFjh6Og4D3z0HNxdrFeTLUOyl31bH3dCUx/qeqV/LA/5+jtiwzLgFevL71XHybAze+ODRDe96FA6fScSlG9mfmW7yHndXa0Qb9MaU5eu3c/9CUK6UPTxcrfHl2yWN7pmq5ezRubkr+rx3Qx/YO9hr8MErxZGUkomv54eZ3RfEh/KYFl5/1BjnmW+cN3bwC/hgaB88Sh6uzirJGBFr/HtWZhf3cb9/KQ+ZzXz++u34YcwwVCyT/ftGVA0shaWTR6mZydPTM+Dp5oJ+H3+LaoGlUVQV5ThP6l4GhWfHLbqJWJwdpGdd9nayHJLLZD1CemBKUnLYk4ZlBjQoW0yLRpWtMHlpuv5vkwxNl0dknLxuBt573gZVy2hw+rp5ZaVqNmhjNDt4elrWz31cTATcPX3162XZP+C/f8Gxd3CCr18Z9QisVBuT3nwK+7b/jo7PDIG5OXs9Q/WSzHnPyD0Ql5j9OUpZApnMKTdS11J6U771bHb5HPleGlhCi2Y1rPHBnGR1z1wKysSXS1Pg5CA97rOGqY/r54ATseZ1v+QkdZbl72B0lPEkPjKpj9SyzI00Auac9EdqN3t43rv96dOnVLmUMe/nPWGURWGcV6AsKolpWAdI7N+/Xw3TkZbq3EhtoLNnz6rALS9Se0kKuctjwoQJKvDbvn27Gl6UNVNWc/WQwFda82UYzqhRo1QRdWnV1pFeAqdPn1bDf+4nP+f0KMjrBAcHq/cnrfu52bNnjypQL70SdAHx9evX//Nrjx07Vl0jQ5n7VuFRk9b0qmVK4OD5a2hbJ+uPb6YUbz9/DS+0bnjP9oF+Plg57lWjdd+v3YHE5BSMeb4z/Dxzn7wkJCoW0QmJaoKfoip6/3H4dsmqE6bj064ZovZnFbnXpqUh5ugZ+LRtipC127I20Gjg3aYpbsxcBHMmw3Zv55hcJzwyBQ1qe+LytawknpOjNapVcsPqP2W4c/44OlipBNSmqLx7q1Qsl3XPGCa+zIXUF0ySSMpARHQa6lZz0c8w7uRghSrlnPDH9ty/wBw/G4dXPjhvtO6dIWVw624yVqwPVQlMQ7HxWZ9D7aou8HCzwf5jsY/1PbNo5U2s22w8pPqXGQ0x/ecr2HPQ/IaXJ6dokZxiPDFRVGw6alZ0wI1/ZhiXnpMVythj897ch36fupSEd766bbRueG8f3AlNw5odMfoviXIcmeVcakf9b25ovnpt0qMxY8YMfPXVVyqGkN6Kktxr1KhRntvLFxRJ/q1atUrVYpRYadq0aWqI8sNinGe5cV7aifxNMPMwZJLFKgH+OHTmEtrUzxolI8nVQ2cvq8l78rJg/Q78vHYbZrw7FNXK5Z2YdHXKalC6GRyGc9eCMLxX0a3LVpTjPJl5PDVHe6IMAy7nZ4WQqKxElXTELeWjweGLuSfnpQbmzHXGjRTdm1kjPAbYcyYjz15zmn8e+Zn1vKA5ODqrh440yrh5+ODCqQMo9U/SMikxHtcvn0KLjr0f+etrtZn6xKm5yUpEG3+osQlaVPS3xt2IrDjH3hYoXcwK+87kXq9camB+s9y4g8LzbewQGp2Jnceyk946if9sWr6kFWS+WEmkmjNp3KpQoSJOnDiOps2a63//njh+HF27PZ3rPlWqVMPx48fQvUdP/bpjx46iSpV7RyBs2bxRHb9cufImfBdUVFlUElOGv0jQJC3c0rIugbUMM8qL1PWRoUlS90dqFElruQSW0ir9/fff448//sDVq1dVkXdpOZC6Q/LDKTWAJJCWQugyvEhmhJTlsLAw/TAgqYEk5yJDdMqXL6+Kz0sg/yAPOiddcHj79m0sXLjwX18rCdZlGJbMpCkzW1aqVAl37txR5yvBrAx/ki8G8qVDirxLIC8F6e/X8p5fUptJV59JJ8lEQ4xebt8U4+avRrWyJVEjoCQWbz+ApNQ0dG+WVaj8o3mrUczDFW8+0w72tjao4F/MaH9Xx6zaVLr1icmpmLX+L7SvW1XVYAoKj8S0VdtUD81m1Sznl6y1sxOcK2T3+HAKLAW32lWQGhmD5Ft3UXnyKDj4F8eJge+p52/8uAxlX+uLKp+/i1vzf4NPmyYo8VwXHHo6u3botWnzUHvul4g+choxh04i4M3+sHF2xK0Fjz5BbWq/rr2N/r3L4NadJNwNScaQlwIQEZmCv/dnJ+umTa6FXfvCsWp9VpLq9UHlVGJJal7KJC+D+wSomqxb/8pKSMmQcRmGvP9wJGLi0lA+wEXVOzx2OloNJbYEqzeF4cWni+N2SAqCw1LRv2cJldjcezRGv80XY8qr5bVbw1Ui9MZt4wBO6l/GxWcYre/4hBdu3klGTFy6miRIhqD/vikMQcHm2ROzoO4Z3YzlOYWEJavXsAR/7opFz/buuBuehtCIdLzQxVMlNg+dzp7lYNyrxXHwVCI27YlTiVCZfdxQSqoWcYmZ+vUqgTnMD/a2GkxfEqqSv//8qlaJcA7BMh2ZhEZim1mzZqm6i5KMlKHWUptRYqGcpEefDNmW56QOo7+/P27cuKHvCfiwGOdZbpwXb6I476XOrTBhzjLVe7JGuTJYsvlvJKWk4umWWY3V42cvha+nO954PitpPv+P7Zi1apOapbyEj6e+zqWTg716iC0HT8DT1Rl+3p64fOsuvl68Bq3r10DTmpYxCYlgnHd/B85l4okaVoiI0yI6Xos2ta0Rlwicv5X9B+TldtZq+dDFTJUIDcsOdRRpREtK0erXy4RBNcpa4crdTDVMWGaublHDCmkZwKXb5v+HSX4HtH7yJWxaNRvFSpSBdzF//LHse9UrU2Yr15k+aQhqNWqLVp2zelanJCciLDi7BEVE6G0EXT8PJxd3ePmUUM9vWjUHNRu0VseKj4vC3xuXIToyFHWbdoSl2H0qHW3r2yA8JlP1su3Y0BaxiVqcMUg2Du1qhzPXMrD3TIZKhObs2ZuarlXJSsP1DSpbIzQqE/HJQNniVmoI+u6T6QiLMf97psczvTB1ylfqb0mlSlWwZs0qJKcko32HTur5b77+nyppMmDgYLX8dPceeP+90Vi1aiUaNmyEXX/txOVLFzHijbeMjpuYmIDdf+/C4CF5z1FBVGSSmP369VO1fKRHgLTKv/XWW6pweV6kxo/M6Cg9BJ544gnVAiWBaO/eWa1NEmRLcCdDi5KTk9UPqMwIWb16dTVT5a5du1QAL4VtpXVeAukuXbqofWU2S6lHJOckreBvv/32A1vn83NOQlr+c9Yr+jd/qCRYl9cZOHCgCsylxpEE8lJTSUhALu+jWbNm8PHxUYG3vFdL0qlBdUTFJeCHdTsRHhuPyqWKY+YbffRF4O9GxhjV13oQGTpy6XYI1u0/gbjEZPi6u6JptfJ4/enWRjNZmjt3Cca3/aJfrvb1B+rfWwtX4eTgsbAv4QvH0iX0zyddD1KBbLVvxiLgjX5IDgrGqWEfIXzLbv02d3/dADtfL1Sa8Cbs/XwRe+IcDnYdgtQcReAtweLfbsHBwRpjRlSCi7MNTp2NwTsTTiHVoFVWeszJUGodX297fDy6KtzcbNXkNzLcd9joY2riG5GerkWDOp54/ulS6tih4cnYuTccC5bnbwZVc7Diz1A42FvhrQGl4eJkjTOXEvDh11eN6l2WKGYPN5eH+1ko5WePgc+WgKuLNULCU7F0bQhWbQrD437PFAVrdsTC3s4Kw571UTOIn7+WjM9+DDHqOVnc2xZuznlP9JNTYCl7/ezm0z/IrtsqXp8chLAo496glkBjIZPCSVwgk+hI3CAkmSlJMZlw5v33379ne1kvvS9lSLZuSHJevQLzg3Fe/j0ucV7HJnUQFRevEpMyjLxSmZKY/u4QNbmPCI6IMorzVm7fh7T0DIyZbpwgfqVHBwzrmfXFWxKbU5esRURMPHw8XPFU8wYY2qM9LAnjvPvbczYTErZ3a2wNBzvgZqgWi7Yb162UGamdHPKfSJK6h2WKadC4ig0c7aCSUjdCtaoeZqKFtMm27z4IqSlJWDp7IpIS41CuSl289sEs2NplN0qEh9xCQmx2g83NK2fw3cRB+uXfF36l/m3U6mm8/PqnsLKyRsidazj4zVokxEXBydUDZctXx8iJC1CitGl7pD9KO4+nw84G6NXKTt0z14Mz8fP6VKN6l97uGjg7PtywYV8PDbo0toejPdRM9tuPpuPvk5YRx7Rs1RoxsTFY9MtCNWmP1JeeNOlTfe3osLBQ9d1Zp2q16nh3zFj8snA+Fs6fh5L+JfHhuI8REBBodFxJbopWrR/8N9VSWEqcV1RotDkL/pip1q1bo06dOirYJMuTtCO7wD1l294xu+A2Gfu884+FfQpmydkr97IHBCRE5uhGQUrJSlkzL5OxFd/8+2Tbw0r8eTwKi/VLH94zCUtuPemkV6VMeCM9KqV3n07//v1VD8Q1a9bcc2wZMu7l5aX2k+dlCHafPn1UsiyvIeB5YZxn2eIPrCvsUzBLf7UYXdinYLYOzztd2KdglprWtIiv5oVi6z7zHoJdWIZ2yLu01eOuYvmyRT7Ocxr8+OUTmDImIiIiMiXpKVZID5mExd3d3egh63IKDw9XdR91vfh0ZFlqL+ZGhmpL0lP2k16BMlxZejNOnjzZZJeSiIiIyKwUYpz3OLKc8bFERERE9J8nYcnZC/PfkvqKUk/yxx9/VD0v69evr2o9ysRAMokOEREREdFjmcTcuTOrdgIRERGRRSnEWkm5DR3PjdRMlERkSEiI0XpZllqLuSlRooSqhWk4dFwmxpGemzI83c7OLt/nyTiPiIiILBJrYhYoXm0iIiKix5wkHKUnpczYbdjTUpZlFuzcNG/eHJcvXzaa8frixYsqufkwCUwiIiIiovxgEpOIiIiI1LDzOXPmYMGCBWr27uHDhyMhIUE/W7nM1C3D03XkeZmdXGYRl+SlzGT+2Wef4fXXXy/Ed0FERERERZXFDCcnIiIiskgWUni9d+/eCAsLw/jx49WQcJktfOPGjfrJfm7evAkrgyFTpUuXxqZNm/D222+jVq1a8Pf3VwlNmZ2ciIiI6LFgIXFeUcEkJhEREREpI0aMUI/81q2Uoeb79+8vgDMjIiIioscdh5MTERERmZDGyqrQHkRERERkOpYU582YMQMBAQFwcHBA48aNcfDgwTy3nT9/PjQajdFD9jOk1WrVCB6ph+7o6Ij27dvj0qVLMCVGt0REREREREREREXU8uXLVf3zCRMm4OjRo6hduzY6deqE0NDQPPdxc3PD3bt39Y8bN24YPf+///0P3333HWbNmoUDBw7A2dlZHTM5Odlk74NJTCIiIiIiIiIioiJqypQpGDp0qJqwsVq1airx6OTkhLlz5+a5j/S+9PPz0z90ddJ1vTCnTZuGjz76CN27d1f10RcuXIg7d+5g9erVJnsfTGISERERmZLGqvAeRERERFQk47yUlBTExsYaPWRdTqmpqThy5Iga7q0jkzXK8r59+/J8a/Hx8ShbtqyazFESlWfOnNE/d+3aNTURpOEx3d3d1TD1+x3zv2J0S0REREREREREZEE+//xzlTg0fMi6nMLDw5GRkWHUk1LIsiQic1O5cmXVS3PNmjVYtGgRMjMz0axZMwQFBanndfs9zDEfBc5OTkRERGRKVprCPgMiIiIiKmJx3tixY1WdS0P29vaP5NhNmzZVDx1JYFatWhWzZ8/GJ598gsLCJCYREREREREREZEFsbe3z1fS0sfHB9bW1ggJCTFaL8tS6zI/bG1tUbduXVy+fFkt6/aTY8js5IbHrFOnDkyFw8mJiIiIiIiIiIiKIDs7O9SvXx/btm3Tr5Ph4bJs2NvyfmQ4+qlTp/QJy8DAQJXINDym1OSUWcrze8x/gz0xiYiIiExIwwl2iIiIiIokS4nzRo0ahf79+6NBgwZo1KiRmlk8ISFBzVYu+vXrB39/f31NzUmTJqFJkyaoUKECoqOj8dVXX+HGjRsYMmSIfubykSNHYvLkyahYsaJKao4bNw4lS5ZEjx49TPY+mMQkIiIiIiIiIiIqonr37o2wsDCMHz9eTbwjQ743btyon5jn5s2basZynaioKAwdOlRt6+npqXpy7t27F9WqVdNvM2bMGJUIfeWVV1Sis0WLFuqYDg4OJnsfTGISERERmRIn9iEiIiIqmiwozhsxYoR65Gbnzp1Gy1OnTlWP+5HemNJjUx4FxTL6vRIREREREREREdFjiz0xiYiIiEzJQmolEREREdFDYpxXoHi1iYiIiIiIiIiIyKwxiUlERERERERERERmjcPJiYiIiExJYzkF34mIiIjoITDOK1DsiUlERERERERERERmjT0xiYiIiEzJim3GREREREUS47wCxatNREREREREREREZo1JTCIiIiIiIiIiIjJrHE5OREREZEoathkTERERFUmM8woUrzYRERERERERERGZNfbEJCIiIjIlK01hnwERERERmQLjvALFnphERERERERERERk1tgTk4iIiMiUWCuJiIiIqGhinFegeLWJiIiIiIiIiIjIrDGJSURERERERERERGaNw8mJiIiITEnDgu9ERERERRLjvALFnphERERERERERERk1tgTk4iIiMiUrNhmTERERFQkMc4rULzaREREREREREREZNaYxCQiIiIiIiIiIiKzxuHkRERERKbEgu9ERERERRPjvALFnphERERERERERERk1tgTk4iIiMiUNGwzJiIiIiqSGOcVKF5tIiIiIiIiIiIiMmvsiUlERERkSlZsMyYiIiIqkhjnFShebSIiIiIiIiIiIjJrTGISERERERERERGRWeNwciIiIiJT0mgK+wyIiIiIyBQY5xUoJjGpQLyxt1Nhn4JZOt+5VGGfgtkau/GVwj4Fs1TnzMrCPgWz5bJ2VWGfglmyatmxsE/BTAUU9gkQFRmdJ7sV9imYpQ7zThf2KZitBgNrFPYpmCX748cK+xTM1hsnXy7sUzBLu2vyu0FeKpYv7DMgU2ASk4iIiMiUNKzeQ0RERFQkMc4rULzaREREREREREREZNaYxCQiIiIiIiIiIiKzxuHkRERERKbEgu9ERERERRPjvALFnphERERERERERERk1tgTk4iIiMiUrNhmTERERFQkMc4rULzaREREREREREREZNbYE5OIiIjIhLSslURERERUJDHOK1jsiUlERERERERERERmjUlMIiIiIiIiIiIiMmscTk5ERERkShq2GRMREREVSYzzChSvNhEREREREREREZk19sQkIiIiMiW20BMREREVTYzzChSvNhEREREREREREZk1JjGJiIiIiIiIiIjIrHE4OREREZEJaTWawj4FIiIiIjIBxnkFiz0xiYiIiIiIiIiIyKyxJyYRERGRKbHgOxEREVHRxDivQPFqExERERERERERkVljT0wiIiIiU2KtJCIiIqKiiXFegWJPTCIiIiIiIiIiIjJrTGISERERERERERGRWeNwciIiIiJTsmKbMREREVGRxDivQPFqExERERERERERkVljT0wiIiIiE9Ky4DsRERFRkcQ4r2CxJyYRERERERERERGZNSYxiYiIiIiIiIiIyKwxiUlERERkShqrwns8pBkzZiAgIAAODg5o3LgxDh48mK/9li1bBo1Ggx49evyLC0RERERkoSwozisKHs93TURERERGli9fjlGjRmHChAk4evQoateujU6dOiE0NPS++12/fh2jR4/GE088UWDnSkRERESPHyYxiYiIiExIq7EqtMfDmDJlCoYOHYqBAweiWrVqmDVrFpycnDB37tw898nIyEDfvn0xceJElCtX7hFcLSIiIiLLYSlxXlHxeL5rIiIiItJLTU3FkSNH0L59e/06Kysrtbxv374895s0aRKKFSuGwYMHF9CZEhEREdHjyqawT4CIiIioSNNoCu2lU1JS1MOQvb29ehgKDw9XvSqLFy9utF6Wz58/n+uxd+/ejZ9//hnHjx83wZkTERERWYBCjPMeR+yJSURERFREff7553B3dzd6yLr/Ki4uDi+//DLmzJkDHx+fR3KuRERERET3w56YREREREXU2LFj1WQ9hnL2whSSiLS2tkZISIjReln28/O7Z/srV66oCX26deumX5eZman+tbGxwYULF1C+fPlH+E6IiIiI6HHHJCYRERGRCRVm4fXcho7nxs7ODvXr18e2bdvQo0cPfVJSlkeMGHHP9lWqVMGpU6eM1n300Ueqh+a3336L0qVLP8J3QURERGSeHtcJdgoLk5hEREREpHps9u/fHw0aNECjRo0wbdo0JCQkqNnKRb9+/eDv76+Gozs4OKBGjRpG+3t4eKh/c64nIiIiInoUmMQkIiIiMiULKfjeu3dvhIWFYfz48QgODkadOnWwceNG/WQ/N2/eVDOWExEREZFlxXlFBZOYRERERKTI0PHcho+LnTt33nff+fPnm+isiIiIiIg4OzkRERERERERERGZOfbEJCIiIjIlFnwnIiIiKpoY5xUoXm0iIiIiIiIiIiIya+yJSURERGRCWhZ8JyIiIiqSGOcVLPbEJCIiIiIiIiIiIrNmMUnM1q1bY+TIkWb5ugEBAZg2bZp+WaPRYPXq1QVwdkRERESWj3EeERERET0Ih5M/wKpVq2Bra/tQ+9y9exeenp7qv69fv47AwEAcO3YMderUMdFZUveWTniirgOc7DW4HJSGRRviERqVmef2res5qIe3R1Ye/05YBtbtTsTpK2n6bd59yR2Vyxp/9juPJmHRhgRYisF9A9Ctox9cnW1w6lwsvp55CUF3k/LcftCLZTGoT4DRuhtBieg7/JB+efpntVG3pofRNqs33FHHNndeLRqg3DuD4V6vBhxKFsPhXq8hZO22++/TshGqff0+XKpVRPKtu7j8+Q8IWvi70TZlh/dBuVGDYe/ni9iT53Fm5CeIOXQKlmb1+g1YvmotIqOiUT6wLN4YNhhVK1XMdds/Nm3Blu1/4dqNW2q5UoVyGNyvj9H2bbs9m+u+rwx8GS/07A5LYVenBewbtoXG2Q0ZYbeRvO03ZATfzHsHe0c4tHgKthVrQePgjMzYSCTv+B3p187qN9G4uMOh5dOwCawKjY0tMqPDkbRxCTJCsq6npVixZTd++XMHImLiULF0Sbzb7xnUKF821223HzqJeeu24lZIONLTM1HGzwd9u7TGUy0a6LeR40xf9gf2n76AuMQk1KtcDu/264kyfr6waCz4brYY5xXNeMbKSmKaAHRsUwzeHnYIj0zFn9uCsWB59u/ulk190KNLCVQu7wp3N1sMePMwLl+znBhPtK5lhXoVreBgC9wK02L9wQxExuVv3+bVrdC+rjX2n8vApiPZMXPXxlYI9LOCqyOQmp513K3HMhARC7PHOO/+tFot1i77AX9v+R1JiXEoX6U2+r7yAYqXzP3vts6ODcuxefUCxERHoFRAJbw45D0EVqyhfz40+BZWzp+Ky+ePIT0tDdXrNlPbuHl4wxK4tOwM1w7dYe3mgdSg64he8TNSb1zOdVvfkRPhUCn7vesknT6C8Jmf3bPe88VX4PJEJ0T9OhfxO9bDEu+ZHaun4+iuX5GcGIvSFeqha78J8C5u/H3R0N/rZ+PckS0Iv3sVNnYOKF2hLjo8+w58SpTTb7NuwXhcPbsPcdGhsLN3Utu0f240fA22sSgWFOfNmDEDX331FYKDg1G7dm1Mnz4djRo1ynXbOXPmYOHChTh9+rRarl+/Pj777DOj7QcMGIAFCxYY7depUyds3LjRZO+BScwH8PLyeuh9/Pz8THIulLvOTR3RrqED5q6LR3h0Brq3csLbL7pj3OwopGfkvk9UXCZ+25GAkMgMSAmLZrUcMOI5N0z6KRp3wrN3+utYMtb8lR3QpmbnOM1e316l8WxXf3w67TzuhiRjSN8ATJlUEy+9dgipado897t6IwEjPzqhX87IvHfbtRvv4KfF1/XLySl5J4zNibWzE2JPXsCt+b+hwcoZD9zeMaAUGq6djZs/LsPxfqPh3bYpas6ejOS7YQjfslttU+K5Lqj61Vicfn0Cog+eQOCb/dF4/c/YWb0zUsMiYSl2/L0HP/y0ACNff0UlIn9bux7vjZ+MBbO+g6eH+z3bnzh1Bm1btkD1qpVhZ2uHpb+txpjxn2DujKnw9c4KWlcunGO0z4Ejx/D1dz+gZbMmsBS2levCofUzSNq6Ahl3r8O+Xms4PzsccXM/hTYx/t4drKzh/Nxr0CbGIXHtPGTGx8DKzRPaFIMv2/aOcHnxLaTfuozE32YhMyke1h6+0CYnwpJs3n8MU5eswdiBz6FG+TJYunEX3vjfj/jtf+/Dy931nu3dXJww6On2CChRHLY21vj7+FlMmrMMXm4uaFqrigqUR0+bCxtra3zz9iA4Ozpg8YadeO2LWfj1izFwdLAvlPdJRRvjvKIZz/TtVQY9niyJT6eex7WbCahSwRUfvFUZCYkZWLnuttrG0cEKJ8/GYvvuMLz/RmVYmubVrNC4ihVW781AVLwWbWpb46W2NpixLh0ZDwjLSnprUL+iFYKj7r1+dyK0OHktAzEJWjjaS6LUGi+3s8G3q9OhzTt8NAuM8+5v0+/zsX39Ugx8cxJ8ivljzdKZ+PaT1zHx299ga5f739hDuzfh13nfoO+wDxFYqQa2/bEE3056DZOmr4abhxdSkpMwbeJrKB1QCaMm/qj2keN+/9lbeP+LhbCSFgUz5li/GTx6DUDU0tlIuX4Jrm27wveNcbj78RvIjL83cx/x41eATXYKxcrZFX4ffIPEo/vuPXbtRrALqIT06AhYqj0bfsKBrb/gmSFfwMOnFHb8/i1++WYIXv90PWxtc79nrl84hIZt+8A/sCYyMzKwbdVU/DJlCF6f/IdKWIoSZaujZpNucPcugaSEGOxc8z1++WYwRv5vK6ysrAv4XT4+li9fjlGjRmHWrFlo3LixGmUiCccLFy6gWLFi92y/c+dOvPjii2jWrBkcHBzw5ZdfomPHjjhz5gz8/f3123Xu3Bnz5s3TL9vbmzZmN+/fKjlkZmZizJgxKuCUAPLjjz/Wt4LL0J7jx4/rt42Ojlbr5MIL+VeWN23ahLp168LR0RFt27ZFaGgoNmzYgKpVq8LNzQ19+vRBYmJinsOMZPtu3bqp/aXlffHixfecp+EwI9lGyGvKejnerl27VKu/ZL8Nyes88cQTuR5v9uzZ6Nq1K5ycnNS57tu3D5cvX1bHc3Z2VjfWlStXjPZbs2YN6tWrp264cuXKYeLEiUhPT9c/P2XKFNSsWVPtX7p0abz22muIj8/+Uj5//nx4eHioayav6eLiom5Q6YFgTto3csQfu5Nw/GIqgkIzMHdtPDxcrVC3sl2e+5y4lIpTV9JUb82QyEz8vjMRKalalPM3zutLcBybkP1ITjXz6M3Ac0/7Y+GKG9h9IAJXridg8tTz8PayxxNNfO67X0aGFpHRafpHTGz2PWOYtDTcJjEpj2yxmQnbtAsXJ0xDyJqt+dq+7CsvIOlaEM6N+RLx56/ixszFCP5tEwLfGqDfJnDkQNz6eQWCFqxC/LkrOPXaBGQkJqP0gF6wJL+uXocnO7VHl/ZtEVCmNN5+7RX1B2jDlu25bv/h6JHo/lRnVCgXiDKl/TH6jVehzdTi2Insnglenp5Gj737D6FOzeoo6VcclsKuQWukntqLtNMHkBkRgqQtK6BNS4VdjdwTsXY1m0Dj4ITE1T8h4841aGMjkRF0BZlhd/Tb2Ddqj8y46Kyel8E3oY2JRPqNC8iMsawgd/GGv9CjdRM83bIRyvn7YezAZ+Fgb4u1uw7mun2DqhXQpkEtBPoXR6niPnixU0tUKF0Cxy9eU8/fDA7Dqcs38P6AZ1G9XBkElCiGsQOeRUpqGjbtPwZLpoWm0B6WhHEe47xHFc/UqOqG3fvDse9wJIJDU7BzbzgOHo9C1YrZDSybdoRi/rIbOHw8CpaocVUr7DqViQtBWoRGQyUzXZ2AKqXv/3NvawP0bG6Ndfszco1rj17W4maoFjEJQHAksP14BtydNfBwhtljnJc3aSjc+scSPPXsUNRp1Eb1qBz45ieIjgzDsYM78txvy7pFaNGhJ5q3646SpcurZKadvQP2bM/6HXj5/HFEhN3BgDcmolTZiuox8I1JuHHlLM6fyj0eMCeubbshfs9WJOzfgfTgIJXMzExNgXOzdrlun5kYj8zYaP3DoUotaFNTkHR0r9F21u5e8Hh+CCLmfytfrmCJ5J7Zv2UhWnZ7FVXqtoNf6cp4ZsiXqvfk+aN5/4y9POon1G3RE8X8K8KvTBX0GPQ5YiLu4M71M/ptGrTujYDKDeHpUwoly1ZH22dGIjbyLqLDsxqZLI2lxHlTpkzB0KFDMXDgQFSrVk0lMyXumDt3bq7bSwwksYOMNKlSpQp++uknFatt22bcw12+M0rcpnvoRquYikUlMaWbqgRiBw4cwP/+9z9MmjQJW7ZseahjSED8/fffY+/evbh16xaef/55lYFesmQJ1q9fj82bN6sutXmR7rKy344dO7By5UrMnDlTBbx5OXgw65f31q1bVVAow5Zatmypgs1ffvlFv11aWpq6SQYNGpTrcT755BP069dPBfByA0kQPmzYMIwdOxaHDx9Wv2RGjBih3/7vv/9W27/11ls4e/asCo4lWP3000/120jL2Hfffacy6XJtt2/frr48GJJA/+uvv1bnKkH5zZs3MXr0aJgLHw8reLhY4dz1VP26pBQtrt5OR3n//A0Pk56YDavZwc5Wgyu3jRN2TarbY+rbXpg41AM9WzvBzkL6Lpcs7gAfL3scMgjMpffB2YuxqFHF7b77lirpiNXzm2DFnEYY/04VFPe9tyWlQ+ti+GNxMyz8vgGG9QuEvb1F/SrJN48mdRC+3bhlNWzLbng2yRoyqLG1hXu96gjfZhC4aLUI374XHk3qwlLI75+Ll6+ifu1aRr8f6tepibMXLuTrGCkpqUjPyICri0uuz8sQ9f2Hj+LJDrkHhWbJyhrWxUsj/cZFg5VapN+8COuSuQ+jsSlfAxl3rsOx3XNwHT4ZLgPeh33jDlm/aP5hW6EGMoJvwanbALi+NhkuL78L25pNYUnS0tNx/noQGlevZHTPNKpeCScvZ/fSzov8zTp45iJu3A1D3crl9McU9vIN2+CYdrY2OH4hK9FJRRvjPMZ5jyqeOX0uFvVre6J0SUe1XCHAGbWqumP/EcvqOZcXDxfA1VGDq8HZXS5T0oCgcC1K+97/S+2TDa1x6XYmrgU/uGHe1hqoW94KUXFaxFjWYIF8eVziPBEechux0eGoWruxfp2Ts6saFn71wslc95Gh4TevnEPVWo2Nfq/Ism6f9LRUaKCBjW125xHp1anRWOHyueyGJ7NkbQO7MuWRYvj+tVqknD8J+8Ds+OZ+JNmZeGSPSmTqaTTwGvAm4rauQfpdyyoTZCgqLAjxMWEoV62Zfp2DkytKlauFoCv5/2yTk7JqXDg63zuyS6SmJOL47lWqp6ebF0c6PKyUlBTExsYaPWRdTqmpqThy5Ajat29v9PMsy9Jwmh8SM0g8k3MUizQkS0/OypUrY/jw4YiIMG3HDAtJyWSpVasWJkyYoP67YsWKKkiVLLD8d35NnjwZzZs3V/89ePBgFRxKy7YEm+LZZ59Vget77713z74XL15UrfkSsDZs2FCt+/nnn1XrdV58fbPqeHl7exsNP5LXli637777rlpet24dkpOTVbCdG8mW656Tc2vatCnGjRunuv8KCWJlGx1pjX///ffRv39/tSzvTwJkCV5119Cw54EUrZdr8+qrr6qAXUduUsnQly9fXi1LAC1fKsyFu3NW8iw2wXjcjCy7u9w/sebva42xAzxUi7T0wpy5MhZ3DYaSHziTjIiYTETHZaJUMRv0ausEP29rzPwtn8WGCpGXZ1YgERVtPP49KjpV/1xuzl6Mw2fTzuPm7SR4e9ph4ItlMeOLOnh5xGEk/dPbcstfoQgOTVb1pcoHOGP4gHIo4++IDz/PrvdXVNgX90FKSLjROlm2dXeFlYM9bD3dYWVjg5RQ41/UKSERcP4nMWMJYmLjVKuap6dxcOHp4YGbQflrEf1x/iJ4e3mifp3sRKihzdt3wsnREU80yw6EzZ3G0RkaK2toE4x/5mXZyuveIRfCyt0bVmUqIu3cESSsmqWGiTu0f04lRFP2bdRvY1enOVIO70TygS2w9isDx7Y9gcx0pJ3Jrj9rzqLjEpCRmXnPsHEvN1dcv5N3wic+MQld3pyI1PR0WFtZ4b3+vdCkZtYwThlm7uftie9XrMcHg56Do70dFm/8CyGR0QiPsYBibPehtaBaSYWJcR7jvEcVzyxaeRPOTtZY/ENDZGZqYWWlwY+/XFMxTFHg4pCVqExINl4vy87/PJeb6mU1KOGlwZwN9+8Z1qCSFTrUlUYkDcJjtPhlWzoyLaNy0EN5XOI8IQlM4epunHyQupWxUbknHOLjopCZmaGGjRty9fDG3dtZDZblKtWEnYMjVi38Fj1eGiFtvVj1y7dqv5go42trbqxcXKGxtkZGbLTR+oy4GNgUzx4qmxe7shVg518WUYuyf6cK1449gMwMi6yBaSg+Nkz96+JmXNvU2c0H8TH5+2zl+8XGpZ+pWprFSxknhg9uX4Itv36NtJREePsFot/oubCxyfv3ujkrzDjv888/VzGBIYkDdKNZdMLDw5GRkYHixY1HxMny+fPn8/VaEp+ULFnSKBEqIzh69uypRqZIvPXBBx+gS5cuKjFqbW2a0gAWl8Q0VKJEifu2jj/oGPKBSfdZXWCrW6drVc/p3LlzsLGxUQVNdaS1XIbiPCxp6f/oo4+wf/9+NGnSRLWeS/AqPRDyc95ChggZrpPgWDLvMlzqxIkT2LNnj1GLvNy0so1k0OV9S68BuenlppX9ZAiS4fNC/tUFtvm95pL5z5n9z0hPgbXNf6+N0Li6PV5+Mrun13fLY/71sYIjMjDppyg42mtQv4o9BnVzxf8WxegTmbuOZb+H22EZiInPxOiX3OHrkYCwaPOK5Dq0KoZ3X8/+wzBm0r8rNm7YQ0GGbElPh5U/N0HbFr5YvyVrWNzaTXeN6mdGRKXiu09ro6SfA+4E54im6bGw5NffVU3NKZ99DDu73IMPGZbervUTeT5fZGg0qlZm0uZlqjU/MyRITeIjEwPpkpiyjfTETNn9h1rMDL0Na58SsKvd3GKSmP+Wk4M9lnz6DhKTU3HozCVVU9O/mLcaam5jY42v3hqAT35ajravfqSSnI2qV0SzWlUK+7SpgDDOyz5HS4vzMjNSYWVtZzbxjMQtcqyJX5/DtZuJqFjOGW8OqaAaYDduD4GlqRmgQdfG2V8Gl+x4+OGpbk5A5wbWKiH5oJqZp65l4urdTLg4atCsmhWefcIGczc9eD8yHwf++hOLZk/WL4/48DuTvI4kRYeN/h8Wz/4M2/9cqnpgNnyiM8qUq6oaD4oy6YWZevuG0SRAtqXLwbX1Uwj+IqsBy5Kc3LcO6xZmNYKJviNn/edj/rloEkJvX8KgsUvuea5Wk24oX70Z4qLDsHfTXPz6w0gM+mBpnrU2KXdjx45VdS4NmaIm5RdffIFly5apXpdSxkbnhRde0P+3xC0Sz0hcIdu1a2eaEXgWlcTMOXuk1BCS7L6uYLAMtTFsWX7QMWT/vI5patLdVmouSSu9ZK2l5V9X1yk/553XOt25S80jychLVjwnuemkvpTUXpLuvhIAS5fg3bt3q54D0tVYF9zmdn0Mr3N+WwPqtnkX9doZD2H6N45fSsW1n7KHFNlYZ71vN2crxMRnB3SyfCvk3lqOhiQQ081gfiM4EQElbdC+oQN+yWP28at3su6pYl7WZpfE3H0wAmcvHtYv29lm/Ux4etiqJKOOp4cdLl/NZTKSPMQnZODWnUSUKpE1HCs3Zy9k9ZCSbYpaElNa46WV3pAsp8XEITM5BanhUchMT4d9MeMWSvvi3kgJNu/WZ0Pubq7q92hUlHGjQFR0NLw87//lffmqNVj62+/4+pPxKB+Y+xDrk2fO4tbtOxj/nvEfWHOnTUqANjMDGmfj3oaynLN3pn6fhFi1j+HsB5mRIbBycVe9MaVlXrbJjDCulSf1Nm0r1oal8HB1VknGyBjj6xAZGwdvj3sn9dGR+6x08ayea5XL+uPanRDMX7dNJTFF1cDSWPLpaNVjMy09A55uLug/YRqqBZY28Tsic8A4L/scLS3OK12xP8pUzu4p+m89qnjmtYHlsHjlLWz7O0zf6Orn64CXnytjkUlMqXsZFJ4d19r8k890dgDiDeaNk+WQXCbrEdIDU5KSw540LNmhQdliWjSqbIXJS7Mn7pGh6fKIjJPXzcB7z9ugahkNTl+3nNrwj3ucV7tRKzURj+HQcBEXEwkPr6y/wyI2OgKlA3Of2MrF1VNNshIbbVyGIS46Au4GM49Xr9MUn/2wDnGxUbC2tlHD1EcPag+f4lk9yc1VZnwctBkZalZyQ9au7qre5f1o7Ozh1KA5Yv5YbrTevkJVWLm6o+Tk2dnbWlvDo1d/NWnQ3XHDYa4q12kD/3LZDWoZ6Vm/c+NjI+DqkT0CKSE2HH5l8h6hoLN+0SRcPLETA99fBPdchonL0HR5yEznpcrXxpcjGuP8kS2o2aTrI3tPjwN7e/t8JS19fHxUz8iQEOO/gbL8oAkLpeyMJDGlcTRng3NO0nAsryV1vZnEvA/dUB6pRSSF1YVh8fdHRVrjpRVbagnohhnJTE5SXD4vul5H0jqe05AhQ9RsT6VKlVLZat3wp0dBCr3LuVWokPXFMCd5DxIIf/PNN/ovBytWrDBZa8BbUx/NEGwZ9h2aowh5dHwmqgbY4VZIVhTnYKdRE/TsPGoQ1eWDfD/QJUVzU6Z41o+L9Mg0NzLU+3aOyXXCI1PQoLYnLl/LSso6OVqjWiU3rP4ze4KRB5GZO/39HLEpKu9eGRXLZfWMNfxyUVRE7z8O3y4tjdb5tGuGqP1Zv1+0aWmIOXoGPm2bImTtPwWONRp4t2mKGzMXwVLIl9hKFcrh6MlTaNG0kVonvx+OnjiFHk91yXO/Zb+txuIVq/DlxI9QuWLuv2vEhs3b1fHzSnKarcwMZITcgk2ZSki/rOsNpFHLqcf+znWX9NvXYFe1ntpOjamSL4mexdQs5XI83TY5h6OrbWItZ3IJWxsbVAkohYNnL6F1g5r6e0Z6Vz7foUW+j5Op1SI17d4GJxcnR/1kP+eu3cLwZ/O+Dy0Ch5P/J4zzzD/O6/zCAbOKZxzsrdXvF0MZMqzcQjuGpaYDqTlytnFJWpTzs0LIPw3ydrZAKR8NDl/MPU6VGpgz1xkn/7s3s0Z4DLDnTEaeM49r/nlYF8FfY0U5znNwdFYPHWmccPPwwbmTB/RJy6TEeFy7dBqtOj+X6zFsbG1RpnxVnD95AHUbt1Hr5PfKuZMH0ebJ3vds7+qWNZmHTOgjydLaDVvBrGWkI/XmFdhXromkE//00NdoYF+5FuL/2nDfXR3rNYPGxhaJB/8yWi/LUlPTkM8b45B4YBcS9uU+Waa5sHd0UQ/De8bF3RfXzu5DiX+SlslJ8Qi6ehIN2ryY53Fkvz8Xf6Im/xnw3kJ4+pZ68Itr5X9apP+TOLU4FhDn2dnZqZEmUqanR48eap1ukh7Dmts5SY1yaQyVSQAbNGjwwNcJCgpSNTFlZIepFIkkpswgKUN1JDssrd0yDEaG8DxqUqhUxvxLofUffvhBDTmSekPy+vdriZfnN27cqIJYaR13d8+qOyd1jmRIkNQo0tUfun37tspYL1y4EI0aZSUT/o3x48erFvgyZcqo+k8SwMrQo9OnT6vXk6BXejFIcXvpKSBDkqQmkqlaA6xtTPcLaevBJDzV3BEhkRkIj85Aj1ZOqo7lsQvZr/lOHzccvZiKHYezegrKJD2nrqQiMjZTJT1lmHrlsraYtjSrV6GvhxUa17DHqcupiE/SqpqYvTs448KNNDUDuiX4de1t9O9dBrfuJOFuSDKGvBSAiMgU/L0/u+V42uRa2LUvHKvWZ30ReH1QOew5GKFqXkoh/cF9AlTQv/WfGlIyZFyGZ+0/HImYuDSUD3DBm0PK49jpaDX83NxZOzvBuUIZ/bJTYCm41a6C1MgYJN+6i8qTR8HBvzhODMyqlXbjx2Uo+1pfVPn8Xdya/xt82jRBiee64NDTw/THuDZtHmrP/RLRR04j5tBJBLzZHzbOjri1YBUsyXM9uuGLqd+jcoXyqFKpAn5bsx7JySno3D4raP18ynfw8fbG0P591fLSlb9j/uLlapZyv+K+iIzKSsA5OjgY/U5MSEzEX3v24dXB/WCJUg/vhGOXvsgIuYmMuzdhV78VNLZ2SD2d9YVdnpMEZcrfWUPDU0/shn3dJ+DQtidSj+2Claevmtgn9Wh2kJt6ZCecXxyp1qddOAZrv7Kwq90USZuNW/PNXd8urfDxj0tVL0mZTXzJpr+QlJKKbi2z/naNn7UExTzdMKJ3Vov6vLVbVU9LmZk8LS0de06cw597DqsZyHW2HjgODzcXVRvz8q27+GbR72hVv4a+biY9nhjnmX+c9yiGkj/KeGbPoQj0e74sQsJScO1mAiqVc0HvHqXw5z+lcYSri42avFDiHVHGP6t3amRUKiJz1OA0RwfOZeKJGlaIiNMiOl6LNrWtEZcInL+VnY18uZ21Wj50MVMlQsNyVGGSNiSZEFO3XiYMqlHWClfuZqr6mm5OGrSoYYW0DODSbfPvhck4L2/Sy7p91z74c+VPKFaiDHyK+2PN0pmqV2bdRlmxnpgyYRjqNG6Dtk9mDRHt0O0lzJs+HmUrVFOTAG1dtwSpKUlo3ra7fp8929agRKlAuLh7qgl/lv/8Fdp37Qs/f/NvvI7bvg7e/d5A6o0rSL1xCa5tusLK3l6fcPTq/wYyoiMRs2ax0X4uzdqqxGdmgnHrgiznXCezk2fERiE9NP8dSczlnmnSoR92/TELXsUD4Onrj+2/f6d6ZVapl10TccFXA9Ry43Yv6Xtgntr/B158cwbsHJwRF5PVI97B0RW2dg6IDL2FM4f+RPnqzeHk6oXYqGDs/nOOGkZesZaZJ74t3KhRo1QtbUlGSgwiEx8mJCToa27LhIH+/v5qxIX48ssvVbwhkyNKbe3g4Ky/oS4uLuqhGxXSq1cv1ZtTamJKbW6JQXQ1vU2hSCQxhUwLL0NkJLssQahkjDt27PjIX0eGBUnLeqtWrVR9IgkUpfB6XiQAlpkhJXiVG+CJJ57QDyeSgFNqJn322WfqhhEScErLutQr+i/kpvnjjz/U68rNJz2tpIeBnLuoXbs2pkyZop6TFnWZSVNuVt15WJKN+5Jgb6tBvydd4OSgwaVbaZi2LAbpBrlGX09ruDpmt5C4Olth8NOuavIfCd6CQtNVAvPstaygVfaV3p3tGzrC3k6jkp1Hz6fgj90P17uzMC3+7RYcHKwxZkQluDjb4NTZGLwz4RRS07KDUOll6eGWPZTM19seH4+uCjc3W0THpOHk2RgMG30M0bH/XJd0LRrU8cTzT8sXNWuEhidj595wLFh+A5bAvX4NNN2WPVtsta8/UP/eWrgKJwePhX0JXziWzm41SroepALZat+MRcAb/ZAcFIxTwz5C+Jbd+m3u/roBdr5eqDThTdj7+SL2xDkc7DoEqTmKwJu7Nk80R3RMLOYtXoaoqGiULxeALyd+qB9OHhoWDiuDVsa1Gzar2aQ//uJro+P0e/E5DOiT3Tq/Y9ce1SLbtmX+e+eZE0kyapxc4ND8SWic3JARFoSElbOgTczqXW4lvQ4Muq9o46KRsPIHOLR5Bi7931MJTklgphzcqt8mI/gmEtf8DIcnusK+aSdkxkQgafvvajIgS9KxSV1ExcVj1m8bERETi0pl/DH93Vfg/c9kP8ERUbAymJVdEpxfLvgNoZHRsLezVRP5fPJqX3UcnfDoWExdshYRMXHw8XDDUy0aYEiPDrB0WoPrQP8O47zHN877N/HM1NmXMbRvAN4ZXhGe7raqFubajXcxb1l2vNKisTc+HJldc3fSe9XUv3OXXMfcpeYf1+w5m6kmp+zW2BoOdsDNUC0WbTeuW+nlqoGTQ/6TjxL/limmQeMqNnC0A+KTgRuhWlUPM/HeyW7NDuO8++v0zACkpCRh0azJSEyIQ4WqdfDWuBlqNnGdsOBbiDcYSt2wRSc1THzt0h/U0PNSgZXx5rgZakIgnZA71/H74ulIiI+Bt29JPPnsYLTvlpXQMndJR/Yi2sUd7l1fUMPKU4OuIez7yciMy8rsW3v6yLARo31sipWEfYVqCP3OuKxGUdS8yxCVtF63YDySE2NRpmJ9vDQqK+GoExl6E4lx2aOJDu9Yqv6d/6Xx35vugz5D3RY91Uz2Ny4ewf4tC5GUEKsmDipbuQEGf7D0nkmELIWlxHm9e/dGWFiYilckIVmnTh3VCKurxX3z5k396A0hDbpSgkYaS3ObOEiGp588eRILFixQo1Zk0h+JzWSiQVPU5dTRaB9U+IZMSgJyuZHWrl2LomzIp+ZdN6awnN9/prBPwWyN3fhKYZ+CWapzZmVhn4LZcln7U2GfglmyavnoEz1FgWujpwrstaJOGA83K0ietdmroTA9LnFei26Fd4+bsw69mxX2KZitBgOz6zVSNpfjxwr7FMxWuRkvF/YpmKXdffndIC8vNi+Y5CLjvIJVZHpiWpqYmBicOnVKdc0t6oEtERER0eOEcR4RERHRo8ckZiHp3r07Dh48iFdffRUdOlj+UDkiIiLKndYCCr7To8U4j4iI6PHAOK9gMYlZSHT1koiIiIioaGGcR0RERPToMYlJREREZEoWUvCdiIiIiB4S47wCxX6vREREREREREREZNbYE5OIiIjIhFgriYiIiKhoYpxXsHi1iYiIiIiIiIiIyKwxiUlERERERERERERmjcPJiYiIiExICxZ8JyIiIiqKGOcVLPbEJCIiIiIiIiIiIrPGnphEREREJsSC70RERERFE+O8gsWrTURERERERERERGaNSUwiIiIiIiIiIiIyaxxOTkRERGRKGhZ8JyIiIiqSGOcVKPbEJCIiIiIiIiIiIrPGnphEREREJqRlmzERERFRkcQ4r2DxahMREREREREREZFZY09MIiIiIhPSslYSERERUZHEOK9gsScmERERERERERERmTUmMYmIiIiIiIiIiMiscTg5ERERkQlpNWwzJiIiIiqKGOcVLF5tIiIiIiIiIiIiMmvsiUlERERkQlqw4DsRERFRUcQ4r2CxJyYRERERERERERGZNSYxiYiIiIiIiIiIyKxxODkRERGRCbHgOxEREVHRxDivYPFqExERERERERERkVljT0wiIiIiE9JqWPCdiIiIqChinFew2BOTiIiIiIiIiIiIzBp7YhIREf2fvfsAj6Jawzj+JqQDSQih9957R6RLVcFeUARRrFhQmtIEBVHhYkERFRWlSC+CFEEElCa9N+m9JSGkl/uciSkLmwBikt3k/7t3HrKzM7Oz42by7Tnf+Q6QjuJFDz0AAEBWRJyXscjEBAAAAAAAAODQaMQEAAAAAAAA4NAYTg4AAJCO4l3oMwYAAMiKiPMyFlcbAAAAAAAAgEMjExMAACAdUfAdAAAgayLOy1hkYgIAAAAAAABwaDRiAgAAAAAAAHBoDCcHAABIRxR8BwAAyJqI8zIWVxsAAAAAAACAQyMTEwAAIB1R8B0AACBrIs7LWGRiAgAAAAAAAHBoZGICAACkI2olAQAAZE3EeRmLqw0AAAAAAADAodGICQAAAAAAAMChMZwcAAAgHVHwHQAAIGsizstYZGICAAAAAAAAcGhkYiJD7NuwJ7NPwSHlDPDL7FNwWDV3zczsU3BIW6s8mNmn4LCa/z4ys0/BIUW7e2f2KWR78S700CNrm/C/cpl9Cg7pxNX4zD4Fh+W5dUtmn4JDCq1ZK7NPwWFd2fNbZp+CQ6rlcjKzT8GBFc2QVyHOy1hkYgIAAAAAAABwaDRiAgAAAAAAAHBoDCcHAABIR/HxDDMCAADIiojzMhaZmAAAAAAAAAAcGpmYAAAA6SiePmMAAIAsiTgvY3G1AQAAYBk3bpxKliwpLy8vNWjQQBs2bEh126+++kp33nmn8uTJYy2tW7dOc3sAAADgdtCICQAAkI7i5ZJpy6346aef1Lt3bw0ZMkSbN29WjRo11LZtW507d87u9itXrtRjjz2m3377TWvXrlWxYsXUpk0bnTx58j+6cgAAAI7NWeK8rIJGTAAAAGjMmDF69tln1b17d1WuXFnjx4+Xj4+PJk6caHf7yZMn68UXX1TNmjVVsWJFff3114qLi9Py5csz/NwBAACQ9dGICQAAkEVFRkYqJCTEZjHrrhUVFaVNmzZZQ8ITubq6Wo9NluXNCAsLU3R0tAICAv7T9wAAAAAYNGICAABk0WFGI0eOlJ+fn81i1l3rwoULio2NVYECBWzWm8dnzpy5qffZr18/FS5c2KYhFAAAICtjOHnGYnZyAACALGrAgAFWncuUPD09//PXef/99zVt2jSrTqaZFAgAAAD4r9GICQAAkI4ys6fcNFjeTKNlYGCgcuTIobNnz9qsN48LFiyY5r4fffSR1Yj566+/qnr16rd9zgAAAM4iu2ZEZhaGkwMAAGRzHh4eqlOnjs2kPImT9DRq1CjV/T744AMNHz5cixcvVt26dTPobAEAAJAdkYkJAAAAa9j5U089ZTVG1q9fX2PHjtXVq1et2cqNrl27qkiRIkk1NUeNGqXBgwdrypQpKlmyZFLtzFy5clkLAAAA8F+iERMAACAdOcswo0ceeUTnz5+3GiZNg2TNmjWtDMvEyX6OHTtmzVie6IsvvrBmNX/wwQdtjjNkyBANHTo0w88fAAAgozlLnJdV0IgJAAAAy8svv2wt9phJe1I6cuRIBp0VAAAAQCMmAABAuoqPp4ceAAAgKyLOy1hM7AMAAAAAAADAodGICQAAAAAAAMChMZwcAAAgHVHwHQAAIGsizstYZGICAAAAAAAAcGhkYgIAAKQjeugBAACyJuK8jEUmJgAAAAAAAACHRiYmAABAOqKHHgAAIGsizstYZGICAAAAAAAAcGg0YgIAAAAAAABwaDRiAgAApKP4eJdMWwAAAJB+nCnOGzdunEqWLCkvLy81aNBAGzZsSHP7GTNmqGLFitb21apV06JFi6557/EaPHiwChUqJG9vb7Vu3VoHDhxQeqIREwAAAAAAAMiifvrpJ/Xu3VtDhgzR5s2bVaNGDbVt21bnzp2zu/2ff/6pxx57TD169NCWLVvUuXNna9m5c2fSNh988IE++eQTjR8/XuvXr1fOnDmtY0ZERKTb+6AREwAAIB3FySXTFgAAAKQfZ4nzxowZo2effVbdu3dX5cqVrYZHHx8fTZw40e72H3/8sdq1a6c+ffqoUqVKGj58uGrXrq3PPvssKQtz7NixGjhwoDp16qTq1atr0qRJOnXqlObOnav0QiMmAAAAAAAAkAVFRUVp06ZN1nDvRK6urtbjtWvX2t3HrE+5vWGyLBO3P3z4sM6cOWOzjZ+fnzVMPbVj/hfc0u3IAAAAAAAAAP5zkZGR1pKSp6entaR04cIFxcbGqkCBAjbrzeO9e/faPbZpoLS3vVmf+HziutS2SQ9kYgIAAKSjeLlk2gIAAICsGeeNHDnSyn5MuZh1WRmZmAAAAAAAAIATGTBggDVZT0rXZmEagYGBypEjh86ePWuz3jwuWLCg3WOb9Wltn/ivWWdmJ0+5Tc2aNZVeyMQEAABIR/HxLpm2AAAAIGvGeZ6envL19bVZ7DVienh4qE6dOlq+fHnSuri4OOtxo0aN7L4vsz7l9sayZcuSti9VqpTVkJlym5CQEGuW8tSO+V8gExMAAAAAAADIonr37q2nnnpKdevWVf369a2Zxa9evWrNVm507dpVRYoUSRqO/uqrr6pZs2YaPXq0OnbsqGnTpumvv/7ShAkTrOddXFz02muv6d1331W5cuWsRs1BgwapcOHC6ty5c7q9DxoxAQAA0hG1KQEAALImZ4nzHnnkEZ0/f16DBw+2Jt4xQ74XL16cNDHPsWPHrBnLEzVu3FhTpkzRwIED9dZbb1kNlXPnzlXVqlWTtunbt6/VENqzZ08FBQWpSZMm1jG9vLzS7X24xMfHx6fb0YF/3NlpdWafgkPy8c+d2afgsCa+nSOzT8Ehba3yYGafgsNq/nvWLmL9b0V7+2f2KTgk/1otM+y1Nu2/pMxSp3xApr02so/dB09l9ik4pBNXAzP7FByWp1tMZp+CQwqtWSuzT8FhldrzW2afgkNydYnL7FNwWBXLFM2Q1yHOy1jUxAQAAAAAAADg0BhODgAAkI6YYAcAACBrIs7LWGRiAgAAAAAAAHBoZGICAACkI2cp+A4AAIBbQ5yXscjEBAAAAAAAAODQaMQEAAAAAAAA4NAYTg4AAJCOKPgOAACQNRHnZSwyMW/Dd999J39//9s+TvPmzfXaa6/9J+cEAACA20ecBwAA4FjIxLwNjzzyiDp06JDZpwFJPR4voXvuKqhcOXNox94Qjf7ioE6cjkh1++6PFtfTj5WwWXf0RJieeGmT3e0/HFxFDesE6K0Ru7V6/UU5i673FVS75nmVyyeHdh+4qk++P65TZ6Nuat+HO+ZXj4cLa86S8xo/5WTS+kL5PfTso4VVpVwuubu7aNOOEI374aSCQmLkDOYu/EU/zZ6vS5eDVKZUCfV6rocqlS9nd9uflyzTshW/6/DR49bj8mVLq0fXx222b3nPg3b37dn9ST16fyc5i4AmdVX6jR7yq11VXoXz668HXtTZ+cvT3qdpfVX+qL9yVS6niOOndXDkFzoxaY7NNiVeeFyle/eQZ8F8Ctm+V7teG67gjTvkTH5avlaTflmli8GhKl+8oPp2uVdVSxe74X5L1m/TgPHT1LxWZY155cmk9cv/2qlZK9drz5GTCr4arqnv9FKF4oXljGYsWanJC5bpYnCIyhUvqje6P6IqZUva3fa3DVv03dzFOnHmvGJiY1WsYH493rG1OjRtkLTNsM+/18JV62z2a1ijsj4e0EvOLC6zTwD/CnGeY1j08xzNnfWTgi5fUslSZfTM86+ofIVKqW7/x+qVmvrjRJ07e0aFChdV1+49VadeQ7vbfvHZGC39ZYGefvYl3dPZ/t9zRxUfH69F08fpz+WzFH71ikpVrKlHnhmk/IVs49uUDu7+S8vnf6djh3cr5PJ5PfPmWNWo38pmm0XTP9emP39R0MWzyuHmpmKlK+ueR19RyXLV5UzXZv60L7R62RyFh11RmYo11KXnWypQOPVrY/z2y09aOvd7BQddVNGS5fXYM/1UqlzVpOfPnTmumd/9Twf3blFMdLSq1GpsbePrn1eOjjgvddxjUrdwwVzNnTVdl/+5Nj1f6KXyFSqmuv0fq3/X5B++ta5NYXNtnn5Wdeslx3nG8WNH9f23X2nXju2KNfFg8RLq//YQ5ctfQM6KOC9jkYl5G7y9vZU/f/7MPo1s7/H7i+qBjoX10RcH9FyfrQqPiNPooVXl4Z52WvffR6+q01PrkpaX+m+zu93D9xZWfLyczsMd8qvTXfn06XfH9eqw/YqIjNOIN8tYDY83Ur6Utzq2yKu/j4XbrPf0cNWIPmWs69Fv1EH1fveA3HK4atjrpeTiBFn0v63+Q198/b26PvaQvhz7gcqUKql+g9/V5aBgu9tv27FLLZs20ZgRQ/XZhyOULzBQfQcP1/mLyQ3ZMyd9ZbP0efVFubi4qGlj+8GMo8qR00ch2/dp5yvv3NT23iWLqt78L3Vx5XqtqdtJhz/9XtW+fFeBdzVJ2qbQQ+1V6cMBOvDuOK2pf5+ubN+rBgu/kUe+ADmLJeu3a8y0herZqZWmDH1Z5YoV0kujJ+pSSGia+526cFn/+2mRapW/vkEvPCpKNcuV1CsPtZczW/bnX/r4h1nq8WBHfT/yLZUtUVSvjvxEl4JD7G7vmzOnundur6+H99HkUQN1d7NGenf8JK3btttmu0Y1KmvR+PeTluG9ns6gdwTYIs7LfGtWrdC3X32hRx5/SqM/mWB9iR42qK+Cgi7b3X7v7p0a88FwtWrTQaM/+UoNGjXR++8O0tEjh6/bdt2fq7V/724F5A2UM/p13kT9/ssUPfLsIL0xYrI8Pb31+XvPKToqMtV9IiPDVaRkeT3c4+1Ut8lfuIQeevotDfholl4fNkl58xXRuHef05WQS3IWS+Z8pxULp+qJ59/SgPcnWdfm4+EvpXltNq5ZohnfjtbdDz+ngR9NUbGS5fXxsBcVEpTwviMjwjX2nYQYr/c7E9R3xLeKiYnWZyNeVVyc4zdhEOfZxz0mdat//00TvxqvRx7vqjGfjlep0mU0dFC/VK/Nnt279NGod9W6TXv979Mv1aDRHRo5fLDNtTl9+pQG9HlVRYsW03ujRuvjz7/Sw489IXcPjwx8Z3B2NGJe4+eff7aGDpleAWPr1q3WH6v+/fsnbfPMM8/oiSeeuG6Y0dChQ1WzZk398MMPKlmypPz8/PToo4/qypUrSdtcvXpVXbt2Va5cuVSoUCGNHj36hueUeNyJEyeqePHi1r4vvviidY4ffPCBChYsaAXZ7733ns1+QUFB1rnmy5dPvr6+atmypbZtS26oO3TokDp16qQCBQpYx6xXr55+/fVXm2OY9zFixAg9/fTTyp07t/X6EyZMkCN5+J4imjTjmNZsuKRDR8P03th9yhvgqTsbpv0HIzY2XpeCopOW4CvXZxKWLZVTj3Qqqvc/3S9n07ltPk1dcEZrt4To8PEIfTDhqPL6u6txbb809/PydFW/50to7MTjunI14fcgUZXyOVUg0EOjvzqmIycirOXDr46qXEkf1ayUK53f0e2bMXeBOrRtrfatW6pk8WJ6/cWe8vT01C/LVtjd/u03X1Onju1UtnQpFS9WRG/2el7xcfHasi25hzkgTx6b5c91G1WzWhUVLuhcvYnnl6zS/iFjdXae7T0gNSV6Pqrwwye0p+8ohe79W0c/n6wzs5ao1KvdkrYp9Vp3Hf9muk58P1uhew5px4tDFBsWoWLdHpCzmLx0te5rWk+d7qyr0kUK6O2uneXl4aF5q/9KdZ/YuDi9/eVPer5zaxW1E8jf3bi21SjaoEpZObOpC5erU8s7dE/zxipdtJD6P/OYdW0WrFxrd/s6Vcqref2aKlWkkIoWzKdHO7RU2eJFtHXvQZvt3N3dldffL2nxzZVTWaFWUmYtsEWc51xx3vw5M3RXu45qdVd7FSteUs+/3FueXl5avvQXu9v/PH+WatWpr/seeNTK7nn8yadVukw5K9MqpYsXzuvr8Z/o9T5vK0eOHHI2JtNw5aIf1fb+nqper6WKlKigJ18eoeDL57V9o/2YxqhS607d/egr12VfplS3SUdVrN5IgQWKqVCxsrqvax9FhIfq1NH9TnNtfv15ijo++Kxq1m9hZVR2f2W4gi6d15YNv6W637IFP6rJXffrjladVLhYGXV57m15eHrpjxVzrecP7t2qi+dPqVuvd1S0RDlr6d5rmI4e2q29OzbI0RHn2cc9JnXz5sxUm3Yd1LpNOxUvXlIvvPya9b3p16WL7W6/YN5s1a5TT/c/+Ih1bbp07W5dG5PNmejH779RnboN1K3Hc9ZzhQoVVoOGjeXvn0fOjDgvY9GIeY0777zTCka3bNliPf79998VGBiolStXJm1j1pn6RvaYgHHu3LlWkGwWs+3777+f9HyfPn2sdfPmzdPSpUut427evPmG52WO+8svv2jx4sWaOnWqvvnmG3Xs2FEnTpywjjdq1CgNHDhQ69evT9rnoYce0rlz56z9Nm3apNq1a6tVq1a6dCmhRzE0NNQaJrV8+XLr/bZr10733HOPjh07ZvPaJgCvW7eutY0Jql944QXt27dPjqBQAS/lDfDQX9uCktZdDYvVnv1XVKVC7jT3LVrYW3O+ra+fvqyrQb0rKH+g53VZh0PeqKj/fXnQauR0JgXzeVgNlpt3JWeLhYXHae/fYapUNu0GgZe7FtWGbSHasvv6TDN3NxcpXoqOSU5NjY6OtzIzq5R37EbM6Oho7T/4t+rUSB4O5erqqjo1q2n3TX6eIyOjrGGwuXPZf69miPq6vzarw12pfznIKvwb1tSFFbaNVeeXrVGehjWtn13c3eVXu4ouLP8zeYP4eF1Y8af8G9aSM4iOidGeI6dsGhvNZ6ZB5TLaftD2PpnShHnLFeCbU52b1lNWZa7N3sPHVL9aRZtrU69aRe3Y//dNfcncuGOvjp4+q1qVbMs5bN69X+169tFDrw/RqK+nKPhK2lmvwK0gznOeOM/83T50cL9q1Kxjc5+pXrO29u3dZXeffXt322xv1KxdT/tTbG+y5saOHqlODzyi4iVKyRldPHdCIUEXVKF68qgPb5/cKlm2mg7vtz+y6N8wmYZ//jrTOrZpKHUGF86etK5NpRrJQ1h9cua2hoX/vW+73X3M0PBjh/aoUvUGNp818zhxn5joKLnIRW7uyRlj7h6ecnFx1cE9W5XVZIs4j3vMTVyb2jbXxjw21yDVa1PL9trUqlM3aXtzXf7auF6FixTVkIH91PWxB/Tmay9p3Z9r0vndIKuhEfMaplfd9IYnBrPm39dff90K7EwwePLkSR08eFDNmjWzu7/55TQ991WrVrUC5SeffNIKHg2zvwlKP/roIyvIrFatmr7//nvFxNy4lqA5rumhr1y5shWAtmjRwgowx44dqwoVKqh79+7Wv7/9ltDDuGbNGm3YsEEzZsywAtNy5cpZr2syCmbOnGltU6NGDT333HPWuZrnhw8frjJlymj+/Pk2r20CYBPUli1bVv369bOC/cTXyWx587hb/14Osq3zeCkoSgF5Uk9L373/ikZ8vF9vDt2p0eMPWo2h40ZWl7d3ck9Zrx6ltXNviJXh6WwC/BLK3QYF2za+BoVEJz1nT7MG/ipbwlsTZ5y2+/zeQ1etYemmVqanh4vV0GvqY+bI4aIAf8cusRsccsX6PcqTxzYTNY+/v9X4eDMmfPej8gbkUZ2a9utCLV2xUj7e3rqzsW3tl6zIs0CgIs9esFlnHrv75Zarl6c8AvPI1c1Nkedsa8hGnr0oz4LOMawm6EqYlVUZ4GvbaB3gl1sXQ5Izr1Lasv+IlaU5sNv9ysqCQkITro2fr8168/hSkP3h5EZoWLiaP/Wa7njiZfX+YJze6PaIGlRPrjvVsGZlDXnxKX028DW9/Ph92rzngF57/zPrtYD/AnGe88R5V0KCrevid02GjsnYMbXr7DHrr83oMY8vX04e/jhn5lQrM+rue50nW+xaIUEJf1tz+9nWYjSPTQPe7dq56Xe98WR99e5SR78t/EEvDZygXL7OkSmV+P5z+9mOhDB1K0Mu269rH3rlsuLiYuXrb7tPbv+8Vn1Mo3T5avLw8tbsSR9bw/LN8PKZ342x9gu+fPvX3NFkhziPe0zqQv65Nv557LzXfzrKbv7aJGwfHBSkiPBwzZoxzcrYHPruKDVs3ETvvzdUO3f8d50vyPocu9Uhk5jA1QS1b7zxhlavXq2RI0dq+vTpVsBoercLFy5sBYN//PHHdfuaYTlmOE4iM5TI9JIn9rJHRUWpQYPkBo6AgAArKL2Ra49rhgaZm6PpEUm5LvG1zHAiE0znzWsb3ISHh1vnYZjnzRCmhQsX6vTp01aQbZ6/toe+evXkBhsz5MoMa0p8HXsiIyOtJaW42Ci55rj9Whd3NcunN19IztrpN9x+L9mNrN+c/IfGDEE3jZozvqqvlncEauGvZ3VH/QDVru6vHq/fOHvCEbRolEevdiua9HjQmBtnQl0rX4C7XuhSRAM+PGRlV9oTfCVW7447ol5PFVWnuwKtDMzf1l3WgSNhTlk39FZMmTHHqqlp6mN6pFK3xQxLb9X8zlSfR9Z2NTxSg76arkHd7lee3M4/BDo9+Hh56odRbyk8IlIbd+7Txz/MVJH8gdZQc6NN4+TsVTPU3Cz3vzpYm3ftt7I8nVW8sudwH0dFnPffx3lRkZHy8LQd0eKIDh3Yp5/nzbJq35n36iw2rv5Z0yYMS3r8/IBx6fp65arUU/8PZyo05LI1cdDE/72pN0dMvq7R1BGs/32Rfvzy3aTHL7/9Sbq8jmkUfe7NDzT5yxFasWiqlYFZ7852Kl66klxdneezhPTlrPeYjBAXn9AhbYaPd7ovYZKj0mXKau+eXVq8aIGqVqshZ0Wcl7FoxLTDDCEyveEmQDS1uSpWrGitMwGv6WVJrXfeMNunZG5e/0WxZ3vHTeu1TOBqAuuUw6MSJdZ3evPNN7Vs2TKr5970vpsC9g8++KAVgN/OezJfBt55x7ZodLHy3VSi4u1PzmCyInfvS25YdHdPCO7z+Hvo4uXkrMMAfw8dOHzzQxBDr8bq+KlwFS3kbT2uXc1fRQp6adGUxjbbDe9XSdt3B+uVgY416966LcHad+jqddfF389dl4KTM0D8fd116JrJehKVLemjPH7uGvdO8pctk2FZrUJO3ds6UHf32Ka4eGnzzivq3mePfHPlUGxcwvD9qR9X0elzqRdLdwR+vrmtL4OXL9tO4nM5KEgBeZJrntnz0+x5mjprjj4aPtiaDMie7bt26/jJUxrcr7eyA9Mbb3rpUzKPo4OvKC4iUlEXLisuJkae+W2/8HgWyKvIM86RseCf20c5XF2vm8TnUvAV5fW9vlzFifMXrQl9Xvt4UtK6uH9a9+v1eFuzR/ZWsWuuh7Py982VcG2umcTHPA7wt83OTMn8DppZyY3yJYvpyMnT+n7e4qRGzGsVKZBP/rlz6fjZ807diAnHQpz338d5L/bqrZdeeUP/pdy+ftY9I/iaSSTMpBL+eexPHGLWXzvphHmc559sot27dig4OEjPdnvENrv2my+0YN5MTfh2mhxRtbotbGYHN0ObjSvBF+WXJ1/SevO4SMnbv1d6evkoX8Hi1lKqfA0Ne6Wj1q6Yozb3PSNHU6N+M5UqX9VmaLhxJfiS/APy2WSvFitlv0MhV+48cnXNkTSJT6IrQRfll2Lm8So1G2nEFwt0JeSycuRws4apv/l0awUWaKusJjvEedxjUuf7z7UJSpFhmvReA2712gQkHdN0zpl6mSkVK1Zcu3ft/M/fA7IuGjHTqJf0v//9LymQNcGtqXlkglvTc/9vmCE8JlA09YxM4XTDHG///v1pBsz/hqmLdObMGbm5uVm9+/aYDINu3brpvvvuSwqIjxw5ctuvPWDAAPXubduQ0/7xjfovhIfH6mS47WQzFy9FqU51fx08nNCI5+OdQ5XK59bcxfaHRNvj7eVqNVouWZkQFE6edVw/Lztjs82kT+vo04l/688N9oeiZCYzI3t4hO2XkotB0apVOVfSDOM+Xq6qWNpHP6+wH1hs3X1FPd/aa7PujWeK6/jpCE1feM5qwEwpJDThv0ONSrnk7+umdVtSH0LqCMzvXvmypbV5+w41aVQ/KajYvG2HOndMfZboabPmavL02Rr1zkBVKJf6RCy/LF1hHT+1Rs6sJmjdVuVr39RmXWCrxrq8LqEuVHx0tII371Jgy0Y6Oz9hqKWZwj5vi0Y6+vmPcgbubm6qVLKwNuw+pBa1qyR9ZjbsOaRHWjW6bvuShfJp+vBXbdZ9PnuZrkZEqs/jd6tgQNqTajkTc20qlipuZVM2q1cz6dqYxw+1tV9L0B7TyBsdnfpQ27MXLys49KoC02gYdQbZtfC6oyLO++/jvL+P//exkbmWZcqW1/atm60ZgBPvMzu2blb7uxPe07UqVKys7ds2657OCVk+xrYtm1S+YsI9vFnLu1T9mnp2wwb3VbMWd6nVXe3kqLy8c1pLyrrCvv6B2rdjvYr+02gZHhaqIwd3qEmb5MaT/0p8fFxSw6mzXJs929cnNVqaa3P4wE41a/eQ3WO4ubureJlK2rt9vWo1aJH0WduzfYNadLj+eub+Z2i9mdDHNJbWqPff/n47gmwR53GPufG12bbFGvKdeG22b92iDvd0Tv3abN2sezsnD6PfumWTtT7xmGXLV9DJE8dt9jt58oTy53euCVGvRZyXsWjEtMP0pJihNZMnT9Znn31mrWvatKkefvhhq8jtvw1EzcyQPXr0sIq+m+E/ZqbJt99+22aoUGJwaGoyTZqUnM1zq1q3bq1GjRqpc+fO1syW5cuX16lTp6whRSaYTayfNHv2bKv2kul1HzRo0H+STWBmLTNLSv/FUPLUTF9wUk89XEwnTofr9NkIPfN4CV28FKnV65Ib68YOq6ZV6y5o9qKEhs0Xu5XSnxsv6cz5CAUGeOjpx0rIvPXlq85bzyfOWH6tc+cjHT7jMNHcJef12L0FdPJspM6cj9JT9xeyGjb/3Jycifh+3zLW4/m/XrAaQo+ejLA5hql/eSU01mZ9mzsDdOxUhDWbu5kkyAxBn7PkvE6ccfzr8lDne/T+/z5ThbJlVLF8Wc2at1AREZFq1zohYB055hMF5s2rZ5/qYj2eOnOOvpv8kzVLecEC+XTpn95Iby8vK6Ml0dWwMP3+x1o936OrnFWOnD7KWTbhS7fhU6qofGtUVNSlYEUcP60K7/aWV5EC2ta9n/X80QnTVOLFLqo4so+OfzdLgS0aqtBD7bXx3ueSjnF47LeqMXGUgjbtVPDG7Sr5ylNyy+mt49/PlrPo0uZODfl6hiqXLKIqpYtpytI/FB4ZpXubJASoZvh4fn9f9XqonTxNcFa0oM3+uX28rH9Trg8ODdOZS0E6fzmh4f/I6YR7VV6/3Ar0S3tCMkfyWMdWGvbF96pUurgqly2paYtWKCIyUnc3S2jgHTruO+UL8NdLjyUEu9/NXaxKpUuoaIFARcXE6M8tu/TL6vXq1+Mx6/mwiAh9PXOhWjSopbx+fjp59rw+nTJbRQvkU8MaCQEw8F8gzvvv4zwPz/SZgOve+x7SJ2PeV5ly5VWufCX9PG+mIiIikhoDPh49QgF58+nJbs9aj00NuoH9X9O82dNVp15DrVm1QocO7tMLvd5IygQyS0omM8hkChUpmvw30NGZ/57NOzyhJbO/VP5CxZU3fxH9PO0zKyvTzFae6NNhz6h6/ZZq1u5x63FkRJjOn0kuJ3Dx3EmdOLJXPrn8FBBYyHp+yeyvVK1uc+tYplbk6sXTFHTpnGo1aiNnuTat735ci2Z+bV2bwAJFNG/q51ZWZq36CfGeMWbIc6rZoIVadnjUenzXPU/o208Hq0TZytYkQL8umKKoyHDd0bJT0j5/LJ+nQkVLKZdfHmvCn5+++VCt7+6igkUcvwObOM8+7jGpM0O+Px4zSmWta1NRC+bNUkRkhFrflZB5/L+P3lfevIHq2j0hQ/ueTvfr7X6va+7s6apbr6FW//6bDh3Yr5d6JXd63ffAI/ro/eGqUq26qlWvqc2bNmrj+rV6b9SYTHufcD40YqbCBLBbt25Nmp3S1DQyxdbPnj17U7WNUvPhhx9aPeEmoDS1j0xvf3Cw7fBWU7fo2npF/+YP+KJFi6zg2RSDP3/+vFXjyATppqaSMWbMGD399NNq3LixVcTdFHMPCXHsbDp7psw+IW+vHOrzYjnlyummHXuC9eY7uxSVoq5j4YJe8vNNHi5lZiIf8mYF+eZ2tya/2bEnRM/13WpNfJNVTF90Tl6ernq1WzHl8smhXQeu6u2P/rapd1kov6d8c93abaBoQU91f7CQcufKobMXojR1/lnNXpLQ+OvoWtx5h4KCQ/Tt5Gm6fDlIZUqX1Kh33k4aTn7u/AW5uiR/2Zz/y1JrFuah739kc5yujz2kbo8n98z/tuoPq+e/ZdOEnkpn5Fenqhot/yHpceWP3rL+PT5ptrb3GCDPQvnkXaxQ0vPhR05YgWzl0QNUsldXRZw4ox3PDdSFZckzDJ6e8Ys88gWo/JBX5Fkwn0K27dGGu59R1DVF4B1Z2wbVdflKqL6Y+6suBl9RheKF9Fnv7laDo3HmYpBcb7Hm0e9b92joNwkTbxgDxk+1/u3ZqZWe79xazuKuxnWtCX4mzPhZF4NCVL5EUY3t30t5/8maPHvhks21MQ2cH0ycqvMXg+Tp4a4ShQvqnZe6W8cxTEPPwWMntWjVOl25Gq58efxUv3plPffwPfK4ZrgrcLuI85xDk6YtFRIcrGk/fmdNDlGqdBkNHjYqaajn+fPnrNqEiSpWrqrX+wzUlB8m6sfvv1ahIkXUf+BwlSjpnDMEp6V1p6etRrapX76j8LArKl2xll58a7w1Y3aiC2eP62pI8uSFxw7t0ifvJJd3mjPpQ+vf+s3u1ZMvvWcNqT576rA2jJ6vq1cuyye3v0qUqaLX3vlehYqlPhrF0bS9r5s1+c6P499V2NUrKluppl4dNM7m2pw/c1yhKa5NvSZtrWHi86d+YQ09L1qqgl4ZNM6aECjR2VNHNGfyp7oaGqy8+Qqrw4M91PqeJ+QMiPPs4x6TujubtbAm+Jnyg7k2l61rM2TY+0nX5sL5czb1YCtVrqI3+r6tHydN1A/fTVThIkU0YNAwm2vTqHETvfDya5o5faq+Gv+ZihQtpv5vD1XlKtUy5T3CObnEm2/eQDq7s9PqzD4Fh+Tj7zxZVxlt4tvJM8Uj2dYqycNXYKv57yMz+xQcUrR32jVfsyv/WsnZSultze7kmsUZrUllJplC+tt98FRmn4JDOnHVOWZpzgyebqmXEsnOQmvWyuxTcFil9vyW2afgkFxdbj/DPquqWCZ54tv0RJyXsWzHtwAAAAAAAACAg2E4OQAAQDq6dmI0AAAAZA3EeRmLTEwAAAAAAAAADo1MTAAAgHQUr1ub/AkAAADOgTgvY5GJCQAAAAAAAMCh0YgJAAAAAAAAwKExnBwAACAdxcczzAgAACArIs7LWGRiAgAAAAAAAHBoZGICAACko/j4zD4DAAAApAfivIxFJiYAAAAAAAAAh0YjJgAAAAAAAACHxnByAACAdBQnCr4DAABkRcR5GYtMTAAAAAAAAAAOjUxMAACAdBQfTw89AABAVkScl7HIxAQAAAAAAADg0MjEBAAASEfx8Zl9BgAAAEgPxHkZi0xMAAAAAAAAAA6NRkwAAAAAAAAADo3h5AAAAOkoXhR8BwAAyIqI8zIWmZgAAAAAAAAAHBqZmAAAAOkojoLvAAAAWRJxXsYiExMAAAAAAACAQ6MREwAAAAAAAIBDYzg5AABAOoqPp+A7AABAVkScl7HIxAQAAAAAAADg0MjEBAAASEfxFHwHAADIkojzMhaZmAAAAAAAAAAcGpmYAAAA6ShO1EoCAADIiojzMhaZmAAAALCMGzdOJUuWlJeXlxo0aKANGzakuf2MGTNUsWJFa/tq1app0aJFGXauAAAAyF5oxAQAAIB++ukn9e7dW0OGDNHmzZtVo0YNtW3bVufOnbO7/Z9//qnHHntMPXr00JYtW9S5c2dr2blzZ4afOwAAALI+GjEBAADSueB7Zi23YsyYMXr22WfVvXt3Va5cWePHj5ePj48mTpxod/uPP/5Y7dq1U58+fVSpUiUNHz5ctWvX1mefffbfXDgAAAAH5yxxXlZBIyYAAEA2FxUVpU2bNql169ZJ61xdXa3Ha9eutbuPWZ9ye8Nkbqa2PQAAAHA7mNgHAAAgHcXHZ17B98jISGtJydPT01pSunDhgmJjY1WgQAGb9ebx3r177R77zJkzdrc36wEAALKDzIzzsiMyMQEAALKokSNHys/Pz2Yx6wAAAABnQyYmAABAFjVgwABrsp6Urs3CNAIDA5UjRw6dPXvWZr15XLBgQbvHNutvZXsAAADgdpCJCQAAkI7i4jNvMQ2Wvr6+Nou9RkwPDw/VqVNHy5cvTz7vuDjrcaNGjey+L7M+5fbGsmXLUt0eAAAgq8nMOC87IhMTAAAAVsbmU089pbp166p+/foaO3asrl69as1WbnTt2lVFihRJGo7+6quvqlmzZho9erQ6duyoadOm6a+//tKECRMy+Z0AAAAgK6IREwAAIB3FO0lP+SOPPKLz589r8ODB1uQ8NWvW1OLFi5Mm7zl27Jg1Y3mixo0ba8qUKRo4cKDeeustlStXTnPnzlXVqlUz8V0AAABkHGeJ87IKGjEBAABgefnll63FnpUrV1637qGHHrIWAAAAIL1RExMAAAAAAACAQyMTEwAAIB3FyyWzTwEAAADpgDgvY5GJCQAAAAAAAMChkYkJAACQjuIo+A4AAJAlEedlLDIxAQAAAAAAADg0MjEBAADSUTw99AAAAFkScV7GIhMTAAAAAAAAgEMjExMZ4sFnmmT2KTikGRNWZfYpOKxc82dn9ik4pOa/j8zsU3BYK5sNyOxTcEgtVo7I7FMAkMV9uTB3Zp+CQ/L0jM3sU3BYvbY/mdmn4JCu7Pkts0/BYR2u1CKzT8Eh5d+5PrNPAchQNGICAACkI4YZAQAAZE3EeRmL4eQAAAAAAAAAHBqZmAAAAOkoLt4ls08BAAAA6YA4L2ORiQkAAAAAAADAodGICQAAAAAAAMChMZwcAAAgHVHwHQAAIGsizstYZGICAAAAAAAAcGhkYgIAAKQjeugBAACyJuK8jEUmJgAAAAAAAABdunRJXbp0ka+vr/z9/dWjRw+FhoamuX2vXr1UoUIFeXt7q3jx4nrllVcUHBxss52Li8t1y7Rp027p3MjEBAAASEdx9NADAABkSVkxzuvSpYtOnz6tZcuWKTo6Wt27d1fPnj01ZcoUu9ufOnXKWj766CNVrlxZR48e1fPPP2+tmzlzps223377rdq1a5f02DSS3goaMQEAAAAAAIBsbs+ePVq8eLE2btyounXrWus+/fRTdejQwWqkLFy48HX7VK1aVbNmzUp6XKZMGb333nt64oknFBMTIzc3N5tGy4IFC/7r82M4OQAAAAAAAJDNrV271mpoTGzANFq3bi1XV1etX7/+po9jhpKb4egpGzCNl156SYGBgapfv74mTpyo+FssKkomJgAAQDqKj3fJ7FMAAABAFovzIiMjrSUlT09Pa/m3zpw5o/z589usMw2RAQEB1nM348KFCxo+fLg1BD2lYcOGqWXLlvLx8dHSpUv14osvWrU2Tf3Mm0UmJgAAAAAAAOBERo4cKT8/P5vFrLOnf//+difWSbns3bv3ts8pJCREHTt2tGpjDh061Oa5QYMG6Y477lCtWrXUr18/9e3bVx9++OEtHZ9MTAAAgHR0i6NkAAAA4CQyM84bMGCAevfubbMutSzMN954Q926dUvzeKVLl7bqVZ47d85mvalraWYgv1EtyytXrliT9uTOnVtz5syRu7t7mts3aNDAytg02aQ3mz1KIyYAAAAAAADgRDxvYeh4vnz5rOVGGjVqpKCgIG3atEl16tSx1q1YsUJxcXFWo2NaGZht27a1zmf+/Pny8vK64Wtt3bpVefLkuaXh7zRiAgAAAAAAANlcpUqVrGzKZ599VuPHj1d0dLRefvllPfroo0kzk588eVKtWrXSpEmTrAl6TANmmzZtFBYWph9//NF6bBbDNJzmyJFDCxYs0NmzZ9WwYUOrgXPZsmUaMWKE3nzzzVs6PxoxAQAA0lEcw8kBAACypKwY502ePNlquDQNlWZW8gceeECffPJJ0vOmYXPfvn1Wo6WxefPmpJnLy5Yta3Osw4cPq2TJktbQ8nHjxun111+3ZiQ3240ZM8ZqLL0VNGICAAAAAAAAkJmJfMqUKak+bxolTUNkoubNm9s8tsdkd5rldtGICQAAkI6Y2AcAACBrIs7LWK4Z/HoAAAAAAAAAcEvIxAQAAEhH9NADAABkTcR5GYtMTAAAAAAAAAAOjUZMAAAAAAAAAA6N4eQAAADpKI5hRgAAAFkScV7GIhMTAAAAAAAAgEMjExMAACAdUfAdAAAgayLOy1hkYgIAAAAAAABwaDRiAgAAAAAAAHBoDCcHAABIR3FxmX0GAAAASA/EeRmLTEwAAAAAAAAADo1MTAAAgHREwXcAAICsiTgvY5GJCQAAAAAAAMChkYkJAACQjuihBwAAyJqI8zIWmZgAAAAAAAAAHBqNmAAAAAAAAAAcGsPJAQAA0lEcw4wAAACyJOK8jEUmJgAAAAAAAACHRiYmAABAOorP1IrvLpn42gAAAFkbcV7GIhMTAAAAAAAAgEOjERMAAAAAAACAQ2M4OQAAQDrK1FFGAAAASDfEeRmLTEwAAAAAAAAADi1bN2IeOXJELi4u2rp1a7q/lnmduXPnpvvrAAAAxxIXl3lLdkacBwAA0htxXsZiODmyxGxgG5d8qt3rZygyPESFStVW0/uHyD9fyVT3OXVoo7as/EbnT+5SWMh5tev2mUpXbZ3q9itnDtHudT/pjnsHqEbTp+QsenQpqXvaFFTunG7asSdEH31+QCdOh6e6/dOPldDTj9tet6MnwtTlhY12t/9oaDU1rBOgAe/t1Op1F+UMPGo2kWe9lnLJ6avY8ycVsXyWYs8cS30HT295Neko93LV5eKVU3EhlxTx2xzFHN6dtIlLLj95Nb1XbqUqycXNXXFBFxS+eIpizx6XM/lp+VpN+mWVLgaHqnzxgurb5V5VLV3shvstWb9NA8ZPU/NalTXmlSeT1i//a6dmrVyvPUdOKvhquKa+00sViheWMwloUlel3+ghv9pV5VU4v/564EWdnb887X2a1lflj/orV+Vyijh+WgdHfqETk+bYbFPihcdVuncPeRbMp5Dte7XrteEK3rhDzsZ8Zr5fvDrhM1OsoPp1ueemPjOLzWfmy5/UvFYl/a9XwmcmOiZWn89ZpjXb9+nE+UvK5e2lBpXL6pUH2yp/Ht8MeDcAHFX7hh5qVNVd3p4uOnwqVjN+i9D5oNTH77Vr4KH2DT1t1p29FKsRP4RZP/t4mmN6qkIJN+XJ7aKr4fHafihGi9ZGKiJKTqNNXTfVr+Qmb0/pyJk4zVkdrQvBNzeusXlNN3Vo6K7V22O04M/opPUBvi66u5G7ShZ0lVsOad/xWM1bE63Q1MNHh5OraTvlvquTcvj6K+rEEQVN/0ZRRw/a3Tbfa+/Iq3zV69aH79ykC5+PuG59nsd6KtedbXV5xkSF/rZQzmTRz3M0d9ZPCrp8SSVLldEzz7+i8hUqpbr9H6tXauqPE3Xu7BkVKlxUXbv3VJ16De1u+8VnY7T0lwV6+tmXdE/nB+UsiPNu/D171pQJ+m3pPIVdDVX5StXV/YW+Kli4eJr7LVs4QwvnTFbw5YsqXqqcuvZ8Q2XKV0l6/ptxI7Vr20ZdvnRBXl7eKlexmh7t9rIKF039+zuQKFtnYiJr2PLb19q+5gc1e2CoHnhlutw8vPXzV88oJjoy1X2io8IVWLiimt43+IbH/3vHMp09tk05ffPLmXR5oJgevLuI1XDZ880tCo+I1Zhh1eTh7pLmfn8fvap7n/wzaXmx3xa72z3cqYj1h82ZuFeoJa/m9yli7RKF/vCh4s6dUs4HX5CLTy77O7jmUM6HXpSrX4DC5n+rKxPfU/jSaYoLDUrextNbuR57VYqLVdis8bry3UhFrJyr+IiEL0rOYsn67RozbaF6dmqlKUNfVrlihfTS6Im6FBKa5n6nLlzW/35apFrlrw86wqOiVLNcSb3yUHs5qxw5fRSyfZ92vvLOTW3vXbKo6s3/UhdXrteaup10+NPvVe3LdxV4V5OkbQo91F6VPhygA++O05r69+nK9r1qsPAbeeQLkDNZsmG7Rv+0SM/d20pThryk8sUK6cUx397cZ2b6L9d9ZiKiorXn6Ck9e08LTR3yska/3EVHz5zXa5/8IGdnbpWZtQDOrlUdDzWt6aHpKyL1v5/CFBUdr+c7+1gNbGk5fSFWA78KTVo+npHcCueXy1V+uVw0b3WE3v/xqiYvjVClEm56rLWXnIVphLyjmptmr47Sp7MjFRUt9ejoccPrYhTN56KGlXPo1AXbNB53N+nZjh7WvWPCgkh9PjdSOVxd1K29p9KOHh2Hd53G8n+gm0IWTteZkX0UffKo8vUaJNdc9jvDLk74UCf790haTg9/TfGxsQrbvPb6Y9eoL4+S5RUT5Bwd9ymtWbVC3371hR55/CmN/mSC1Yg5bFBfBQVdtrv93t07NeaD4WrVpoNGf/KVGjRqovffHaSjRw5ft+26P1dr/97dCsgbKGdDnJe2n2f/oKU/T9fTL/TTOx9+I09PL40a8qqiolL/nr1u9TJN/uZj3fdoD737v+9VvGRZa5/goEtJ25QqU1E9XxmkD8ZNU993PpYJV0YNfkVxsbFyRsR5GStbNGLGxcXpgw8+UNmyZeXp6anixYvrvffes7vt77//rvr161vbFSpUSP3791dMTEzS8yVLltTYsWNt9qlZs6aGDh2a9PjAgQNq2rSpvLy8VLlyZS1btsxm+6ioKL388svW8c02JUqU0MiRI1M9/27duqlz584aMWKEChQoIH9/fw0bNsw6rz59+iggIEBFixbVt99+a7Pf8ePH9fDDD1vbm206depkDa1KtHHjRt11110KDAyUn5+fmjVrps2bN183POrrr7/WfffdJx8fH5UrV07z58+XozCNaNtXT1Kd1s+rVNVWCixcQa0eHaWrIed0eOevqe5XolJTNWj/mkpXuyvN44cGn9Xque/qrsc/lGsO50pcfujeIpo0/ajWrL+oQ0eu6t3/7VXeAE/d2TDtACM2Nl6XgqKTluCQ5M9/orKlcurRzsU08uN9ciYedZsrasefit65XnEXzyp82XTFR0fJo6r9XmWPag3l4uWjsLlfK/bUYcWHXFLsiUOKO38qaRvP+q0VdyUoIfPyzDHFB19SzNF9igt2rgB38tLVuq9pPXW6s65KFymgt7t2lpeHh+at/ivVfWLj4vT2lz/p+c6tVdROYHZ349pWo2iDKmXlrM4vWaX9Q8bq7LzU7ycplej5qMIPn9CevqMUuvdvHf18ss7MWqJSr3ZL2qbUa911/JvpOvH9bIXuOaQdLw5RbFiEinV7QM7kxyVrdL/1mamjMtZnppP1mZm7elOan5m3Jvyk5ztd/5nJ7eOl8W8+rTb1q6tkoXyqXqa4+j9xr/YcPanTF1N0HADXIM7LunGe0ayWu5ZuiNTOv2OsRrcfl0bIL6eLqpVJOy6LjZeuhMUnLVcjkr/tnb4Yp4kLI7TrcKwuBsfrwIlYLfwzUlVLucnVSVrrmlRz0/LNMdp9JE5nLsXrp9+i5Ovjoiol027F9HCTHmvloZm/Rys8yvYbsMm+NJmp03+Lso5pFvOzafQsU8Q5vjbmbnmPQv/4VVfX/aaYMyd0eeqXiouKVM7GrexuHxcWqriQoKTFq2J1xUdFKnzznzbb5fALkP/Dz+jidx+bYFnOZv6cGbqrXUe1uqu9ihUvqedf7i1PLy8tX/qL3e1/nj9LterU130PPKpixUvo8SefVuky5axszpQuXjivr8d/otf7vK0cOW6iBd3BEOel/T178fxp6vRwd9Vp2MzKqHz+9aEKunRBm9b9nup+v8ybqhZtOqlZ63tUpHhpdX+xv9X4+fuvC5K2adnuPlWsWkv5ChS2GjQf6vKcLl44q/PnTmfQu4Mzc46/RrdpwIABev/99zVo0CDt3r1bU6ZMsYLEa508eVIdOnRQvXr1tG3bNn3xxRf65ptv9O67795SIH3//ffLw8ND69ev1/jx49WvXz+bbT755BMrQJw+fbr27dunyZMnW0FzWlasWKFTp05p1apVGjNmjIYMGaK7775befLksV7n+eef13PPPacTJ05Y20dHR6tt27bKnTu3Vq9erT/++EO5cuVSu3btrODauHLlip566imtWbNG69atswJX8/7N+pTeeecdK0jevn279XyXLl106VJyT0pmCrl0QmFXzqtYucZJ6zy9c6tA8eo6c/T2amDFx8Vp+ZS+qtm8hwIKlpMzKVzAS4EBntq4Nbl39WpYrHbvD1HVimkPyyxa2Ftzv2uo6V/V1+A3KqpAPtvhWJ6erhryZiWNGX/AauR0Gq45lKNAMcUc3Z9iZbxiju1XjsL2f//cylRV7Kkj8m71kHK/8K5ydesvzwZ3mW99Sdu4l62q2DPH5XNPN+V+8V3lerKP3Ks1kjOJjonRniOnbBobXV1d1aByGW0/mPpQ+wnzlivAN6c6N62XQWfq+Pwb1tSFFbbZG+eXrVGehjWtn13c3eVXu4ouLE/x5Sg+XhdW/Cn/hrXkVJ+Zo6es4d7XfWYOpfGZmb9CAblz6b6mdW/qda6ERViNLKaBE0gNcV7WjfPy+rrIL6er9h9LbjQyw72PnolVqYJpN5jk83fVsB45NahbTj3Z1stqnEuLl6eLIqLiFecEmS0BuV3km9PFanxNeV2On4tTiYJpf73rfKe79h6L08GT1xdTM1mc5u3HpGiji45JyPYpVcgJvjbmcJNH8TKK3Lc9eV18vCL3bpdnqfI3dQjT2Bm26Q+rITOJi4sCur2iK7/OU8xp5yoVlHi/OHRwv2rUrGPzN7t6zdrat3eX3X327d1ts71Rs3Y97U+xvbkfjh09Up0eeETFS5RSdpBd4jzj/NlT1nDwqjXqJ63zyZnLGhZ+YJ/9ofEx0dE6fHCvqtSsb/NZq1Kjng7utb9PRES4Vi3/2WrQzBt4/d9u4FrOlVr2L5hA7eOPP9Znn31mBXJGmTJl1KRJE5veauPzzz9XsWLFrG3Nl6aKFStaAaUJTgcPHmz9At7Ir7/+qr1792rJkiUqXDih9pvpWW/fPnk45bFjx6xA0pyDeR3TQ38jpofdBMXmHCpUqGBlHISFhemtt96yCeBNoProo4/qp59+sv6wmN518xqG6cE3vfUrV65UmzZt1LJlS5vXmDBhgvW8yVIwgXPKDIHHHnss6b2Y89iwYYMVKGc204BpeOfOa7PeO1egwq5cuK1jb/7tK7nkyKHqTZJr/DmLgDwe1r+Xr2lkvBwUlfScPbv3X9GIsXt17GS48ubxUPfHSmjc+zX15Mt/KTw8IaJ95Zky2rk3xMrwdCYu3jnl4ppD8Vdtv7yZx64B9ksFuPrllWvxcores0lXZ49XDv988mr9kNUgGrl2cdI2HjXvUORfKxWxfplyFCwu75b3S3Exit5lv5aoowm6EmZlyAX42g6rD/DLrSNnEn7HrrVl/xErS3PqO69k0Fk6B88CgYo8a3vvMY/d/XLL1ctT7nn85Ormpshztr8/kWcvKmeF0nIWl1P5zOT1zaUjp1P/zMxd/ZemDe11U68RGR2tT2YuVrsG1a36mM7MGRpFnBVxXtaO83LnTHhvJpMyJfM48Tl7TCPnlKUROhcUZ2UntmvgqVce9LGGjkfa6X/N6eWitvU99OdO5+icze2T8N5Dw6+5LuHxyu2d+n41yuRQkUBXa/i5PcfOxlnD0k2tzMUbEq5Fhwbu1pDyxNd0ZK65cluxe2yIbfZ+7JVguRUocsP9PUqUlUeRErr84+c263O36WyVDXK2GpiJroQEW/cLP/88Nuv9/fPo5HH7HY+mbqa/ne0vX05OkJgzc6qVfXn3vc6VYXg7skucZwRdTngPvv62I2fM4+DL9ju6rpiM5rhY+V2zj3l8+uRRm3XLFs3UtO8+U2REuAoVKaH+wz6Vm7u7nBFxXsbK8o2Ye/bsUWRkpFq1anVT2zZq1CgpGDTuuOMOhYaGWj3fZnjSzRzDBMiJga1hjpmSCRbN8B4TpJoA0QSSJthMS5UqVWyCa5NhULVqchFq8wckb968OnfunPXYZBgcPHjQ6qFPKSIiQocOHbJ+Pnv2rAYOHGgFu2a/WFP/JSzMCr5Tql69etLPOXPmlK+vb9Lr2GOut1lSion2kJu7bUbfv7F/8wJrkp1EHXuMV3o4d2KnVWfz4ddm2XweHNVdzfKrz0vJPcx9h/27wtHrNiX/QTJD0E3m5sxvGqplk3xauOyM7qifV7Wr++vpV1MfLpqluLgoPizUqoNpelHjzp6wJvExEwMlNmKabUwmZuSan62HcedOKkdgIXnUuMNpGjFv1dXwSA36aroGdbtfeXLnzOzTgZN8ZgZ+PUODnrrvpj4zZpKfvl9MtbJ/3nqyU4acI5wTcZ6DxHkxUXJzu/04r04FNz3SMrnT4sv5/242mT1Hk1MJTQGYo2fCNOTpXKpV3l3rdtk2VHp6SD07eevMpTj9st4xZ/WpVS6H7m+a/OX+20W3fp5mCP69d7jrq58jbTItU7oaIf24LEr33+muO6p5WffgrQdjdeJ8XLaovWayMKNOHrWZBMi9WGnlbt5RZ97vk6nn5mgOHdinn+fNsuprOsN3JdzYHysXa+Ln7yc9fnPwmHR9vTuatVO1mvUVdOmiFs6drE8/eEuDR30lD4/b/1uCrC3LN2J6e6fRHfkvmADz2slMTIr+rahdu7YOHz6sX375xerRN0N4WrdurZkzZ6a6j/s1vRLmj4W9daaXzTABeZ06dawhTNfKly+f9a/JWLh48aKVwWCyBEx9KBOIJw5DSuu1E1/HHlP3yQxNSqnto4PV/vHkelL/VsnKLfRI7+RgOzYm4VzDr1y0mXgnPPSC8hZOfba9Gzn99yaFh17UpPeSsxji42L154JR2r76ez359go5kjUbLmr3/uTahR7uCV+E8vi76+Ll5P+eefw9dPDvtCfdSCn0aqyOnwpT0UIJv0d1qvurSEFv/TItuXi18W7/Ktq+O1i93tomRxUfftX6b+iS0/YLn3l8bXZm0j5XQ6x9UkbucZfOyjWXn5WNaXrlzTZxF8/Y7GfqbbqXqyFn4Z/bRzlcXa+bkOVS8BXl9bW9XsaJ8xetyVle+3hS0rq4f65RvR5va/bI3iqW3zY7OrswvfGmlz4l8zg6+IriIiIVdeGy4mJi5HnN9fEskFeRZ24vezwj5UnlM3MxJFR5/dL4zKSYpCfxM1P3mYGaM+L1pM+MacDs98VUnb4QpAl9n3H6LEwjO3z5zyzEeY4R59Vv218N2ydkjd4OU/fy6JmrSY/dciQ0jpgswJAU2Zjm8cnzqZ/jtcKjpPNBcQr0s21s8XSXXujko8ioeH3zc7jSeNuZaveRWCtLMlHi5D25vF1sslRze7vo1EX7NxxT19Jct1cfTG4gMBmWpQrFq3HVHHrrqwjrXnXgRJxGTY2UqeJhrocZpj6oq5e2hTj+jSwu9Io1KY+ZlTylHLn9rHqXaXHx8JRP3TsU/PNPNus9y1aSa24/FX73y+Rtc+SQ/wNPKXfLu3V60AtydLl9/ax7W/A1k/iYSX3889ifbMasv3bSH/PYlLgwdu/aoeDgID3b7ZGk581947tvvtCCeTM14dtpyoqycpxXu/6dNjOIx8Qk/O0LCbqkPAHJ79k8Ll7afqm13L7+cnXNYTOJj2EeX5udaYamm8XMdF62QlU993hr/bV2pRo3aytnQ5yXsbJ8I6YZzmMC3OXLl+uZZ55Jc9tKlSpp1qxZVvCa2KNkagyZXm5TUD0xMDx9OrngbEhIiBWopjyGKbRutjEF3Q1Th+happf7kUcesZYHH3zQ6qk39YfMcKL/ggmgzVCj/PnzW69lj3lvZmiVqX9kmPO+cOH2b65myFPv3r1t1n31a+pDmG+Fh1cua0lk/lv55M6nEwfWKrBIQqNlVESozh7briqNEoZG/RsV6tyrouVsMyvMjOfl63RSxXr3ydGYod4n/xnunejCpUjVrZFHBw8nfBnw8c6hyuV9NXdR8qQ0N+Lt5Wo1Wi65nJCR8ePMY1qw1Lbg8g/j6unTbw7pjw0OPrw8LlaxZ4/LrXh5xRxMzFR1sR5HbVltd5eYk4flUam2tV1ClSjJNU9+xYUGW8dL3Oba4ejWNiH2Z3t0RO5ubqpUsrA27D6kFrWrJAWiG/Yc0iOtrq/vaSZdmT78VZt1n89epqsRkerz+N0qGOCn7Cpo3Vbla9/UZl1gq8a6vC6hRm98dLSCN+9SYMtGOjt/ecIGLi7K26KRjn7+o5zqM1OisNbvOagWtSvbfmZa2v/MzBhmW3pg3JxlCjOfmceSPzOJDZjHzl3QhD7PyD+XTwa9Izgr4jzHiPMGfPXfZDCaod6RwSm/DcYr+GqcyhfLoZP/zKRtMidLFMyhNTtuvnHZw13K6+eqkKvJxzbHeaGzj2Ji4/XVgvBUsxMdgXVdom2/JZv3Uq5IDp2+GJPUIFssv6vWXpNpmsjUwBz9U4TNuodbeFhD7lduibnuS3jYP5uWKeyqnN4JDakOLzZGUccOybNCNYVv25CwzsVFnhWqK/R3+xPYJPKu3Vgubu4K22A7YYl5bGpqphTYa5DC1q/S1bWOldSQGtNRUaZseW3futmaZTzxb/aOrZvV/m7732sqVKys7ds2657ODyat27Zlk8pXTIgTm7W8S9WvqZk5bHBfNWtxl1rdlfmlKNJLVo7zvH1yWksi87fSL09e7dq2USVKJ4z4CwsL1aH9u9Sq/f12j2GGg5cqW9Hap27DZkmftV3bN+qujg+l+trx5n/x8UkNp0C2bsQ0s0KaWkd9+/a1irCbYUPnz5/Xrl27rht69OKLL1ozUvbq1cuaVdIUYzeF1U2gljjEx9QX+u6773TPPfdYdYVMDaWUM7GZnvby5ctbvd8ffvihFfy+/fbbNq9jCrabwLdWrVrWcWfMmKGCBQtaxzO6du2qIkWKpDmT5Y2Youzm9c1MlWaGSxOcHz16VLNnz7auhXlsAv8ffvhBdevWtc7TzID5X2Q0mJ5+s6Tk5p4+3RPmS0j1O7tq0/Lx8stXUr4BRbRh8SdWVmapqq2Ttps3vptKV22tak2esB5HR15V8IXk4VRXLp3QhZN75Onjp9x5CssrZx5rScnMTu6TO1B58jtHPZMZ80/qqUeK6/ipcJ0+G6Fnniipi5citXpd8heYse9W16q1FzR7YULD5ktPl7YaI8+ci7AmBurxeEnFxsXr198TGjETZyy/1tnzEdZrOLqov1bKu30XxZ49ptjTx+RRp5lc3D0UtXO99bx5zjRQRq5OGBoetW2NPGvdKa+W9ytqyyq55slnTewTtTk5wI3atFI5H3vNWh+9b4tyFCwhjxqNFL7Utiff0XVpc6eGfD1DlUsWUZXSxTRl6R8Kj4zSvU0SAlQzfDy/v696PdROnu7uKlu0oM3+iROvpFwfHBqmM5eCdP5yiPX4yOmEz57J1Au0k63niHLk9FHOsslDTH1KFZVvjYqKuhSsiOOnVeHd3vIqUkDbuidM7HF0wjSVeLGLKo7so+PfzVJgi4Yq9FB7bbz3uaRjHB77rWpMHKWgTTsVvHG7Sr7ylNxyeuv497PlTJ5o20SDv56pyiWLqmqpopqyLOEz06mJafiXBn41Q/nz+OqVB9um8plJ+HuTuN40YPb5fIr2Hj2lj1/tamVqXghOyJL2y+ltNZwC1yLOc5A4z83+iIb/wu9botWmvqeVSXkxJF4dGnko+Gq8dhxKnlX+pfu9tf1gjFZvT4hROjXx1M7DMbocEiffXC7q0NBT8XHx2rT/nwY/D+nFzj5W4+YPSyLk5eEir3/6202dSWfIqlmzI0Yt67jpQnCcLl2JV5t67la26q4UjY3P3u1hzcD+565YqyH07GXbNxYVE281VqZcX7dCDp27HKfQCKlEAVdrCPqa7TE6b9O47LiurFigvF17KeroIUUdPaDcLe6Wq6dnUoNjwFO9FBt0ScHzbLOYczVuaTV8xl21HWFgHl+7zsxOHhtyWTHnbj4xILPde99D+mTM+ypTrrzKla+kn+fNtMpPJDY4fjx6hALy5tOT3Z61Hps6lwP7v6Z5s6erTr2GWrNqhQ4d3KcXer1hPe/r62ctKZl7ZZ48ASpS9MalORwFcV7a37Pb3fuo5k7/VgUKF1P+AoU1c/KX8g8ItGYrTzRi4Euq27C52tyd0EjZvtNj+nLsMJUqW0llyle2ZjiPjIhQs1YJtZjPnTmpdauXqVqtBsrtl0eXLpzTglmT5OHpqRp1kifrBVKTLb4RmNkq3dzcrEDUFHA3gaWZ5fFaJqBctGiRFeTVqFHD6i3v0aOHVU8oZe+z6ZE39Y38/Pw0fPhwmx56E6zOmTPH2q9+/frWbJSmQHrK4uimx98UbD9w4IB1szezZJrXTQygTa2imykunxYfHx9rhksT2JtZNE3he/P+TECf2GNvZuTs2bOn1Ztv6juZYu5vvvmmnE2tFs8oJipcK2cOVlR4iAqVqqO7n/3KpgZnyMVjCr+anBl37vhOzRufMAGA8cf8hPofFep2VqtHk2uBOLPJs47LyyuH+r5cXrlyumnH7mC9MWSHolL05JssS3/f5GFk+fJ6auibleTr666g4GhriPhzb25RUEjW6BUzjYwuPrnkdUcHufj4Kvb8CV2dOV7xYQlfvlx989iMB4i/EqSrM7+QV4v7lOupflYDp2nAjNzwa9I2sWeOKWzeN/K68255NmqruOCLCl8xx5oMyJm0bVBdl6+E6ou5v+pi8BVVKF5In/XunjQ0+MzFILneYs2j37fu0dBvkodPDhg/1fq3Z6dWer5zcieDI/OrU1WNlicPga78UcJwyeOTZmt7jwHyLJRP3sUSsrGM8CMnrEC28ugBKtmrqyJOnNGO5wbqwrI1SducnvGLPPIFqPyQV+RZMJ9Ctu3RhrufUdQ1ReAdXdv65jNzNfkzU6yQxr2e4jNzKUiurjf/mTkfFGJ9ZoxHh35q89xXfZ9R3YrO0YFkj2k8yTxZv1YZcV7WjvOWb4qyGhsfaeUlb08X/X0qVuPnhtlkTposy5zeyZ91/1wueqqdlzVhj2mUNPuMmR6mq/9MhFMsXw6VLJTQOD24m+0EZe9MDLUaBR3dyq0x8nCTHmjmYTXAHjkTp28WRl1zXVxsrsvNyOfvovYNPOXtaSZxi9eKzaZxOLnB2NGFb/pTQbn85Hf3o9aw8qgTh3X+s3cVdyXYej5HnsDrZuFwy19YnmUr69wntmUSspImTVsqJDhY0378TpcvX1Kp0mU0eNiopOHk58+fk4tL8n2pYuWqer3PQE35YaJ+/P5rFSpSRP0HDleJkllrFnLivLTdff+T1sQ7E8eNVNjVUJWvXEN9h35sU7fSNEqaCX0SNbzzLoUEB2nWlAnW7OYmi7Pv0LFWVqfh7u6hfbu3Wo2bV69esYaZV6xSS4NHfX3dkHNnQZyXsVziry38A6SDjxfwMbNnxoRVmX0KDmthM+fqrcwobo2Tez5ha2WzAZl9Cg6pxcoRmX0KDsnnjoybTfWj2ZlXaO/N+2+vsQy4Ga9+nH6ZmM7M0zNb5Iv8K722J4yOgq0rvW078ZDscKUWmX0KDin/PyPKcL16FWzr46YX4ryMxV9WAACAdJSpHfQAAABIN8R5GSv7NdsCAAAAAAAAcCpkYgIAAKQjCvcAAABkTcR5GYtMTAAAAAAAAAAOjUZMAAAAAAAAAA6N4eQAAADpKI6K7wAAAFkScV7GIhMTAAAAt+TSpUvq0qWLfH195e/vrx49eig0NDTN7Xv16qUKFSrI29tbxYsX1yuvvKLg4OAMPW8AAAA4LzIxAQAA0lFWLPhuGjBPnz6tZcuWKTo6Wt27d1fPnj01ZcoUu9ufOnXKWj766CNVrlxZR48e1fPPP2+tmzlzZoafPwAAwH8hK8Z5joxGTAAAANy0PXv2aPHixdq4caPq1q1rrfv000/VoUMHq5GycOHC1+1TtWpVzZo1K+lxmTJl9N577+mJJ55QTEyM3NwISQEAAJA2hpMDAABkUZGRkQoJCbFZzLrbsXbtWmsIeWIDptG6dWu5urpq/fr1N30cM5TcDEenARMAAAA3g0ZMAACAdB5mlFnLyJEj5efnZ7OYdbfjzJkzyp8/v8060xAZEBBgPXczLly4oOHDh1tD0AEAAJxVZsZ52RGNmAAAAFnUgAEDrIzHlItZZ0///v3l4uKS5rJ3797bPieTDdqxY0erNubQoUNv+3gAAADIHhi/AwAAkI7iMrGr3NPT01puxhtvvKFu3bqluU3p0qVVsGBBnTt3zma9qWtpZiA3z6XlypUrateunXLnzq05c+bI3d39ps4NAADAEWVmnJcd0YgJAAAA5cuXz1pupFGjRgoKCtKmTZtUp04da92KFSsUFxenBg0apJmB2bZtW6tRdf78+fLy8vpPzx8AAABZG8PJAQAAcNMqVapkZVM+++yz2rBhg/744w+9/PLLevTRR5NmJj958qQqVqxoPZ/YgNmmTRtdvXpV33zzjfXY1M80S2xsbCa/IwAAADgDMjEBAADSUXycspzJkydbDZetWrWyZiV/4IEH9MknnyQ9Hx0drX379iksLMx6vHnz5qSZy8uWLWtzrMOHD6tkyZIZ/A4AAABuX1aM8xwZjZgAAAC4JWYm8ilTpqT6vGmUjE9RI6p58+Y2jwEAAIBbRSMmAABAOqLxDgAAIGsizstY1MQEAAAAAAAA4NDIxAQAAEhHcdRKAgAAyJKI8zIWmZgAAAAAAAAAHBqNmAAAAAAAAAAcGsPJAQAA0hEF3wEAALIm4ryMRSYmAAAAAAAAAIdGJiYAAEA6iqODHgAAIEsizstYZGICAAAAAAAAcGg0YgIAAAAAAABwaAwnBwAASEfxjDMCAADIkojzMhaZmAAAAAAAAAAcGpmYAAAA6SieDnoAAIAsiTgvY5GJCQAAAAAAAMChkYkJAACQjuKolQQAAJAlEedlLDIxAQAAAAAAADg0GjEBAAAAAAAAODSGkwMAAKSjeCq+AwAAZEnEeRmLTEwAAAAAAAAADo1MTAAAgHQUH5fZZwAAAID0QJyXscjEBAAAAAAAAODQaMQEAAAAAAAAoEuXLqlLly7y9fWVv7+/evToodDQ0DT3ad68uVxcXGyW559/3mabY8eOqWPHjvLx8VH+/PnVp08fxcTE3NK5MZwcAAAgHcVR8B0AACBLyopxXpcuXXT69GktW7ZM0dHR6t69u3r27KkpU6akud+zzz6rYcOGJT02jZWJYmNjrQbMggUL6s8//7SO37VrV7m7u2vEiBE3fW40YgIAAAAAAADZ3J49e7R48WJt3LhRdevWtdZ9+umn6tChgz766CMVLlw41X1No6VppLRn6dKl2r17t3799VcVKFBANWvW1PDhw9WvXz8NHTpUHh4eN3V+DCcHAABIR/Hx8Zm2AAAAIP1ktThv7dq11hDyxAZMo3Xr1nJ1ddX69evT3Hfy5MkKDAxU1apVNWDAAIWFhdkct1q1alYDZqK2bdsqJCREu3btuunzIxMTAAAAAAAAcCKRkZHWkpKnp6e1/Ftnzpyx6lWm5ObmpoCAAOu51Dz++OMqUaKElam5fft2K8Ny3759mj17dtJxUzZgGomP0zrutcjEBAAASEdxcfGZtgAAACBrxnkjR46Un5+fzWLW2dO/f//rJt65dtm7d++/vg6mZqbJrDTZlqam5qRJkzRnzhwdOnRI/yUyMQEAAAAAAAAnMmDAAPXu3dtmXWpZmG+88Ya6deuW5vFKly5t1bQ8d+6czXozg7iZsTy1epf2NGjQwPr34MGDKlOmjLXvhg0bbLY5e/as9e+tHJdGTAAAAAAAAMCJeN7C0PF8+fJZy400atRIQUFB2rRpk+rUqWOtW7FiheLi4pIaJm/G1q1brX8LFSqUdNz33nvPaiBNHK5uZj/39fVV5cqVb/q4DCcHAABIR6buemYtAAAASD9ZLc6rVKmS2rVrp2effdbKnPzjjz/08ssv69FHH02amfzkyZOqWLFiUmalGTJuZho3DZ9HjhzR/Pnz1bVrVzVt2lTVq1e3tmnTpo3VWPnkk09q27ZtWrJkiQYOHKiXXnrplmp4komJDHE1LC6zT8EhFS5fIrNPwWG5Nm2T2afgkKLdvTP7FBxWi5UjMvsUHNJvzd/K7FNwSB2jH8jsUwCyjFFlfszsU3BIxyt1yOxTcFhrqs3M7FNwSLVcTmb2KTis/DvTnhU5uzpX9eYz47Kd6H2ZfQZOa/LkyVbDZatWraxZyR944AF98sknSc9HR0dbk/Ykzj7u4eGhX3/9VWPHjtXVq1dVrFgxax/TSJkoR44c+vnnn/XCCy9YWZk5c+bUU089pWHDht3SudGICQAAkI7imWAHAAAgS8qKcV5AQICmTJmS6vMlS5ZUfIpUUNNo+fvvv9/wuGb28kWLFt3WuTGcHAAAAAAAAIBDoxETAAAAAAAAgENjODkAAEA6imOGHQAAgCyJOC9jkYkJAAAAAAAAwKGRiQkAAJCOsmLBdwAAABDnZTQyMQEAAAAAAAA4NDIxAQAA0hE99AAAAFkTcV7GIhMTAAAAAAAAgEOjERMAAAAAAACAQ2M4OQAAQDpilBEAAEDWRJyXscjEBAAAAAAAAODQyMQEAABIRxR8BwAAyJqI8zIWmZgAAAAAAAAAHBqNmAAAAAAAAAAcGsPJAQAA0lF8PMOMAAAAsiLivIxFJiYAAAAAAAAAh0YmJgAAQDqKo+A7AABAlkScl7HIxAQAAAAAAADg0MjEBAAASEfUSgIAAMiaiPMyFpmYAAAAAAAAABwajZgAAAAAAAAAHBrDyQEAANJRPAXfAQAAsiTivIxFJiYAAAAAAAAAh0YmJgAAQDqihx4AACBrIs7LWGRiAgAAAAAAAHBoNGICAAAAAAAAcGgMJwcAAEhHcfEMMwIAAMiKiPMyFpmYAAAAAAAAABwamZgAAADpiILvAAAAWRNxXsYiExMAAAAAAACAQyMTEwAAIB3FUysJAAAgSyLOy1hkYgIAAAAAAABwaDRiAgAAAAAAAHBoDCcHAABIR3EUfAcAAMiSiPMyFpmYAAAAAAAAABwamZgAAADpKJ4eegAAgCyJOC9jkYkJAACAW3Lp0iV16dJFvr6+8vf3V48ePRQaGnrTs3i2b99eLi4umjt3brqfKwAAALIGGjEBAABwS0wD5q5du7Rs2TL9/PPPWrVqlXr27HlT+44dO9ZqwAQAAABuBcPJAQAA0pHJPMxK9uzZo8WLF2vjxo2qW7eute7TTz9Vhw4d9NFHH6lw4cKp7rt161aNHj1af/31lwoVKpSBZw0AAPDfy2pxnqMjExMAAAA3be3atdYQ8sQGTKN169ZydXXV+vXrU90vLCxMjz/+uMaNG6eCBQtm0NkCAAAgqyATEwAAIB3Fx8Vl2mtHRkZaS0qenp7W8m+dOXNG+fPnt1nn5uamgIAA67nUvP7662rcuLE6der0r18bAADAkWRmnJcdkYkJAACQRY0cOVJ+fn42i1lnT//+/a1alWkte/fu/VfnMX/+fK1YscKqhwkAAABk+UbMlStXWgF0UFDQTe8zdOhQ1axZM93OiZk1AQCAoxowYICCg4NtFrPOnjfeeMOqd5nWUrp0aWso+Llz52z2jYmJsWYsT22YuGnAPHTokDUM3WRtmsV44IEH1Lx5c+tn4jwAAABkmeHkZgjS6dOnrSyCm/Xmm2+qV69eSY+7detmBce3GpCaINnsYwrSp2TOJ0+ePLd0LPz3mlZ1Uc3SLvJ0l05ckBZvitPl0NS3b1TJRRWKuihvbikmNmGf37bH6dKV5G1yuEqta7qoUnEXublKf5+RlmyK01XbUXkO7eG2/mrVMJdyertq7+FIfT3ros5ciLmpfTu19FOXjnm0cFWIvp93yVpnjvNwO3/VKO+twDw5FBIap407wzRt8WWFRzhHQePpy9boh0W/6WLwFZUrVlh9ut6nqmVK2N12xcbt+nbBrzp+9oJiYuJUvGCgurRvro5NkuvAmeN8Ou1nrdu5T1fCwlW7Qmn16Xq/ihfMJ2czY8lKTV6wTBeDQ1SueFG90f0RVSlb0u62v23You/mLtaJM+cVExurYgXz6/GOrdWhaYOkbYZ9/r0Wrlpns1/DGpX18YDke7Iz+Gn5Wn2/eLUuBoeqfLGC6tflHlUtXeyG+y1ev00DvvxJzWtV0v96PWmti46J1edzlmnN9n06cf6Scnl7qUHlsnrlwbbKn8dXziKgSV2VfqOH/GpXlVfh/PrrgRd1dv7ytPdpWl+VP+qvXJXLKeL4aR0c+YVOTJpjs02JFx5X6d495Fkwn0K279Wu14YreOMOObu4uMy7P97K0PF8+fJZy400atTIiqU2bdqkOnXqJDVSxsXFqUGD5HvAtVmezzzzjM26atWq6X//+5/uuece6zFxHuyZtmabvl/5ly5cCVP5woHqf18LVSt+45qqv2zZp/4//qIWVUpr7NP3WuuiY2P12S9/as2eIzpxKVi5vTzVoFxxvdrxDuX3yyVn8vOC+Zo9a4YuX76kUqVK67kXXlKFChVT3X7N6lX68YfvdPbsWRUuXETdnn5G9erVT3r+7g5t7O7X/eln9MCDD8vZJtn4be6n2rxqhiLCQlSsbG3d3XWI8hawH9MYqxd+qT2blunC6b/l5uGlYmVr6a4H31BgodJJ2yz4frD+3r1WV4LOycPTx9qm9UNvKl+KbRzZwgVzNXfWdOszU7JUGfV8oZfKp/GZ+WP175r8w7c6d/aMChcuqq5PP6u69Wzv8cePHdX3336lXTu2K9bEg8VLqP/bQ5QvfwE522dm1pQJ+m3pPIVdDVX5StXV/YW+Kli4eJr7LVs4QwvnTFbw5YsqXqqcuvZ8Q2XKV0l6/ptxI7Vr20ZdvnRBXl7eKlexmh7t9rIKF039s+goiPWcI87LjjIsEzMqKuq2j+Hh4WH18Jte8ZuVK1cu5c2bV+nFnM/t1JXC7WtY0UV1y7nol7/i9N2vcYqOlR5t5mo1QqameD4XbToQr+9/jdPU3+OsbR9r5ir3HMnb3FXLRWULu2jOn3H68bc45fKW7m/iPMnLnVr4qv2dvvpq5kW99fFpRUbF6+2eBeTuduPfnzLFPHRXw1w6csr29zbAL4cCfHPohwWX9MaHpzRu2gXVqOitFx4OlDNYum6L/jdlnp69r61+HN5b5YsXVq8PJuhScIrW6xR8c/no6Xtb69vBr2raiDd1T9P6GvbVNK3dvjcp4Hlz7ESdPH9Ro19/WpPffUMFA/PoxffHKzzCiVq7TRD251/6+IdZ6vFgR30/8i2VLVFUr478RJeCQ+xu75szp7p3bq+vh/fR5FEDdXezRnp3/CSt27bbZrtGNSpr0fj3k5bhvZ6WM1myYbtG/7RIz93bSlOGvKTyxQrpxTHf6lJIGr0kkk5duKz/Tf9FtcrbBqkRUdHac/SUnr2nhaYOeVmjX+6io2fO67VPfpAzyZHTRyHb92nnK+/c1PbeJYuq3vwvdXHleq2p20mHP/1e1b58V4F3NUnaptBD7VXpwwE68O44ral/n65s36sGC7+RR76AdHwn+DcqVaqkdu3a6dlnn9WGDRv0xx9/6KWXXtKjjz6aNDP5yZMnVbFiRev5xHipatWqNotRvHhxlSpVyvqZOA/XWrxlnz6av0rPtWmoaa8/rgqF8+mFCXN08UpYmvudvBSsMQtWq3bpIjbrI6JitPfEefW8q4F+ev1xjel2t46cv6RXJ86XM1n1+0p9/dWXeuzxJ/Txp5+rVOnSGjzoLQUFXba7/Z7du/TBqBG6q007ffLpF2rYqLHeGz5UR44cTtrmhx+n2SyvvvaG9bt4xx13ytn88cvXWv/rD7q761A9M3C6PDy99cPoZxQdnXpsdmTfRtVr+bieGfiTur4xUXGxMfphzDOKikz+rBUqUUWdnh6hl95bqCfe+FrxitcPo3soLi5Wjm71779p4lfj9cjjXTXm0/EqVbqMhg7ql+Zn5qNR76p1m/b636dfqkGjOzRy+GAdTfGZOX36lAb0eVVFixbTe6NG6+PPv9LDjz0hdw8POZufZ/+gpT9P19Mv9NM7H34jT08vjRryqqKiUv/MrFu9TJO/+Vj3PdpD7/7vexUvWdbaJzgoIfnDKFWmonq+MkgfjJumvu98LNPUNWrwK4qLdfzPDLEeHNW/bpExQ39efvllazE95oGBgRo0aFDS9PIlS5bU8OHD1bVrV/n6+qpnz57W+jVr1ujOO++Ut7e3ihUrpldeeUVXr15NOq4pPt+vXz/rORM0li1bVt98843dYUbfffedNSzJ9JyXK1dOXl5eatu2rY4fP253mJH5+fvvv9e8efOSajuZYxrmNcuXLy8fHx9rqJR5L9HR0Umv884772jbtm1J+5l19oYZ7dixQy1btrTenwmqzfsODQ21yRDo3LmzPvroIxUqVMjaxgT+ia9lT+J7mDhxohXsm4D9xRdftHq7PvjgAyvANgX233vvPZv9zHUyWQ8mq8L8NzDnZd5DIjOsyxTXL1CggHXMevXq6ddff7U5hvnvOGLECD399NPKnTu39foTJkyQI6lf3kV/7I7XgVPS+WBpwfo45faWKhRJ/UvQT6vitONIvC6ESOeCpJ83xMkvp4sK/nP/NBmdNUq5aPnWOB09J525LC3cEKdigS4qnH7flf5THZr6avavQfprV7iOnY7WZ1PPK4+vm+pV9UlzP08PF/Xqkk9fzrioq2G2RYqPn4nW6O/Pa9PucJ29GKNdByM0bdFl1aniI1cnaN+d/Mvv6ty8oe5tWl+lixTUgO4PysvTXfNXJXzJvlbdSmXVom51lSpSQEULBOqxtk1Vtlghbd2fEMAdO3NeOw4eVf9uD6pK6eIqWSi/BnR7UJFR0VqyboucydSFy9Wp5R26p3ljlS5aSP2feUxeHh5asHKt3e3rVCmv5vVrqlSRQipaMJ8e7dBSZYsX0da9B222c3d3V15/v6TFN1dOOZMfl6zR/U3rqdOddVSmSAG93bWTdV3mrt6U6j6xcXF6a8JPer5TaxW9JijL7eOl8W8+rTb1q6tkoXyqXqa4+j9xr/YcPanTF29+CG1mO79klfYPGauz82z/ZqSmRM9HFX74hPb0HaXQvX/r6OeTdWbWEpV6tVvSNqVe667j30zXie9nK3TPIe14cYhiwyJUrNsDcnYmNsqsJb3ivJ07d1pDyO+44w41aZLwBcXEB4lxnoml9u3bp/fffz/VOM944YUXiPOI81L1w6rNur9hVXWuX0VlCubVwAdaycvdTXM37Er7Hjx5sV5o21BFA2wz3HN7e+rL5+9X25rlVTJ/gKqXKKQB97XQ7hPndPqy/U47RzR3ziy1bdded7Vpq+LFS+ill1+1vjctW7rE7vbz581VnTr1rIzKYsWL68mu3VSmTFkrmzNRnoAAm2X9uj9VrXoNFSxUSM7E3KPWLZukpvc8r4q1WqlgsQq675lRVvbk3s2p/816svfXqtXkfuUvUk4Fi1dU56dHKvjiKZ06kvxZq9v8EZWsUE95AouqcIkqannfawq5dFpBF07K0c2bM1Nt2nVQ6zbtVLx4Sb3w8mvWZ+bXpYvtbr9g3mzVrlNP9z/4iJVd2aVrd5UuU87K5kz04/ffqE7dBurW4znruUKFCqtBw8by98/jdJ+ZxfOnqdPD3VWnYTMro/L514cq6NIFbVr3e6r7/TJvqlq06aRmre9RkeKl1f3F/lbj5++/LkjapmW7+1Sxai3lK1DYatB8qMtzunjhrM6fOy1HR6yXteM8Z3ZbzQ4mUDQ1jUwv+8cff6wxY8bo66+/TnreBHA1atTQli1brGDRBFOm597UP9q+fbt++uknK9g1AXIi0+g5depUffLJJ1btpS+//NIKvFITFhZmBXWTJk2yMgFMQGcyAVIbcvTwww9b52CGB5nFDF0yTOBmAtbdu3db7+Wrr76yhjgZjzzyiFUnqjykxKkAAFF3SURBVEqVKkn7mXXXMkG6Ca7NsKONGzdqxowZVrCY8v0Zv/32m3UtzL/mGprXTQyWU2O2/+WXX7R48WLr+piAv2PHjjpx4oR+//13jRo1SgMHDtT69euT9nnooYesmlVmPzPkq3bt2mrVqpVVs8owQXeHDh20fPly67+RuS5mSNexY8dsXnv06NGqW7eutY0Jqs0XDvPFxBH455Ryebvo8NnkX+DIaOnURanILSQHmkZLI+KfxMOCeaQcOcxxk7e5eEUKvhqvInlvPkMks+QPcLMaLLfvj0haZ4Z7HzwWqfIl0s4oeeb+vNqyO0w7DiTvmxYfb1eFR8TJ0Sdli46J0d4jJ9SgSvmkda6urqpfpby2Hzxyw/3NH4kNu/br6OnzqlWhdNIxDU93N5tjeri7aeu+5J5qR2ddm8PHVL9aRZv3Ua9aRe3Y//dNXZuNO/bq6OmzqlWpnM1zm3fvV7ueffTQ60M06uspCr6Sdgajo10XkzVphnunvC4NKpfR9kO298mUJsxfoYDcuXRf0+SyA2m5EhZhNZSYBs6syr9hTV1YYdsgfn7ZGuVpmND45OLuLr/aVXRh+Z/JG8TH68KKP+XfsFZGny5uIs7LkSOHjh49ajVSHjx40IpPzDDVxDjPNHKauOzIkSOpxnkmtvnxxx+J84jz7DLlN/acOKeG5ZLLd7i6uqhh+eLafjT1BoAvl65Xnlw+ur9BQrbvjYRGRMkk/5oGTmdgGsQPHjygmjVr2fxtMo/37t1jd5+9e3erZi3be2ntOnVT3f7y5cvauHGD2rRpJ2dz+fwJhQafV+nKCb/7hpdPbhUtXV0nDtmWi0hLRHjCKB3vnPbLW5gMza1rZss/sKh8A25c3iCzPzOHDu5XjZq1bT4z5vG+vbYjaBKZ9TVqJZQLSVSrTt2k7U35kL82rlfhIkU1ZGA/dX3sAb352kta9+caOZvzZ09Zw8Gr1kgur+CTM5c1LPzAPvvDnGOio3X44F5VqVnf5ppWqVFPB/fa3yciIlyrlv9sNWjmDXSu4fY3g1gPTlET0/SimwDQfPmqUKGC1TttHpvhRYbpETZBYSLTW9ylSxe99tpr1mPTq26C2GbNmumLL76wgqrp06dr2bJlat26tbWN6S2/0U35s88+S6rBZIJFM8zJBNz16yffVAwTJJuec5MFcG3heRMYpuyVNoHwtGnT1LdvX2sfs68J5FMrWG9MmTJFERERVqCdM2dCtpE5NxMwmuDT9IQbJvg1680XADPUygSpJsBMvG72mD8UpofeBOGVK1dWixYtrABz0aJF1g3TXH/zGiZgNtfCNA6ba2CC28RhUKZR2WQTzJw508ocMA3MZklkMmfnzJljzSCaMiA3AbAJahMzGcx/Y/M65jUzW85/vvNfvaa97WpEfNJzN6N1LVcdPx9vZXImHNdFMbHxVoOo7XGlXE7QzuDvmzAuPviK7VAF8zjxOXsa18ypUkU9NGDszfUO5s7pqgda++vXdfaHYzuSoCtXreyMAL/cNusDfHPryCnbCSpSCg0LV/tX3lFUTIxyuLqq31MPqGG1hM9+yUIFVDBvHn02faHeevoheXt6aPLi33X2UpAupDIM2xEFhYT+c21sM1bM46MnU7Tk27k2d78wQFEx0da16fP0Y2pQvVLS8w1rVrayNQvnD9TJs+f1+bR5eu39z/T18L7W9o7u8pWwhOvia9vAktc3l46cPm93ny37j2ju6r80bejN1f2MjI7WJzMXq12D6lZ9zKzKs0CgIs9esFlnHrv75Zarl6fc8/jJ1c1NkecuXrPNReX8p9PAmcU7aa0k4jxbxHkZ6/LVcMXGxStvbtsRJHlz+ejwueThmilt/vuk5mzYpem9u9zUa0RGx2jswjVqX7OCcnk5RyNmSEiI9Xnxv6ZWq8l+O5EiS/naRslrs+NMlnPQZfvXcfmvy+Tt7aPGdyQPA3UWoSEJf59z+doOncrpG6jQYNu/Q6kx13fx1BFWLc0CRZM7v40NK6Zo2YyPFB0ZprwFS6nrmxPl5ubYw6dDQoJv+TNjPhvXf2byWPU0jeCgIEWEh2vWjGlWluZT3Z/V5k0b9f57Q/Xu+6NVtVryvcfRBV1OiD18/W1Hz5jHwan8jlwJCbLKCPhds495fPrkUZt1yxbN1LTvPlNkRLgKFSmh/sM+lZv7Pxk0WUh2jvWcNc7Llo2YDRs2tKlbZAq9m95cM/zFML26KZkhLiYDc/LkyTYZPOamevjwYSs4NgGfCXZv+g24uVnDYxKZYNH8UTZZnNcGt2kxWaGJWQGm59oMkTJDc26FeU0TLCYGtoYZZmXenwlEE4Nb09Nv3mciM9zIvPe0mIDbBLaJzLHMMUxgm3Jd4myh5lqb93Ftnajw8HDrPRrmeTOEaeHChVbWgXnP5vlre+irV6+e9LP5721vVtKUzJcHs6QUE+0mN/fbDw6rlHBR+zrJn7npq28//a9dHRfl85N+WO7gqYRpaFI7p3o+mPzfeuTXqTc8pSavfw516xygd788o+iYG9+IvT1d1L9HAZ04G6UZS5xnGOyt8vHy1JT33lBYRJQ27jpg1dQskj+vNdTczS2HPny1m4Z//ZNaPj/QapirX6WcGldPvUh6Vrs2P4x6y6r/uXHnPn38w0wVyR9oDTU32jROvjeboeZmuf/Vwdq8a7+V5ZnVXA2P1MCvZ2jQU/cpT+6cN5Vl1PeLqaYTWm892SlDzhG4FcR5tojzUo/z4qOj5ZnJX8qvRkTp7alLNOShVspjCpnfgJnkp8+kRdZn9O0HW2bIOTqLX5ctVvMWLa06tY5u+9oFWjBpSNLjLq+Nv+1jLvpxmM6dPKCnB0y57rnqDe9RmSqNdSXovP5cMlEzvnhNT781Ve7/wfccZxIXn/C9yQwf73Tfg9bPpcuU1d49u7R40QKHbsT8Y+ViTfz8/aTHbw4ek66vd0ezdqpWs76CLl3UwrmT9ekHb2nwqK/k4ZG9PjOAU8xOnjLISwymnnvuOasO5rVMDR4zHCkzrF271socMPWQzDAhU/vJ9M6bQD09mBpxKZmA0QTAt7pPWscx19oEzYm1oFIywb9hshBMNoTpuTe1R00mwoMPPnjdJEy3er4jR460rmVKLR8YpFYPJQcY/9aBk/E6dTG5gS1x8h6TdZkyG9NkUp4NunFDXJvaCZP3/LAiTlfCbTM53XK4WsPMU2ZjmtcJvblR1hnqr11hOnA0+QtF4uQ9frlzKChFNqZ5fOSk/Um2Shf1lH/uHBr1esKkDIYZUl+ptKfa3ZFbj/c7ajW2GF6eLnqrZwGFR8bpo+/OK9YJ2n/9c+e0GhmvncTnUsgV5fW3zc5MyXyBLFYgYbbeCiWK6PCps/puwXKrEdOoVKqYprz3ppWVaBql8vjm0lNDxqpyqRvPXu0o/H1z/XNtbLNHzeMAf9+0r03B/NbP5UsW05GTp/X9vMVJjZjXKlIgn/xz59Lxs+edohEzT26fhOtyzSQ+F0NClfeajF7jxPmL1oQ+KSfpifvnl6buMwM1Z8TrKpY/ocHBfFb6fTFVpy8EaULfZ7J0FmZiT7zpoU/JPI4OvqK4iEhFXbisuJgYef5zfZK3yavIMzeXOYOMR5xnX3aM895+rIMGPn63/kt5cnorh6vLdZP4XAwNU6CdjqLjF4N06lKIXkkxSU/iPbh2n481r99TKhbob9OAaepgfvXCA06ThWmYxnfz9zfosu2ELGaCFlPL0h6THXztBC6mNIN/nuu337lzh1XGoG//t+UMKtRsoSKlkxviY2MSPt+hIReV2z8hRjGuhlxQweLJo0VSs/DHYdq/baW69/9RfnaGiZuh6WYxM50XLVNDo15uoL2blqlaw//28/9f8vX1u+XPjPlsXP+Zuaw8/3xmzDFNR4upl5lSsWLFtXvXTjmy2vXvtJlBPCYm4cteSNAl5QlIjlXM4+KlbcskJcrt6y9X1xw2k/gY5vG12ZlmaLpZzEznZStU1XOPt9Zfa1eqcbO2ykqI9eAUjZgp6/IY69ats4YOpex9TsnU6jG1iEwgZU+1atWsoMnU/kkcZnQjplf5r7/+SuqNNz3h5o+yGWpkj+lRTMwgSPTnn3+qRIkSevvt5D/Wps7Tjfa7lnlNU/PI1ExKDOxN/abEYUAZyVzrM2fOWBkMpnffHnNupgD9fffdlxQQm9pVt2vAgAHq3bu3zbqx8/+b9vKoGCnqmpJ6oeHxKlnARef+abT0cJM1+c7mgzduwDST/5iZx4OT5xywmIl8YmPNcaV9JxLWBeSWNfnPyYuO12IXERmviMiE+oyJLofEqFo5Lx39Z4ZxkzlZtrinlv5pf+j3jgPheuND28LkLzwSqFPnojXvt+CkBkxzHDPLeXSM9MHEczeVtekI3N3cVLFkUW3YfUDN61az1pn7jcmufDjFrHk3Yr4QRZk3f41cPt5Jk/3sOXxcLzzYXs7CujalilvZlM3q1Uy+Njv36aG2zW/p2kTbuTaJzl68rODQqwpMo2HU0a5LpRKFtX7PQbWoXTnpumzYc0iPtGx03fZmop4Zw2wbb8bNWaawiEj1eexuFQzws2nAPHbugib0eUb+udKebCsrCFq3VfnaN7VZF9iqsS6v25qUxRW8eZcCWzbS2fnLEzZwcVHeFo109PMf5eycdZgRcZ4t4rzU47z45WnX/Pw33N1yqFLR/Fp/4LhaVkv4TMXFxVuPH73j+iyvUvkDNPPNJ2zWjfvlT12NjFbfzs1U8J8Oy8QGzGMXgvT1Cw/IP+eNszYdiWl0Llu2nLZt26pGje+w1pnfq21bt+rue+61u0/FipW1desWdep8f9K6LVs2q2LF63+Pli1dbB2/dOkycgae3rmsJZHJrM3ll0+Hd69VoX8aLSPCQ3Xi7+2q2+KxVI9j9ls0ebg1+U+3fpOUJ1/RG794vPl/vGL+aTh15M9MmbLltX3bFjVs3CTpM7N96xZ1uKez3X0qVKys7Vs3697OyROubN2yyVqfeMyy5Svo5Anb4egnT55Q/vyOXe/R2yentaT8b++XJ692bduoEqUTOuLDwkJ1aP8utWqf/DuTkhkOXqpsRWufug2bJV3TXds36q6OD6X62ubzYl4vseE0K8nOsZ6zxnnO6raKkpnhKCaIMQGlKUL+6aef6tVXX011e1NnxwSSpg7P1q1bdeDAAWsGycS6PCYIe+qpp6wZEk1NHzP0yPQwm/pJqTE30F69elmBtilqboI1M/wptSFG5jXMUCdzzhcuXLBqLZmA3LwX0ytvhuCY4UamZtC1+5nzMedt9rt2GI1hevnNzJnmPZiC9qaekDm3J598MmmI0c0Gh6bw/e0wXw7MsC8zQ+bSpUutoNVcexPAmy8Dhnnfs2fPtt6TGZb0+OOP3zBT4GaY2kymlzjl8l8MJU/Nhv3xuqOyi8oVljUs/J4GrlZW5b6TyTeTx5u7qk7Z5CFxbeu4qGoJF81bF2c1jJoMS7O4/fO9zGRfbjscr9Y1XVUif8JEP3fXd9WJCyYTVE5h0aoQ3d/aT3WqeKtYQXe9/Hg+q2Fz487kjIZBzxdQ2ztyJzWEmtnHUy6RUfG6EhZn/ZzUgPlcQXl6uGr89Avy9nK1sjvNkmLEocPq0r6Z5q5cp59Xb9Thk2c18ruZCo+M0j1NE+4Xg8dP0Wc//Zy0/bfzf9W6Hft04txFa/sfF63Uoj/+Uoc7kgud/7p+q/7ac9DaZuWmnXpp1Hg1q1M1qW6ms3isYyvNW7FGC39fq8MnT2vUN1MVERmpu5slNNYNHfedxk1NnpHyu7mLtX77HqvWpdl+8s+/6pfV69XuzoRrGRYRoU9+nKUdB/7WqXMXrYl/+nz0hYoWyKeGNRICYGfwRNsmmvP7X5r/x2b9feqcRvwwz/rMdGqSUBx/4Fcz9MnMhNlgzVDKskUL2iy5fbytYffmZ9Moahow+3w+RbuPnNR7zz5iNfxeCL5iLYkTRTmDHDl95FujorUYPqWKWj97FUuYxbbCu71V49tRSdsfnTBNPqWKqeLIPlbdoxLPP65CD7XX4Y+TGz4Oj/1WxXo8rCJPdlauiqVVddxQueX01vHvZ2fCO4RBnGeLOC/1OC+9hpI/2bS2Zq/fqfkbd+vvs5f07qzlCo+KVuf6CX9H3p6yRB8vXJM0yV65QoE2i5msJ6enu/WzaRQ1DZhvfr9Qu4+f1cgu7axG0QshV63F3J+dRef7HtCSxYu0/NelOn7smD4f94kiIiPU+q6EzK7RH32g7779Jmn7ezt11uZNf2n27Jk6fvyYJv84SQcP7L+u0TMs7KrWrF6lNm2dpyP2WiaTuOFdXbXq5/Hau2WFzp7Ypzlf97OyMivWTu48+f7Dblq//EebDEwzNP2B5z6Sh1dOXQk+by3RUQlDsC6dO67VC7/UqSM7FXTxlI4d3KzpX7xqDSMvV/3mS2RkFjPke+nihVrx6xIdP3ZU48eNtfnM/O+j9zXp2+QJeu/pdL9V43Lu7Ok6cfyYpv74vQ4d2K+OKRo973vgEa1ZvdI67ulTJ62ZyzeuX6v2d9tvTHfkz0y7ex/V3OnfatP6VTp+5KC+/N878g8ItGYrTzRi4Eta+vOMpMftOz2mlUvnadXyhTp5/LC+/WKUIiMi1KxVQlbuuTMnNX/Gdzp8cI8unD+j/Xu265NRb8nD01M16iRPPOWoiPXgqG4rPc4EYKa2jgkkTa+8CWxNIfHUmJo7pvfdBFh33nmn1QtRpkwZmxkgTeH3t956yyowfvHiRWv4kXmcGh8fHytoNoHZyZMnreOaGR1TY4qqm4DZ1HEyPdImAL333nv1+uuvW0G2CVpNAXYzm7qpI5TIzLRpAkFTaN1kAHz77bdWIH3tuSxZssS6DqZ+k3ls9jOzed4KU7fo2npF/+ZmbIrBm2vdvXt3nT9/3qpx1LRp06RA25yX+SJhZu4MDAy0rqMpFu5s1u2Nt7Iv29d1lZeHdPy89NPvcTZDnP1zST4p2lHrlE1ov3+ipW02yYL1cdpxJKHxc9kW01Mm3d/YVSbp5PAZafEmx8vCTM2830KsxsbnHgy0ZhDfezhCIyactcmcLJDXXb45U5/o51qlinomzW7+6Vu2PdQvvXtC5y87diNMm4a1dPlKqMbPWqyLwSEqX7yIPu3TM2lo8JmLl+WaojXWNFaN+n6Wzl0KkqeHuzWRz/Dnu1jHSXQhKET/mzJfF4OvWBmGHZvU1TOd75KzuatxXWuCnwkzftbFoBCVL1FUY/v3Ut5/sibPXrhkc21MA+cHE6fq/MWEa1OicEG981J36ziGyUw6eOykFq1apytXw5Uvj5/qV6+s5x6+Rx5OVMy8bf3qunzlqr6Y+6v137hCsUIa93r35M/MpSBrttybdT4oRL9vTZgN9tGhn9o891XfZ1S3onMUNverU1WNlicPm6/8UcLf6eOTZmt7jwHyLJRP3v8EuUb4kRPaeO9zqjx6gEr26qqIE2e047mBurAseRbT0zN+kUe+AJUf8oo8C+ZTyLY92nD3M4q6pgC8M9cOczbEecR5ma1drQrWBD+fL1mrCyFhqlAkUJ8/21l5/xlOfiYoRLdwC9a54FCt3PW39fPDo5NrtxomK7NeWecoBdO0WXMFhwTrxx8mWZP2mAmyhg17zxo2bpw/f87mb1OlylXUp+8A/TDpO0367lsVLlJYbw8aqpIlS9kcd9XvCeUJmjVvIWd2R/tnFBUZrgXfD1ZEWIiKl6ujJ3p/ZVO38tK5Ywq7kjxc+q/fplr/fjfKtoOh09MjVKvJ/XJz99DR/Zu0btkkhV8NsSYOKlGhrnq8NfW6SYQc0Z3NWlgT/Ez54TvrM1OqdBkNGfZ+UkmBC3Y+M2/0fVs/TpqoH76bqMJFimjAoGEqkeIz06hxE73w8muaOX2qvhr/mYoULab+bw9V5SoJI56cyd33P2lNvDNx3EiFXQ1V+co11HfoxzZ1K02jpJnQJ1HDO+9SSHCQZk2ZYM1ubrI4+w4da2V1Gu7uHtq3e6sWz5+mq1evWMPMK1appcGjvr5uyLkjItbL+nGes3KJNxHmv9C8eXPVrFlTY8eOVWYxQ3rMDJgm2IRjG/GT8/RuZ6StG+zPCAjpm0d2ZfYpOKRYd+ca9paRPMJsazchwW/NU28gys46Ru/LsNe6/5XMqQVpzP7E/tDuGyHOw62I+PmLzD4Fh3S8UofMPgWH9deZ4pl9Cg6pVkHb0k5IdiUmuWwAkp2r2iCzT0HZPdZzxjgv2w4nBwAAAAAAAACnnp0cAAAgu6PgOwAAQNZEnOckjZim3lBmM7WKrq1XBAAAgNtDnAcAAABHQyYmAABAOqKHHgAAIGsizstY1MQEAAAAAAAA4NDIxAQAAEhH8fH00AMAAGRFxHkZi0xMAAAAAAAAAA6NRkwAAAAAAAAADo3h5AAAAOkoLi4us08BAAAA6YA4L2ORiQkAAAAAAADAoZGJCQAAkI7i4yj4DgAAkBUR52UsMjEBAAAAAAAAODQaMQEAAAAAAAA4NIaTAwAApKP4eAq+AwAAZEXEeRmLTEwAAAAAAAAADo1MTAAAgHREwXcAAICsiTgvY5GJCQAAAAAAAMChkYkJAACQjuihBwAAyJqI8zIWmZgAAAAAAAAAHBqNmAAAAAAAAAAcGo2YAAAA6SguPi7TFgAAAKSfrBjnXbp0SV26dJGvr6/8/f3Vo0cPhYaGprr9kSNH5OLiYneZMWNG0nb2np82bdotnRs1MQEAAAAAAADINGCePn1ay5YtU3R0tLp3766ePXtqypQpdrcvVqyYtX1KEyZM0Icffqj27dvbrP/222/Vrl27pMemkfRW0IgJAACQjij4DgAAkDVltThvz549Wrx4sTZu3Ki6deta6z799FN16NBBH330kQoXLnzdPjly5FDBggVt1s2ZM0cPP/ywcuXKZbPeNFpeu+2tYDg5AAAAAAAAkM2tXbvWamhMbMA0WrduLVdXV61fv/6mjrFp0yZt3brVGoZ+rZdeekmBgYGqX7++Jk6cqPj4W2sEJhMTAAAAAAAAcCKRkZHWkpKnp6e1/FtnzpxR/vz5bda5ubkpICDAeu5mfPPNN6pUqZIaN25ss37YsGFq2bKlfHx8tHTpUr344otWrc1XXnnlps+PTEwAAIB0FB8Xl2kLAAAAsmacN3LkSPn5+dksZp09/fv3T3XyncRl7969t309wsPDrdqZ9rIwBw0apDvuuEO1atVSv3791LdvX6tu5q0gExMAAAAAAABwIgMGDFDv3r1t1qWWhfnGG2+oW7duaR6vdOnSVr3Kc+fO2ayPiYmxZiy/mVqWM2fOVFhYmLp27XrDbRs0aKDhw4db2aQ3mz1KIyYAAEA6ymoF3wEAAJD5cZ7nLQwdz5cvn7XcSKNGjRQUFGTVtaxTp461bsWKFYqLi7MaHW9mKPm99957U69l6mbmyZPnloa/04gJAAAAAAAAZHOVKlVSu3bt9Oyzz2r8+PGKjo7Wyy+/rEcffTRpZvKTJ0+qVatWmjRpkjVBT6KDBw9q1apVWrRo0XXHXbBggc6ePauGDRvKy8tLy5Yt04gRI/Tmm2/e0vnRiAkAAJCO4uOpTQkAAJAVZcU4b/LkyVbDpWmoNLOSP/DAA/rkk0+SnjcNm/v27bOGjadkZhsvWrSo2rRpc90x3d3dNW7cOL3++uvWjORly5bVmDFjrMbSW0EjJgAAAAAAAACZmcjN5DypKVmypNUQeS2TWWkWe0x2p1luF7OTAwAAAAAAAHBoZGICAACkozgm9gEAAMiSiPMyFpmYAAAAAAAAABwamZgAAADpKD4u6xV8BwAAAHFeRiMTEwAAAAAAAIBDoxETAAAAAAAAgENjODkAAEA6iqfgOwAAQJZEnJexyMQEAAAAAAAA4NDIxAQAAEhH8fEUfAcAAMiKiPMyFpmYAAAAAAAAABwamZgAAADpiFpJAAAAWRNxXsYiExMAAAAAAACAQ6MREwAAAAAAAIBDYzg5AABAOoqPo+A7AABAVkScl7HIxAQAAAAAAADg0Fzi4+OpQopsIzIyUiNHjtSAAQPk6emZ2afjMLguqePa2Md1SR3Xxj6uC4D0xn3GPq5L6rg29nFdUse1sY/rgoxCIyaylZCQEPn5+Sk4OFi+vr6ZfToOg+uSOq6NfVyX1HFt7OO6AEhv3Gfs47qkjmtjH9cldVwb+7guyCgMJwcAAAAAAADg0GjEBAAAAAAAAODQaMQEAAAAAAAA4NBoxES2YooMDxkyhGLD1+C6pI5rYx/XJXVcG/u4LgDSG/cZ+7guqePa2Md1SR3Xxj6uCzIKE/sAAAAAAAAAcGhkYgIAAAAAAABwaDRiAgAAAAAAAHBoNGICAAAAAAAAcGg0YgIAAAAAAABwaDRiAgAAAAAAAHBoNGIiWwkJCdHcuXO1Z8+ezD4VAAAA/IeI8wAAyNpc4uPj4zP7JID08vDDD6tp06Z6+eWXFR4erho1aujIkSMyH/tp06bpgQceyOxTBJzKgQMH9Ntvv+ncuXOKi4uzeW7w4MHKzoKCgrRhwwa716Zr166Zdl4AkFUR5wH/LeK81BHnAY6BRkxkaQULFtSSJUusoHbKlCkaMmSItm3bpu+//14TJkzQli1blN0RrFzv7NmzevPNN7V8+XLrulx7m4yNjVV29NVXX+mFF15QYGCg9bvl4uKS9Jz5efPmzcquFixYoC5duig0NFS+vr7XXZtLly4pu+IeAyC9EOfdGPfg6xHn2UeclzrivLRxn0FGohETWZq3t7f279+vYsWKWT1khQsX1vvvv69jx46pcuXK1h+i7Ixgxb727dtbnxGT2VGoUCGb62J06tRJ2VGJEiX04osvql+/fpl9Kg6nfPny6tChg0aMGCEfH5/MPh2HwT0GQHoizksb92D7iPPsI85LHXFe6rjPIKPRiIks/wfn3XffVceOHVWqVClraFHLli2tXvpWrVrpwoULys4IVuzLnTu3Vq9erZo1a2b2qTgU0/O8detWlS5dOrNPxeHkzJlTO3bs4Npcg3sMgPREnJc27sH2EefZR5yXOuK81HGfQUZjYh9kaa+99pqV+l+0aFGrd7558+bW+lWrVqlatWrK7i5fvqyHHnoos0/D4ZiMDvp3rmc+K0uXLs3s03BIbdu21V9//ZXZp+FwuMcASE/EeWnjHmwfcZ59xHmpI85LHfcZZDS3DH9FIAOZXqH69evr+PHjuuuuu+TqmtBub3rRTM99dpcYrDz//POZfSoOZezYserfv7++/PJLlSxZMrNPx2GULVtWgwYN0rp166wvh+7u7jbPv/LKK8quTBZQnz59tHv3brvX5t5771V2xD0GQHoizksb92D7iPPsI85LHXFe6rjPIKMxnBzIxkaOHKkxY8ZYf5gJVpLlyZNHYWFhiomJsereXHtdsmvxbjNULzWm5s3ff/+t7Crxi3Nq1ya7ThLAPQYAMg/3YPuI8+wjzksdcV7quM8go9GIiSzt6aefTvP5iRMnKjsjWLHPzGqalqeeeirDzgVwZtxjAKQn4ry0cQ+2jzgP+O9wn0FGoxETWdp9991n8zg6Olo7d+5UUFCQVfh99uzZmXZuAAAA+PeI8wAAyF6oiYksbc6cOdeti4uL0wsvvKAyZcpkyjnBuURERCgqKuq62RuzqxMnTmj+/Pk6duzYddfFDCXJzq5evarff//d7rVhKA0A/PeI83C7iPNsEeeljjgPcAxkYiJb2rdvnzWD5enTp5XdEazYD1L69eun6dOn6+LFi9c9n13r3ixfvtwqXG4mTNi7d6+qVq2qI0eOWDN81q5dWytWrFB2tWXLFnXo0MGqsWU+PwEBAbpw4YJVayt//vzZeigN9xgAGY04Lxn34OsR59lHnJc64ry0cZ9BRiITE9nSoUOHrGLe2d2NgpXsqm/fvvrtt9/0xRdf6Mknn9S4ceN08uRJaxbL999/X9nVgAED9Oabb+qdd95R7ty5NWvWLCtw69Kli9q1a6fs7PXXX9c999yj8ePHy8/Pz5rZ0xQ2f+KJJ/Tqq68qu+IeAyAzEOcl4B5sH3GefcR5qSPOSx33GWQ0MjGRpfXu3dvmsfm4m175hQsXWkW7P/vsM2Vn9evXV/v27ZOClW3bttkEK2Y4VnZUvHhxTZo0ycriMEOKNm/erLJly+qHH37Q1KlTtWjRImVH5jOydetWa4iemdlzzZo1qlKlivW56dSpkxWwZFf+/v5av369KlSoYP28du1aVapUyVpn7jUmqMuOuMcASE/EeWnjHmwfcZ59xHmpI85LHfcZZDTXDH9FIINT/1Mu27dvt9aPHj1aY8eOVXa3Z88ede3a1frZzc1N4eHhypUrl4YNG6ZRo0Ypu7p06ZLVm2iY4NY8Npo0aaJVq1Ypu8qZM2fSEJFChQpZmS6JzJCa7Mz0xru6JvxJNYGbGU5jmN7648ePK7viHgMgPRHnpY17sH3EefYR56WOOC913GeQ0RhOjizNDBXBrQUrpsc1uwcrJrA9fPiw1VNfsWJFq2aS6WVcsGCB1fuaXTVs2NDqlTc9z6Yu0BtvvKEdO3ZYs7+a57KzWrVqaePGjSpXrpyaNWumwYMHW79DJqvDDKvJrrjHAEhPxHlp4x5sH3GefcR5qSPOSx33GWQ0GjGBbIxgxb7u3btbQyFMkNK/f3+rBo4ZkhYdHZ2ti1Ob9x4aGmr9bIaMmJ9/+uknK6DLztfFGDFihK5cuWL9/N5771k90mb4jLk2EydOVHbFPQYAMg/3YPuI8+wjzksdcV7quM8go1ETE1mOKSBsCgybWi6m18zFxSXVbU0NnOzMzKRnApTq1atbM+2ZPzp//vlnUrBSokSJzD5Fh3D06FFt2rTJqpdkrhWAm8M9BsB/jTjv5nEPvjnEecC/x30GGY1GTGQ5puewT58+8vHxsX5Oy5AhQzLsvOCcIiIi5OXlldmn4TCCgoI0c+ZMa6iI+T0LCAiwviQWKFBARYoUUXZmZsJduXKldW0ef/xxq7j5qVOnrHpbpjYQAOD2Eefhv0ScZ4s4L3XEeYBjoBETyOYIVq4XGxtrDRsZP368zp49q/3791v1kwYNGqSSJUuqR48eyo7MhAmtW7e2ipibGSr37dtnXZeBAwdaBc7NTJ/ZOYvDzMBorkNkZGTSZ+bVV1+1HpvPUnbFPQYAMg/34OsR59lHnJc64ry0cZ9BRmJ2cmRpZra4EydO/L+9OwGzuez/OP597GMZpCGyM8RYalKRkBZpm4gWlaFU1BUyKVGENDyeiHo80YNQIu0LabPVqGRJyZosLXYhZjyN+F/f23/GnDm/c8Yy8/ud+d3v13XNNWd+x3V1d66Z+3zO777v71cyLFmyRB5++GF56aWXPB1XJIWVOnXqmM5xzz77rHkDUlrDpH///mIrrXUzZcoUGTlypBQpUiTzuhbunjhxotgqKSlJunbtKhs2bAjYtaD1b2zu5qk0xDZp0kT++OMPiYqKyrzevn17c+zRVswxAPISOS885mBn5Dxn5LzQyHmhMc/AbdzEhK/pVv+MzpXbt283q4sacJ944gkZOnSo2I6w4kxXmvUD0J133ikFCxbMvN64cWNZu3at2Eq7Mnbv3j3ouq6w6t+Xzb744guzUyHrhyGlOzp+++03sRVzDIC8RM4LjznYGTnPGTkvNHJeaMwzcBs3MeFrq1atkosvvtg8njVrljRs2NAUGp4+fbpZgbUdYcWZhhEt7p7d0aNHTedKWxUtWlQOHDgQdF2P1MTExIjN9HdDj6dlpzuEtGaSrZhjAOQlcl54zMHOyHnOyHmhkfNCY56B27iJCV/TIKJvyOqzzz6ThIQE8/i8886Tbdu2ie0IK87q169vVlyz01ov2gnVVvr3oztbMgK+doTV2kD9+vWTDh06iM3atGkjY8aMyfxZXxvt1KhNJXQl2lbMMQDyEjkvPOZgZ+Q8Z+S80Mh5oTHPwG3cxISvxcXFmULLGlQ+/fRTU5BZaSe5cuXKie0IK84GDRokDz30kKntoiuvWtPlvvvuMzWU9DlbjRo1ygS28uXLS1pamrRq1crsZNAVaH1tbKavTUpKivlgpJ1O9YhjxhEj/T2yFXMMgLxEzguPOdgZOc8ZOS80cl5ozDNwG93J4WsLFiwwBZd1dahLly4yefJkc33AgAGm5o2GFpvt379fOnbsKEuXLpU///xTKlWqZLb9N2vWTObMmSMlSpQQW+kHIn1DXrlypQl08fHxJtjqSqztvvzyS1PEO+N10RpkEDly5IjMnDkz4LXReltZC8DbhjkGQF4i54XHHBwaOS80cp4zcp4z5hm4jZuY8D2tX6LhtmzZspnXNm/eLMWLFzcrjSCsAMhbzDEA8go5L2fMwQDyGvMM3MJNTAAIQ9+I9ahRVtHR0WJz8W7tBLtz586g12X06NFiMz2+qAHO6bXp1auXZ+MCAADOyHmByHmhkfOAyMBNTPiOFuTWWhwnY/ny5WI7wkqwTZs2mVpJekxN695k0OlSf7ecuhPaIDk5WZ588kmpW7euVKhQIeDvTB/PmzdPbKVdcLUzY5EiRUwdtuyvzc8//yy2Yo4BkJvIeaeGOTgYOc8ZOS80cl54zDNwUyFX/2uAC9q1a+f1EHwTVmx11113mSCrtbWyvy42Gzt2rHlNunbt6vVQIs7AgQNNLa3+/ftLgQL0zMvAHAMgt5HzTh5zsDNynjNyXmjkvNCYZ+A2dmICFtM3Gu2oR1gJVLJkSVm2bJl5M8YJFStWlEWLFklsbKzXQ4k4uiq/ZMkSqVWrltdDiSjMMQDgHeZgZ+Q8Z+S80Mh5oTHPwG0sI8D39u3bJxMnTjQrZ3v37s08XvTbb7+J7XQlsXnz5l4PI+JcdNFF8ssvv3g9jIjTp08fGTdunNfDiEjdunWTN954w+thRBzmGAB5jZwXGnOwM3KeM3JeaOS80Jhn4DZ2YsLXtEOadkYrXbq06VS5bt06qVmzptnyvnXrVpk2bZrYbOTIkaZI9ZgxY7weSkTZuHGj9OjRwxw3atCggRQuXDjg+UaNGomNtMbN9ddfL+vXr5f69esHvS5vv/222ErrZ91www2SlpYmDRs2DHptbK0HxBwDIC+R88JjDnZGznNGzguNnBca8wzcRk1M+FpSUpLZ2q6Ta6lSpTKvX3fddXLHHXeI7fr27WvCih6NIKycsGvXLhNw77777oCaLrYXfNfOi1q0u3Xr1kFFzW03fPhw+fjjjzOPplEP6DjmGAB5iZwXHnOwM3KeM3JeaOS80Jhn4DZuYsL3ndImTJgQdP3cc8+V7du3i+0IK87uuece0/10xowZFHzPYurUqfLWW2+ZoIJAo0aNohi+A+YYAHmJnBcec7Azcp4zcl5o5LzQmGfgNm5iwteKFi0qBw4cCLquxyRiYmLEdoQVZ1u2bJH3339fateu7fVQIspZZ51FQfMwcw31gIIxxwDIS+S88JiDnZHznJHzQiPnhcY8A7fR2Ae+lpCQIEOHDpX09HTzs64MaY2kfv36SYcOHcR2hBVnV1xxhaxcudLrYUScwYMHy1NPPSWpqaleDyXi9O7dW1544QWvhxFxmGMA5CVyXnjMwc7Iec7IeaGR80JjnoHbaOwDX9u/f7907NhRli5dKn/++adUqlTJHC9q1qyZzJkzR0qUKCE2e/nll2Xu3Lnme/Hixb0eTsR46aWXZNiwYea4kVPxbv3QZCM9eqU1pPRto3r16kGvi3aDtVX79u1l3rx55hhNXFwc9YD+H3MMgLxEzguPOdgZOc8ZOS80cl5ozDNwGzcxYYWUlBSz4nrw4EGJj483nSxBWAmlQIHQm9RtLvg+ZMiQsM/r6r2tsjYHcKLBzkbMMQDcQM5zxhzsjJznjJwXGjkvNOYZuI2amLCC1jChjkmwdu3aeT2EiHT06FGvhxCRbA6vObE5vIbDHAPADeQ8Z8zBzsh5zsh5oZHzQmOegdvYiQnfd0vTot36Pat///vf8tNPP8mYMWM8GxsAAABOHzkPAAC70NgHvqad0pxW5i+99FJ58803PRkT8i+tubVo0SKvhxFxunTpYorkI9iAAQNMzS0AQO4j5yE3kfOckfNCI+cB7uMmJnxtz549Urp06aDr0dHRsnv3bk/GlB8QVpx17txZWrdu7fUwIs65554r1apV83oYEem3336TzZs3ez2MiMMcAyA3kPNOD3OwM3KeM3JeaOS80JhnkFeoiQlf0yNG2i3toYceCrj+0UcfSc2aNT0bV34IK+GKnvtdq1atpFu3bnLLLbdIVFRU5vXPP/9c0tPTPR1bJEpOTvZ6CBFr6tSpXg8hItk+xwDIHeS802P7HEzOOzXkvNDIeaHZPs8g71ATE742efJkE2wfffTRzJUgDSijRo0ydZLuu+8+r4eICPTwww/La6+9Jv/73//k1ltvNUG3adOmXg8L+cy+ffukTJkyXg8DAHyLnIfTQc5DbiDnAd7gJiZ878UXX5RnnnlGfv/9d/Nz9erVZfDgwZKYmOj10CLGX3/9JZs2bZJatWpJoUJs0FZHjhyR999/36yw6o4O3e2hNW/0qFGFChXEFklJSSf9b0ePHi22+uc//2nmlttuu838rB+KtFbbOeecI3PmzJHGjRt7PUQA8CVyXs7IecHIeceR804OOQ+IHNzEhDV27dpljoyULFky6LmUlBRp0qSJFC1aVGySmpoqPXv2zDwKsX79enP8Sq/pEYDHH3/c6yFGhJ07d8pLL71kPiT9/fffct1115lOqDbUecleG2r58uUm+NetWzfzd6ZgwYJy4YUXyrx588RWNWrUkOnTp5tmEp9++qkJt6+//rrMmjVLtm7dKp988onYSP9epkyZYnZG6d/R0aNHA563+XcGQO4i5wUj550cct4J5Dxn5LzQyHpwG0txsEZMTEzI56699lr57rvvrKuf1L9/f1m5cqUsWLBA2rZtm3n9qquuMrsYCLciS5YskZdffllmzpwp5cuXl65du5oi3jfccIM8+OCD8uyzz4qfzZ8/P2AFvlSpUubDUNmyZc21P/74Q+6++25p0aKF2Gz79u1SpUoV8/jDDz804bZNmzZm1f6SSy4RW/Xu3dsE2+uvv14aNGgg//jHP7weEgCfIucFI+fljJxHzjsZ5LzQyHpwne7EBGxXsmTJYxs3bjxmm6pVqx776quvgl6DDRs2HCtVqtQxW+3YsePYs88+eywuLu5YkSJFjnXo0OHYRx99dOzo0aOZ/+aLL744VqJEiWM2qVSp0rFVq1YFXf/hhx+OVaxY8ZjN9P8/JSXFPK5Tp86xWbNmmcdr1661+m+pXLlyx2bPnu31MABYjpxHzsuKnOeMnBcaOS80sh7cxk5MwPKjV7rqnN2hQ4esXkWrXLmyqRultZF0Rd5pd0ejRo3koosuEpscOHDA/M5kp9f+/PNPsdnNN98sd9xxh8TGxsqePXvMrh+1YsUKU2fLVkWKFLH6/x8AvETOc0bOc0bOC42cFxpZD26j5z1gMa0PNXv27MyfMwLtxIkTpVmzZmIrremyZs0a0+001PG06OjogCM4Nmjfvr05UvT222/Lr7/+ar60qLl29dRwZ7PnnnvOdMitX7++qZWUUZNt27Zt5jiarR555BEZO3asnvrweigAYB1ynjNynjNyXmjkvNDIenAbjX0AEVP/RWsG2VYr6csvvzQriXfddZepZdK9e3dZvXq1LF68WBYuXGiKeNtIC7lrgCtTpkzQCnW7du2sLVCtDQL69u0rkydPlvT0dHNNu5xquP3Xv/4lJUqU8HqIiMAPRPoh8KyzzpK4uDgpXLhwwPP6dwYAeY2cR87LipznjJyH00HWg9u4iQn8/2qrjQXf1c8//yzDhw834f7gwYMSHx8v/fr1k4YNG4qttAujrqxmP4KlHfe0m2dGsLOVHkPbuHGjeazHsWwNte+///5J/9uEhASxke7oCEebKQBAXiPnkfOyIueFR847jpx3csh6cBs3MQFLV+g1oOmK/MCBA6VGjRpeDycifP/99+b7+eefb1bhdUUxw99//y1z586VCRMmyObNmz0cJSJFgQKBFVn0mF7Wt9Ss9cb09wcA4A1yHjlPkfNwKsh5QGTiJiZgsdKlS5udCYTbE2ElI5A4TY1RUVHywgsvmELwtq7MjxgxwtSS0t0KR48eDdrtYavPPvvM7GxJTk7OrDP21VdfyZNPPmmuXX311WIzbQqwbt0687hu3boha5ABAHIPOS8QOS88cl5o5LyckfXgFm5iwtd27NhhartkvBln/3W3fdWsS5cuZjW6T58+Xg8lImzZssX8juhOjSVLlgS8+WrnPT12pEeQbNWpUydTQ6tz585SsWLFoM6mvXv3Fls1aNBAxo8fL5dddlnA9S+++ELuv/9+00DA1g9EPXv2lGnTpmV+GNK/ocTERPNBsXjx4l4PEUA+Rs4Lj5wXiJwXHjkvNHJeaGQ9uK2Q6/9FwEVdu3aVrVu3mqM0Tm/GtouNjZWhQ4dKSkqKKe6eveZNr169xCbVqlUz37OvPOO4jz76yHQ5bd68uddDiThaOyp7g4CMXTA2H0tLSkoyH4g++OCDzN8bbTShc4t2s3zxxRe9HiKAfIycFx45LxA5LzxyXmjkvNDIenAbOzHh+xpIukKmq9AIFu54kX4QsOnYiBbv1g6e2lEvp0Lethbv1t+XOXPmSL169bweSsRp2bKlFCtWTF555RWpUKFC5g4hXYU+fPiwCXc2Ovvss+XNN9+Uyy+/POC6drG89dZbzdEjADhd5LzwyHknkPNyRs4LjZwXGlkPbmMnJnytSpUqjjVvcNymTZu8HkLEaNeunWzfvt0cJdLH4UK/rcfTnn76aRk0aJBMnTqVoyHZTJ48Wdq3by9Vq1Y184765ZdfzC6Yd999V2yVmpqaGfaz0r8zfQ4AzgQ5Lzxy3gnkvJyR80Ij54VG1oPb2IkJX/vkk09k1KhRptNg9erVvR4OkK9dcMEF5jiNvm3o35PuZshq+fLlYjN9XT799FNZu3at+Vl3Mlx11VVWH2+88sorpVy5cqZOku5gUGlpaaZO2969e02hfAA4XeQ8IPeQ88Ij5zkj68Ft3MSEr5UtW9asAB05csSsKGZ/M9aJ1WY5dV/UVUcgw5AhQ8I+/9RTT7k2FuQPq1atkmuuuUb+97//SePGjc21lStXmpD78ccfS1xcnNdDBJCPkfPCI+fhVJDzcDrIenAbNzHha3ocIhxdIbKZHovIKj093bwR7du3T6644gp5++23xRbPP//8Sf9b2wrhI2faOCEcPZ5lK73BMH369ICdC3feeadERUV5PTQA+Rw5Lzxy3gnkPJwJcl54ZD24iZuYAAJox8YHHnhAatWqJY899pjYWvxei1DrG3JGJ0IN/LrLQ+u72FQIHyd/BCv7B0WtRVaoUCHzt2T7ESwAQGQg5x1HzsOpIOcBkYObmLCGdo7766+/Aq5FR0d7Np5Itm7dOtNhbtu2bWKj1157Tf7zn//IpEmTpG7dupmvyX333Sfdu3c3K4u2OOuss2T9+vWm86Ae2wtX98f2Y3vZHThwQLp27Wp2wnTu3FlsQQdYAF4g5508ch45LwM57/TZmvMUWQ9e4iYmfO3QoUPSr18/mTVrluzZsyfoeVu7D+Zkzpw55giWrlLbSFdU33zzzaBV12XLlknHjh2t6vapR/Vuv/12KVq0KMf2TsMPP/wgN954o2zevFlsUaBAgcwOsPo4FJs7wALIHeS800POI+dlIOedGRtzniLrwUuFPP2vA3lMj8nMnz9fXnzxRbNCNm7cOPntt99MF8sRI0aI7ZKSkgJ+1jUNXZWfPXu21UFFXwNtEpCdvgnv2LFDbJL19+Dzzz83OzdatWplPgAgZ/v37zdfth1VdHoMALmNnBceOc8ZOe8Ect6ZsTHnKbIevMROTPha1apVZdq0aeYNWY8Uab2S2rVryyuvvCIzZswwK9E2a926dcDPupIWExNjir1rR0ut82IjXVHVD0ETJ06U+Pj4zNX5+++/X84999wcj034lR6zWrhwoWzcuFEqVapkQm5G2I2NjRWbZW8YkPFBUecafX306JqNdP697bbbzA6PrPTI58yZMyUxMdGzsQHI/8h54ZHznJHznJHzQiPnhUbWg9u4iQlfK1mypKxevdqE3MqVK5sujBdffLE5JtKwYUM5ePCg10NEBNLjVboyPXfuXFPrRemK/TXXXCNTpkwxRydspsF/0aJFJujql9ZSqlixovz6669iq+wNA7J+UOzfv7+UKlVKbFSwYEET8rP/zeixT73GESMAZ4Kch9NBzguPnBeMnBcaWQ9us3P5DdaoWbOmCbIabs877zxTM0nD7QcffJDZjdBmaWlpZiVRuzGqLVu2yDvvvCP169eXNm3aiK00lOjuDQ1ta9euNdf096dOnTpeDy0iaOH3cuXKme/6d6Q7OfQ1s5lN9bNOhc4vTk0C9INQ6dKlPRkTAP8g54VHznNGzguPnBeMnBcaWQ9uYycmfO25554zq0O9evWSzz77zBwf0V/59PR0GT16tPTu3VtspgH25ptvlh49esi+fftMh8YiRYrI7t27zevzwAMPeD1ERJABAwbIggULZMWKFVKvXr3MY0YtW7Y0QRfHZexU0F1BttJmCRpoV65cKXFxcQFHFnVFXj8MtG3b1txwAIDTRc4Lj5yHU0HOOznkvOPIevAKNzFhFV2B1po3Wi+pUaNGYruzzz7bHBPRNx6tC/TCCy+Y4PLWW2/JoEGDZM2aNWJT8funn35aSpQoEVQIPzsN/jbKODrTp08f86GIHQsSUNR82LBhMmrUqMzji3q06JFHHpEnnngibOdGPxoyZEjmd30N9MhnBv0AXb16denQoYN5DAC5hZwXiJx3AjkvZ+S80Mh5wch68ArHyWGNw4cPS7Vq1cwXjktNTc2s4fLJJ5+YwKJvwk2bNjUfBGyioV53bmQ8DsXpuIQt9HXRD0O6Sq8hTkNJxiq9ftkcdjXATpo0yXTDbd68ubn25ZdfyuDBg83c88wzz4hNnnrqKfNdA6wWey9WrJjXQwLgc+S8YOS8E8h5OSPnhUbOC0bWg1fYiQlf063sycnJMn78eNmxY4epfaP1kwYOHGgm3G7duonNdJfCvffeK+3bt5cGDRqYAufNmjUzuxiuv/562b59u9dDRATT4yN6lG/69Olmhdrmwt3axVPnmYSEhIDr7733njz44IOmSD4AIHeR88Ij5+FMkPNOIOcBkcO+fc+wiq6KaZfBkSNHBmxl1yCnx2psp0eJ+vbta4L+JZdcYoJtxmq91jkBstI1r+XLl5tjVhriWrduLa+++qrpAKv1yGy2d+9e0xQgO72mz9lKP/A8++yzptHGOeecI2eddVbAFwCcCXJeeOQ8nApyXmjkvNDIenAbOzHha1oTacKECXLllVea4zS6oqgr9NqJUIPcH3/8IbbTVfht27ZJ48aNM+u5LFmyRKKjox3frG2gx0K0btT8+fNl586dZvU5Kw14NtKi7loHSH9XMo4XtWjRgg6wIubDoX49//zzAdd79uwp3377rXz99ddi6wdovZGgtZKefPJJcxxr8+bN8u6775rnbP9QBODMkPNyRs4LRs5zRs4LjZwXGlkPbqMmJnxNt/ZrwM1Ow0pGXRzb6YqZfqkDBw7IvHnzTPdKW4Ot0uNnukuhY8eOZlXR5vpIWelqvIZZ/eCDQLoLSI/maXfcjJ0uX331lfzyyy8yZ84csZUeQfvvf/9rXhutG9WpUyepVauWOeKogZ9gC+BMkPNyRs4LRs5zRs4LjZwXGlkPbuMmJnytfv368sUXXwQVeX/zzTc5RiMit956q7Rs2VIeeughSUtLkyZNmpiVM92gPXPmTNNRzkYffvihCSQZhbtxnIYTONMdC1qLbdy4cWYHkNIGClonSeso2bwDSI+hKe1auX//fvP4hhtuMDXrAOBMkPPCI+c5I+c5I+eFRs4LjawHt3ETE76mW9i7dOliVup1Vf7tt9+WdevWybRp00yAsd2iRYvMln/1zjvvmFC7b98+mTp1qgwbNszacHvuuedmdvMETpaGWBu7U4ZTuXJlc4yxatWqZlVed77Ex8ebo1dFixb1engA8jlyXnjkPGfkPJwOcp4zsh7cRk1M+J6u0A8dOtTUSdI6Lzqpauht06aN2C4qKsqsKlapUkUSExPNm/OIESNk69atZneDvl42+uijj0zNG+1CmH13B5Dh+++/P+l/q0dqbPT444+bY2kDBgyQ119/Xe666y7TYELnmD59+pj5BgDOBDkvNHKeM3IeTgY57+SQ9eA2bmICFqtTp45ZidfjIzVq1DBHi6644grzQUCL5O/evVtstGvXLnMES3cwFC9eXAoXLhzwvO1dCHGcNkjQOlo5vY3qv9HOjRBTG2nx4sUSGxsrN954o9fDAQBfI+c5I+fhZJDzTg9ZD3mN4+Swhq42Z+8+aHvh6ocffljuvPNOU79EjwBoF0KloS6jtomNtCC1Hk1LTk6WChUqUPAdjjZt2uT1ECKeziWXXnqpFCp0PG40bdrUfB05csQ8p7XaACA3kPOCkfOckfNwMsh5J4esB7exExO+f/PRYuYLFiyQw4cPZ17XX3tWzY5bunSp6ax39dVXm5CrZs+eLWXKlLG24LmuymvHwcaNG3s9FOQTw4cPNx+E7rnnnoDrkydPNjs++vXrJzYqWLCgqZNUvnz5gOt79uwx15iDAZwJcl7OyHnByHk4VeS80Mh6cBs7MeFrWpNDg6y+wbDS6kw7VWodF/0goMWYdRXN9u6E5513nuniCZysCRMmyGuvvRZ0PS4uTm6//XZrw23GjYTsNNiWKFHCkzEB8A9yXs7IecHIeThV5LzQyHpwGzcx4Wta82fZsmVSt25dr4cSkVJTU6Vnz56mS6XS4u81a9Y017RzoxZqtpEWoH7kkUdMB0I9bpW9VpLtx9MQbPv27VKxYsWg6zExMWZ12jY333yz+a6htmvXrgHdKXVFXovl69EjADgT5LzwyHnOyHk4VeS8YGQ9eKWAZ/9lwAUXXXSROUIDZ/379zcfAPQYVrFixTKvX3XVVaa7nK3atm1rjhlp0Xs9BlG2bFnzpUev9DuQnXZ+TUlJCbqu17QbrG1Kly5tvnR1vlSpUpk/69c555wj999/v7z66qteDxNAPkfOC4+c54ych1NFzgtG1oNX2IkJX5s4caL06NHDFO9u0KBB0EqrHq+x2bvvvmtCrBZfznoMQI9GbNy4UWw1f/58r4eAfOa+++4zDRTS09NN51f1+eefy2OPPWZ2e9jm5ZdfNt+rV68uffv25TgRgDxBzguPnOeMnIdTRc4LRtaDV7iJCV/TQssa0u6+++7MaxriKPh+4vXJXoRZHTp0yOq6Uq1atfJ6CMhnHn30UVP758EHH5S//vrLXNNdL1ojSXfC2Oqpp57yeggAfIycFx45zxk5D6eKnBcaWQ9uozs5fK1+/fpSr149s0rmVPC9WrVqYrOWLVvKLbfcYmoj6TEArV1So0YN8/OGDRtk7ty5YqNFixbl+LoBTg4ePChr1qyRqKgoiY2NDagPZIv4+HizO0GP5F1wwQVhPygvX77c1bEB8BdyXnjkPGfkPJwuct5xZD14iZ2Y8LUtW7bI+++/L7Vr1/Z6KBEpOTlZrr32Wlm9erUcOXJExo4dax4vXrxYFi5cKLa6/PLLg65lfXO2fWcHQitZsqSp0Wazm266KTPUt2vXzuvhAPAxcl545Dxn5DycLnLecWQ9eImdmPC1G2+80XRL69Chg9dDiVg///yzDB8+3BR+19VFXVnToxHardFW+/fvD/hZ69+sWLFCBg4caDpZaiF4AADgLXJezsh5wch5AJB/cRMTvvbSSy/JsGHD5J577jFhLXvB94SEBLGVBrbu3bubwKZHi5Az3bWQlJQky5Yt83ooQL6ydOlSc/wq4/jnhRde6PWQAPgAOS80ct6pI+cBp4+sB7dwExO+VqBAgZDPUfBdpHTp0vLdd98Rbk/S2rVrpUmTJmYnA4Cc/frrr9KpUydJSUmRMmXKmGv79u2TSy+9VGbOnCmVK1f2eogA8jFyXnjkvFNDzgNOHVkPbuMmJmCxLl26yPnnny99+vTxeigRRQvfZ6XT5LZt22TEiBGmptSXX37p2diA/KRt27YmyE6dOlXq1q1rrq1bt850Eo6Ojra2qQQAuIGc54ycB+Qesh7cxk1MwGJ6BGvUqFGm9o9u+S9RokTA87169RJbd3boDo7s02PTpk1l8uTJct5553k2NiA/0e6d2kBCO1dmpUf1WrRoIampqZ6NDQD8jpznjJwH5B6yHtxGd3JYW7NDJ9SWLVuKzSZNmmS2/eubTPb6PxrubA23mzZtCgq7MTExUqxYMc/GBORHVapUMXXZstMjnpUqVfJkTAD8j5x3HDnPGTkPyD1kPbiNnZiwUr169WT9+vXW10rKKmMq0FALkc8//9x87dy5U44ePRrwnK7SA8jZe++9J8nJyTJu3DhTZyzj5kLPnj1Nd9x27dp5PUQAPkTOC0bOC0TOA3IHWQ9u4yYmrPT777+bFaNq1aqJ7XSV/rnnnpMNGzaYn2NjY+Xhhx+We++9V2w1ZMgQGTp0qHkjrlixYlDgf+eddzwbG5CflC1b1uyG0hpjhQodP/yR8Tj7sca9e/d6NEoAfkPOO4GcF4ycB+Qesh7cxnFyWImt7ccNGjRIRo8ebVbKmjVrZq599dVXpgD81q1bTcCz0fjx42XKlCnSuXNnr4cC5GtjxozxeggALETOO46c54ycB+Qesh7cxk5M+J4eJdIV1TVr1mQeMdJt7RkrRTbT+j/PP/+8dOrUKeD6jBkzTODdvXu32KhcuXKyZMkSqVWrltdDAQAAYZDzQiPnOSPnAUD+xU1M+NqPP/4oCQkJsn37dqlbt665pjWSNNR98MEH0qBBA7GZFnv/9ttvzdGirPQ1uvjii2Xfvn1iI63fUrJkSRk4cKDXQwHynQMHDkh0dHTm43Ay/h0AnA5yXnjkPGfkPODMkPXgJW5iwtf06IwG2alTp5p6HeqPP/6Qrl27yq5du2Tx4sViM12FL1y4sDlqlFXfvn0lLS3NFGi2RVJSUuZjLfCuvzONGjUyX/oaZZX99QJwQsGCBWXbtm1Svnx50/HVqYmERg+9TtMNAGeCnBceOe8Ech6Qe8h68BI3MeFrUVFRpjtaXFxcwPVVq1bJRRddZAKc7eF22rRpUqVKFWnatKm59s0335g6SYmJiQGhzu+BrnXr1if17/TNeN68eXk+HiC/WrhwoTRv3twc5dTH4bRq1cq1cQHwH3JeeOS8E8h5QO4h68FLFIuBr9WpU0d27NgRFG537twptWvXFttpyI+PjzePN27caL6fffbZ5kufy+C0uuY38+fP93oIgC9kDasEVwB5iZwXHjnvBHIekHvIevASOzHha3PmzJHHHntMBg8enLkC/fXXX5tujCNGjJDLLrss899SrwMActfLL79s6o7dcsstAdffeOMNSU1NlS5dung2NgD5HzkPALxF1oPbuIkJX9MaHdlXmTN+5bP+TL0OAMibXVITJkwIOsanR4/uv/9+WbdunWdjA5D/kfMAwFtkPbiN4+TwNY6OAIB3tO5ajRo1gq5Xq1bNPAcAZ4KcBwDeIuvBbdzEhK9RowMAvKNdK7///nupXr16wPWVK1dKuXLlPBsXAH8g5wGAt8h6cBs3MeF7hw8fNhOrFnk/evRowHMJCQmejQsA/K5Tp07Sq1cvKVWqlLRs2TLzeFHv3r3l9ttv93p4AHyAnAcA3iHrwW3UxISvzZ07VxITE2X37t1Bz1EfCQDy1l9//SWdO3c2xd0LFTq+bqo3GXReHj9+vBQpUsTrIQLIx8h5AOAtsh7cxk1M+FpsbKy0adNGBg0aJBUqVPB6OABgpfXr15tjRVFRUdKwYUNTJwkAzhQ5DwAiA1kPbuEmJnwtOjpaVqxYIbVq1fJ6KABg9Sr9pk2bzFycsUoPAGeKnAcAkYGsB7cUcO2/BHigY8eOsmDBAq+HAQBWSk1NlW7duknx4sUlLi4us0tlz549ZcSIEV4PD0A+R84DAG+R9eA2dmLC95PqLbfcIjExMWZbe+HChQOe1yLEAIC8oUXdU1JSZMyYMdK2bVvTfKNmzZry3nvvyeDBg80OKgA4XeQ8APAWWQ9u4yYmfG3SpEnSo0cPKVasmJQrV84Uec+gj3/++WdPxwcAfqb1kF5//XVp2rSp6VqptZI02P70008SHx8vBw4c8HqIAPIxch4AeIusB7dRrAC+9sQTT8iQIUPk8ccflwIFqJ4AAG7atWuXlC9fPuj6oUOHAm42AMDpIOcBgLfIenAb7/bwfYHh2267jWALAB5o0qSJzJ49O/PnjDA7ceJEadasmYcjA+AH5DwA8BZZD25jJyZ8rUuXLmZ7+4ABA7weCgBYJzk5Wa699lpZvXq1HDlyRMaOHWseL168WBYuXOj18ADkc+Q8APAWWQ9uoyYmfE0Luk+bNk0aN24sjRo1Cir4Pnr0aM/GBgA20Jp0w4cPNzWSDh48aOoj9evXzzThAIAzQc4DAO+R9eAmbmLC11q3bh3yOd3qPm/ePFfHAwC2SE9Pl+7du8vAgQOlRo0aXg8HgA+R8wDAO2Q9eIGbmAAAIE+ULl1avvvuO4ItAACAD5H14DaqYMMKP/30k3z88ceSlpZmfubePQDkvXbt2sm7777r9TAA+Bw5DwC8QdaD22jsA1/bs2eP3HrrrTJ//nxzrGjDhg1Ss2ZN6datm5QtW1ZGjRrl9RABwLdiY2Nl6NChkpKSIhdeeKGUKFEiqJ4dAJwuch4AeIusB7dxnBy+lpiYKDt37pSJEydKvXr1TLFhDbe6Wp+UlCQ//vij10MEAN8Kd7RIbzhoIXgAOF3kPADwFlkPbmMnJnztk08+MUG2cuXKQStGW7Zs8WxcAGCDTZs2ZT7OWDPVQAsAuYGcBwDeIuvBbdTEhK8dOnRIihcvHnR97969UrRoUU/GBAA2mTRpkjRo0ECKFStmvvSx7poCgDNFzgMA75H14CZuYsLXWrRoIdOmTcv8WVeFjh49KiNHjpTWrVt7OjYA8LtBgwZJ79695cYbb5Q33njDfOnjPn36mOcA4EyQ8wDAW2Q9uI2amPC1VatWyZVXXinx8fEyb948SUhIMPWRdIVeiw/XqlXL6yECgG/FxMTI888/L506dQq4PmPGDOnZs6fs3r3bs7EByP/IeQDgLbIe3MZOTPhadHS0rFmzRi677DK56aabzLGjm2++WVasWCGFCxf2engA4Gvp6enSpEmToOvavfLIkSOejAmAf5DzAMBbZD24jZ2Y8LWCBQvKtm3bpHz58gHX9+zZY679/fffno0NAPxOV+D1RsLo0aMDrvft21fS0tJk3Lhxno0NQP5HzgMAb5H14Da6k8PXQt2jP3jwoCk6DADI+2Lv2kG4adOm5udvvvlGtm7dKomJiZKUlJT577KHXwDICTkPALxH1oObuIkJX8qYLLXAuxYUztq5UlfldWI9//zzPRwhANhRr05r1amNGzea72effbb50ucy6FwNACeLnAcAkYGsB7dxExO+pLWQMlbof/jhBylSpEjmc/q4cePGZos7ACDvzJ8/3+shAPAhch4ARAayHtxGTUz42t133y1jx441hd8BAADgH+Q8AADswk1MAAAAAAAAABGtgNcDAAAAAAAAAIBwuIkJAAAAAAAAIKJxExMAAAAAAABAROMmJgAAAAAAAICIxk1MAAAAAAAAABGNm5gAAAAAAAAAIho3MQEAAAAAAABENG5iAgAAAAAAAJBI9n+0kWRhcbxBZAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import os\n", "import seaborn as sns\n", @@ -455,6 +1509,14 @@ "# Show the plot\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "id": "1f8372b1", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser en korrelasjonsmatrise for hver av stedene. Den viser sammenhengen mellom de ulike variablene for begge stedene. For begge stedene ser vi at det er en sterk positiv sammenheng mellom 'humidity.mean' og 'clouds.mean', dette tyder på at de følger hverandre. Blir det mer skyer øker luftfuktigheten, og lavere luftfuktighet tyder på mindre skyer. I Oslo ser vi at variablene som har sterkest sammenheng med temperaturen er 'humidity.mean' (-0.81), 'clouds.mean' (-0.52) og 'precipitation.mean' (0.42). I Bergen derimot er det 'wind.mean' (-0.52), 'humidity.mean' (-0.35) og 'pressure.mean' (0.45). Dette viser at Bergen virker å ha mer dynamisk vær, hvor vind og lufttrykk påvirker mest, mens temperaturen i Oslo er mer påvirket av luftfuktighet, som henger godt sammen med skyer. Dette viser også at det kan være ulike variabler som påvirker temperaturen fra sted til sted.*" + ] } ], "metadata": { diff --git a/notebooks/notebook_current_data.ipynb b/notebooks/notebook_current_data.ipynb index 2651552..83e3334 100644 --- a/notebooks/notebook_current_data.ipynb +++ b/notebooks/notebook_current_data.ipynb @@ -19,9 +19,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stedsnavn: trondheim\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -37,11 +46,19 @@ "\n", "# User input the city, for the weather\n", "city_name = input_place()\n", + "print('Stedsnavn:', city_name)\n", "\n", "# Stores the return of the function\n", "data, folder = fetch_current_data(city_name)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen henter ut data fra API-en for Trondheim akkurat nå.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -58,9 +75,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has been written to /Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/data/../data/json/output_current/data_trondheim.json\n" + ] + } + ], "source": [ "# Gets the absolute path to the src folder\n", "sys.path.append(os.path.abspath(\"../src\"))\n", @@ -76,6 +101,13 @@ "write_data(data, folder, filename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Lagrer dataen til filen: `data/json/output_current/data_trondheim.json`. Som vil si at vi finner filen med filnavnet `data_trondheim.json` i mappen for denne notebooken `output_current` i json mappen under data.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -87,9 +119,45 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'coord': {'lon': 10.3951, 'lat': 63.4305},\n", + " 'weather': [{'id': 804,\n", + " 'main': 'Clouds',\n", + " 'description': 'overcast clouds',\n", + " 'icon': '04d'}],\n", + " 'base': 'stations',\n", + " 'main': {'temp': 10.44,\n", + " 'feels_like': 9.58,\n", + " 'temp_min': 9.44,\n", + " 'temp_max': 14.03,\n", + " 'pressure': 1000,\n", + " 'humidity': 78,\n", + " 'sea_level': 1000,\n", + " 'grnd_level': 989},\n", + " 'visibility': 10000,\n", + " 'wind': {'speed': 0.89, 'deg': 338, 'gust': 1.79},\n", + " 'clouds': {'all': 93},\n", + " 'dt': 1748279000,\n", + " 'sys': {'type': 2,\n", + " 'id': 2046252,\n", + " 'country': 'NO',\n", + " 'sunrise': 1748223592,\n", + " 'sunset': 1748292684},\n", + " 'timezone': 7200,\n", + " 'id': 3133880,\n", + " 'name': 'Trondheim',\n", + " 'cod': 200}" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import json\n", "\n", @@ -101,6 +169,13 @@ "display(data)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Leser data fra fil, og som vi ser er den ganske vanskelig å lese fra.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -122,9 +197,104 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
namemain.tempmain.feels_likemain.pressuremain.humiditymain.sea_levelmain.grnd_levelwind.speedwind.gustclouds.allsys.countrysys.sunrisesys.sunset
dt
2025-05-26 19:03:20Trondheim10.449.5810007810009890.891.7993NO2025-05-26 03:39:522025-05-26 22:51:24
\n", + "
" + ], + "text/plain": [ + " name main.temp main.feels_like main.pressure \\\n", + "dt \n", + "2025-05-26 19:03:20 Trondheim 10.44 9.58 1000 \n", + "\n", + " main.humidity main.sea_level main.grnd_level \\\n", + "dt \n", + "2025-05-26 19:03:20 78 1000 989 \n", + "\n", + " wind.speed wind.gust clouds.all sys.country \\\n", + "dt \n", + "2025-05-26 19:03:20 0.89 1.79 93 NO \n", + "\n", + " sys.sunrise sys.sunset \n", + "dt \n", + "2025-05-26 19:03:20 2025-05-26 03:39:52 2025-05-26 22:51:24 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "import sys\n", @@ -170,6 +340,13 @@ "# Display the df after changes\n", "display(df)" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Derfor blir dataen ryddet opp, og vi fjerner unødvnedige kolonner som blant annet inneholder meta data, som 'timezone' og 'base'. Vi sørger også for at tiden er lett og lese, både for når tiden er hentet fra, men også for solnedgang og soloppgang. Som vi ser er solen bare nede litt over 4t i Trondheim.*" + ] } ], "metadata": { diff --git a/notebooks/notebook_interactive_data.ipynb b/notebooks/notebook_interactive_data.ipynb index 1414997..a442313 100644 --- a/notebooks/notebook_interactive_data.ipynb +++ b/notebooks/notebook_interactive_data.ipynb @@ -30,9 +30,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected date: 2025-05-17\n", + "Unix Timestamp: 1747440000 -> 2025-05-17 00:00:00\n", + "Unix Timestamp: 1747443600 -> 2025-05-17 01:00:00\n", + "Unix Timestamp: 1747447200 -> 2025-05-17 02:00:00\n", + "Unix Timestamp: 1747450800 -> 2025-05-17 03:00:00\n", + "Unix Timestamp: 1747454400 -> 2025-05-17 04:00:00\n", + "Unix Timestamp: 1747458000 -> 2025-05-17 05:00:00\n", + "Unix Timestamp: 1747461600 -> 2025-05-17 06:00:00\n", + "Unix Timestamp: 1747465200 -> 2025-05-17 07:00:00\n", + "Unix Timestamp: 1747468800 -> 2025-05-17 08:00:00\n", + "Unix Timestamp: 1747472400 -> 2025-05-17 09:00:00\n", + "Unix Timestamp: 1747476000 -> 2025-05-17 10:00:00\n", + "Unix Timestamp: 1747479600 -> 2025-05-17 11:00:00\n", + "Unix Timestamp: 1747483200 -> 2025-05-17 12:00:00\n", + "Unix Timestamp: 1747486800 -> 2025-05-17 13:00:00\n", + "Unix Timestamp: 1747490400 -> 2025-05-17 14:00:00\n", + "Unix Timestamp: 1747494000 -> 2025-05-17 15:00:00\n", + "Unix Timestamp: 1747497600 -> 2025-05-17 16:00:00\n", + "Unix Timestamp: 1747501200 -> 2025-05-17 17:00:00\n", + "Unix Timestamp: 1747504800 -> 2025-05-17 18:00:00\n", + "Unix Timestamp: 1747508400 -> 2025-05-17 19:00:00\n", + "Unix Timestamp: 1747512000 -> 2025-05-17 20:00:00\n", + "Unix Timestamp: 1747515600 -> 2025-05-17 21:00:00\n", + "Unix Timestamp: 1747519200 -> 2025-05-17 22:00:00\n", + "Unix Timestamp: 1747522800 -> 2025-05-17 23:00:00\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -45,6 +77,13 @@ "date, timestamps = get_unix_timestamps_for_day()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Vi ser at med valgt dato: 17. mai 2025. Skrives det ut både timestamp og dato for alle timene i døgnet.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -58,9 +97,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stedsnavn: fredrikstad\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -76,6 +124,7 @@ "\n", "# User input the city, for the weather\n", "city_name = input_place()\n", + "print('Stedsnavn:', city_name)\n", "\n", "# Start_date is the first timestamp, end_date is the last\n", "start_date, end_date = timestamps[0], timestamps[-1]\n", @@ -84,6 +133,13 @@ "weather_data, folder = fetch_time_data(start_date, end_date, city_name)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Hentet data fra valgt sted: Fredrikstad.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -99,9 +155,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has been written to /Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/data/../data/json/output_interactive/data_fredrikstad.json\n" + ] + } + ], "source": [ "# Gets the absolute path to the src folder\n", "sys.path.append(os.path.abspath(\"../src\"))\n", @@ -116,6 +180,13 @@ "write_data(weather_data, folder, filename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Lagrer dataen for Fredrikstad den 17.mai 2025 i mappen: `data/json/output_interactive/data_fredrikstad.json`. Den finnes altså i json mappen i data mappen, og er lagret i denne notebookens mappe `output_notebook_interactive` med filnavnet `data_fredrikstad.json`.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -127,9 +198,459 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
main.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degwind.gustclouds.all
dt
2025-05-17 00:00:0012.0511.1410187012.0514.215.871912.550
2025-05-17 01:00:0012.0511.1410187012.0513.666.391812.540
2025-05-17 02:00:0011.4910.5210187011.4913.666.282212.230
2025-05-17 03:00:009.827.001018709.8212.556.042111.890
2025-05-17 04:00:0010.389.2810176910.3811.996.091911.501
2025-05-17 05:00:0010.389.2510186810.3811.996.561810.842
2025-05-17 06:00:0010.949.7910166510.9411.996.671810.112
2025-05-17 07:00:0012.0510.9810186411.9912.056.011310.3899
2025-05-17 08:00:0014.8213.9210166012.5514.826.14219.5099
2025-05-17 09:00:0018.1617.3910165213.6618.165.86329.54100
2025-05-17 10:00:0018.7117.8910174814.7718.714.86418.7385
2025-05-17 11:00:0017.6016.6710164815.3217.604.02357.5171
2025-05-17 12:00:0018.7117.8910164818.7118.714.02237.0769
2025-05-17 13:00:0017.6016.6710164817.6017.604.27247.2821
2025-05-17 14:00:0018.1617.2310154618.1618.164.47267.6414
2025-05-17 15:00:0020.3819.6210144420.3820.384.95317.5714
2025-05-17 16:00:0019.8218.9510154219.8219.825.06367.3427
2025-05-17 17:00:0017.0515.9910154516.4417.053.65546.4641
2025-05-17 18:00:0015.9414.7910144615.9416.443.641245.5451
2025-05-17 19:00:0014.8213.6910145114.8215.883.201215.83100
2025-05-17 20:00:0013.1612.0210165713.1613.160.99841.29100
2025-05-17 21:00:0010.949.7610166410.9414.771.61431.71100
2025-05-17 22:00:0010.949.8110186610.9414.212.03332.36100
2025-05-17 23:00:0010.389.2510186810.3813.101.99263.40100
\n", + "
" + ], + "text/plain": [ + " main.temp main.feels_like main.pressure main.humidity \\\n", + "dt \n", + "2025-05-17 00:00:00 12.05 11.14 1018 70 \n", + "2025-05-17 01:00:00 12.05 11.14 1018 70 \n", + "2025-05-17 02:00:00 11.49 10.52 1018 70 \n", + "2025-05-17 03:00:00 9.82 7.00 1018 70 \n", + "2025-05-17 04:00:00 10.38 9.28 1017 69 \n", + "2025-05-17 05:00:00 10.38 9.25 1018 68 \n", + "2025-05-17 06:00:00 10.94 9.79 1016 65 \n", + "2025-05-17 07:00:00 12.05 10.98 1018 64 \n", + "2025-05-17 08:00:00 14.82 13.92 1016 60 \n", + "2025-05-17 09:00:00 18.16 17.39 1016 52 \n", + "2025-05-17 10:00:00 18.71 17.89 1017 48 \n", + "2025-05-17 11:00:00 17.60 16.67 1016 48 \n", + "2025-05-17 12:00:00 18.71 17.89 1016 48 \n", + "2025-05-17 13:00:00 17.60 16.67 1016 48 \n", + "2025-05-17 14:00:00 18.16 17.23 1015 46 \n", + "2025-05-17 15:00:00 20.38 19.62 1014 44 \n", + "2025-05-17 16:00:00 19.82 18.95 1015 42 \n", + "2025-05-17 17:00:00 17.05 15.99 1015 45 \n", + "2025-05-17 18:00:00 15.94 14.79 1014 46 \n", + "2025-05-17 19:00:00 14.82 13.69 1014 51 \n", + "2025-05-17 20:00:00 13.16 12.02 1016 57 \n", + "2025-05-17 21:00:00 10.94 9.76 1016 64 \n", + "2025-05-17 22:00:00 10.94 9.81 1018 66 \n", + "2025-05-17 23:00:00 10.38 9.25 1018 68 \n", + "\n", + " main.temp_min main.temp_max wind.speed wind.deg \\\n", + "dt \n", + "2025-05-17 00:00:00 12.05 14.21 5.87 19 \n", + "2025-05-17 01:00:00 12.05 13.66 6.39 18 \n", + "2025-05-17 02:00:00 11.49 13.66 6.28 22 \n", + "2025-05-17 03:00:00 9.82 12.55 6.04 21 \n", + "2025-05-17 04:00:00 10.38 11.99 6.09 19 \n", + "2025-05-17 05:00:00 10.38 11.99 6.56 18 \n", + "2025-05-17 06:00:00 10.94 11.99 6.67 18 \n", + "2025-05-17 07:00:00 11.99 12.05 6.01 13 \n", + "2025-05-17 08:00:00 12.55 14.82 6.14 21 \n", + "2025-05-17 09:00:00 13.66 18.16 5.86 32 \n", + "2025-05-17 10:00:00 14.77 18.71 4.86 41 \n", + "2025-05-17 11:00:00 15.32 17.60 4.02 35 \n", + "2025-05-17 12:00:00 18.71 18.71 4.02 23 \n", + "2025-05-17 13:00:00 17.60 17.60 4.27 24 \n", + "2025-05-17 14:00:00 18.16 18.16 4.47 26 \n", + "2025-05-17 15:00:00 20.38 20.38 4.95 31 \n", + "2025-05-17 16:00:00 19.82 19.82 5.06 36 \n", + "2025-05-17 17:00:00 16.44 17.05 3.65 54 \n", + "2025-05-17 18:00:00 15.94 16.44 3.64 124 \n", + "2025-05-17 19:00:00 14.82 15.88 3.20 121 \n", + "2025-05-17 20:00:00 13.16 13.16 0.99 84 \n", + "2025-05-17 21:00:00 10.94 14.77 1.61 43 \n", + "2025-05-17 22:00:00 10.94 14.21 2.03 33 \n", + "2025-05-17 23:00:00 10.38 13.10 1.99 26 \n", + "\n", + " wind.gust clouds.all \n", + "dt \n", + "2025-05-17 00:00:00 12.55 0 \n", + "2025-05-17 01:00:00 12.54 0 \n", + "2025-05-17 02:00:00 12.23 0 \n", + "2025-05-17 03:00:00 11.89 0 \n", + "2025-05-17 04:00:00 11.50 1 \n", + "2025-05-17 05:00:00 10.84 2 \n", + "2025-05-17 06:00:00 10.11 2 \n", + "2025-05-17 07:00:00 10.38 99 \n", + "2025-05-17 08:00:00 9.50 99 \n", + "2025-05-17 09:00:00 9.54 100 \n", + "2025-05-17 10:00:00 8.73 85 \n", + "2025-05-17 11:00:00 7.51 71 \n", + "2025-05-17 12:00:00 7.07 69 \n", + "2025-05-17 13:00:00 7.28 21 \n", + "2025-05-17 14:00:00 7.64 14 \n", + "2025-05-17 15:00:00 7.57 14 \n", + "2025-05-17 16:00:00 7.34 27 \n", + "2025-05-17 17:00:00 6.46 41 \n", + "2025-05-17 18:00:00 5.54 51 \n", + "2025-05-17 19:00:00 5.83 100 \n", + "2025-05-17 20:00:00 1.29 100 \n", + "2025-05-17 21:00:00 1.71 100 \n", + "2025-05-17 22:00:00 2.36 100 \n", + "2025-05-17 23:00:00 3.40 100 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "\n", @@ -142,6 +663,13 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Funksjonen henter og skriver data fra filen lagret over.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -159,7 +687,36 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2935843d97d04a99b85371fec3967804", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Checkbox(value=True, description='Vis gjennomsnitt'), Checkbox(value=True, description='Vis med…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8fd3563357c44e06b81b301c268c5d81", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -249,6 +806,22 @@ "# Show UI and output\n", "display(ui, out)\n" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![Screenshot interactive plot fredrikstad](../data/figures/output_fig_interactive/screenshot_interactive_plot_fredrikstad.png)\n", + "\n", + "**Kommentar**: *Dette er en skjermbilde av den interaktive grafen, da den blir borte fordi den er interaktiv.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her bruker vi ipywidgets til å lage en interaktiv graf, som gjør at vi kan endre på ulike variabler. Her har vi satt punktstørrelsen opp til maks på 100, originalt står den på 40. Vi har også endret fargen på gjennomsnittet til å være blå, originalt er den samme farge som gjennomsnittet og temperaturmålingene.*" + ] } ], "metadata": { @@ -267,7 +840,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.12.5" } }, "nbformat": 4, diff --git a/notebooks/notebook_one_day_data.ipynb b/notebooks/notebook_one_day_data.ipynb index a9ed561..93f07e9 100644 --- a/notebooks/notebook_one_day_data.ipynb +++ b/notebooks/notebook_one_day_data.ipynb @@ -30,9 +30,41 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Selected date: 2024-09-30\n", + "Unix Timestamp: 1727654400 -> 2024-09-30 00:00:00\n", + "Unix Timestamp: 1727658000 -> 2024-09-30 01:00:00\n", + "Unix Timestamp: 1727661600 -> 2024-09-30 02:00:00\n", + "Unix Timestamp: 1727665200 -> 2024-09-30 03:00:00\n", + "Unix Timestamp: 1727668800 -> 2024-09-30 04:00:00\n", + "Unix Timestamp: 1727672400 -> 2024-09-30 05:00:00\n", + "Unix Timestamp: 1727676000 -> 2024-09-30 06:00:00\n", + "Unix Timestamp: 1727679600 -> 2024-09-30 07:00:00\n", + "Unix Timestamp: 1727683200 -> 2024-09-30 08:00:00\n", + "Unix Timestamp: 1727686800 -> 2024-09-30 09:00:00\n", + "Unix Timestamp: 1727690400 -> 2024-09-30 10:00:00\n", + "Unix Timestamp: 1727694000 -> 2024-09-30 11:00:00\n", + "Unix Timestamp: 1727697600 -> 2024-09-30 12:00:00\n", + "Unix Timestamp: 1727701200 -> 2024-09-30 13:00:00\n", + "Unix Timestamp: 1727704800 -> 2024-09-30 14:00:00\n", + "Unix Timestamp: 1727708400 -> 2024-09-30 15:00:00\n", + "Unix Timestamp: 1727712000 -> 2024-09-30 16:00:00\n", + "Unix Timestamp: 1727715600 -> 2024-09-30 17:00:00\n", + "Unix Timestamp: 1727719200 -> 2024-09-30 18:00:00\n", + "Unix Timestamp: 1727722800 -> 2024-09-30 19:00:00\n", + "Unix Timestamp: 1727726400 -> 2024-09-30 20:00:00\n", + "Unix Timestamp: 1727730000 -> 2024-09-30 21:00:00\n", + "Unix Timestamp: 1727733600 -> 2024-09-30 22:00:00\n", + "Unix Timestamp: 1727737200 -> 2024-09-30 23:00:00\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -44,6 +76,13 @@ "date, timestamps = get_unix_timestamps_for_day()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Vi ser at med valgt dato: 30. september 2024. Skrives det ut både timestamp og dato for alle timene i døgnet.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -57,9 +96,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stedsnavn: jorpeland\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -75,6 +123,7 @@ "\n", "# User input the city, for the weather\n", "city_name = input_place()\n", + "print('Stedsnavn:', city_name)\n", "\n", "# Start_date is the first timestamp, end_date is the last\n", "start_date, end_date = timestamps[0], timestamps[-1]\n", @@ -83,6 +132,13 @@ "weather_data, folder = fetch_time_data(start_date, end_date, city_name)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Henter data fra valgt sted Jørpeland, her ser vi hvordan `input_place` funksjonen endrer og returnerer stedsnavn uten nordiske bokstaver.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -98,9 +154,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has been written to /Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/data/../data/json/output_one_day/data_jorpeland.json\n" + ] + } + ], "source": [ "# Gets the absolute path to the src folder\n", "sys.path.append(os.path.abspath(\"../src\"))\n", @@ -115,6 +179,13 @@ "write_data(weather_data, folder, filename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Lagrer dataen for Jørpeland den 30.september 2024 i mappen: `data/json/output_one_day/data_jorpeland.json`. Den finnes altså i json mappen i data mappen, og er lagret i denne notebookens mappe `output_notebook_one_day` med filnavnet `data_jorpeland.json`.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -126,9 +197,485 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
main.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degwind.gustclouds.allrain.1h
dt
2024-09-30 00:00:009.267.701022998.009.292.881333.8593NaN
2024-09-30 01:00:009.828.411021998.359.852.811183.13100NaN
2024-09-30 02:00:009.277.641021998.359.292.991133.06100NaN
2024-09-30 03:00:009.848.181021998.9110.613.251153.42100NaN
2024-09-30 04:00:009.848.201021998.919.903.221163.26100NaN
2024-09-30 05:00:009.847.941021999.119.903.721103.79100NaN
2024-09-30 06:00:0010.4110.0910219910.0211.174.131134.901000.40
2024-09-30 07:00:0010.9410.671021999.6611.734.351126.42100NaN
2024-09-30 08:00:0011.5011.2910219910.5811.734.181116.23100NaN
2024-09-30 09:00:0011.5311.3210219911.5211.904.051136.691000.46
2024-09-30 10:00:0012.6512.5610219912.6313.554.061209.01100NaN
2024-09-30 11:00:0013.7513.7710219913.3514.115.9413810.42100NaN
2024-09-30 12:00:0014.8414.4210217813.9014.856.2113410.73100NaN
2024-09-30 13:00:0014.8614.1210216613.9015.226.3813410.90100NaN
2024-09-30 14:00:0014.4513.7010206713.9015.026.5413611.30100NaN
2024-09-30 15:00:0014.0613.3010206813.9014.506.3613011.12100NaN
2024-09-30 16:00:0014.0513.3110206913.9015.026.0012611.45100NaN
2024-09-30 17:00:0013.7112.4710205112.2413.745.8211911.83100NaN
2024-09-30 18:00:0013.1412.1010206111.3313.186.6411812.72100NaN
2024-09-30 19:00:0012.5911.5210206210.7812.846.2411212.5896NaN
2024-09-30 20:00:0012.5711.631020679.9012.846.3510412.9187NaN
2024-09-30 21:00:0011.5010.691021769.9011.525.939912.5281NaN
2024-09-30 22:00:0012.6111.7810217111.6912.845.669512.2283NaN
2024-09-30 23:00:0012.5911.8610207510.5812.845.079111.8979NaN
\n", + "
" + ], + "text/plain": [ + " main.temp main.feels_like main.pressure main.humidity \\\n", + "dt \n", + "2024-09-30 00:00:00 9.26 7.70 1022 99 \n", + "2024-09-30 01:00:00 9.82 8.41 1021 99 \n", + "2024-09-30 02:00:00 9.27 7.64 1021 99 \n", + "2024-09-30 03:00:00 9.84 8.18 1021 99 \n", + "2024-09-30 04:00:00 9.84 8.20 1021 99 \n", + "2024-09-30 05:00:00 9.84 7.94 1021 99 \n", + "2024-09-30 06:00:00 10.41 10.09 1021 99 \n", + "2024-09-30 07:00:00 10.94 10.67 1021 99 \n", + "2024-09-30 08:00:00 11.50 11.29 1021 99 \n", + "2024-09-30 09:00:00 11.53 11.32 1021 99 \n", + "2024-09-30 10:00:00 12.65 12.56 1021 99 \n", + "2024-09-30 11:00:00 13.75 13.77 1021 99 \n", + "2024-09-30 12:00:00 14.84 14.42 1021 78 \n", + "2024-09-30 13:00:00 14.86 14.12 1021 66 \n", + "2024-09-30 14:00:00 14.45 13.70 1020 67 \n", + "2024-09-30 15:00:00 14.06 13.30 1020 68 \n", + "2024-09-30 16:00:00 14.05 13.31 1020 69 \n", + "2024-09-30 17:00:00 13.71 12.47 1020 51 \n", + "2024-09-30 18:00:00 13.14 12.10 1020 61 \n", + "2024-09-30 19:00:00 12.59 11.52 1020 62 \n", + "2024-09-30 20:00:00 12.57 11.63 1020 67 \n", + "2024-09-30 21:00:00 11.50 10.69 1021 76 \n", + "2024-09-30 22:00:00 12.61 11.78 1021 71 \n", + "2024-09-30 23:00:00 12.59 11.86 1020 75 \n", + "\n", + " main.temp_min main.temp_max wind.speed wind.deg \\\n", + "dt \n", + "2024-09-30 00:00:00 8.00 9.29 2.88 133 \n", + "2024-09-30 01:00:00 8.35 9.85 2.81 118 \n", + "2024-09-30 02:00:00 8.35 9.29 2.99 113 \n", + "2024-09-30 03:00:00 8.91 10.61 3.25 115 \n", + "2024-09-30 04:00:00 8.91 9.90 3.22 116 \n", + "2024-09-30 05:00:00 9.11 9.90 3.72 110 \n", + "2024-09-30 06:00:00 10.02 11.17 4.13 113 \n", + "2024-09-30 07:00:00 9.66 11.73 4.35 112 \n", + "2024-09-30 08:00:00 10.58 11.73 4.18 111 \n", + "2024-09-30 09:00:00 11.52 11.90 4.05 113 \n", + "2024-09-30 10:00:00 12.63 13.55 4.06 120 \n", + "2024-09-30 11:00:00 13.35 14.11 5.94 138 \n", + "2024-09-30 12:00:00 13.90 14.85 6.21 134 \n", + "2024-09-30 13:00:00 13.90 15.22 6.38 134 \n", + "2024-09-30 14:00:00 13.90 15.02 6.54 136 \n", + "2024-09-30 15:00:00 13.90 14.50 6.36 130 \n", + "2024-09-30 16:00:00 13.90 15.02 6.00 126 \n", + "2024-09-30 17:00:00 12.24 13.74 5.82 119 \n", + "2024-09-30 18:00:00 11.33 13.18 6.64 118 \n", + "2024-09-30 19:00:00 10.78 12.84 6.24 112 \n", + "2024-09-30 20:00:00 9.90 12.84 6.35 104 \n", + "2024-09-30 21:00:00 9.90 11.52 5.93 99 \n", + "2024-09-30 22:00:00 11.69 12.84 5.66 95 \n", + "2024-09-30 23:00:00 10.58 12.84 5.07 91 \n", + "\n", + " wind.gust clouds.all rain.1h \n", + "dt \n", + "2024-09-30 00:00:00 3.85 93 NaN \n", + "2024-09-30 01:00:00 3.13 100 NaN \n", + "2024-09-30 02:00:00 3.06 100 NaN \n", + "2024-09-30 03:00:00 3.42 100 NaN \n", + "2024-09-30 04:00:00 3.26 100 NaN \n", + "2024-09-30 05:00:00 3.79 100 NaN \n", + "2024-09-30 06:00:00 4.90 100 0.40 \n", + "2024-09-30 07:00:00 6.42 100 NaN \n", + "2024-09-30 08:00:00 6.23 100 NaN \n", + "2024-09-30 09:00:00 6.69 100 0.46 \n", + "2024-09-30 10:00:00 9.01 100 NaN \n", + "2024-09-30 11:00:00 10.42 100 NaN \n", + "2024-09-30 12:00:00 10.73 100 NaN \n", + "2024-09-30 13:00:00 10.90 100 NaN \n", + "2024-09-30 14:00:00 11.30 100 NaN \n", + "2024-09-30 15:00:00 11.12 100 NaN \n", + "2024-09-30 16:00:00 11.45 100 NaN \n", + "2024-09-30 17:00:00 11.83 100 NaN \n", + "2024-09-30 18:00:00 12.72 100 NaN \n", + "2024-09-30 19:00:00 12.58 96 NaN \n", + "2024-09-30 20:00:00 12.91 87 NaN \n", + "2024-09-30 21:00:00 12.52 81 NaN \n", + "2024-09-30 22:00:00 12.22 83 NaN \n", + "2024-09-30 23:00:00 11.89 79 NaN " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "\n", @@ -141,6 +688,13 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Funksjonen henter og skriver data fra filen lagret over. Som vi ser inneholder den noen 'NaN' verdier på regn.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -153,9 +707,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean temperatur: 12.07\n", + "Median temperature: 12.58\n", + "Standard deviation: 1.84\n", + "Highest temperature: 14.86\n", + "Lowest temperature: 9.26\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -223,6 +799,13 @@ "plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Vi har regnet ut gjennomsnittet, medianen, standardavvik og funnet den høyeste og laveste målte temperaturen i løpet av dagen. Som vi ser skiller det ca. 5 grader mellom den høyeste målte temperaturen (14.86 grader), og den laveste målte temperaturen (9.26 grader). Dette stemmer ganske greit med variasjonen i temperaturen som vi har regnet ut med standardavvik er 1.84 grad. Den høyeste og den laveste temperatur ligger rett utenfor et standardavvik ifra gjennomsnittet. Vi har også plottet temperaturen for dagen, vi har også regnet ut gjennomsnittet (striplede linje) og medianen (prikkete linje). SOm vi ser er det ikke store differansen, men det at medianen er høyere enn gjennosnittet tyder på at det er noen lave verdier som drar gjennomsnittet ned.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -236,9 +819,518 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'snow.1h' is not present in the DataFrame. Filling with 'NaN'.\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
main.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degwind.gustclouds.allrain.1hsnow.1h
dt
2024-09-30 00:00:009.267.701022998.009.292.881333.8593NaNNaN
2024-09-30 01:00:009.828.411021998.359.852.811183.13100NaNNaN
2024-09-30 02:00:009.277.641021998.359.292.991133.06100NaNNaN
2024-09-30 03:00:009.848.181021998.9110.613.251153.42100NaNNaN
2024-09-30 04:00:009.848.201021998.919.903.221163.26100NaNNaN
2024-09-30 05:00:009.847.941021999.119.903.721103.79100NaNNaN
2024-09-30 06:00:0010.4110.0910219910.0211.174.131134.901000.40NaN
2024-09-30 07:00:0010.9410.671021999.6611.734.351126.42100NaNNaN
2024-09-30 08:00:0011.5011.2910219910.5811.734.181116.23100NaNNaN
2024-09-30 09:00:0011.5311.3210219911.5211.904.051136.691000.46NaN
2024-09-30 10:00:0012.6512.5610219912.6313.554.061209.01100NaNNaN
2024-09-30 11:00:0013.7513.7710219913.3514.115.9413810.42100NaNNaN
2024-09-30 12:00:0014.8414.4210217813.9014.856.2113410.73100NaNNaN
2024-09-30 13:00:0014.8614.1210216613.9015.226.3813410.90100NaNNaN
2024-09-30 14:00:0014.4513.7010206713.9015.026.5413611.30100NaNNaN
2024-09-30 15:00:0014.0613.3010206813.9014.506.3613011.12100NaNNaN
2024-09-30 16:00:0014.0513.3110206913.9015.026.0012611.45100NaNNaN
2024-09-30 17:00:0013.7112.4710205112.2413.745.8211911.83100NaNNaN
2024-09-30 18:00:0013.1412.1010206111.3313.186.6411812.72100NaNNaN
2024-09-30 19:00:0012.5911.5210206210.7812.846.2411212.5896NaNNaN
2024-09-30 20:00:0012.5711.631020679.9012.846.3510412.9187NaNNaN
2024-09-30 21:00:0011.5010.691021769.9011.525.939912.5281NaNNaN
2024-09-30 22:00:0012.6111.7810217111.6912.845.669512.2283NaNNaN
2024-09-30 23:00:0012.5911.8610207510.5812.845.079111.8979NaNNaN
\n", + "
" + ], + "text/plain": [ + " main.temp main.feels_like main.pressure main.humidity \\\n", + "dt \n", + "2024-09-30 00:00:00 9.26 7.70 1022 99 \n", + "2024-09-30 01:00:00 9.82 8.41 1021 99 \n", + "2024-09-30 02:00:00 9.27 7.64 1021 99 \n", + "2024-09-30 03:00:00 9.84 8.18 1021 99 \n", + "2024-09-30 04:00:00 9.84 8.20 1021 99 \n", + "2024-09-30 05:00:00 9.84 7.94 1021 99 \n", + "2024-09-30 06:00:00 10.41 10.09 1021 99 \n", + "2024-09-30 07:00:00 10.94 10.67 1021 99 \n", + "2024-09-30 08:00:00 11.50 11.29 1021 99 \n", + "2024-09-30 09:00:00 11.53 11.32 1021 99 \n", + "2024-09-30 10:00:00 12.65 12.56 1021 99 \n", + "2024-09-30 11:00:00 13.75 13.77 1021 99 \n", + "2024-09-30 12:00:00 14.84 14.42 1021 78 \n", + "2024-09-30 13:00:00 14.86 14.12 1021 66 \n", + "2024-09-30 14:00:00 14.45 13.70 1020 67 \n", + "2024-09-30 15:00:00 14.06 13.30 1020 68 \n", + "2024-09-30 16:00:00 14.05 13.31 1020 69 \n", + "2024-09-30 17:00:00 13.71 12.47 1020 51 \n", + "2024-09-30 18:00:00 13.14 12.10 1020 61 \n", + "2024-09-30 19:00:00 12.59 11.52 1020 62 \n", + "2024-09-30 20:00:00 12.57 11.63 1020 67 \n", + "2024-09-30 21:00:00 11.50 10.69 1021 76 \n", + "2024-09-30 22:00:00 12.61 11.78 1021 71 \n", + "2024-09-30 23:00:00 12.59 11.86 1020 75 \n", + "\n", + " main.temp_min main.temp_max wind.speed wind.deg \\\n", + "dt \n", + "2024-09-30 00:00:00 8.00 9.29 2.88 133 \n", + "2024-09-30 01:00:00 8.35 9.85 2.81 118 \n", + "2024-09-30 02:00:00 8.35 9.29 2.99 113 \n", + "2024-09-30 03:00:00 8.91 10.61 3.25 115 \n", + "2024-09-30 04:00:00 8.91 9.90 3.22 116 \n", + "2024-09-30 05:00:00 9.11 9.90 3.72 110 \n", + "2024-09-30 06:00:00 10.02 11.17 4.13 113 \n", + "2024-09-30 07:00:00 9.66 11.73 4.35 112 \n", + "2024-09-30 08:00:00 10.58 11.73 4.18 111 \n", + "2024-09-30 09:00:00 11.52 11.90 4.05 113 \n", + "2024-09-30 10:00:00 12.63 13.55 4.06 120 \n", + "2024-09-30 11:00:00 13.35 14.11 5.94 138 \n", + "2024-09-30 12:00:00 13.90 14.85 6.21 134 \n", + "2024-09-30 13:00:00 13.90 15.22 6.38 134 \n", + "2024-09-30 14:00:00 13.90 15.02 6.54 136 \n", + "2024-09-30 15:00:00 13.90 14.50 6.36 130 \n", + "2024-09-30 16:00:00 13.90 15.02 6.00 126 \n", + "2024-09-30 17:00:00 12.24 13.74 5.82 119 \n", + "2024-09-30 18:00:00 11.33 13.18 6.64 118 \n", + "2024-09-30 19:00:00 10.78 12.84 6.24 112 \n", + "2024-09-30 20:00:00 9.90 12.84 6.35 104 \n", + "2024-09-30 21:00:00 9.90 11.52 5.93 99 \n", + "2024-09-30 22:00:00 11.69 12.84 5.66 95 \n", + "2024-09-30 23:00:00 10.58 12.84 5.07 91 \n", + "\n", + " wind.gust clouds.all rain.1h snow.1h \n", + "dt \n", + "2024-09-30 00:00:00 3.85 93 NaN NaN \n", + "2024-09-30 01:00:00 3.13 100 NaN NaN \n", + "2024-09-30 02:00:00 3.06 100 NaN NaN \n", + "2024-09-30 03:00:00 3.42 100 NaN NaN \n", + "2024-09-30 04:00:00 3.26 100 NaN NaN \n", + "2024-09-30 05:00:00 3.79 100 NaN NaN \n", + "2024-09-30 06:00:00 4.90 100 0.40 NaN \n", + "2024-09-30 07:00:00 6.42 100 NaN NaN \n", + "2024-09-30 08:00:00 6.23 100 NaN NaN \n", + "2024-09-30 09:00:00 6.69 100 0.46 NaN \n", + "2024-09-30 10:00:00 9.01 100 NaN NaN \n", + "2024-09-30 11:00:00 10.42 100 NaN NaN \n", + "2024-09-30 12:00:00 10.73 100 NaN NaN \n", + "2024-09-30 13:00:00 10.90 100 NaN NaN \n", + "2024-09-30 14:00:00 11.30 100 NaN NaN \n", + "2024-09-30 15:00:00 11.12 100 NaN NaN \n", + "2024-09-30 16:00:00 11.45 100 NaN NaN \n", + "2024-09-30 17:00:00 11.83 100 NaN NaN \n", + "2024-09-30 18:00:00 12.72 100 NaN NaN \n", + "2024-09-30 19:00:00 12.58 96 NaN NaN \n", + "2024-09-30 20:00:00 12.91 87 NaN NaN \n", + "2024-09-30 21:00:00 12.52 81 NaN NaN \n", + "2024-09-30 22:00:00 12.22 83 NaN NaN \n", + "2024-09-30 23:00:00 11.89 79 NaN NaN " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from my_package.util import ensure_column\n", "\n", @@ -252,6 +1344,13 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen sjekker om kolonnene: 'rain.1h', 'snow.1h', 'wind.gust' og 'wind.speed' er i datasettet. Hvis ikke legges kolonnen til og fylles med verdien 'NaN'. Dette ser vi at er tilfellet for 'snow.1h', vi får printet at den ikke er i dataframen, men at den blit lagt til med verdiene 'NaN'. Noe vi også kan se helt til høyre i tabellen. Disse verdiene er viktig å sjekke at er tilstede, da de skal brukes til ulike funksjoner senere, som da vil skape en feilmelding om de ikke er tilstede.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -264,9 +1363,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAB+sAAAO3CAYAAADrlaZHAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAAvKlJREFUeJzs3QWUHVXWMOwDhBDcdYBAcB/cHQIEGNxlcHcnuAR3t8HdHQZ3BpcX9+AQbHAYoP61z/rq/tWd7pCkm3uTvs+zVk9331vdVL/Zb9Wps8/Ze4SiKIoEAAAAAAAAANTNiPX7TwEAAAAAAAAAQbIeAAAAAAAAAOpMsh4AAAAAAAAA6kyyHgAAAAAAAADqTLIeAAAAAAAAAOpMsh4AAAAAAAAA6kyyHgAAAAAAAADqTLIeAAAAAAAAAOpMsh4AAAAAAAAA6kyyHgAAAAAAAADqTLIeAAAAAAAAAOpMsh4AAAAAAAAA6kyyHgAAAAAAAADqTLIeAAAAOuC3335r8X1RFA07FwAAAGD4IVkPAAAAQ+mPP/5I3bp1S59++mnaa6+9cuJ+hBFGaPRpAQAAAMOBEQpL/gEAAGCo/fjjj2nhhRdOP//8c3r11VcbfToAAADAcMLOegAAAOiAzz//PH300Ufpu+++SwMGDGj06QAAAADDCcl6AAAA6ICpppoqzTzzzHmHfXwAAAAADA7JegAAABjCPvXl5/LrscceO33zzTfpvffea/DZAQAAAMMLyXoAAKAplElVGFq//fZbi1gaccQR80fo1atX/vzmm2/Wji+KoiHnCQAAAAwfujX6BAAAAP5qv//+expppJHSTz/9lL7++uv0wQcfpNlnnz117949vw6Do1u3brkn/XrrrZemmWaaNOGEE6b55psvTT311Pnr8Msvv9SOH2GEERp4tgAAAMCwboTCUn8AAKAJEvVffPFF2myzzdLLL7+c3n333bTQQgulJZZYIu23335p1FFHbfRpMhyIxR5rrLFGuvPOOwd6LxLz8Xg9zjjjpLXXXjtNNNFEafLJJ0+zzTZbjq8ZZ5wx/fzzz/l9AAAAgCBZDwAAdFnxuBNJ1EjUL7rooun1119PM800U/rhhx/yDvvvvvsuJ18vvPDCNProozf6dBkORAxFTH377bfpxRdfTB9++GF6++2306uvvpqefvrpWtK+1KNHj7xgJKo4LLfccunKK6/MO/QBAAAAJOsBAIAuKx53IlG6xRZbpNtuuy3tuOOO6cADD0yffPJJeuaZZ9Kuu+6aE60rrbRSuuKKKyTs+dOFH+154403cmuFKIvft2/f9Nlnn6Xnn38+/fe//83VHP73v/+lq6++Ok077bR1PW8AAABg2CVZDwAAdDm//fZb3r1clsCPJOpcc82Vzj777DTKKKPUjnvhhRfSuuuum3dLr7zyyunyyy+XsGeg5PyffR2J+KjeMMMMM6Txxhsv77KvtlaI8vkRh7G7voxNAAAAgBEbfQIAAACdoboOOZKhAwYMSKuuumo67LDD8td77bVXTtRHAr80xxxzpKuuuionWW+55Za0/vrr5xL5NLeIkTIJ/+OPP+Zy95Fw/+WXX/LrZQyVSfuRRx45TTrppGmWWWbJx5Ux9Mcff+TPkbiPRH3EqEQ9AAAAUJKsB6A24RwTyvHx5Zdf5pKtADA8uO+++9JXX33VokR53M9OOeWUXPr++uuvz0nXSKKG1qXMY9d9NWG/0UYbpe+//77ufwfDhtj5Hrvgv/7669wmYdFFF01zzjlnWnjhhdMuu+ySy9vH+9VFH+VCkQkmmCAvDHnvvffy9yOO2PKRe1Bl9AEAAIDmI1kP0OSqE9Kx43CRRRZJM800U94ZdvDBB6eHH3640acINIlq4gsGV/QGX2aZZdIFF1yQE/KlSJJGefttttkml7qPZP4dd9xRe691N7AyYR/3vxtvvDH3tqc5r0Ox8/3zzz9Piy++eDrjjDPyAsZI1McCjmijsNRSS6X333+/RcK+3EE/88wz58/vvvtuQ/8OAAAAYPggWQ/QxFpPSJ9wwgn562mnnTbvPuzXr1/aeuut03nnndfoUwWaQCS+Qlx7nnjiifx164QqVMW9KmJkwgknTBNNNFEuRV4VifdIuu+www75+0i8xi77codzWwn7iy66KC222GLpwAMPrONfwrAg4qFcwNinT5+ccI+FjG+88UZevHjJJZekSSaZJPejj8WNH374YS1hX16/IoZC7K4HAAAA+DOS9QBNLCaWY7fYSiutlN566628O/G5555LDzzwQHr66adzov61115LF154YXrmmWcafbpAE4jrzQEHHJDOOuusnDhTMppBiT7gkUy9++67c+n6aONy/vnn52RrKarFbLvttvme9umnn+bFIDfddFO7Cfu55por3XPPPWnqqafO1WdoHhEP0ZM+xkOvvPJKLoF/2GGH5UoMzz//fDrppJNyDEVsRKI+EvYffPBBHk+VVR3i52PRyCqrrNLoPwcAAAAYDkjWAzSpSE7ERyTEIjG/1VZbpYMOOiiNOeaYqXv37nnnWPQAHmeccdKyyy5bK+sKpfZ2PNsJTUcsscQSadJJJ00vvfRSTrwGMUV7IjbGHXfcvJs5dtmvuOKKaYsttsiLPr755psWCfvoNb7lllvmRWmHHHLIIBP2UXWm+pnmEdeeK664IrdWiHFRJN4jcX/EEUfkNgn77bdfevvtt9NCCy2US+FHefz4XFZ1WHPNNfP3f/vb37T2AAAAAP6UZD1Ak4rkRHw88sgjuXzw4YcfXpto/u6779L888+fd9vvscceeddi7F6MXq3V3Yo0r0hAlDue4+vPPvssfwQ7oRla0fM5Fgj9/e9/z9U8IjEWxBTtqcZG7Gxefvnl02STTZaOOeaY9K9//atFwn6GGWZIu+22W07Yxy7pSNjffPPNtd9jUQjh119/TXPMMUfeUR875mMH/SmnnJKuvfbavOAjXg+xyHGsscbK7y+55JLpvffey6/HaxNPPHG+npWl8QEAAADaI1kP0KRiEjlKtz711FNpvPHGq73+ww8/5F1ir7/+ejr44INzYiMS9SHKAp9zzjn5GJpXtTfveeedl1ZdddU03XTTpemnnz4ttdRS6dxzz02ff/55o0+T4VCUmo5kfSRTQ+x8/vbbbyVRGSyRJN15553zR9zjjjvuuD9N2MdCtauvvjq/Z1EIIRYLRdWhiJXw5JNPposvvjhtsskm6YQTTqgdFxWHfv755zTVVFPl3vbrrrtujrvq9QwAAADgz4xQmP0EaArRdzfK+UaZ4Ei0Rqn76KsaZVxjR3TsDAuzzTZbeuONN3Lp10ho9OjRo8XE9CijjJJ72o899tgN/GtolEhElAmIvffeOx177LE5QTbffPOlTz75JMdRJC9WWmmlnCjr2bNno0+ZYTiO2utJH+Xvo99z7K6P6h9zzz13Q86TYVsZP2U8lZ+jAkwsJIprUHwfFWI233zzvBCkFAvSTj755JyU7d27d7rxxhtb3O9ozhhqfU2K7xdccMH0wgsv1K5FsfM+xlD9+/fPsROxFovUDjjggLxwDQAAAGBIWO4P0ARisjkS9Z9++mlaYIEFcu/VEBPS0Zv+448/TrvuumtO1EcCIyacWyfq99lnn/TOO++k9dZbL40xxhgN/GtopDJRH0mwSNT36dMn3X333emuu+7KiYwbbrghjT766On+++9Pl156aU5qQHsLPgYMGDDQe2H88cdPiy66aF5QdOqpp+YFIFAq+4CX8RJxEsq4ih720bc+kvSD2mG//fbbpz333DNXjJGoby7txVCZqC/Xs8e1JxZ/RP/5GCOFSNSHWOwRix1nnXXWvPM+EvWxMBIAAABgSEjWAzSBmHyOCeRtt902vfbaa7nEa0xEx4Rz3759c2IsJp2jR30k6vfff/8WiYt4LxIdkeiP3Yl6sDa3l19+OZ1++umpV69euXfvvPPOm1+Pagv33Xdf+uqrr3LFhuWWW66W1IBSmVDdYYcd0jTTTJOOPvro3GKj+l7YaaedcozF7vqy9YaCUJRtOOI6E4n2KD2+2mqrpWuuuaZF+43BSdjPMsssqV+/fmnKKaesJW/p+gYnhmLcFMfF2CmuO7FYMRaohXgtyuFfdtllabHFFmtxn4uFkQAAAABDwmwCQBcTpcgnnXTSgV6PCeTYHRa9Vau7x6K0fSTxY/dq7Cwrd7BGufzYFR3l8GPX4cQTT5x3Skdiv7ozlubz5ptv5vK/ETNzzjln7fVDDjkk939eccUV89fle1HRIeJm5JFHbuBZM6y04gjR3/ntt9/OSfhYMBTJsLXXXjutuuqqaZlllkkTTDBBLlkeydRbbrkllyrfb7/99BRvchEnkWSNigxLLrlkrhJTlr+P6h4bb7xxvp/NP//8LRL2IZL1ZVn86D0e74UyJi1Caw5DEkNx3JhjjpkXFG2wwQZ5MWMsSPvvf/+bnn322TT11FPnhWtRTaa9lh4AAAAAf0amBaALid1hc8wxR9753DpJ9uOPP+ZE/mijjZYnlf/3v//l9yJh8c9//jNts802adRRR01HHnlk3u0au+innXbadMopp+SE/oMPPpgmn3zyvNNMor55tLXb9LHHHsufxxtvvNprhx56aE7QR1n8SNiXifpIiERMxe5omkdZWroaQ2VSNBLvUeHjjjvuSA888EDerRrtOGJX6/rrr5+TZMcff3z64IMPcpWP2LX66KOP5msYzS2SobGgbMstt8ztW6L6wosvvph3OUfFmChFHtefaMnR1g77SL7GTuqrr75alYYmNTQxFH3pzzjjjDTWWGPlFi8ffvhhvtfFuGiKKabI1ziJegAAAGBoybYAdBGxKz52O3/xxRe5r3w1YR9JsphM/vbbb9Nkk02WJ5WruwgjOR896q+88sq0xBJLpFFGGSXvhp5vvvnyTsQ777yzVibY7sPmSriW/9433XRT3g0dYjdhiN2FIZL0Bx98cE5eREnpWDBSuvbaa/MO/Ignmke5oGfDDTfMMVDadddd03bbbZcXfMSCoSghHdeexx9/PO+gX3nllfM1LBKqM800U14EErtW4xpUTZ7RvKKMfSz+iWRrLPSIxWS77LJL/jquQbfddls66qij2kzYx89Ef/GVVlpJcrWJDW4MPfzww/n4uAZFNYbnnnsu3Xvvvemhhx5KV111VW0Bo3ERAAAA0BHK4AN0ATFZHAn2KOEapVpvvfXWXFI6dg9GGekQiYkoOV3uhi6TaWXp1gknnDAtu+yyadFFF83l76OXa5TML9+vJm5pDmWMROL0xBNPzMmMY445Ji/cCFF14amnnkoXXHBBTnBE//pqoj52IEb54AUXXLDF6zSHk08+OV1++eXpP//5T/rb3/6Wd87Hwo0111wzLygq2yLENaZnz575I+LoySefzDvuzz777FxyOlpyhPhdiy++eP451T2aR+u2K9GGIxZ0RNWFiIW4X0X1haWXXjpXh4n7VSRbwz777JMWWWSRWsI+rmGxOCRKm0uyNo+OxFCIcVG5UK1crFYtqQ8AAADQEZL1AF1ATBbHzvpIQFx22WU5EXb77bfnhH3s/oqdhJ999ln6/vvva8n6cvK69e7CHj165I8o91olOdacIn4iaRpJ1NglHXEQPenj60svvTSXM49ExkknnZTbJpRi53Qk72PRR+xWrCY46JqqC3siTqK9xltvvZV7OsdO5qjssfrqq+fqC9NNN13t58prUPlzUdEjPtZYY41cLSR2uEZ/6Ejgx++IhUU0hzKhHi0Q3n///Xw9iaRq3NNiEUckVuP7MvYWWmihnKCPr2PRWth3333TwgsvnL8ee+yx82dJ1ubRGTEU16UyhqpUZwAAAAA6g2Q9wHAskmGxc36vvfbKO+tjUjoS9ldccUUtYb/OOuvkHfZlYiKSFZG4jxLUUR4/dttHoj8mqqO3/RtvvJFLwlZ35NM8Wu82jXYKscCj3DVfJlSjJHAkPqIccPT//fLLL3OyPhaERDnzSMi+8soreXf1WmutlX9XmQyha4rrSvSej/iInarjjDNO3kkfu+MjaT/aaKOlZZZZpkWivqp1tY9ozxEfCyywQC5hHm06YuFI7IYVS81zLYod0BtttFF6/vnnc4zFPSxacMQCjuWXXz4fG7FQxkQkVffee+/8elSbiZLnURlk3nnnrf1usdMc/soYAgAAAOgsIxQxKwHAcOfRRx+tlWaNhGr0dw5lOdfvvvuulrCPHWR77LFH2myzzXJSP5LykayP5FgkX6vGH3/8nGS1e7W5HXHEETlOYqFH9BU/44wz8utlMiM+Rx/72DUdPXxDLPKIpMbHH3+cE7WHH3547k/eVhliupZ77rkn9e7dO++Cj8VDpeg1H1UZpphiivTBBx/k1hrRPiGOjevUnynjJnraR6I/etpH0p7mELug4/oT96S5554737ci2RofUX3hnHPOSbPPPnvt+OoijqjuETuk33333ZyUdU9rTmIIAAAAGNZJ1gMMx84666y8qzn68MbnKF8fYqd8JOWrCfso9Rql7eecc86chI1drtGrNRJmo48+ek6Ixde77rprLllu52rzil7z0bt38sknzzEQMRRJ2IibqMZQTdhHEiOSp9dee22OwYihSKhGYjX6iweJ+q4vdrxvu+22aamllsrXm7i2RIxEgv6RRx5J008/fbr44ovzTvspp5wynXbaaWm55ZZr0be+9fUmXouPiJ3YmR+JtthpH78vrl90TdXrxcEHH5zOPPPMfI+LpGm5gCjufbFgLVolHHTQQXlBWqkaS08//XTq2bNnTrK6DjUPMQQAAAAMTyTrAYZDZTK+9Omnn+ad9QceeGBOtrdO2Efv+n//+985SXbzzTe32EXWljIpS3P6/PPP827D8847L5e6j9iKfuGRrKgm6qvJ1dhRXyZoq4lUyY2urRoHUS56nnnmyW0TnnjiiTT//PPn18u+0NEiISp8RGy1lbAPb775Zj5uttlma3ENimTb9ttvn69ll1xySYufoeuVLY8YiEVk0W7jk08+yQtAyniIYx588MF06KGH5jYcq6++ek7ItpdsDa5DzUMMAQAAAMMbMw4Aw5HoRR895stS9tWd0NF/dffdd8+JsBDHRMI+ethfddVVuS9rJF432GCD9MILLwy0e7VKor55RNKitYkmmihtvfXWacstt8w7Cl977bWcWP32228HStSXsRNVGyIxEon6amsFyY2uK/6dIw7iOhOitH0k6iOpvuCCC+YEe4hEfbTnGGOMMdIJJ5yQYyuuRTvssENeRBTvhWeeeSbHXLRO+PDDD2v/nXg92jJEbEVyTaK+64oka5Qtn3HGGdOKK66YdzWvueaa+Z4U8RbXmzhmiSWWyMnVKG9+/fXX569feuml2u9pXaXBdah5iCEAAABgeGPWAWA4sd9+++VEe+xM/fHHH/PEc5lojTLlUYY6bLPNNrm8azVhH4nUSNjHxHX0t19//fXz53JCWrn75hVJixC7lR9++OHa67GLfquttsrJ0wkmmCAvArngggtypYYyYR/K2KkmMiQ1ur5Isv/jH//ICzjiOlNd9DHttNPmz5G0L69F0R4hkvKRcD/++OPzdSoS9pGYj9iLj+h1H7tcV1pppdzbvjTOOOPka1b0rY9y+nRtr7/+eq7GEIvQ3n777fTll1/m16uLhOIaE0nWSLBGu41Ith522GHpueeea/DZMywQQwAAAMDwRBl8gOFA7Aa74YYb8s75SHDFztRIeEXiKxJgkQir9o0OZ5xxRk6ItS6JH0mv2267LSdjIzE2wwwzNPRvo/HOP//8tMUWW+Re83379q2VLw9ffPFFTtTHjugePXrkhOqmm26aKza01Wecri8WC80333zplVdeyQn7SLRHPPzvf/+r7Xo/99xz83Wq9bWovF7F79h3333zApAoV12KOIve0q3LTlevc3RtUTUmFg7ttNNOeVFZ7JCONhxR8aN1KfL4Pu5j/fr1S/fee2++jkW8qQ7T3MQQAAAAMDyRrAcYTkQiLHpCR+no/v37D3XCPhJjK6ywQt6l+sEHH6RJJ520oX8XjXf33Xen4447Lu9CjOoLe++9d1pggQVq70vY09qLL76YNt544/y5T58+uUVHxEN5nRnUtai8Xv3888/puuuuy0m0SJ7F71lllVXyMfpDN7dItkYCdbfddssxtvbaa+cYijYLbSVbI8ka16i4J0455ZQNPXeGDWIIAAAAGF5I1gMMZwn7KD8dCfuh2WFfHhN972Nna+yuj/LVZSl0mlckNY488si8ICR2Sw8qYR+9x3feeee0+eab5xYLNKfo77zOOuukV199NSfaL7/88hwPQ5KwL1W/l6inmmyN+91rr72WNtxww3TSSSe1m2yN+2PZksE9jSCGaEtUhZluuulqlWAAAACg0STrAYbThP2OO+44VDvsJcWoqu6Mf/DBB9NRRx01yIT9v/71r1wuOJIZjz76aPr73//ewLOnEarXjXfeeSfvho9S0717905XX331YCfsJcT4MxEjcV0anGQrtEUMUfWf//wnLbTQQrmK0PXXXy9hDwAAwDDB7ATAcCYmFpdbbrl06qmnpp49e+ZEWPSyj53ykYSPZHyIJP6ZZ56Zv95uu+3SiSeemL+u7mY1Sd1cCYtSdZ1eJOrL7xdffPG0zz775KTrzTffnI455pjcLqE0wQQT5N30sas+dthL1DdnHJXXjSgtHcmvSNZHf+dY5BE77b/77rucqI+EfVvXoqjQECTq+TMRI3FdOu2003Lf8UsvvTTtsssu6euvv85xGMlWGBQxROt4GGeccdJtt92WNtpoo7wAFgAAABrNznqALl4S/9xzz83vRZL/q6++yu/rMd68jj322JywWGGFFXKCtb0d9vvvv3967LHH0lprrZWrOCy88MK1Y6PXePSuD3YmNo/qv/VBBx2ULrjggvThhx/m2IjdipGgj0VDEVtXXnnlIHvYx+KhWPQBQ7M7Oip/XHjhhTnpBoNDDFF6+umn05prrpnHzmuvvXa65JJL7LAHAACgocyuAwznO+xjt9iUU07Z7g77LbfcMl188cV5cnr00Udv9GnTQNdee20ubR+7Cu+7777cz7e9HfabbbZZ/j5+Jqo4ROK+VCbqg0R98yj/rQ899NB02GGHpbnmmis9/PDD+SOSH9FCYZpppkl33HFHWm+99drcYX/66afnr3/44YeG/i0Mn7ujI36iwke04KhWC4E/I4YoF53NM8886aqrrkpTTTVVbt2ywQYb2GEPAABAQ9lZD9CFd9hXd7WGSM5Wd1PTXL755pu06667posuuignVWOhx9JLL93uDvuZZ545ffvtt+njjz9OSy21VC4fPMkkkzTwL6DRnn322Rwzkey68cYb0yyzzFKLmbi+PPnkk3mhxxtvvJF32F9xxRW5h3212sdLL72UZp111kb/KQyHIsaeeOKJ1KtXrzTppJOq7MEQE0PNKxZnVNuvPPTQQ3ln/eeff55WX331fL+ywx4AAIBGMDMB0AV32O+1115552o1UR8k6ptHW2vxotzvySefnDbddNP09ttv5wUe9957b4sd9vFz5c9GEmPFFVdMiyyySFp55ZUl6ptEucOwrRjq379/+u9//5t700eivrozNa4vCy20UI6xSILFDvtIhMSCj0jUlzvs4+eCXtEMqYixaLsQ8RWxJ8nKkBJDzamaqD///PNzv/q+ffvW7mHXX3992nDDDe2wBwAAoCHMTgB0oYR9lHeNHdNnnHFGOvzwwxt9WjRIJEHL3fGvvvpqLlFeil3O0S+8mrCPkvhlIjUSF/Gzt9xyS+5Hvvnmm+cd1GV/cQV5urYoaR/VFz744INaDFX/3T/77LP8ORLwIZIf1eNClBgud87fddddaY011sjHl4uHyuMlyZpD9ZrRmdeP6g5ZujYxREdEzJT/1vvuu2/aZptt0gsvvJDbIuy4445p2WWXTeOPP3665pprchJfwh4AAIB6M0sKnaScPKzuSq2+DvVI2Pfu3TsdffTRab755suTkTSf6k7BqLaw2mqrpa222iqXey0T+a0T9ttuu2267rrr0ieffJKPiWOj/3iUOo/d+OONN95AJfLper788st83YjFPtFao6r8d5922mnz58ceeyzHTmsRX5H0WGKJJXKlj8kmmyxXb3jggQfq9FcwrCh3rFavGeXXQ1tVoa2fM87qusQQnaGMmXPOOSePkZdZZplc8r5fv37pwAMPzC1+/vWvf6XJJ58897CXsAcAAKDe1EOGTi6tGBNCX3/9dRp33HH1B6chCft//OMfqU+fPqlHjx5isMlEEqK8Fu2///55Uvpvf/tb2nvvvfNu5xCJ/LhmlQn7+P6CCy7Iu8uih2/0qb/55ptzqfOo1DD99NPXfr9Efdc2+uijpz333DM9//zzac0118yvfffdd2nMMces9XWeYYYZ0pxzzpmPufPOO9N2221Xi4vqvTAWfkwxxRQ5xl5//fV8XaJ5lPeeuI5cfvnl6eWXX86vRenxTTbZJPXs2XOIf2e1t/h5552XFxJFnLoudU1iiM70888/p9tvvz3fo2JMFO1YyniYcMIJ8z1qtNFGy7EVCfu4n0Xc6WEPAABAPYxQ2EoAHVJNTsTEX/ToffTRR3PSa+KJJ84Js0h2RbID2tJ6t3J1MhmGxgEHHJB3jK2wwgrpsMMOS3PNNVe7x0YyNhKqUfb+mWeeSaOOOmq+Xh1yyCFp6623zsfYUd88Yjdh/FtHkmy//fZL77//fjrmmGNygqx07LHH5mRHHBf3vehLH4n+0n/+85+c8Fh00UXTueeeW3vdta25xkWff/55WnHFFfN1pSqqLeyxxx5p9dVXz9UXBkc1di655JK000475dYKUQ1i7LHHdn3qYsQQne2rr75K8847b17wEQs/xhhjjIHuSdEO6Pjjj0+HHnpo+vXXX9Naa62Vd91L2AMAAPBXk6yHDqgmsCJxEQmMEBNA8XokwWK3Ruw83HjjjdPUU0/d4DNmWJ2Qjh0/MXk422yzpe7du3fod0qsNrebbropJ08XWGCBXM48do9Vffrpp3mnYuyQLsWk9BdffJFLlUdSNhIXZYJfgrU5vfTSS2nJJZfMlWLiHhZ9fqsJ+1122SWdcsop+VoT7y+yyCK5/28sVotkx9NPP513JZY79GkucY2JUtNxX4uE1xprrJE+++yzvGM12iJEZY8tttgiV/T4sx3S1WvQRRddlGMxrlnxe+aYY446/UXUmxiiMw0YMCC3iOrfv3/eYb/88su3eVy0AYo2LrFw8aeffsqVqmIxo3E1AAAAfyWz79BJPRBjZ2pM6ESi4rXXXkuPPPJIWm+99XLC/rjjjstJs48++qjRp8wwJHb3RKI+dvvssMMOefdYJMCGtg9riJ8t4zKSsjSfuAbF7uiyzGvpwQcfzDsRZ5xxxpyciF3PL7zwQn4vdo3FTsX1118/J2jLRH0s/JCob07TTDNNOvPMM9NMM82Uzj777HT44Yfn0valk046Ke2zzz55cVG0S4j7XRwbSbXYWR+L1yTqm7O/eIgWCa+88kruBx3VF6LE9JZbbpmTZFH5I+Imqi5ce+21+b7V3n2vrSTrDz/8kO6//35J1i5IDPFXicXT8ZwWY+SHH34476KvKuNn/vnnT3PPPXceQ0WbhFj4KFEPAADAX83Oeuhg6fuw0UYb5V2EsdsndkZXjzvqqKNyIj/+X+3kk09OG264oZ2q1GIodvrE7p5ImsZOnoiXiKFRRhlliH9nNa6iB3nEW3zEbleaJ65i92EkM2IH4rjjjptfP+GEE3Jsxe756aabLv3444958VBMQkfCYmjija6rrM4RFT9uu+22nBh7++23c6IsSuNXd9jfeOON+f4XLWDimhbXr1h4FOWpg/tdcyj/nWPx2YsvvpjuvvvuHBuxK7p8P+IqYiQWE0Wbjig1HbEUixvbqjzUVpI1rl2RaKuOtegaxBAd1V5lqXLMHTGw6aab5l3zF154YV5c1vpnI+bi/hWLzqICUVQaGtTvBgAAgM4gWQ8dEKV+RxtttLzDMCZ/YpdhOZlTTgzFhGIkN2J3fSTJHnvssTT++OM3+tRpoDJGok9qlI7+8MMP02677Zb233//NvtiDs4EYesJ6b59+6ZvvvkmJ9FitytdT+u4KHeFRXWG0047Le+Qj4UakZSIUr+xU/rggw9Oq666ak6GxHvvvfdeuu+++/JCEZpTW8n0amy1TthH2em4VlUT9iF6P8f1Kz6i3317v5uu6/vvv887UqNqzAQTTJBbAsW1J8ZB5b2tjIk4ZqWVVkp33XVX3sF65JFHtoi79nZDR1JWkrXrEkN0xkLqWJARCxYjZqJdQnyUtt1221wtJhL2p556alpqqaXSVFNNld97/PHH8/g5qsjEosdevXrl193LgKHd1AEAAIPLUycMpZtvvjntueee6fzzz889fWMisVrCMx7SYnInJooOOeSQNPvss6c333wzPfnkkw0+c+qt9ZqocsdqlL5//fXX01577dVmoj7eizYKf1YWv70J6dgVJFHfNVXbHXzwwQf5c8RAfMT1Zp555sk75iM5/3//93/5WhWVPzbYYIPUo0ePNMUUU+RkRUxWTz755A3+a2iUuF+V145XX30172CNNi7VRSARL7FT/rDDDssLPqIcdbUkfrnbNZIhEU/VCUrJjeYSC9CihHRU7Xjqqafy2KgcB5X3sYiJiLtY0BGVhqotW8q4q7bfuPjiiyVZm4gYoqPJsWjfEuXu434VyfaZZ545VxeKag3l+xtvvHHuR7/99tvn3fWxYHb33XfPrVuiZdBOO+1US9QH9zKgLa2f0X/99dfatejSSy8daA4A2iJOAICSJ08YSlEacZtttsmTP1FaOhJiISYPqxOKkcSPBMacc86ZX+vfv39Dz5v6iof2stJCVcRM7HheeOGF847VMlEfx1922WVp3XXXTfPNN19aaKGF8s6faq/owUnUK/HaHAnW+DePsvexu7B82I/S9/fcc0+68sor0xlnnJEXbUQCv7wGxSRS7FSMCenoWx+7F2k+ce0oJxRjR2rv3r3z9SZ2tUbiIuLjzxL2kSBrncRQJrh59ezZM/cX32677XJcPP/88zlJFuL7cmxUxshEE03U5u8p34/rW8RiLG6TZG0OYoghVbZGCFFhIRLwL730Ui5lH7vmozd9VD6Ljxj7hCiBf9BBB6UZZ5wxPfPMM7lCWrQsi2oNMW6K+Ct/N0B7yjFwPH/Hdad79+75+7jvxKKgqHQGf6acRwQAkKyHDiTrd91117w7Oh7Urr322nTWWWe12PUTkzxlEjYS9tEXOkrh0xzWW2+9tPTSS+fkeUwkVhP2UWXh448/ru18j1iJHWXrr79++uc//5nLTkeLhdjpGn1ZY5d0eVxJidfmTrBGQiMWDL3zzjs5wTpgwIDawpDY5bz22mvn96O8a1mWvCzzGonWmJTeaqut0jjjjNPAv4hGKa8dkbCIVi1Rfvrvf/97vsacfPLJOelx/fXXD5Swjx7RkbAvkx2xA1aCvjlV70fl/W3aaafN152dd945x1jE0iWXXNJiAWN8jp+N3tAhKg+1/n1Rwvqhhx7Kxz/wwAPuaV2UGKKjyvtPxMmxxx6b71PR3ieey+68885czn6yySbLbchifBzVGkLcv6JKWrwfz2+33HJLTuZH7LWuYATQnqjKcfTRR+cFQXF9iTF1LACKqh3LLrtso0+PYVw8i8fz11VXXdXoUwEAhgXRsx5o3x9//NHic/jf//5X+/r1118vdtlll2KkkUYqpplmmuKiiy4a6Hc88sgjxfjjj19MOumkxfPPP1+nM6eRPvzww2K88cYrRhhhhGLVVVctvv/++xax88477xRTTz11MdlkkxUnn3xysc8+++Tv4/hlllmmePXVV4v+/fsXe+yxR35tpZVWahGHv//+e+2/deGFF+bYGnvssYsXX3yxIX8vf73qNWjvvffOcbHccssVjz32WJvHV2OkdN111xVzzz13/tmTTjqpzd9N83jqqaeKnj17Fquttlrx7LPP5tfuvffeYqONNipGHHHEYtZZZy2uueaaFj/z008/5TiK+13E0X333degs6dRfvvttz895o033ih22mmnHEdTTDFFcdxxx7V4/8QTTyzGGmusYpZZZik+//zzNn9HjJ3iPkjXI4boTBErEQd/+9vfiqeffrrFuOaggw7K96oVV1yxePLJJ9sdH1UZEwGD69FHHy2WWmqpfJ2Zaqqp8ucNN9ywePnllxt9agwH9ttvvxwz8XHVVVc1+nQAgAaTrIfBnEz86quvcgK2rUmcN998s9hxxx3zhGIk5ffff//ivffeK3788cfilltuKZZeeuk8AD/rrLPq/jfQOC+88EIx88wz53/7f/zjH7WEfcRPfEScRIK9fEBbcMEFi9NPP712XHjllVfye1tttVWb/40LLrggT07GhLVEfXM4//zza4n6l156aaD3f/jhh4EmoyMBGws+4ucmmmiiFteiP5u0puu69tprizHHHLN44oknWrwei4XKe9pss802UMI+7m2XXXZZcfHFF9f5jBlWxkUxJtpzzz2L9dZbr1h33XWLG2+8sfjss88GGhtFsjUWM8a1Z7755iv69OlTzDXXXMVoo42Wk2sxVmp9HZIo69rEEJ3t7rvvLrp161YccsghLV4/+OCDa4n65557rvb6J5980uI48QJ0xLvvvpufx+NeNckkkxR33nln7b7k+sKfzTMeddRREvYAQCZZD+2oTvrFbp7YjTrOOOMUiyyySHHCCScUH3zwwUATijvvvHNtQjESYrHbedRRR807FyMJW/LQ1lwJ+xlnnHGghH0ZYzfffHNxyimnFGeeeWbx5Zdftoi7+HrbbbfNP3vppZcOFDvxsxNPPHExxhhjSNQ3iYiJqNQw+uij513RVc8880zeLT/HHHMUiy++eNGvX7/ajsL4HLukV1999eKee+5p8ftoDm39W//rX/8q5plnnjaPiXvaDjvs0O4O++okkzhqDuW/c+xijpiIe1M55olKMrGT7O233x5ox+tuu+1WO+7vf/97Tr7GQrOPP/54sHdZ0zWIIf4KMfaJ2IjxdCkS92WivlrVLMbhUU3m3//+d4POlmGBawad6fDDD8/XmwkmmKB23Yl7VzDvQ2tlTPz888+114444ggJewCg+P+b2AJt9vPdf//90xFHHJG6d++exh577PToo4+mJ598Mvc9POaYY3Lv3rLH5vbbb5/7SUffxOi92bt379zXPnpC9+rVa6A+43R90Uc1epCts846uR9m9KS//PLL0+ijj57jYOWVV25xfNmzNRZTnX766enqq69Oiy++eFphhRXy69X+mT/99FOabrrp0hlnnKEXa5P44osv0j333JN69uyZ5phjjtrr5557bu7V+tZbb9Vee+aZZ3If8uhtP+WUU+Zr1y+//JImnHDCWoy5FjWHuK7EvSlcd9116c0330z9+/dPo402Wr63lX2eq9eXuKdFz+gQ15h+/frl+9faa6+dXyt/XxBHzSH+neO+889//jN98MEHabvttkvrrrtuuuuuu/L97bLLLsvXqFNPPTXHT4h71NZbb51jLMZGo4wySlpmmWVq977oJz7yyCM3+C+jXsQQf4Xxxhsvf3799dfz58MPPzwdfPDBqU+fPvneVR0vXXPNNenGG2/Mve1pXuUY5qyzzkpTTTVVWn755Rt9SgxH4n5UHTNPPvnkaYcddkhLLLFEfn6//fbb02+//ZZOO+20fC8rj2/9czSfvffeO3377bc5TmI8E8/m8XnffffN7++33355XBTKZy4AoIk0erUADMtiB+qEE05YrLLKKrkHYux8jrK/UYazLEMduw+rood92WMzdrhGGfy2et3TXNrbYf/rr7+2udtjr732yrvMppxyyloVh7Z2r3799dd1OHuGJcsss0wx7rjjFuedd16+Hm2yySY5ruK10047LfceP+aYY4ru3bvnEua//PJLo0+ZBqru6Kn2Rax+3HTTTW0eX60aE8dF3+jW9zyay2uvvZZLvPbt27d2bYm2CA899FCx6KKLtjs2ih1m22+/fa1SQ3XXkMoMzUUM0VGt71MRU9HSJfpFr7322jmGVl555VxxqOqBBx4opplmmlxRJp7XaO7YueKKK3KsLLzwwrmVAgyO6v1mwIABta+//fbb/DmuO4sttthA97JqNYcom0/ziSov5bPX3nvvXYslO+wBgJJkPQzC8ccfn8uZRaK+FMnV6O8bZabLh7CyzFlbPexjQvHqq6+uvacUWvMp/82jVP1MM81Um0T87rvvBurfGsnXaLlQ9rB///33WxxTMjHdfCIGIpZOPfXUYrLJJqs9yEcbhM0226x4/PHHWxwbx0w++eQ5riDiJuIlkhRRPjp6RS+77LL5tUhePPzww4NM2EeMnXzyyQ04cxqp9b3m1ltvzS1+fvrppxaLECNmoid0OTbq3bv3QGOjt956qzY2mn322VuMjei6xBAd9Wdj3hjzROJjlFFGybGzwAIL1HrUlz/7yCOPFEsttVRuI3T55ZfX5bwZtrR+loprUSzIj7iJhbB33XVXw86N4S+GIpEa7cUOOOCAFsfENScWTlfvZdXFQTGvFOPv+FmaS4x7YpFQjIEiNvbYY49aTFUT9kceeWTtOf/KK69s4BkDAPUmWQ+DmAjaZpttio033rg2iVgeE1+3fggb1IRi9Ne85JJL6vSX0CiDk0BvL2EfMRUfW2+9dTH99NPnHWfR0zXoq9jccdR6Z3w8zN9www15l3QkUGPxUOsKC7fffnuOse22267N30nX1/q6sfTSS+edPnENKt+P+9i6666bY2XOOeccZML+m2++afc9unYMxa7nTz75JE8233vvvbniS3zf+rrSemzU1u7oGBtFpYZu3boVE000Ub5+0XWJITrzXhaxEQmyfv365YRHVK0qRTI++kRHXMRCjnjuioUgH330UXHhhRfmsXXEVHXRmXtZc8ZRxEA8g4011lhFr169clyMPPLI+boTVfXgz2Lo4IMPLkYbbbSiR48exaGHHpqrLw7qXhYLhd577728sDrmjeK1SMjSfOI5PhLwMX6RsAcAWpOsh1YPX/GQfumllxbXXHNNscUWWxQrrLBC3k3fuoR964ewPn36DFRSMSYUd9lll9ou6bI8Gl03hiL5HhPRRx11VK7MEJOK1STXoBL2ISauY+FH+bAmydq816Ibb7wx7xSLSZ1VV10174wud4q1nmCuxsl//vOfXEp47LHHLu644446nj3DorPPPjsnNCIZH8mN1nH2zjvvFOutt16+HsXCskEl7Nt7ja6njJEo8RoJsJ49e9aqMMSOoCg7Hf5sbBRtgyLGWo+NYiHkRhttVMe/iHoTQ3RUdWxz+OGH59Zk1RYuEUexuLUU4+811lgjJ+zj/aguNM444+SvJ5544uKss85q83fTPGJcHQvp559//uLMM8/Mu+ujvUbZqmyRRRaRsGeQY99oVVcm4KN9S3vHlfeyOC6Oj+R+fMTXxx13XJs/Q3OQsAcA2iNZT9OrPiAddNBBtRKK5ccss8xSS7a23qnY+iEsEvJxbHUCKBL48VD38ssv1/Gvop7KuIid8FFGMVbZV2Mokq2xw6caF4NK2Jc8vDeXanzErvmRRhopx0eUbC1jKXqGx675UutrUiTnY6Ixjj399NPrev4MeyIGIhZil2G0dGmvxOvbb7/dImEfOxThiy++yK18yhiabrrpivHGG682SV1ef9oaG8XCoviZcccdt1Ylpuqzzz6rfS1p1nWJIYZWdQy877775piZbbbZivPPP7+46KKL8u76cny0ySab1I6N3avRHmHJJZfMvcgjKRsLaB977LHaMeKlOV122WU5XuJZ7f/+7/9avBc966MkfrwfC171sGdQ4+qVVlppoBhqb/HZxx9/nK9RsVBtiSWWyJtCSq5FzWtoEvZa/wBA1ydZD60GwlEmMVbdr7nmmrV+UpFMjd317U0oPvPMM3nX4rHHHtvm7y5/lq6nfMiOCenYlRG7eSLpdfPNNxfnnHNOscEGG+Tk/bTTTluce+65LX62mrCPiaEffvihQX8Fw5JDDjkkx0RM6MRkYUzyRNJi1113za/HgqKnnnqqxc88//zzeVFQ9+7d8y6y0047rfaeiaDmFeWj55577hw3cW0qJwhbTya23mEfi9Tuv//+BpwxjVZt+RMJsphEjB2tIcpJRwuOKGEecbL++uvXYqmtsdFLL71US6i2dx2yKK3rEUN0prhvxeLFWPhaLXsf/vnPf+adqtHipXW7hLKFUFvJM5pL+W++5ZZb5uvOv//979p71fh49NFHcy/x2Hkfi4mqx0G0HIuNGbH4NZ67qqJSTCwGiQUfW221VV483bqiYpTK/+9//1v73vMZQ5Owv/766xt4xgDAX02ynqZVPpzHg9JXX31VzDXXXLlMZ9nPN3bIxy7EckIxkhiDmlCs7voxEdRcfvrpp2KdddbJcXLYYYe1eC8mmscff/xisskmK0455ZSBJg1jVX6U9YyJyLZ2jtFcooRr9NCMnWCtd2xEsiOS8dHDt9qjN65H8RAfi4tikvGmm26qvWciqHm0vi+V15p33303Ty7G9SnuZ7H4o63jy4T9WmutlY+NSUeaSxkzcU8LcT1ZfvnlB1pwGD1XB2dsVHIdah5iiM4WCzpi0Wu1RUtZDS3i5x//+MdACxhDGVPxTOa5rLnF9SOuSVE5KGKmHF+XcVGNj1hYHcfEeDsS9g888EDDzpthSyTky00cVRdffHGeR6pW1YvNH+Uu6HLhUJVrUnOrjmkGN2F/wAEHtLh+AQBdk2Q9TS8mf2KVc/R3jt3QrUX/5yGZUPTw1XxidX08YMWkdDUZ//333+eSnbHr59BDD63tnG8dO6+++motgWZCurlFdY641lQT7tVJ6VhQFK03SmWLjpiEjNLl77//fu09sdScYmdYWwn7sj1CfB5Uwj52J8aOIJpT7GIeeeSRiy222CInwcq2G62Tre2Njdqq2kBzEUN0lk8++SSPr6P6VFsViGJMVN3hGguu9RunPauttlqLxYjVa031+T0SrWV1vdgpHS3taC7VeCifp+J6FPeseLaPqopxrdl+++1rVc9iUXXsei6rVEWVRppb+ZwV8RSLNiKGfvzxx4GOG1TCvrrYIyo5AgwpOQoYvoyYoInttttuabHFFksbb7xxmnLKKdP888+fX//jjz9qx8RrV199dZpiiinSlVdemY/97bff0kgjjZQ/tzbCCCPU9W+g8R5//PE0YMCAtOqqq6Zu3brl13744Ye0wAILpNdffz3tt99+ac8990yjjTZafv2RRx7Jn0szzjhjmnTSSdPvv/+eRhzRZblZVK8z4ZdffkkPP/xwjoFZZpml9vqhhx6aP/r06ZP69euX5pxzzvx6//790znnnJPee++91KNHj7Twwgvn61SIxXhiqfnsscceaZFFFkmnnHJK/j6uR3GfmmqqqdIll1yS72ePPvpoWnvttdMnn3yS72Nx3amadtpp0/LLL99mjNL1vfjiizlm/vWvf6VbbrklPfHEE/n1kUceucVxrcdGm266af658h5I8xJDdJaffvop/fzzz+nHH3/MY6QQ46GDDz64NiaaY445asefdtpp6aSTTkpff/11A8+aYU2MZeJjhhlmyN+ff/75+XNca6pjoHLME9eqeKZbYYUV0h133JEeeuih2tiari9iojqfE89TcW8aa6yx0jLLLJNeeumltOiii6Zll1023+fWXHPNdNddd+Xn/dVWWy1fl+Ln4/ns119/FTdNqpwvjPvYIYcckp+tYtwTsXPxxRend999t3bsKKOMkq858fw24YQTpuOPPz7ts88+ORa7d++e4yiMN954DfyLgOH1WhT3pLiexHj6448/Tv/73/9q77tHwbDHTD5NrUzO33zzzXnA/MILL7R7XHVCcb311jOhSE0ZB+WD/bfffpsWXHDB9MYbb6SDDjooLwqJZGr4/vvv8wTjpZdeOtDviQc6mkN1YcZbb72VP8fDeMRATBaWk9IRP+1NSkei/rjjjkvffffdQL/foqHmNPHEE+fPu+yySzr11FMHSthfccUVeRFRmbD/9NNP20zYlyz4aD4xEX399dfXvo/7WPlA3zpOyrHR1FNPnS677LIcdyCG6CyRtJhuuunyvSrGRjHmaW9MdOONN6Zzzz03LzgbY4wxGnreNEY54dx64jnGMvGxzTbbpEkmmSTdd9996Z///Gd+L8ZAcXyMm+OY+++/Py+GjUT9Zpttlq9dRx11VH5+M7ZuDuXz+CabbJJWXnnl2lg6Ft1HLMSz2XLLLZfvdTfccENOsMbmj9IzzzyTY2qVVVbJz3Y0nxjrRMzEdSPiJBaZxSKPUUcdNW/k2G677XIcRay0l7CPzzvuuGMtYR9cg4DBUY6DymtRJOk333zzvLlnmmmmyYvMLrjggtp1RcIehjGN3toPjRblysr+YltvvXXt9bbKA0ef6EkmmSQfq0wwpUsuuaTWN/Ptt98uZp999tzrsF+/frW+rWX5oQ033DCXyrv77rsbes4MG2WoosxdxE5ZtvXggw/O3x911FHFcccdl7/u06dPizKv4c4778ytOyLmlMSj6owzzqjd00455ZRB9rBfYoklaiXxodo647rrrqvF0f777z/IsVG0E5pvvvmKd955p27nyrBJDNFZJYPLz5tttlmOoSmmmCJ/XnXVVYsnn3yyxc899thjOX6iRPVDDz3UkHOnsarXlRjnRIzE2DrKlVdFy7vxxhsvx9Lqq6+ex0DRDi9E7CyzzDLFxBNPXLzyyiv59SiJH6WpP//887r/TTRGXHeiXHl5/9p4443bvM+1VVY42rvMP//8xQQTTFA88MADdTtnhh1lfES5+2jh0q1bt2K77bbLLYLCueeem+Nj9NFHz202qu3typL4V199dTHSSCMV4447bu3nAP7MWWedVTz33HMtxkXRmnWeeebJ97PJJpsszyGW97fDDjus9rNK5cOwQ7KeplV9qK8m7KM3dFvHlKIv9L/+9a+6nSfDnnIgUz6Mfffdd8Xcc8+dH7pigicS9UcffXStR335M9GPPAZH0csufobmdvrpp+dYWXLJJfNCoHKisLwWlb0yowdr60npxRdfvJhwwgmLW265pUFnz7DstNNO+9OEfdnDPhYXVa9VNF9Stb3Xb7jhhsEeG5X9yPUbbx5iiM6OobZiKhIVM888c46h6CMez2FVkZCNhEi8f9555/3l58ywp3o9OeGEE3JP8ZFHHjnHRIyzo1d9LHqNJFg8j0XP+vHHHz+/H8n4iJ94NhtzzDHzayeeeGL+XbEYNia2//73v+efpbme8yNmIlkaMbHBBhvU3i9jofV9LBbix/NZHH/22WfX+awZlsQ4JhL0o402Wl6YH8my8N577+WNGxEj5QagWHj/9NNPt/j52OwR85Ovv/56g/4CYHgTY+C4psSY5qWXXqo9W/3zn/8sxhprrGK33XYrvv766+L//u//8jxkW89nEvYwbJCsp8trPfHzyy+/1CYEq2688cbBnlBs73fTHDt9vvzyy4Fi6tRTT80TOhE/K6ywQtG/f/8WxxxxxBH5gX/WWWet7WQ1GGoura8lSy+9dN4JVg6my3g46aSTatei3XffvcV7t956a14YEu/FILsklpo3jtr7t/+zhH3sYI0ESHVFNc2hutL+wQcfzPevWEwWu8Ba37uGZmxE1yeG6Kjqv39UYdhnn32KZZddtthll13y+KZameree+/NSdWIoXnnnbe46KKLigsuuKDYb7/9arukywRrMCZqHtV/67333ru2cywSZTvuuGMx44wz5tfi+eumm26qjYEiObbAAgvkBSDx/hhjjJFjLHallfbaa6/83s477+x61WTKf+9I2EeSo3XCvhoPb7zxRnHkkUcW44wzTl64Xx1zuxY1p6jsERU5ll9++Vqi/s033yw22mijHEtbbbVVPiae6aPiYlSMeeqppxp92sBwLHbU9+7dO19jYuHYyy+/nF/v1atXsckmm9Q2i5X3r/Y2LLpvQeNJ1tNUu+fjoTsSZMstt1wuFVzuZi2ZUKS1clInViFGWfuVV14579iIVdDHH398LfH+4Ycf5gnGKGsWSfkorXjxxRfnhFmUVIyYioFSrKgOYqp5xURglLGfbrrpiksvvbQ2KC4X/0SsHXLIIbVrUcRaTBBF7MUOofg4+eSTa7/PoqHmFCUSY4JwUKoJ+1gE0vq69u2339Ze82DWHMp7T5T0jfFQlOesVvNYaKGFimuuuWawxkauPc1JDNFR1fvNvvvu2yJ+yo9YzFgtYR6lgiO52vq4ueaaqzaWCmKqecfWbbWOigX68dxWJt1jjF3G3zfffJPL3V911VU5cVZObIdYMBI77ePZLaoR0TW1vl5Ur01/lrCPsXQkYjfffPP8XrSYqt77XIua15VXXpmvHeXO+I8++igvHoo42WKLLQZqhxeLPGLuqPXcJMCQiE1AkeuI68piiy1WXHjhhcU000xTW0jdeg66vecz80LQWJL1dFnVB6S+ffvmvk9xE4pVz+UNKZJlsTujvRtWJMxoXuVgJkpwRgnEiIkomxhly0YdddT8/RxzzFFLmEXiPnaWRVnp6kRilMaP8orxoFb9vTSfaKERMRETzjEJeO2117ZbCjbKdMYunzLWYtfPWmutlXcGVY+j+cSunYiJ2KExqB7P0S9xp512ysfGzo1qwr76EOaBrDmU14so7TvDDDPkJOu6665b3HXXXTmmtt122xwrUbbziiuuaHdsFJOLNCcxRGeKMXNZsjMWVd9+++35tWmnnTa/PtNMMxX33Xdfi0pWUWEoEqmxYPbhhx8u3n///dr7xkTNJ8YvAwYMyIuEospC63LSRx11VK2t1OOPPz7Qz7YlqlpFq6nYGVtWv6Lrqf77x67nwU3Yr7/++i1+Tzzfx4KP6gJa1yKiIkw8h4V43o+EfDzHV0Wru2iRWC4oivGUlhtAR8S4Jap6lAtaYyPZCy+80GIOunqfqz6fHXrooQ06a6BKsp4ur9yhutRSS+XJxNgJ9OijjxYHHHBAfj0exKPHWFX1hhW78WkObU3axA6MOeecMydMY3I5dmF88MEHeSd92ZcuSpjFxHW5yj6+jl51MZkYk9cxYCpLoEnUN7eY7IlrUXl9idLBg5rU+fTTT/Oq/OhTHxPSMVFdMhHUnOLfPZIacV2KKgvRh+ztt99u9/goLxyxVu5+PeaYY+p6vgxborT0mmuuWYw44oi5Wkz1OhITzlEdpmfPnvm9uF9V34+FQuW167///W+D/gIaTQwxtKpj4IijhRdeuEVvzVK0myr70EcSo6xiNSgWnXVt5b9vW89RkfCKWNlyyy1bvH7wwQfn11dcccUWu+2rX1fjJnaeRSuzst1C7Lqn69t1113zfFDMEw0qYf/QQw/lhGvExzrrrNPu73Mtam5tLcCPxUQxNirvdeXzfPSOjsWNsZg6dtZXq3sADK241kRrqfKZ65ZbbhnkZo1q/iMWOQKNJVlPl3b//ffnVdBRSjEGw1XR57BcaV+uwq/esMoeLnbXN4dYxNE6BuLhqizPGb00y9LR5XuzzDJLMcUUUxR77rlnbeX0oHh4pxw8R0n7stJHlHYd3J3OYoiyrGvsQIyFQpEwaythX04uxs77SOxH+deIudiNSPOKsVBcd2LFffWeFgvKoqdvVGA47LDDih9++KEWa1XRwqNs5+J61JzEEB0V96/4GHnkkYvLL7+8RSyUMRUJ+7KqVew2HFS5arq2uGZET+f2Fj4/8sgjOU6iktCfJepD9HSN1mVtOe+883ILobIaGl1bLMJfY401aguDqhs4Ws8JxPcRY2W1xta7pKEtMd6JyoxTTz31QAvPdtttt+Jvf/tb3uhRXZBPc2lrA4YxDp3xvBbtNON+NdVUU+Xd9YOac4wKMfEM13rMBNSfZD1d2nHHHZdvTtWy0dXd9iuttFKLfoixi7pqULsV6TqilHSU2iwT9qWYMIz+c1GOs5wgqk5Ix07V2DlWJurjgb/82q5nSmUslIPh+ByD5zJhH6vty8VEHsyoauthqoynSIDddtttbSbsqwm0M844IydEohqIXWKUrTguvvjiFve0mKSOSg1xT4sdryE+x6LHt956a6DfU40xmosYojOezWLsHZOHUe2sdTyUydhYTB1JjlgcG5WGaD5xbYmWGxEzkVQtFwFVE/Zlsn6JJZZo8ZzfVqL+0ksvbbPKUPW5TRW0rqut5/OoqBB9xCMuZp555jYT9uXn6OkbSdeyWlUsJIFB+e677/K8UbS/u/rqq2tJ+bPOOquYfPLJ83WqvK7RfMqxT8TFE088kZ/tY16o9UJXKMV96I477vjT48o5x7jGlGOktuYcq1/H9QpovBETdEF//PFH+t///pceeOCB/P2MM85Ye+/QQw9NBx98cOrTp086/PDD01xzzZVff/fdd9Oll16aPvjgg9qxU089de330TVtu+22+d894uDXX39t8V7ExIsvvph69uyZunfvnl/74Ycf0oILLpjeeOONdMghh6TddtstjTrqqPm9Rx99NJ1++unp559/TiOO6PLarH7//fcW35dxNcIII9Q+zzzzzOmII45Iyy23XHr88cfTDjvskF566aX8Xiykg4ijMmbKa08ory0jjzxyWnbZZfM9bc4550yXXHJJOuCAA/K1qVu3bvmYxx57LJ177rlpkUUWSeOMM06aaaaZ8uvuac13LSq//vHHH/Pnn376KX/+5ptv8j3t9ddfTwcddFC+p/Xo0SO/N2DAgLTVVlulhx56aKDfXcYYXZsYorONO+64afrpp09XXnll6t+/f3r44YcHioeRRhopf55kkknS+OOPn1555ZX09ttvN+ycaZzRRx89XX755XncfP3116f1118/X4MiRn777bd8zDzzzJOWWGKJ9Nxzz6VVVlklP+evuOKKqV+/fmmOOeao/a5HHnkkHXnkkXleoHfv3i3+O9XntjL+6Fpi7Fv+O8c8UYhnrimnnDIdeOCBadNNN02vvvpq2mmnndI999yT349xeMRZOR7/8ssv0+KLL56f3eKZP57jYFBGG220tO666+aY22uvvdLqq6+e5yFjDipeO/744/MxNIdffvml9nVcW2LsE8/4a6+9dr6erLTSSmmBBRZIe+yxR75nQVXcq2LuZ5111qnlOtoT961ZZ501HX300XnM8+CDD7Y551j9OsZcwDCg0asFoDO0XgFfrpreYIMN8o7DstzmgQce2O5K+yh3PvbYYw/UN5GuK1Y0l2Xs3njjjdousJ9//jl/Hb3pxx133Ny3MHz77bd5ZXTrnWNlzE0//fR5t/TglMSn61+LYtfhVlttlXcExW6gPfbYo/jkk09qK+ojZmJ163LLLZfjcPHFF7fDnvxvX42js88+u1h77bWLKaecsth2222LSy65pMXx5Q77uE5FHEWVkCjhesQRR9R2o51//vkN+Euop9bXjPI6E6WkY9dY6YYbbsgxsdlmm+VjZp999jbvaWH99dfP79133311+itoJDFEZ2tvLBO7m8t71gILLNCiylnrn1tmmWVyr99ynE5zeu655/JzVtnCrtyJGrsSI15ip3y52zkqDsVu+6oHHnigWGqppYoePXq0qApC89l6663zM1cZQ+X15v3338/3tXKHfeudiw8++GAx2WSTDdRCQSUG/kyMoXbYYYeiZ8+eOb7GG2+8YrHFFitee+21Rp8adXT44YcXp5xySq7GWa0eU46HovVPtJiK+Ih2G4suumhuGQQhxi4RJ5HfiM9ReSqqlw2OyHGYc4Thh2Q9w335sur3UVrxzTffrL2+11575RtSfI5JxPi6T58+AyXq42EskrKRaB0wYECd/hIabfPNN88xUU4ix0N6tEa4+eab8+RPJOdjkBzHxMTiXHPNlSedoxdrdUI6BjnRcywG1aeeeqoS+E2qOtjde++9c9yUH2V/w4ihc889Nyc/2krYx0Tiiy++2MC/gkaIe9Ljjz8+0OtlHJXxEw9no402Wn69dcI+HtbKMmfVuItJgZIHsq7tP//5T4vJ5eiNGb0wo9XGf//739prE000UY6PSSaZJCc3IskR97tqnBx77LG5L3kselQSr3mIITpLdSwcY57WCzli4Vks9Ij7VCxsfPnllwe6V8X4PNq4RPI1FtDS3HH0+uuv1xYhxvNatUVZPLfFtaacwI7rz8MPP1w8++yz+dksrmPx3gknnFD7GWOi5ouhaHkY8VEu+ihjqK2EfRx3wQUX5IVC0VIxFhbFYo9bbrmlYX8LjVMuyohYGZIS5WVsRV/6aEd23nnnFU899dRA7Rfp2v7973/n68qkk06a20mV7Vf322+/vGEsNpWV16NoxRGbieL4SOTHonyaW8wVLbzwwrU2ZLGRoyMJ+6WXXjovggSGTZL1DLc22WST4tprr619v+uuu9YS8+UAOiZ+xhprrFriIh7sX3311Ra/57HHHssrWyeccMLi1ltvrfvfQeN2rkYMVfuuRu/M+P6yyy6rHXviiSfW4meUUUbJia9qX7H4XSeffHKOn9j9UyZhaV4RI5FUjUHwPffckx/IY2Jn/vnnz3E0xRRTFCeddFIt8RExFIPnMtE655xz5gd6mkMszoh/90iGRaKsdOaZZ+YkWCzgiIRFfBx11FG552Ecv9NOOw30u+K6Fj+3zz77FEcffXRx77331t6ziKhriyRGmTyNnodRISb6qka8xELGiI1ywjDuebHoI46Ph/bWu8JicWMsYIw+0ZGYDZIaXZ8YorNU4+Hyyy8v1ltvveLggw8eaNFGjLejGkwk7KMKQyyWre5ijXF1xNiFF15Y1/Nn2IujGCtFf/C+ffvmBRwRF7HIvvpMFgn77bbbrpaMjbiKY2NMHs94kSApGRM1XwzFvFAkwQ444ICcdG8dQ+U9KhYGxS7o8vm/OpcUz280b1/xWHQWlcu22GKL4t133x3kz7Qe8xgDNbeY94nEfIyNY/FYLNqIcXZsJIvd9GVlz1Js5th0000l7Mm5jbhvRSzE/HVp1VVXHaqEfTnnGLmRsooaMGyRrGe4VCZQo0RZ7EaMEvZlOfMyGV8+hEfirJxQjLJnVZFAi90a8d4ZZ5xRe91gujlcf/31tYfvKLEZD+PxEN56sFzuwI9k/TXXXJNfi2Oi3H2UNo/4igntctePCaDm0jpJEZPL88wzT628VOmjjz4qttxyy1ydIUp5th5Ux0RkJGxjhyLNI5JikZCPSeXevXsXjz76aO0BLBZuvPDCCy1iLXb3lBOH1YT9oHZ5uCZ1fR9++GFOdkVcTDPNNDnhGknWGC9VW2+Ezz77rDjkkENqY6PY1XrVVVflRMYKK6yQX+vVq1et9LkSr81BDNEZqv/WESOjjjpqjofY3VwuRKzekyKZH4s6yvH4ggsumJ/N4j4XlRliQWzJ81nzqMbIQQcdlFsBRXzEzrKyylDrkvhl/MUOxpjYjvf+8Y9/5N3R1VYLxkTNGUPlovwoARyLYUcfffSBYqi8xsTn008/vVhiiSWK6aabrlhttdVaLOYXQ82XqI9dz5FYjetP3Juickd7cVDG0VtvvVU89NBDA71OcynjJCpQ7b///nlsHQn7mKeO60vZ4q5s61JdYCRhT4jnq7iHxfimGiNxbxrShH3s0o8Wna3nKoFhh2Q9w6W333672H777Ws9n+JzlL5rq+9TTD4eeuihtQeySIrEsbGCMR7UInFWnQjy8NUcyn/nSIyWE4Rrrrlm7f3qKsP33nuvNlAuywZFUi0G1/F9lPE0IU2Ut49qH5NPPnmtR3gMpuOjjLfYYRhxVq5mba1amcEDffN48skn8+6eiItY7BH96WJBR7mbsPV9Kd4f0oQ9XVvce+K+teGGG9Z2FEYCtfVkY+mTTz4pzj777LzDo9o6Ib6PhY+xuKj8vTQHMURHVccte+65Z46HJZdccqD+4a3va9FqKhY5xvGRlI3ntKjeUC5ea308zSMWfERcRNI9kmPh6aefzourY6F0Wwn7QTG2bt4YijgpYyjaI0SirK0Yqt7rohpI7IiNBfol16LmUf5bR6I++onHvGHsqi+r4w1KtE+IOaJYYBQbRGhurRP2Y4wxRq7MGdVfYpd9e6oJ+9jUccMNN9TxrBmWVCsEV+eqB5Wwb+8ZzI56GLZJ1jPcijJUs846a55MjNWJ55xzTrs3pa+++ioPkiP5UZYQjsnEddddN+9SLHn4ai6xw6dnz561XT/xUS2RWI2jeHCPEtRzzDFHHlxH+bzoXRc7N2KHWevjaS6RVI34WXbZZfNq+zLJWo2JcoIwHt6jN1lUaogS+W0xmdgcqv/OscO+TNjHYrKJJ564dn9q69pSTdjvsssudT1vhk0x1omJ5xgXRVzEmCfaJwzquhILzWJHR/TxjRYK0U+z7JnontZ8xBCdIaqVlYsSo2pQazGmbr24LJLzkQyJhdRRtapc7BHEUXOKMXKMl2NxdJRurV6DIn5ix2pUASmT+WWy1cJFqmPrmPuJe1nrGIrrUHsx1F4iw/NZ84lYiLLRMS6Kdi7l+KY95f0qdkHHPa1sF/RnP0dzJeyjJH60Roz4iPiqjnnaStjHIpFy05BYai6t7ztlHFUXlrWVsK++H62lgOGHZD3DrVgNHTekckV09DyM5MWgHqZi12rsvo8dHu+//36LcucS9c35AD/DDDPkhR7lxGJ8xGRzexOEkeCPnfaxsjHeK+NG/DS3uKaUpX/jI1ZMt3UtKgfN8dAex0X/TZpb64R92UcsPv6s/G/c88rqMtGug+YWE9GxYCh2kZWTOjFBfccddwwUR3HPGtSkswnp5iSG6IwFH4ssski+N0XVmNbxFUn5WJgWE4sPPPBAi8RqlJmeccYZc8J+1113Ld55550G/AUMK6L1WFyDDjzwwPx9PHe1vq7ceuuteXFjuTikTLZa4EGI9iwRG5FkbS+GIqkabV/EUHNrXT2ojJOomhexEfes1knSWFAUPeyjGsxhhx1Wa4lYik0gcT+MRYw0j2+++abd+cHytajO0Ldv33ztifFSzEUOqmJDtMWLyrKRuIdSewn7e+65p/Z6jKFiM5FWmzD8kKxnuBWD47jxxETPDjvs0O6EoolEBiUeqspBc3sJ+3hfMp4/85///KdYe+21c/zEjue77rqr3WtRDKaj32aUYYRqbDz++OO1OIoV93GPa+u46kR1HHvkkUfW7XwZdg0YMCDfr2Jx4pZbbtnm2Kj6YB+7O4JJaUpiiI6IHr1ROWjVVVfN35fj54suuqi2c74ca8fkYfTfrIoe9mXCPkrpv/nmmw35O2iccqxz2mmn5TiJhRuDul7FTsMypmLhrF2HlDF04okn5rjYfffdBxlDUdGqjKFo41KWvTdX1ByOO+64vFgsKne2Fkn41gvsY7yz11575R7S1TZASyyxRG4RVDU4JfPpOmLHfLT/KVtkDiphX5bEj3mj6GEfLRUHFS9KlzO4CfsJJpgg76Yvr19RVfj1119v6HkCg0+ynuFStQRemXCNvprlhGJbO+xjJ3Q5ePbgRWtlTMQu+/KBK5L3Jcl6BjfRWvakj75irftGhSi5GK0Xpp12WpPQtBlHsfBjjTXWqLVWeOyxx9o8rhTVPgb1Ps0n4uDDDz8stt566zbHRnFPi0VpMaH07rvvNvRcGTaJIYZGtPqJPqyRiI+e8/fee2+xzTbb5BiKRYqHHnpoXsz4z3/+M7+22GKL5Z2s1XH2FVdcUcw222z5/dh5pqx5c4rkWMTAvPPO22aVhTJmYjI62ppNOumk+fibb765AWfLsCh2zUdMzD///G3ep8oYilZ3Ua1xyimnzMfvu+++FqA1iegBHv/msUjsuuuuqyXsy+epaHkY7++44455kX0sop5vvvnya9Gi46yzzsqV0Oacc87c074cJ5k7aj5RlSriItplxnxQVHL9s4T9d999l2MsEvaTTTZZTtiXO/NhaBL2seAs4jDaCJU77VVkgOGLZD3DtWpSojqhGAPneDgrPf3008UyyyyTB+Ex+JHMoLXqIFrCno6WMl9llVVqD/7Ry7d86IodZL17987vnXfeeQ08Y4aHOIr+mYObsA+uUbRWHRtF25dyd3S0EorSwVF6cVB9EkEMMaR22mmnHC+xwz4+jz766MW6667bomdm7CgbY4wxcrK+bEtWvbddcMEFOSFigrF5xc7EshpDteJZqCZSozTw4osvnhc6xpgbSpGgn2OOOXIMRVK1vRiKa1Zci2L+KBJms88+e/Hxxx834Iypt9j0EwvKYiH9zDPPnMveV3fYx4afueeeO9/LxhxzzPw5Fgbttttuxeeff147bueddx6oOiPNteijHPOUFRdWX331oU7Yq8jAkKpet8oFr/GMZhwNwx/JerrshGKsjo6V9bGzNXb9KBPM0CbsWz/cw+AkWssyVOWOxEjcx0rr6E0WSY62fg46mrCHtsZG5c7W+JhnnnlqbRbKnWZ2kDEoYoghHUfHDvpo6RL3rlio2Lo0cOyejxiKCerqPa36O0xWE/2gI05GHnnk4uKLL671E69WtIoxdrTsqLJ4kcGNoRhbx0K0WPQRSbNIsMXxscuarq2878TCjG233TbHSJmwL1shROnxiJF11lknJ+3jWhMLg1rHUbR+iWf8l156qSF/C40TlRKjBUtcN44++ujcoi7iaGgT9lEp5tRTTzUGavId8kOiOi9U3vMiUf/KK6904tkB9SJZT5ecUCx72JcPZvH5+OOPrx0jycGQJuyj1yYMaSnzeLCP+Jl88snzpHUsHnrmmWdqx5hMZEgS9jEREGWFYUh9/fXXuVRw7C7r1atXsdxyy+XdREGSlcEhhppXmZQYnOen1rHQ1s9EgjV2zUdlhvvuu2+g9z2ndU1DEkfV8fF2222Xx0Bx7Yndq9dcc03x2Wef5WRqtJyKZ/1IrtH1dUYM7bLLLjleolf99ddfn2MoypdfeeWV+djoRR7HXnrppX/hX8Kwlhz79NNP84KNqPgSC+zjOvP999+3OParr75q83ecfvrpOYbieS3GSjSXW265JV8zVlxxxeKLL77I16m4ngxNwv6ggw7KPzPTTDOJpSZT3tfiunPMMcfkcc6QioWySt/D8E+yni4pVsBG76iYCIpk2VVXXVV7T3KseVQf5Idk4q8aIyeddFIuadVWr0QYnB72sdJ+xBFHzImNF198scMrZ2nuSg0LLLDAQDsUaQ5De0+rigf3SLBGCeogydpcxBBD6u67784Vysrxy+DETfWY1s9dscs+SparXNVchiaOqteWPffcs1ZiuNwxVn4dz2p0fR2NoT322CMnVMu4iWRG+XV1U0e0K4ty59GfnK6tfBaP8tHxbHXaaacVSy+9dI6JeeedNyfsyx327YnrT5TFn3LKKfMOa5rPa6+9lu9RV199de21SNjHHPSQJuxjN32/fv3y76T5xD1rjTXWyDHz5JNP1l4bHPFsFvONKnzA8G+E+J8Ew5AIyRFGGCF/DvH1H3/8kUYcccQh/l0//fRT6t69expppJHy90P7exi+/P7777V/8/bia0h+xw8//JBGH3309Ntvv6Vu3bp1+vnS9a5F1Th78skn0+GHH55uvfXWtMwyy6RDDjkkLbjgggMdR9fUWXH0xBNPpH333Tf94x//SLvssstfft50rXtaWzHn+tM8xBBD48cff0yrrbZauvvuu/P45aSTTkozzzzzUP27P/XUU/n3nHDCCennn39ORx55ZNpxxx3ze+Koa+tIHFWvXdddd116+umn0x133JGfx2abbba08sorp9VXXz2/7zm/6+qsGLrmmmvytejOO++sxVCfPn3SOuusk98/5phj0j777JN69+6drrzyyjTOOOPU5e+j/sq4iHme9dZbLz366KP59YiLAQMG5K/nmGOOtP/++6cVV1wx9ejRo8Uc4xtvvJH69euXn+8nnXTSdMstt+SYpDl9/fXXadxxx21xL4rrVsRHzP28+uqr+RoW164pppgiHxPXr7bG5sZEzet///tfOuyww/Lc4eKLL57uueeeHCODGxMx7xjXo4gxYPglWc8wpfowFTeq77//vjboae8hvK0EqgnF5lXGwzfffJPOO++81L9//7xgIyZz5p577jTmmGMOFB9lbLz11ltp5JFHTj179mwRj2Kn+XTWtag6cI4H+niQX3755XPSddFFF/2L/wq6Whx99tlnaeKJJ85fuy41h868p9GcxBAd8cILL6S+ffvmBOkSSyyRTjvttCFO2Mex++23XzrqqKPSwgsvnHbddVcJ1ibTkThqvdjov//9b74uxXWsHC+Jo66vM2Mo7ocRQxE/o4wySn7t5JNPzs9qEUcPP/xwmm666f7yv4nGiqR7xNIrr7ySNttss3TggQemb7/9Nr3//vs51h5//PEcY5FsjUUdo446ar7WxALqAw44IN13331pzTXXzPe2Xr16NfrPYRjQ+no0qIR9KRaixTh7nnnmadBZMywoxzExxolE/YsvvpiOO+64PGauxlR5XMwtxX2s+hrQRTR6az+UquVdzjzzzKJPnz7FFFNMkUsGnX/++bWePW2VDYoyaNFfXOmp5lbG0Oeff17MNddctdJ2Zc/wHXbYIfenayuOHnnkkWKsscYqNt544+LVV19tyPnTta9F1VLm8fnPyuoxfPsr72n6+TYH9zQ6SgzRUXG/ibLTyy67bI6bKENdltds717U3n3tpptuKt54441BHkfX1Blx1Po4Y6Hm8lfEUNwjo8d0jM2j9H2UMlc+uOuLOIiP/fbbL8dS9KqPfuHV0vj9+/fP4594f4455iiuvfba2rN7tAG69dZb80d7feyhvZL40SKxHHv37ds3v7blllsWP//8c6NPlToqrzXV+1T52r333luMM844xcILL5yvRa2Pe/rpp4t9991X/gO6KMl6hjl77713bSJxpJFGyp/j4WnzzTfPk41tPXitv/76+bh1111Xf58m98033+QeYyOPPHKx4YYbFldeeWWx1VZbFVNPPXWOkfXWW6/NOIoemmXc7bTTTnqw0mnXourE0KOPPppj0ERQ83BPoyPc0+goMcTQqv6bv/7668Xyyy9fS5K11ze69WRiewsTJVqbx18ZRzSHvyqG4rXoOT7ZZJMVK620UovFRHR9q6yySjH66KPXkmFlnJWxE69HjFV72EfitXoMDEnCfqaZZsrxFH3Jd9lll/z1GGOMYW6oyZTXj++//z7HwoUXXtji/Y8//rjYYIMNcnwcdthhtdfjGvXf//63mHbaafN7cQ17++23637+wF9Lsp5hynnnnVd079696N27d/HQQw8Vr7zySnHiiScW008/fS1x0daE4vXXX1+bUIzJRZpL61gYe+yxi379+hW//vpri9XPs84660BxVH34v+yyy4rxxhuveOeddxrwV9As16Kffvqpbn8HjeWextBwT6OjxBAdVY2D5557LsfCHnvsUfTo0aMYbbTR/nRX65prrpmTGzE5XSY3aD7iiGE9hj777LPi2WefrVW8ouuLOImFGtNMM01+TnvmmWfyuKkaP+XX//nPf2rPZLPPPnuOP8/yDI1Ist54443FLLPMUnTr1i3HVIyxX3755UafGg3wyy+/FHPPPXft+rLZZpvlZ7PSXXfdVXsvvq667rrrau999NFHDTh74K8kWU9Dtd6lEzeomDh84YUXaq/FQPruu+8uZptttoEmFMsyMeGKK64ojjvuuDqePcPShHQ8YD/11FPF7rvvnmOlVMZIxNqDDz7YZhyVk9ehXHVfjS26PtciOoM4oqPc0+goMURnLvY48MADi4knnjhXZphvvvmKcccdt1Ylpr0kWewIirLBcUwkQ5TpbE7iiI4SQ/wVysR8tCiL2Dj33HPbPC7GPVGuPGInylHHsfPPP39e8AhDohxDR4J2rbXWkqgnP4ctsMACORai2lksPosqCzF/VLbXiE0e8f4mm2ySX6veE2+++WYVGaCLkqxnmBD9fGOV6lRTTZVvSNVeUiFuSoMzoVhSlqrraquXUzwwxU7VeHBfeuml82AmtF71HAOiBx54YJBJMmU5m5trEZ1BHDG43NPoKDHEXyVKb5ZlNqOMdIjExamnnlostNBCbSbJyvtVvPa3v/2tOOqooxr6N9B44oiOEkN0Rl/o1ouqI37KRNkjjzxSe70aP2HKKacs9tprr1zRIaqkwdA6/PDDa4l6sdS8yuvS//3f/xWTTz55sfjii+cF1gsuuGCOjyhzH9en2FEf971I5N9///3tzhUBXYtkPXXz6aef5tI/rV1++eX5hrTUUkvlxEbsJmxrB0/rHUDRwyXKlgUTic1h//33L0444YSB4ihWpEbvuiiHF7Gx7LLL1t5rHRut42iFFVYovvjii7r9DTSeaxGdQRzRUe5pdJQY4q8S5aYnmGCCfB8re0KX97FYIPLoo48Wiy22WC1JFhOOrRMi5c6g4L7WnMQRHSWG6Kjvvvsu76KP0tHV57GIi0iEleOkiKVQTdQfe+yxeSxVrZIGQ2PvvffOsTbRRBPZUd9k2qpOFteZWFy9yy675LiIOaRIxJ922mnF3//+9/xafI5F12UbjnKuCOjaJOupi1ipOsUUU+QdhmU5zdITTzxRrL322sWoo46ab0I77rjjn04ozjnnnPnYlVZaaaDfR9d0yy235H/zWBn/2muvDfR+9BrbeOONi1FGGSX3HrvkkksGGUfRP3qyySYrxh9/fJPSTcS1iM4gjugo9zQ6SgzxV7r99ttzfO255575+9Y7EuP7O++8s+jVq1cuS906SVatJiM51rzEER0lhuis3cyxWzV6Qpc7UyMeYixVlqKeccYZi0svvbR47733ciWio48+Oj/vxXNaLNKGjjjrrLNy647y+kRz+f7773OLw8cee2yg57WotDDDDDMUb7zxRq2VWcwhxcKOEUccsdaf/phjjnEfgyYgWc9fLh6S9ttvv3xz2Wqrrdos2xLlzP75z3/mCcUYEN9www2DnFCMEjBRjko/3+YRA5a+ffsW559/fm0lfaySrorSQRtttFHRrVu3YpFFFsllgwYVR48//njuZReUme76XIvoDOKIzuCeRkeJIf4KZVxEO5eyNUJ7sRAxFxUc4rjYeRg9fe0+JIgjOkoM0VlibLTddtvl+IgKDZGwL1sIRUzddNNNxYorrlhLiE044YTFJJNMkr+Oz3ZBN6/2rjmDO0ZufVyM3Wk+8Yy1+uqr52tKzA2dfPLJeYNGGR+xmz7e69evX4ufi8VE22+/fe3a9PbbbzfoLwDqSbKeuohBSZR1KQcnMXn4zTffDJTciDLAsdpwiSWWKP79738PckLxww8/bPd9upZyEFMmxaJHXUw6Rx+f1qVfY2Xieuutl1cg/lkclVqv0Kfrci2iM4gjOsI9jY4SQ/zVokpM9MicZ555ivfff3+gSecy9mKnWOxGnH/++fNE4rXXXtuwc2bYI47oKDFER5TjmdjVuvXWW7eZsI+xUCxUjF2r8803XzHxxBMX8847b154LTnWvMrS5b/88kuuhBeLOu64445B/kx5bYpxeTUGVfcgqsSUrRDiY+WVVy4uvPDCfB2KGIsWirHRI1q/VMU97p577ileeeWVhp07UF+S9fzlWq8mPOCAA3I5zvPOO6/NCcVYNT0kE4oGPM3n+OOPrz1o/etf/+qUOKLrcy2iM4gjOpt7Gh0lhuio1nEQSbE55pgjx1Xc56rHVRdz7LbbbsU000xTPPzww8WNN95Y13Nm2COO6CgxRGfETvV5rfx6UAn70g8//JB72YdIoNGcqos8lltuufysXyZZV1lllVyJqq3qeuH5558vZpllltwuD1ovgI7rTrRriZaJ0bpl1VVXzfe5WHAWcbbGGmu0WOzhOQ2aj2Q9dRWD4Z122imvju7Zs6cJRYZK7GCNh/UxxxyzmHzyyQcrju6+++6GnS/DHtciOoM4ojO4p9FRYoghNTglXK+++ura5HT0/G0t+m7GTtZNN9203SQJXZs4oqPEEJ25C7qaQK0myaoJ+2222SbHUizuuO2221ok5asx4zmtucXCjQUWWCDHSnzefPPN8xg7vo9KHzfffPNAiz3i+4MPPrh2vTr99NMbdv40xuDcd955553i4osvLqaffvocJ9NNN11x5JFHFtNOO20ukx8J/aDSGTQnyXrqLiYPh2RCcemll/7TckM03+AnYib6Rv9ZHEXp1ygnFCvyo3wVlFyL6AziiI5wT6OjxBBDqjr5F6Wio0fm+uuvn0u8vvXWWy2OjdYK5aRzJMLOP//84t133y2uuuqqPHndrVu34oorrmjAX0GjiSM6SgzR2b3pxxtvvJyM/7OE/T/+8Y8cS5Esi4R9e7ukaS7VBRrHHntsMe644xYHHnhgLSkf16V11lknt7mbffbZ87WqdcL+//7v//JYe6yxxipefvnluv8NDDutE0455ZQ8T3TDDTcUL7zwwkDHR0vF7bbbLj+3xa762G0f16VobQY0L8l6Gjah2Ldv3z+dUIx+v3GzmmuuuYr+/fs36KwZVgbM5dflIGhw4ujZZ58tVlhhhbxC8bPPPqvz2TOsci2iM4gjhpR7Gh0lhuis+InFHWXyKz5GH330Yvnlly/uu+++Fj8TbV5isVl5XLUcrDKvzUkc0VFiiM4WFRbKeNhrr73aTNiXX3/yySe5N325w/7666+vjaVoTuW/f/m5T58+xcILL1z89NNP+fuyAsN7771XbLnlljlhHwtf20rYR3/xiDGas3VCtEro0aNHi/vahBNOWJxzzjm148sFQhE7Dz30ULHZZpu1OP7jjz9u2N8CNJZkPX+JQZWMqk4o/tkOoKeffrpYaaWVipNPPvkvP2eGzcFOGUuxUrpaoqx8f3DiKFa3fvHFF/lr5fCai2sRnUEc0VHuaXSUGKIzHXXUUXkyMCaazz333GKfffbJ7RHitei1euedd7Y4PiYSDz300FwdZvHFFy+23XbbXAK2JI6akziio8QQnemuu+7604R9JMm+/fbbYqaZZsoLqMv4iyQbzaV1RYWIgRlmmCGPo1deeeXi0ksvbXFcOQaPRfdbbLFFi4R9dUxOcynvO9E6Yc4558xxEXM+F154YbHbbrvlxWfldSnueaXWC4TOPvvsnOh/9dVX6/43AMMOyXo6XXUg/OmnnxbPP/988dJLL+W+LEOzG/Hzzz+vfa1vVHMoBy1RFijiY8kll8zxscwyy+RSd60NThwFD+/NxbWIziCO6Cj3NDpKDNFR1X/riIXZZput6N27d/Hiiy+2WMQR5aVjMjH6P7dOkpW/J+JRX+jmJI7oKDHEXyHioIyFiJe2EvYRH9XnulgMcsIJJxR77rlnjjmaRywMKpPr1WvIdddd12J389577z3Qz7aVsJ977rmLa665RsK+icX9aOONN85xc9BBB7WothD3umOOOaYWV2eeeWaLn63euyLhDzQ3yXo6VXXwe9ppp9VWqkYPsYkmmiiXfWm9erH1hOIFF1zQ5oSipEZzxVAktMr4mWSSSfIK13JwE32jWpdurcbR1FNPneMvdp3RnFyL6AziiI5yT6OjxBAdVb3fRJng2JkacXHvvfcONEn4wQcf5PKuZZLs3//+d5s7gNzDmo84oqPEEJ2hvUUZ1ee2iJdyjBTJ+NYOOeSQYpRRRrGDtQnFAo2IiwUWWKDN68dZZ51VjDbaaPmYtdZaq82WUdWE/dZbb13rM26c3byiPcLf/va3Yv75568l6lvPEx133HE5VsYYY4ziiSeeaPGeexlQkqznLxk0xwrEuAmNM844xbrrrltssskmtcFylDaL3YlVZcnOcccdNydAzjjjjIFubDRPDH355ZfF7LPPXow66qjFDjvsUCvVeuyxxxYjjzxyjqPdd9+9zYnpAw44IL8/zzzzKGXWpFyL6AziiI5yT6OjxBBDo+yv2lqUjo7kRJSNjh69sQAkkhutJwgjSRa7xcokWZQVpvmIIzpKDNHZyoUa8VwVfcGvuOKK4vLLLy+eeeaZYsCAAS2Ore6wj4Tq448/nsdTscM1+tXPN998LSqe0Rw+/PDDYsopp8zP8O1dr+LZPXbMR+wcffTRbf6e8nr17rvvFjvttFOOR5rXHXfckeNll112yd9XqyyUsRJJ/DXXXDMfFxs6ANoiWc9f1nesT58+xZNPPll7vZrciAnF1smN6BtVJkTOO++8Bpw5w4Iff/yx2GijjYrRRx89P8iXqxJffvnlYp111snxUa50jbJmn3zySYuf/+abb/KA+v3332/QX8CwwrWIziCO6Aj3NDpKDDEkYqdqLOiI+GgdR/vvv39eRBYLPOLjtddea3c3TzVJ1qtXr+KWW26p299A44kjOkoM8Vcl6mPhYSyejipD5bNYxNGKK66YS5FXxQKP2MUax0QVh/JnIlkvudq8MVSWGo9FrZtvvnktsVotXR477Mv4Ov7449v8feU1q3XvcZrPzTffnGNl0UUXHeTi6HiWi+O22267up4fMPyQrKdT3XPPPbn0y0ILLVQ899xztYFQDG569OiR34uBcdn/p60JxSiJRnOvSIwJ6XgAKwfL0R96jTXWyHETu1VvvfXWFn2kWsdRW6XQaC6uRXQGcURHuafRUWKIwRW7CqMCQ7lIrHXiKyoyxMKN2Mkax8QEdVmlob0kWbkw7aKLLqrb30FjiSM6SgzxV1UaiiTYnHPOWUuKRYn7tddeu5h00knza2ONNVbuR14VO+pj0WMs9ph55pnzztY333yzQX8JjVa9xqyyyio5bpZaaqlaFbxqwv7ss8/+04Q9hFgUPcUUU+SPWKzWWhlfd999d+15DaAtkvV0mhjUlH3F7r///toN6cQTT8yrWaeddtr8/fXXX9+if1Tr3Yh/1ouKru2SSy7JO8SiPFVZVmrTTTfN8bLbbrvVjit3rJa7Wj/++OMGnjXDEtciOoM4ojO4p9FRYoghceGFF+a4+Prrr/P3ZQKsmkSLijGx2GyCCSbIvVtjYVl7SbLoxxoL12gu4oiOEkN0tnjuisT8iCOOmHvOV5+tHn300bxTNcZAscAxyuO3/tlI9Edlh2oyluYWY+VYwFEu/mhrh/0555xTG19Hz3GaV/Xe1PrrqNKw2mqr1SoyxiKzUrUk/vbbb5+Pue666wb6PQBBsp5O1a9fv1ymLMTg+corr8z9eqeeeuoWk4brr79+bcATN6v2dgDRnJ5++ulaaaro5RNlzcq4Kgc0UeKsW7duOWEWcRQPbAY6lFyL6AziiM7gnkZHiSH+TDVpUZZjjX6sG264YfHGG2+0ODaSZpEkm3DCCfNuxD9LkrX136BrEkd0lBjir0qK/ec//ynGHnvsvAu6HBNV+4zHgo5ovRBjoCWXXDLvdC1jxXiI1srr02effVbMMMMMg52wP+ywwxp2zjROWZ0sPsdHxE1r0falrLoYbTnimhULhKpxNM444xR///vfzRcB7ZKsp9N9/vnn+XPclJZbbrl8s3rhhRdaDKa33XbbvIK6nFBsq0wMzaWtB6h4CJtjjjnyw3u5MrEcND/11FPFlFNOmXvezTPPPMV7771X93Nm2OZaRGcQRwwN9zQ6SgwxpKptDv7v//6vVhZ4xx13HChJ9uWXXw5VkoyuTxzRUWKIodVehbIQLRUijiJG2mvtE4sbp59++ryo0fMYVeX1JBZwtO41PzgJ+zL+unfvnq9bNI8yTuI5LCovLrjggsWYY45ZbLbZZnkzR9UzzzyT54UiVqLVy/LLL18cccQRuX3ZKKOMkt975ZVXGvSXAMMDyXo6ZZVrW6ub46YVN6go1dl6MB0rXmOl2aWXXjpQTym6vkH1TK3G14svvpjLmM0999w5KVYOkiLeYnV+JMaq/X/K92kOrkV0BnFER7mn0VFiiI6q3rfKf/+4b0Vv3ygZHFVf/ixJdtJJJ9WSZDQncURHiSGGVrQT+8c//pHHOm2JuIhnsU022SSPb9qrsLD55pvrMc5gjbFDmZgfnIT9RRddlHdP0zzK60y00YjF0BEfca+K+1l8xHPZ0Ucf3eJnYpFaJOnLhWrxES3NouLHa6+91qC/BBhedEswBH7//fc00kgj5a9//fXX9MMPP6Rxxx03jTjiiPm1P/74o/b1L7/8kj9PMskk+XP5+kMPPZSuvvrqtPHGG6cNNtig9rurP0vXj6FvvvkmnXnmmenDDz/MMdSnT58099xzp1FGGaUWC6OPPnoab7zx0nvvvZc+/vjj1KtXr/w7TjnllHT33Xen3r175zgceeSR8+vdurmkNQvXIjqDOKKj3NPoKDFEZyjvN9tvv3369ttv0yWXXJLWWWed/Prhhx+eYyvsvPPOabrppstfRyxtueWW+euTTz45HXbYYenHH39Mu+++e+revXsD/xoaRRzRUWKIofHmm2+mm266KX+OMdAee+yRZp111hbjpBlmmCGPa/7v//4vj3VGG220Fs9y8awWY6bZZpstfx9jJ5rbb7/9lmMmYuO6667LsdO/f//aGHummWbK15iIp4kmmig/1y+22GLpkUceScsss0y65557ckz9/PPPqUePHvl5n+YS966Io6222iq9/vrraaeddkr7779//vrBBx/MX++zzz7pf//7X9pvv/3yz8S167LLLkuff/55euKJJ/Jrc8wxR+rZs2e+vgEMUqNXCzD8qK5cPfnkk4tll122+Nvf/pZ38lx22WW1XizlLp7onRkryKaYYoq8Ojbev/fee4vFF188l4y59dZbG/a30NgYirLSUca1XGUYH7169Sr23nvv4rvvvmvxMxtvvHF+P2Jtm222yWWoy+M//PDDfIwSec3FtYjOII7oKPc0OkoM0Vni3zxaH5Txc91119Xeu/baa4vZZ599kLta+/XrV3Tr1k11mCYnjugoMcTQuvPOO4uFF144x81GG22Ud6dWffHFF7Wdz+uss07t9bKHdGmDDTbIu10ffvjhup4/w5YyJmJHdOxyro6x4yOqfVSf39vaYR87ocvXaS7V6mRRJWaqqaYqtthiixbPZRFjF154YS2mDj/88Np77VX+APgzkvUMsb59++YbUTxExUd8Pd544xU777zzQBOKq666aq1MzMwzz1z06NEjfx+JEZpTDJaXWGKJ/AAVPX6uuOKKXKpssskmy7ERPYC+/fbbFj8T5dDKAVDE0CKLLFLr1fpnZa3oulyL6AziiI5wT6OjxBCd6YwzzshxsdZaaxUff/zxYCfJBgwYUDz11FMNOGOGReKIjhJDDK7qAsN///vfxQILLNBuwj760I8//vj5/fXWW6/WaqEUizxiXLTQQgvlhZA0pzJRGj3Go3VUXG9WX331fG154IEHivXXXz/HUPQPry4oqibsZ5lllnxMnz59GvZ30FgxF7THHnsUp59+ejHJJJMUH330UZvPWhdffHGbCXvtyIChIVnPELnpppuKccYZJw9YHn/88by7MPqzxE7DuDHFSrPWE4oxEOrZs2dtMvGSSy6pvWe1WfOJuJl44omLQw45pPZw9dVXX+Vdq7ErrL2J6VhpHbtdn3jiieLrr7/Or5mQbl6uRXQGcURHuafRUWKIodH6flP+27///vvFMsssU3Tv3r24+eabWxzTOkn25ptvDtbvpusSR3SUGKIzVP+tY3yz4IILtpmwj+RXjH3KhP38889f7Lrrrvm1TTfdtBh77LFzAvbVV19t0F/CsCIS71GBIZ7ZDzjggNoi/LjeRPWFMrk6xhhjFDfccEOLnwuffPJJMe+88xbPPPNMw/4GGntNikXUESNLL710Mfnkkxf9+/dv91mrmrA/4ogj6n6+QNchWc8Q70Cccsopi+eee67FjqBIeAxqQjFKocUD23//+9/aax6+mkPrUqznnXdejqFylWE52IkJ6jvuuKMWR20lyarET3NzLaIziCOGlHsaHSWG6KjqROErr7xSm4AuY+vMM8/MMRMlO9999902k2SRQNt6662L1157rc5nz7BCHNFRYojOUI5fquOY2267rcUO+1hQXYrx0X333VcbH1U/InkvUU+48sorc9WqSMyX4+fXX389x1M5rt53333z17HIo7rD/ueff86fja2b9xkt7m9xHYqWh+X1JRYSDUok7OOeFsced9xxdThjoCuSrKddbQ1MVl555WKvvfaqvV/ezGKC8fbbb29zQrGtvpl6aTbXA3wMdqMEVez8ikHzbLPNll9rHWOt4yiSZOVDv91izcu1iM4gjugo9zQ6SgzRmbbbbrtcCWbbbbfNC8iqotxrxEwsSotYq96nrr/++mLGGWfM799///0NOHOGJeKIjhJDDK1yLBO7mSMezj777HZL4lcT9mWp8ssvv7w4+OCD80ck1pS+b17Va0ss6Nhtt92KiSaaqPj000/za7ErOsbR5Xg6RIuOqJRXtsGr7rBv/TtpjmtRPIuVGzIiju6+++5iueWWyzEy33zzDXQdau2cc84pxh133OKll16qy3kDXY9kPW2qTgA++eSTeQVZlP9ZY401cnmpGLS0niRsPaEYK6QHldygayvj44svvijWXHPN3N955JFHzhPS8fWXX37Z4rj24ihKV8VOV5qTaxGdQRzRUe5pdJQYojNF39Vyp0/sCIsJ6fPPP7/W//nZZ5/NybMZZpih9lpZ2jVEguPSSy9t2PkzbBBHdJQYYmiVFYViTLPWWmvlcuUTTjhhi4Ubf5awh2osle2kwq233prHzyEWxJ544om59caGG27Y4mfLUuflRyz6oDnj56effsotEWORWcwZlc9l99xzT7Hkkkvm+Fh77bWLl19+eZC/r1p9EWBISdYzkOqunkMPPTT3860OXlZYYYXa++1NKE4//fT52PXWW6/FgInmEhPSs8wyS46FmGSO/mEjjTRS/j760w0qjiKZNtZYY+UH/nICm+biWkRnEEd0Fvc0OkoM0VkiBiJxEQs+oi90TCLGJPQSSyxRXHPNNfmYnXbaKcfWuuuuO9CEZJUyr81LHNFRYoihUf5bR6J+zjnnLEYZZZS8GDH6hLd+1mqdsK/2sK+Olyymbu5YispT0003XbHrrrvW3vvxxx9rydN4no8Fsl999VV+LSp9hDPOOCP3JN9kk01yjGmj0LyLhsod9NNMM01x8803165FcZ259957i0UXXTS/H4uL/ixhDzC0JOtpVyQ14kYUK6FjUBy9WsoJxbJscHsTirGKMcoIHX/88Q04c4aFAXPERUw8x+roKEsW37/wwgvFKaecUoujgw46qN04KnuRffTRR7XfSXNyLaIziCOGlnsaHSWG6Ijqv3U1GREtFMYYY4ycIIsynYcffnhtIdruu+9eXHLJJfneFUmQf/3rXw06e4YV4oiOEkN0pqiwsNpqq+UxUIx/yqpB1XLU7SXslZimdSytuOKKOT5i53zZc7504403tih/X31/2WWXLRZaaKE8zh4wYEDdz51hY9HQXHPNle9RESNt7Ywvd9iXbRMk7IG/imQ9NdVB8XvvvVfMNNNMxSqrrFJbuRr9fM4777zBnlCM31GyyrW5ViWWn2efffa8QrpckRhxEB9R7m5w4ujPXqdrci2iM4gjOso9jY4SQ3TUny3KiPKt3bt3Ly677LL8fVRgiAnEeC12K/bs2bPo1q1bbr1gErp5iSM6SgzRWcrnqEigRnystNJKtUR96zhrK2EfcbTqqqsWr7zySp3PnGFJtTpHLGYdf/zxi/3337+2Y776vH7dddflMXYs1i9324ezzjor/9wBBxxQ57NnWBELN1ZeeeXaM1g1Pkpl65a4Hj3wwAPFwgsvXKu6qDUH0Nkk6xloIPPWW2/l8lNRvixWRrd2xRVXDNGEop0/zSViZ5JJJimOPfbYonfv3sXTTz+dX29dzmxIJ6ZpDq5FdAZxRGdxT6OjxBCdIRJh8847b+6lWk10vfPOO7m0a7RXKCcTYzFaHBeL1KptX6J3NM1NHNFRYojOEpXNIh7uuOOOwX7GimNnnHHG3NasrDRE8z7rR+n7//znP7kKXlSuKttEtY6lb7/9tvj73/+e5wM22GCDvEM62nNExY+pppoqX79oTnGPih31UeWj9bPZc889l5/fYpHZySefXLz55pv59fvvv7/Wwz7aJ5T3PIDOIFlPC5tvvnm+4Wy11VZ5tVip9WDHhCLtefLJJ1s8jJ977rntHltNkh1yyCF1PU+Gba5FdAZxREe5p9FRYoiO+vzzz4u//e1vOS4mmmiiYo011qjt5ImdZWXJ6V122aXFz8Uk9n777Zd3tR511FENOnuGFeKIjhJDdKaInxjzxE7V9iqXxbNYvP7MM8/UXotE67vvvlvXc2XYE7ERCfq45kTidLHFFmvzuHjuj49o1xELiqpj8vheKfPmVrZKvOqqq2qvRbzsvffeuSJMNV7WXXfdvEgoYi8WDvXp00f8AJ1Osp4WYuBb3ohilWG56rmtgXN1QjEevqD04IMP1uJon332qb3eXhz16NEjH6sfNCXXIjqDOKIzuKfRUWKIzqjQcPrppxfzzTdfjo3oDx27faJ6TJR8jRYLUcHhkUceyceXu4Pi8wcffFD7ParDNDdxREeJITqqHPtEsr71QumqMkbi+KjYcNxxx9X1PBn2RdW8cnzdq1evWuK0rfH1Tz/9VDz//PN5Ef/WW29dnHDCCS2uSTSnaIUQ8ROtEF577bXirrvuqt3fpp122uKiiy7K97iIr3jthhtuqF2fypYLAJ1Jsp6BxMrWcsATN6VSWwOeWJ1YHhvlh6CtOIpdq4OKowsuuCCvWqz2hAbXIjqDOKIzuKfRUWKIjoqdPF999VWx88475wRZLDCbbbbZ8gKPiK9Y5FHd0dq6OkxbsUbzEUd0lBiiM0TSK8pPRx/66nNXxEd1MUdZLj8qE1nkwaDG19UFHa4zDI7+/fvnpHzEz1hjjZU/TzbZZMXuu+9efPHFF7Xj+vbtO9B8EsBfYYT4nwStPPTQQ2mJJZbIX1911VVprbXWyl9HuIwwwggtjr3ooovSt99+m3bccceGnCtdI45++umnNOqoo6bffvstdevWrSHny7DHtYjOII7oDO5pdJQYorPcdttt6cYbb0z/+te/8veLL754evXVV9Pnn3+errnmmrTGGms0+hQZDogjOkoMMbS++uqrtO6666Z77rknbbDBBmmnnXZK8847b4tjzj333LTffvul6aabLl133XVpkkkmadj5MnyMr6+44oq0zjrrtDm+rn7f1tib5vTmm2+mI488Mj333HNp/vnnT5tttlmabbbZ8nNYac0110z33Xdfuvfee9Occ87Z0PMFujbJetr18MMP54etwZlQLP3xxx9pxBFHrOt50vXiCKpci+gM4ojO4J5GR4khOqJ6X4qvb7/99tS3b9/0zjvvpB9//DG/HvEVSbIJJpigwWfLsEoc0VFiiM7w+uuvp5VXXjm99dZbOV769OmTVllllfTzzz/nBSAXX3xxGnnkkfPYaYYZZmj06TIMM76mo8qF0q2dddZZaa+99kqLLrpouuyyy9I444zTkPMDmoNkPYNkwENnEEd0lBiiM4gjOoM4oqPEEJ2d7IhE2ZlnnpkTHmeccUbaZpttGn1aDGfEER0lhhgar732Wtp6663T448/nqsJjTnmmOn777/PY6I55pgjXX755WmmmWZq9GkyHDC+piPKOKnGy0knnZSOOeaYXOUsdtZPO+20jT5NoIuTrGeIBjxKmdEZcRQrpDfccMNGnxLDGdciOoM4ojO4p9FRYojO9Pvvv+eSwo888khabbXV8msmpxlS4oiOEkMMjQEDBqQ777wzl72PWJlwwgnTUkstlWNo0kknbfTpMRzxrE9HRUvEjz/+OB144IHp5ptvTlNMMUW66aab0swzz9zoUwOagGQ9QzzgueSSS3JPKRhS8dC+2GKLpbHHHjsPfnr06OHBnSHiWkRnEEd0Bvc0OkoM0Vlat23RxoWhIY7oKDFER4gXOvtZ/4YbbsitFWBwffjhh2mZZZZJ/fv3z206jjrqqNSrV69GnxbQJIyCGCzRm+X+++/PX3/yySeNPh2GU4ssskgub/bss8/mXkAmpBlSrkV0BnFEZ3BPo6PEEJ2ldXJDsoOhIY7oKDFER1THQfaV0ZFn/XvuuSd/Pc000zT6dBjOTD755OnGG29MV199dTrnnHMk6oG6srOeIRK7fiabbLJGnwZdQPQji74/MDRci+gM4ojO4p5GR4khAADoHD/++GMabbTRGn0aDKe0cAEaQbKeoaI8FTAscC2iM4gjAAAAAAAaQbIeAAAAAAAAAOrMNjIAAAAAAAAAqDPJegAAAAAAAACoM8l6AAAAAAAAAKgzyXoAAAAAAAAAqDPJegAAAAAAAACoM8l6AAAAAAAAAKgzyXoAAAAAAAAAqDPJegAAAAAAAACoM8l6AAAAAAAAAKgzyXoAAAAAAAAAqLNuqQtbYoklGn0KDMd69OiR7rzzzvz18ssvn37++edGnxLDGTFEZxBHdJQYojOIIzpKDNEZxBEdJYboDOKIzowhAPgrXXfddem0005LSy21VDrggAMafTq0w856AAAAAAAAAKgzyXoAAAAAAAAAqDPJegAAAAAAAACoM8l6AAAAAAAAAKgzyXoAAAAAAAAAaKZk/eeff55uvfXWdOCBB6YVVlghTTDBBGmEEUbIH5tsskkjTw0AAAAAAAAA/jLdUgNNPPHEjfzPAwAAAAAAAEBzl8GfcsopU+/evRt9GgAAAAAAAADQtXfWR/n7eeedN3/ELvv33nsvTT311I08JQAAAAAAAADo2sn6Qw45pJH/eQAAAAAAAABo7jL4AAAAAAAAANAsJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOuqUGeuSRR9Jbb71V+/6LL76ofR2vX3jhhS2O32STTep6fgAAAAAAAADQ5ZL15513XrrooovafO/RRx/NH1WS9QAAAAAAAAB0BcrgAwAAAAAAAEAzJeujzH1RFIP9AQAAAAAAAABdgZ31AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAFBnkvUAAAAAAAAAUGeS9QAAAAAAAABQZ5L1AAAAAAAAAF3Qd9991+hTYBAk6wEAAAAAAAC6kFlnnTWNMMII6amnnkqPPvpoo0+HdkjWAwAAAAAAAHQhM8wwQ1p77bXz18cdd1z6+uuvG31KtEGyHgAAAAAAAKCL2WyzzVKvXr3SN998kxP2RVE0+pRoRbIeAAAAAAAAoIvp3r176tu3bxp55JHTY489lm6//fZGnxKtSNYDAAAAAAAAdEHTTDNN2nzzzfPXp512Wvroo48afUpUSNYDAAAAAAAAdFFrrrlmmmOOOdLPP/+cjjzyyPT77783+pT4fyTrAQAAAAAAALqokUYaKe2zzz5ptNFGSy+//HK68sorG31K/D+S9QAAAAAAAABd2CSTTJJ22mmn/PUFF1yQ3nzzzUafEpL1AAAAAAAAAF1f796902KLLZbL4Pfr1y/98ssvjT6lpidZDwAAAAAAANDFjTDCCGm33XZL4403Xurfv38699xzG31KTU+yHgAAAAAAAKAJjD322GmvvfbKX1933XXpmWeeafQpNTXJegAAAAAAAIAmMf/886d//OMf+eujjjoqfffdd40+paYlWQ8AAAAAAADQRLbZZps0+eSTpy+++CKddNJJjT6dpiVZDwAAAAAAANBERh111LTvvvumEUccMd13333p3nvvbfQpNSXJegAAAAAAAIAmM/PMM6eNNtoofx276wcMGNDoU2o6kvUAAAAAAAAATWjDDTdMM844Y/r+++9z//o//vij0afUVCTrAQAAAAAAAJpQt27dcjn8UUYZJT377LPphhtuaPQpNRXJegAAAAAAAIAmNeWUU6Ztttkmf33OOeek9957r9Gn1DQk6wEAAAAAAACa2CqrrJLmnXfe9Ouvv6Yjjjgi/e9//2v0KTUFyXoAAAAAAACAJjbCCCOkvfbaK4011ljpzTffTBdddFGjT6kpSNYDAAAAAAAANLkJJpgg7bbbbvnrK664Iv3f//1fo0+py5OsBwAAAAAAACAtvvjiqXfv3umPP/5IRx11VPrxxx8bfUpdmmQ9AAAAAAAAANmOO+6YJp544vTxxx+nM844o9Gn06VJ1gMAAAAAAACQjTHGGGmfffbJfexvu+229Oijjzb6lLqsbo0+AQAAAAAAaDbLL798+vnnnxt9GgyHevToke68885GnwbQxf39739Pa6+9drrqqqvScccdl2aeeeY07rjjNvq0uhw76wEAAAAAAABoYbPNNku9evVK33zzTU7YF0XR6FPqciTrAQAAAAAAAGihe/fuqW/fvmnkkUdOjz32WLr99tsbfUpdjmQ9AAAAAAAAAAOZZppp8g77cNppp6WPPvqo0afUpUjWAwAAAAAAANCmtdZaK80+++zp559/TkceeWT6/fffG31KXYZkPQAAAAAAAABtGmmkkdK+++6bRhtttPTyyy+nK664otGn1GVI1gMAAAAAAADQrkkmmSTtuOOO+esLL7wwvfHGG40+pS5Bsh4AAAAAAACAQVpuueXSoosumsvgH3HEEemXX35p9CkN9yTrAQAAAAAAABikEUYYIe2+++5p3HHHTf3790/nnXdeo09puCdZDwAAAAAAAMCfGnvssdPSSy+dv3788ccbfTrDPcl6AAAAAAAAAP7UW2+9lW688cb89QYbbNDo0xnuSdYDAAAAAAAAMEi//vpr6tevX/rtt9/SIosskpZffvlGn9JwT7IeAAAAAAAAgEGKHvXvvfde7lkfveujhz0dI1kPAAAAAAAAQLueffbZdM011+Sv99xzzzTOOOM0+pS6BMl6AAAAAAAAANr0/fffp6OPPjp/vdJKK6UFF1yw0afUZUjWAwAAAAAAANCmU045JX3++edpsskmS9ttt12jT6dLkawHAAAAAAAAYCD3339/uvvuu9OII46Y+vbtm0YdddRGn1KXIlkPAAAAAAAAQAsDBgxIJ554Yv56gw02SLPMMkujT6nLkawHAAAAAAAAoKYoinTMMcek7777Lk0//fRp4403bvQpdUmS9QAAAAAAAADU3Hjjjenpp59O3bt3z+Xvu3Xr1uhT6pIk6wEAAAAAAADI3n///XT22Wfnr7feeuvUs2fPRp9SlyVZDwAAAAAAAED67bff0hFHHJF++eWXNM8886RVV1210afUpUnWAwAAAAAAAJAuvvji9Prrr6cxxxwz7bXXXmnEEaWT/0r+rwsAAAAAAADQ5F555ZV02WWX5a933XXXNOGEEzb6lLo8yXoAAAAAAACAJvbTTz/l8vd//PFHWmaZZdKSSy7Z6FNqCpL1AAAAAAAAAE3szDPPTB999FHeTb/zzjs3+nSahmQ9AAAAAAAAQJN6/PHH0y233JK/3meffdIYY4zR6FNqGpL1AAAAAAAAAE3om2++Sccee2z+es0110xzzTVXo0+pqUjWAwAAAAAAADSZoijS8ccfn77++uvUs2fPtOWWWzb6lJqOZD0AAAAAAABAk/n3v/+dHnnkkdStW7e03377pe7duzf6lJqOZD0AAAAAAABAE/nkk0/Sqaeemr/edNNN03TTTdfoU2pKkvUAAAAAAAAATeL3339PRx11VPrxxx/TrLPOmtZZZ51Gn1LTkqwHAAAAAAAAaBJXX311evHFF9Ooo46a9t133zTSSCM1+pSaVrdGnwAAAAAAADSbO++8s9GnAEATeuutt9L555+fv95hhx3SZJNN1uhTamp21gMAAAAAAAB0cb/++mvq169f+u2339IiiyySVlhhhUafUtOTrAcAAAAAAADo4s4777z03nvvpXHHHTftvvvuaYQRRmj0KTU9yXoAAAAAAACALuzZZ59N11xzTf56zz33TOOMM06jTwnJegAAAAAAAICu6/vvv09HH310/nqllVZKCy64YKNPif9Hsh4AAAAAAACgizrllFPS559/niabbLK03XbbNfp0qJCsBwAAAAAAAOiC7r///nT33XenEUccMfXt2zeNOuqojT4lKiTrAQAAAAAAALqYAQMGpBNPPDF/vcEGG6RZZpml0adEK5L1AAAAAAAAAF1IURTpmGOOSd99912afvrp08Ybb9zoU6INkvUAAAAAAAAAXcijjz6ann766dS9e/dc/r5bt26NPiXaIFkPAAAAAAAA0IV89tln+fOCCy6Yevbs2ejToR2S9QAAAAAAAABd0EgjjdToU2AQJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAACgziTrAQAAAAAAAKDOJOsBAAAAAAAAoM4k6wEAAAAAAAC6kLHGGit/fvbZZ9NXX33V6NOhHZL1AAAAAAAAAF3I4osvnnr16pW++eabdPzxx6ei+P/au/9YK+s6gOOfC5cLKGqaOFBBEyOjpWVYOUmx4ZV+TGYJWzPRBJJsYlIgP7SyAi6IE6YzJmRXp0GRLpchM2NKgJsDxCGuoBSsSypsgPwQUO5t51kyMUAR/Bw55/Xazs73nPOccz7A+e/N93layj0SeyHWAwAAAAAAAFSQurq6GDNmTLRp0yYWLVoUc+bMKfdI7IVYDwAAAAAAAFBhunXrFoMGDSrWd955ZzQ1NZV7JN5BrAcAAAAAAACoQJdddlmcddZZsX379pgwYULs2rWr3CPxNmI9AAAAAAAAQAVq3bp1jBo1Ko444ohYsWJFzJw5s9wj8TZiPQAAAAAAAECF6tSpUwwbNqxYNzY2xsqVK8s9Ev8j1gMAAAAAAABUsPr6+jj//POL0+CPHz8+duzYUe6REOsBAAAAAAAAKltNTU0MHz48jjvuuFizZk1Mnz693CMh1gMAAAAAAABUvmOOOSZGjhxZrB988MFYsmRJuUeqemI9AAAAAAAAQBX4whe+EJdcckmxbmhoiM2bN5d7pKom1gMAAAAAAABUiaFDh8bJJ58c69evjylTppR7nKom1gMAAAAAAABUifbt28fo0aOjVatWMW/evPjLX/5S7pGqllgPAAAAAAAAUEV69OgRV1xxRbEu7a5/9dVXyz1SVRLrAQAAAAAAAKrMt7/97TjjjDNiy5YtMXHixGhubi73SFVHrAcAAAAAAACoMrW1tTFmzJho27ZtLF26NB566KFyj1R1xHoAAAAAAACAKtSlS5f43ve+V6zvvvvuWL16dblHqipiPQAAAAAAAECVuuSSS+Lzn/98vPHGGzF+/PjinhxiPQAAAAAAAECVqqmpiZEjR8bRRx8dq1atinvvvbfcI1UNsR4AAAAAAACgin30ox+N4cOHF+uZM2fG8uXLyz1SVRDrAQAAAAAAAKrcBRdcEPX19dHc3BwNDQ2xbdu2co9U8WrLPQAAAAAAAFSbvn37xvbt28s9Boehdu3axdy5c8s9BlChrrvuunj22Wdj7dq1cdddd8WPfvSjco9U0eysBwAAAAAAACA6dOgQo0aNKq5j/6c//SkWLlxY7pEqmlgPAAAAAAAAQOEzn/lMDBgwoFhPnjw5NmzYUO6RKpZYDwAAAAAAAMBuV199dZx22mmxcePGIti3tLSUe6SKJNYDAAAAAAAAsFtdXV2MGTMm2rRpE4sWLYo5c+aUe6SKJNYDAAAAAAAAsIdu3brFoEGDivWdd94ZTU1NUWnuv//+uOaaa6Jnz57Rtm3bqKmpicbGxr0eu2zZsuI/MFx88cXRsWPH4tjevXsf1PeL9QAAAAAAAAD8n8suuyzOOuus2L59e0yYMCF27doVleSmm26Ku+++O9asWROdO3fe77F/+MMfir+DJ554Ijp16nRIvl+sBwAAAAAAAOD/tG7dOkaNGhVHHHFErFixImbOnBmVZMaMGbF69epYt25dDB06dL/H9u/fP5YsWRJbtmyJP//5z4fk+8V6AAAAAAAAAPaqtIt82LBhxbp0iviVK1dGpejTp0+ccsop7+nYT33qU3H22WdHmzZtDtn31x6yTwIAAAAAAACg4tTX18eiRYti/vz5ccstt0SvXr1i/fr1Rcj/yle+EieffHK5RzwsifUAAAAAAAAA7FNNTU0MHz68OA382rVrY/bs2cVzJbNmzYoRI0ZE3759yz3mYcdp8AEAAAAAAADYr82bN8e2bduKdUtLSzQ3N+++3XrrrdHU1FTuEQ87Yj0AAAAAAAAA+/Xoo4/u3k2/N3PmzEmdpxKI9QAAAAAAAADs18svv1zsqN/f6xwYsR4AAAAAAACA/erUqdNBvc7/E+sBAAAAAAAA2K+uXbvud2f9V7/61dR5KkFtuQcAAAAAAAAA4MNry5Yt8atf/Wr341at9twTPmLEiDjppJPKMNnhTawHAAAAAAAAYJ+mTp0a69atK4L8LbfcEvPmzSuuUV869X1pR/3hGupnzJgRCxYsKNbLly/f/dwTTzxRrHv16hWDBw8u1n/729+ioaGhWL/++uu7n7vqqqt2f15jY+MBfb9YDwAAAAAAAMBelcL8448/XuymHzNmTHTr1q24VYIFCxbEvffeu8dzCxcuLG5veSvWl/5zwjuPfeWVV/Z4TqwHAAAAAAAA4KCVdtNPmTKlWF9++eXRo0ePqCSNjY3vObD37t07WlpaDun373kxAQAAAAAAAACqXnNzc0yaNCk2b94c3bt3j4EDB5Z7pIoj1gMAAAAAAACwh4cffjgWL14cdXV1MXbs2KitddL2Q02sBwAAAAAAAGC3l156KaZNm1ashw4dGl27di33SBVJrAcAAAAAAACg8Oabb8a4ceNi586d0bNnz+jXr1+5R6pYYj0AAAAAAAAAhfvuuy9WrlwZRx11VIwcOTJatZKUPyj+ZgEAAAAAAACI559/Ph544IFifcMNN0THjh3LPVJFE+sBAAAAAAAAqtzrr78e48ePj+bm5rjoooviwgsvLPdIFU+sBwAAAAAAAKhyd911VzQ1NcUJJ5wQw4YNK/c4VUGsBwAAAAAAAKhiTz31VDzyyCPFetSoUdGhQ4dyj1QVxHoAAAAAAACAKrVx48a49dZbi3X//v3js5/9bLlHqhpiPQAAAAAAAEAVamlpidtuuy02bNgQp556agwePLjcI1UVsR4AAAAAAACgCs2dOzcWLFgQtbW1MXbs2Kirqyv3SFWlttwDAAAAAABANcYRACin//znP3HHHXcU66uvvjpOP/30co9UdeysBwAAAAAAAKgiu3btigkTJsTrr78en/70p2PAgAHlHqkqifUAAAAAAAAAVeR3v/tdLF++PNq3bx+jR4+O1q1bl3ukqiTWAwAAAAAAAFSJf/zjH3HPPfcU6+uuuy46d+5c7pGqllgPAAAAAAAAUAV27twZ48aNizfffDN69eoVffv2LfdIVU2sBwAAAAAAAKgCM2bMiNWrV8exxx4bP/zhD6OmpqbcI1U1sR4AAAAAAACgwi1dujRmz55drEeMGBEf+chHyj1S1RPrAQAAAAAAACrYli1boqGhoVh//etfj3PPPbfcIyHWAwAAAAAAAFS2qVOnxrp16+Kkk06Ka6+9ttzj8D9iPQAAAAAAAECFmjdvXjz++OPRqlWrGDNmTLRv377cI/E/Yj0AAAAAAABABSrtpp8yZUqxvvzyy6NHjx7lHom3EesBAAAAAAAAKkxzc3NMmjQpNm/eHN27d4+BAweWeyTeQawHAAAAAAAAqDAPP/xwLF68OOrq6mLs2LFRW1tb7pF4B7EeAAAAAAAAoII0NTXFtGnTivXQoUOja9eu5R6JvRDrAQAAAAAAACrI008/HTt37iyuUd+vX79yj8M+iPUAAAAAAAAAFXa9+pJOnTpFq1aS8IeVfxkAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEAysR4AAAAAAAAAkon1AAAAAAAAAJBMrAcAAAAAAACAZGI9AAAAAAAAACQT6wEAAAAAAAAgmVgPAAAAAAAAAMnEegAAAAAAAABIJtYDAAAAAAAAQDKxHgAAAAAAAACSifUAAAAAAAAAkEysBwAAAAAAAIBkYj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAACHQ6xfvHhx/OxnP4v6+vo4+eSTo23bttGhQ4fo3r17fOc734kFCxa874G2bdsWp512WtTU1BS3U0899X1/FgAAAAAAAAB8GNUe6BvOP//8+Otf//p/z+/cuTNWrVpV3BobG2PgwIExffr0qKurO6DP//GPfxwvvvjigY4FAAAAAAAAAJUb69euXVvcn3jiidG/f//40pe+FF27do1du3bFU089Fbfddls0NTXFfffdF2+88Ub85je/ec+f/cwzz8SUKVOiXbt20aZNm9i8efOBjgcAAAAAAAAAlXca/DPOOCN++9vfxksvvVSE9W9+85txzjnnxBe/+MW44YYbYtmyZcXp8EtmzpwZ8+fPf0+fW4r9Q4YMKe7HjBkTxx133IH/aQAAAAAAAACgEmP9I488EgMGDIjWrVvv9fXjjz++2F3/lt///vfv6XOnTp0aS5YsiU984hNx4403HuhYAAAAAAAAAFC5sf69uPDCC3ev//nPf77r8WvWrCmuVV8ybdq0A77OPQAAAAAAAABEtcf6HTt27F7vawf+21177bWxdevWuOKKK6J3794fxEgAAAAAAAAAUNmx/sknn9y9/uQnP7nfY2fNmhVz5syJY489do/T5wMAAAAAAABApTrksb65uTkaGhp2Py5d335fNmzYED/4wQ+Kdek9HTt2PNTjAAAAAAAAAEDlx/rbb789nn766WL9jW98Iz73uc/t89gRI0bEK6+8Eueee24MGTLkUI8CAAAAAAAAAJUf60unvx81alSxPuGEE+KXv/zlPo+dP39+3HPPPVFbWxvTpk2LmpqaQzkKAAAAAAAAAFR+rF+xYkVceuml8eabb0a7du1i9uzZRbDfmx07dsR3v/vdaGlpieuvvz7OPPPMQzUGAAAAAAAAAFRHrH/xxRejvr6+uAZ969atY9asWXH++efv8/hx48bF3//+9+jSpUvccssth2IEAAAAAAAAADhs1B7sB6xduzb69OlT3JdOZV86tX2/fv32+56JEycW96X3/fGPf9zrMVu3bt19X4r/JaWd+l/+8pcPdmQAAAAAAAAAOHxj/fr16+Oiiy6KF154oXh8xx13xMCBA9/1fTt37izuf/3rXxe3d/uOb33rW8X6ggsuEOsBAAAAAAAAqN7T4G/atCkuvvjieP7554vHDQ0N8f3vf/9QzgYAAAAAAAAAFel97azftm1bfO1rX4ulS5cWj8eOHRs33njje35/S0vLux5z6qmnxpo1a+KUU06J1atXv58xAQAAAAAAAKAydtaXTmF/6aWXxsKFC4vH119/ffziF7/4IGYDAAAAAAAAeE/uv//+uOaaa6Jnz57Rtm3bqKmpicbGxn0e/9prr8Xw4cOLzcOl40ubiUeMGBFbtmxJnZvqdcA760vXj3/ssceKden68YMGDYrnnntun8fX1dVF9+7dD25KAAAAAAAAgP246aabijN3H3/88dG5c+divS9bt26NCy64IJYtWxb19fVFA33mmWdi8uTJ8eSTT8b8+fOjXbt2qfNTfQ441j/00EO71/PmzYszzzxzv8c7jT0AAAAAAADwQZsxY0Z8/OMfL/pkQ0NDjB49ep/HTpo0qQj1pUt9l459y6hRo2LixIlx++237/f9UJbT4AMAAAAAAAB82PTp06cI9e+mpaWlCPsdOnSIm2++eY/XSo9Lz5dehw9drC/9eA/k9n531ZfedzDvBwAAAAAAAHinVatWxdq1a+O8886LI488co/XSo9Lz7/wwgvxr3/9q2wzUh3srAcAAAAAAACqKtaXlE6ZvzdvPf/WcYejjRs3FvfPPfdcTJ8+Pf7973+XeyT2QqwHAAAAAAAAqsamTZuK+2OOOWavrx999NF7HHe4efTRR+OBBx4o1q+++mrMmjUrrrzyypg7d265R+MdxHoAAAAAAACAClDaQT958uTicuNvaW5uLm633nprNDU1lXU+9lQbFeyJJ54o9whUCP/TiIPlN8Sh4HfEwfIb4lDwO+Jg+Q1xKPgdcbD8hjgU/I4A4PD11o76fe2cf+211/Y47nDbVb8/c+bMiSFDhqTNw/7ZWQ8AAAAAAABUjXe7Jv27XdP+w+zll18+qNfJVdE76wEAAAAAAADerhThTzzxxFi4cGFs3bo1jjzyyN2vlR6Xnv/Yxz4WXbp0icPNzTffXNw4PNhZDwAAAAAAAFSNmpqaGDx4cGzZsiV+/vOf7/Fa6XHpeaeKJ0NNS0tLS8o3AQAAAAAAAHxAZsyYEQsWLCjWy5cvj6VLl8Z5550Xp59+evFcr169ikj/1g760mvPPvts1NfXx9lnn10c/9hjj8U555wTTz75ZLRv376sfx4qn1gPAAAAAAAAHPauuuqquPfee/f5+pVXXhmNjY27H2/atCl++tOfxoMPPlhcy71z587Rv3//+MlPfhJHHXVU0tRUM7EeAAAAAAAAAJK5Zj0AAAAAAAAAJBPrAQAAAAAAACCZWA8AAAAAAAAAycR6AAAAAAAAAEgm1gMAAAAAAABAMrEeAAAAAAAAAJKJ9QAAAAAAAACQTKwHAAAAAAAAgGRiPQAAAAAAAAAkE+sBAAAAAAAAIJlYDwAAAAAAAADJxHoAAAAAAAAASCbWAwAAAAAAAEDk+i+MzJHNbHN6DAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import missingno as msno\n", "\n", @@ -274,6 +1394,13 @@ "msno.matrix(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Missingo matrix gir oss muligheten til å se hvilke verdier som mangler. Her ser vi at det har regnet noe, men mangler mange verdier. Og vi ser at det ikke er noen verdier for snø, som vi vet da kolonnen manglet helt isted.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -290,9 +1417,511 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
main.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degwind.gustclouds.allrain.1hsnow.1h
dt
2024-09-30 00:00:009.267.701022998.009.292.881333.85930.000.0
2024-09-30 01:00:009.828.411021998.359.852.811183.131000.000.0
2024-09-30 02:00:009.277.641021998.359.292.991133.061000.000.0
2024-09-30 03:00:009.848.181021998.9110.613.251153.421000.000.0
2024-09-30 04:00:009.848.201021998.919.903.221163.261000.000.0
2024-09-30 05:00:009.847.941021999.119.903.721103.791000.000.0
2024-09-30 06:00:0010.4110.0910219910.0211.174.131134.901000.400.0
2024-09-30 07:00:0010.9410.671021999.6611.734.351126.421000.000.0
2024-09-30 08:00:0011.5011.2910219910.5811.734.181116.231000.000.0
2024-09-30 09:00:0011.5311.3210219911.5211.904.051136.691000.460.0
2024-09-30 10:00:0012.6512.5610219912.6313.554.061209.011000.000.0
2024-09-30 11:00:0013.7513.7710219913.3514.115.9413810.421000.000.0
2024-09-30 12:00:0014.8414.4210217813.9014.856.2113410.731000.000.0
2024-09-30 13:00:0014.8614.1210216613.9015.226.3813410.901000.000.0
2024-09-30 14:00:0014.4513.7010206713.9015.026.5413611.301000.000.0
2024-09-30 15:00:0014.0613.3010206813.9014.506.3613011.121000.000.0
2024-09-30 16:00:0014.0513.3110206913.9015.026.0012611.451000.000.0
2024-09-30 17:00:0013.7112.4710205112.2413.745.8211911.831000.000.0
2024-09-30 18:00:0013.1412.1010206111.3313.186.6411812.721000.000.0
2024-09-30 19:00:0012.5911.5210206210.7812.846.2411212.58960.000.0
2024-09-30 20:00:0012.5711.631020679.9012.846.3510412.91870.000.0
2024-09-30 21:00:0011.5010.691021769.9011.525.939912.52810.000.0
2024-09-30 22:00:0012.6111.7810217111.6912.845.669512.22830.000.0
2024-09-30 23:00:0012.5911.8610207510.5812.845.079111.89790.000.0
\n", + "
" + ], + "text/plain": [ + " main.temp main.feels_like main.pressure main.humidity \\\n", + "dt \n", + "2024-09-30 00:00:00 9.26 7.70 1022 99 \n", + "2024-09-30 01:00:00 9.82 8.41 1021 99 \n", + "2024-09-30 02:00:00 9.27 7.64 1021 99 \n", + "2024-09-30 03:00:00 9.84 8.18 1021 99 \n", + "2024-09-30 04:00:00 9.84 8.20 1021 99 \n", + "2024-09-30 05:00:00 9.84 7.94 1021 99 \n", + "2024-09-30 06:00:00 10.41 10.09 1021 99 \n", + "2024-09-30 07:00:00 10.94 10.67 1021 99 \n", + "2024-09-30 08:00:00 11.50 11.29 1021 99 \n", + "2024-09-30 09:00:00 11.53 11.32 1021 99 \n", + "2024-09-30 10:00:00 12.65 12.56 1021 99 \n", + "2024-09-30 11:00:00 13.75 13.77 1021 99 \n", + "2024-09-30 12:00:00 14.84 14.42 1021 78 \n", + "2024-09-30 13:00:00 14.86 14.12 1021 66 \n", + "2024-09-30 14:00:00 14.45 13.70 1020 67 \n", + "2024-09-30 15:00:00 14.06 13.30 1020 68 \n", + "2024-09-30 16:00:00 14.05 13.31 1020 69 \n", + "2024-09-30 17:00:00 13.71 12.47 1020 51 \n", + "2024-09-30 18:00:00 13.14 12.10 1020 61 \n", + "2024-09-30 19:00:00 12.59 11.52 1020 62 \n", + "2024-09-30 20:00:00 12.57 11.63 1020 67 \n", + "2024-09-30 21:00:00 11.50 10.69 1021 76 \n", + "2024-09-30 22:00:00 12.61 11.78 1021 71 \n", + "2024-09-30 23:00:00 12.59 11.86 1020 75 \n", + "\n", + " main.temp_min main.temp_max wind.speed wind.deg \\\n", + "dt \n", + "2024-09-30 00:00:00 8.00 9.29 2.88 133 \n", + "2024-09-30 01:00:00 8.35 9.85 2.81 118 \n", + "2024-09-30 02:00:00 8.35 9.29 2.99 113 \n", + "2024-09-30 03:00:00 8.91 10.61 3.25 115 \n", + "2024-09-30 04:00:00 8.91 9.90 3.22 116 \n", + "2024-09-30 05:00:00 9.11 9.90 3.72 110 \n", + "2024-09-30 06:00:00 10.02 11.17 4.13 113 \n", + "2024-09-30 07:00:00 9.66 11.73 4.35 112 \n", + "2024-09-30 08:00:00 10.58 11.73 4.18 111 \n", + "2024-09-30 09:00:00 11.52 11.90 4.05 113 \n", + "2024-09-30 10:00:00 12.63 13.55 4.06 120 \n", + "2024-09-30 11:00:00 13.35 14.11 5.94 138 \n", + "2024-09-30 12:00:00 13.90 14.85 6.21 134 \n", + "2024-09-30 13:00:00 13.90 15.22 6.38 134 \n", + "2024-09-30 14:00:00 13.90 15.02 6.54 136 \n", + "2024-09-30 15:00:00 13.90 14.50 6.36 130 \n", + "2024-09-30 16:00:00 13.90 15.02 6.00 126 \n", + "2024-09-30 17:00:00 12.24 13.74 5.82 119 \n", + "2024-09-30 18:00:00 11.33 13.18 6.64 118 \n", + "2024-09-30 19:00:00 10.78 12.84 6.24 112 \n", + "2024-09-30 20:00:00 9.90 12.84 6.35 104 \n", + "2024-09-30 21:00:00 9.90 11.52 5.93 99 \n", + "2024-09-30 22:00:00 11.69 12.84 5.66 95 \n", + "2024-09-30 23:00:00 10.58 12.84 5.07 91 \n", + "\n", + " wind.gust clouds.all rain.1h snow.1h \n", + "dt \n", + "2024-09-30 00:00:00 3.85 93 0.00 0.0 \n", + "2024-09-30 01:00:00 3.13 100 0.00 0.0 \n", + "2024-09-30 02:00:00 3.06 100 0.00 0.0 \n", + "2024-09-30 03:00:00 3.42 100 0.00 0.0 \n", + "2024-09-30 04:00:00 3.26 100 0.00 0.0 \n", + "2024-09-30 05:00:00 3.79 100 0.00 0.0 \n", + "2024-09-30 06:00:00 4.90 100 0.40 0.0 \n", + "2024-09-30 07:00:00 6.42 100 0.00 0.0 \n", + "2024-09-30 08:00:00 6.23 100 0.00 0.0 \n", + "2024-09-30 09:00:00 6.69 100 0.46 0.0 \n", + "2024-09-30 10:00:00 9.01 100 0.00 0.0 \n", + "2024-09-30 11:00:00 10.42 100 0.00 0.0 \n", + "2024-09-30 12:00:00 10.73 100 0.00 0.0 \n", + "2024-09-30 13:00:00 10.90 100 0.00 0.0 \n", + "2024-09-30 14:00:00 11.30 100 0.00 0.0 \n", + "2024-09-30 15:00:00 11.12 100 0.00 0.0 \n", + "2024-09-30 16:00:00 11.45 100 0.00 0.0 \n", + "2024-09-30 17:00:00 11.83 100 0.00 0.0 \n", + "2024-09-30 18:00:00 12.72 100 0.00 0.0 \n", + "2024-09-30 19:00:00 12.58 96 0.00 0.0 \n", + "2024-09-30 20:00:00 12.91 87 0.00 0.0 \n", + "2024-09-30 21:00:00 12.52 81 0.00 0.0 \n", + "2024-09-30 22:00:00 12.22 83 0.00 0.0 \n", + "2024-09-30 23:00:00 11.89 79 0.00 0.0 " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from my_package.util import fill_column_0\n", "\n", @@ -312,6 +1941,13 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen bytter ut verdien 'NaN', med 0 for de ønskede kolonnene 'rain.1h', 'snow.1h', 'wind.1h' og 'wind.gust'. Noe vi ser godt for kolonnene 'snow.1h' og 'rain.1h' helt til høyre, tidligere hadde denne 'NaN' verdier, men nå har den verdien 0.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -322,9 +1958,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAB+sAAAO3CAYAAADrlaZHAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAArxtJREFUeJzs3QWUHMX2OOAGAgR3hwR3CO4SIAQI7u7u7i7B3d3dHR7u7g/34O4Ov9f/c+ucnn/vZDe2S0+y833n7Nvdmdll9uS+6uq6VfcOl+d5ngEAAAAAAAAAlRm+uv8UAAAAAAAAABAk6wEAAAAAAACgYpL1AAAAAAAAAFAxyXoAAAAAAAAAqJhkPQAAAAAAAABUTLIeAAAAAAAAAComWQ8AAAAAAAAAFZOsBwAAAAAAAICKSdYDAAAAAAAAQMUk6wEAAAAAAACgYpL1AAAAAAAAAFAxyXoAAAAAAAAAqJhkPQAAAAAAAABUTLIeAAAA2uGff/5p8X2e5w17LwAAAMCwQ7IeAAAAhtD//ve/rEuXLtkXX3yR7bXXXilxP9xwwzX6bQEAAADDgOFyW/4BAABgiP3222/ZwgsvnP3xxx/ZG2+80ei3AwAAAAwjnKwHAACAdvjqq6+yTz/9NPv555+zr7/+utFvBwAAABhGSNYDAABAO0w55ZTZzDPPnE7YxwcAAADAoJCsBwAAgMHsU198Lr4ea6yxsh9++CH78MMPG/zuAAAAgGGFZD0AANAUiqQqDKl//vmnRSwNP/zw6SNMPfXU6fM777xTe32e5w15nwAAAMCwoUuj3wAAAMC/7f/+7/+yEUYYIfv999+z77//Pvv444+z2WefPRtppJHS4zAounTpknrSr7vuutk000yTTTDBBNl8882XTTXVVOnr8Oeff9ZeP9xwwzXw3QIAAABDu+FyW/0BAIAmSNR/88032WabbZa99tpr2QcffJAttNBCWc+ePbP9998/G2WUURr9NhkGxGaP1VdfPbv77rv7ey4S83F7PfbYY2drrbVWNuGEE2aTTz55Nttss6X4mnHGGbM//vgjPQ8AAAAQJOsBAIBOK253IokaifpFF100e+utt7KZZpop+/XXX9MJ+59//jklXy+++OJstNFGa/TbZRgQMRQx9dNPP2WvvPJK9sknn2Tvvfde9sYbb2TPPfdcLWlf6Nq1a9owElUclllmmezqq69OJ/QBAAAAJOsBAIBOK253IlG6xRZbZHfccUe24447ZgcddFD2+eefZ88//3y26667pkTrCiuskF111VUS9gx040db3n777dRaIcri77ffftmXX36ZvfTSS9mPP/6Yqjn8/fff2bXXXptNO+20lb5vAAAAYOglWQ8AAHQ6//zzTzq9XJTAjyTqXHPNlZ1zzjnZyCOPXHvdyy+/nK2zzjrptPSKK66YXXnllRL29JecH9jXkYiP6g0zzDBDNu6446ZT9uXWClE+P+IwTtcXsQkAAAAwfKPfAAAAQEco70OOZOjXX3+drbLKKtnhhx+evt5rr71Soj4S+IUePXpk11xzTUqy3nbbbdl6662XSuTT3CJGiiT8b7/9lsrdR8L9zz//TI8XMVQk7UccccRskkkmyWaZZZb0uiKG/ve//6XPkbiPRH3EqEQ9AAAAUJCsB6C24BwLyvHx7bffppKtADAseOCBB7LvvvuuRYnyuJ6deuqpqfT9jTfemJKukUQN9aXM49R9OWG/4YYbZr/88kvlfwdDhzj5Hqfgv//++9QmYdFFF83mnHPObOGFF8522WWXVN4+ni9v+ig2iow//vhpY8iHH36Yvh9++Ja33AMqow8AAAA0H8l6gCZXXpCOE4eLLLJINtNMM6WTYYccckj26KOPNvotAk2inPiCQRW9wXv16pVddNFFKSFfiCRplLffZpttUqn7SObfddddtefqu4EVCfu4/t18882ptz3NOQ7FyfevvvoqW3zxxbMzzzwzbWCMRH1s4Ig2CksuuWT20UcftUjYFyfoZ5555vT5gw8+aOjfAQAAAAwbJOsBmlj9gvSJJ56Yvp522mnT6cO+fftmW2+9dXb++ec3+q0CTSASXyHGnqeffjp9XZ9QhbK4VkWMTDDBBNmEE06YSpGXReI9ku477LBD+j4Sr3HKvjjh3FrC/pJLLskWW2yx7KCDDqrwL2FoEPFQbGDs06dPSrjHRsa33347bV687LLLsoknnjj1o4/NjZ988kktYV+MXxFDIU7XAwAAAAyMZD1AE4uF5TgttsIKK2TvvvtuOp344osvZg899FD23HPPpUT9m2++mV188cXZ888/3+i3CzSBGG8OPPDA7Oyzz06JMyWjGZDoAx7J1HvvvTeVro82LhdeeGFKthaiWsy2226brmlffPFF2gxyyy23tJmwn2uuubL77rsvm2qqqVL1GZpHxEP0pI/50Ouvv55K4B9++OGpEsNLL72UnXzyySmGIjYiUR8J+48//jjNp4qqDvHzsWlk5ZVXbvSfAwAAAAwDJOsBmlQkJ+IjEmKRmN9qq62ygw8+OBtjjDGykUYaKZ0cix7AY489drb00kvXyrpCoa0Tz05C0x49e/bMJplkkuzVV19NidcgpmhLxMY444yTTjPHKfvll18+22KLLdKmjx9++KFFwj56jW+55ZZpU9qhhx46wIR9VJ0pf6Z5xNhz1VVXpdYKMS+KxHsk7o888sjUJmH//ffP3nvvvWyhhRZKpfCjPH58Lqo6rLHGGun7ySabTGsPAAAAYKAk6wGaVCQn4uOxxx5L5YOPOOKI2kLzzz//nM0///zptP0ee+yRTi3G6cXo1Vo+rUjzigREceI5vv7yyy/TR3ASmiEVPZ9jg9Acc8yRqnlEYiyIKdpSjo042bzssstmk046aXbsscdmF1xwQYuE/QwzzJDttttuKWEfp6QjYX/rrbfWfo9NIYS//vor69GjRzpRHyfm4wT9qaeeml1//fVpw0c8HmKT45hjjpmeX2KJJbIPP/wwPR6PTTTRRGk8K0rjAwAAALRFsh6gScUicpRuffbZZ7Nxxx239vivv/6aTom99dZb2SGHHJISG5GoD1EW+Nxzz02voXmVe/Oef/752SqrrJJNN9102fTTT58tueSS2XnnnZd99dVXjX6bDIOi1HQk6yOZGuLk808//SSJyiCJJOnOO++cPuIad/zxxw80YR8b1a699tr0nE0hhNgsFFWHIlbCM888k1166aXZJptskp144om110XFoT/++CObcsopU2/7ddZZJ8VdeTwDAAAAGJjhcqufAE0h+u5GOd8oExyJ1ih1H31Vo4xrnIiOk2Fhttlmy95+++1U+jUSGl27dm2xMD3yyCOnnvZjjTVWA/8aGiUSEUUCYu+9986OO+64lCCbb775ss8//zzFUSQvVlhhhZQo6969e6PfMkNxHLXVkz7K30e/5zhdH9U/5p577oa8T4ZuRfwU8VR8jgowsZEoxqD4PirEbL755mkjSCE2pJ1yyikpKdu7d+/s5ptvbnG9ozljqH5Miu8XXHDB7OWXX66NRXHyPuZQ/fr1S7ETsRab1A488MC0cQ0AAABgcNjuD9AEYrE5EvVffPFFtsACC6TeqyEWpKM3/WeffZbtuuuuKVEfCYxYcK5P1O+zzz7Z+++/n6277rrZ6KOP3sC/hkYqEvWRBItEfZ8+fbJ77703u+eee1Ii46abbspGG2207MEHH8wuv/zylNSAtjZ8fP311/09F8Ybb7xs0UUXTRuKTjvttLQBBApFH/AiXiJOQhFX0cM++tZHkn5AJ+y33377bM8990wVYyTqm0tbMVQk6ov97DH2xOaP6D8fc6QQifoQmz1is+Oss86aTt5Hoj42RgIAAAAMDsl6gCYQi8+xgLzttttmb775ZirxGgvRseC83377pcRYLDpHj/pI1B9wwAEtEhfxXCQ6ItEfpxP1YG1ur732WnbGGWdkU089derdO++886bHo9rCAw88kH333XepYsMyyyxTS2pAoUio7rDDDtk000yTHXPMManFRvm5sNNOO6UYi9P1ResNBaEo2nDEOBOJ9ig9vuqqq2bXXXddi/Ybg5Kwn2WWWbK+fftm3bp1qyVv6fwGJYZi3hSvi7lTjDuxWTE2qIV4LMrhX3HFFdliiy3W4joXGyMBAAAABofVBIBOJkqRTzLJJP09HgvIcTosequWT49FaftI4sfp1ThZVpxgjXL5cSo6yuHHqcOJJpoonZSOxH75ZCzN55133knlfyNm5pxzztrjhx56aOr/vPzyy6evi+eiokPEzYgjjtjAd83Q0oojRH/n9957LyXhY8NQJMPWWmutbJVVVsl69eqVjT/++KlkeSRTb7vttlSqfP/999dTvMlFnESSNSoyLLHEEqlKTFH+Pqp7bLTRRul6Nv/887dI2IdI1hdl8aP3eDwXipi0Ca05DE4MxevGGGOMtKFo/fXXT5sZY0Pajz/+mL3wwgvZVFNNlTauRTWZtlp6AAAAAAyMTAtAJxKnw3r06JFOPtcnyX777beUyB911FHTovLff/+dnouExcYbb5xts8022SijjJIdddRR6bRrnKKfdtpps1NPPTUl9B9++OFs8sknTyfNJOqbR2unTZ944on0edxxx609dthhh6UEfZTFj4R9kaiPhEjEVJyOpnkUpaXLMVQkRSPxHhU+7rrrruyhhx5Kp1WjHUecal1vvfVSkuyEE07IPv7441TlI06tPv7442kMo7lFMjQ2lG255ZapfUtUX3jllVfSKeeoGBOlyGP8iZYcrZ2wj+RrnKS+9tprVWloUkMSQ9GX/swzz8zGHHPM1OLlk08+Sde6mBdNMcUUaYyTqAcAAACGlGwLQCcRp+LjtPM333yT+sqXE/aRJIvF5J9++imbdNJJ06Jy+RRhJOejR/3VV1+d9ezZMxt55JHTaej55psvnUS8++67a2WCnT5sroRr8e99yy23pNPQIU4ThjhdGCJJf8ghh6TkRZSUjg0jheuvvz6dwI94onkUG3o22GCDFAOFXXfdNdtuu+3Sho/YMBQlpGPsefLJJ9MJ+hVXXDGNYZFQnWmmmdImkDi1GmNQOXlG84oy9rH5J5KtsdEjNpPtsssu6esYg+64447s6KOPbjVhHz8T/cVXWGEFydUmNqgx9Oijj6bXxxgU1RhefPHF7P77788eeeSR7JprrqltYDQvAgAAANpDGXyATiAWiyPBHiVco1Tr7bffnkpKx+nBKCMdIjERJaeL09BFMq0o3TrBBBNkSy+9dLboooum8vfRyzVK5hfPlxO3NIciRiJxetJJJ6VkxrHHHps2boSouvDss89mF110UUpwRP/6cqI+TiBG+eAFF1ywxeM0h1NOOSW78sors6eeeiqbbLLJ0sn52LixxhprpA1FRVuEGGO6d++ePiKOnnnmmXTi/pxzzkklp6MlR4jftfjii6efU92jedS3XYk2HLGhI6ouRCzE9SqqLyy11FKpOkxcryLZGvbZZ59skUUWqSXsYwyLzSFR2lyStXm0J4ZCzIuKjWrFZrVySX0AAACA9pCsB+gEYrE4TtZHAuKKK65IibA777wzJezj9FecJPzyyy+zX375pZasLxav608Xdu3aNX1EudcyybHmFPETSdNIosYp6YiD6EkfX19++eWpnHkkMk4++eTUNqEQJ6cjeR+bPuK0YjnBQedU3tgTcRLtNd59993U0zlOMkdlj9VWWy1VX5huuulqP1eMQcXPRUWP+Fh99dVTtZA44Rr9oSOBH78jNhbRHIqEerRA+Oijj9J4EknVuKbFJo5IrMb3RewttNBCKUEfX8emtbDvvvtmCy+8cPp6rLHGSp8lWZtHR8RQjEtFDJWpzgAAAAB0BMl6gGFYJMPi5Pxee+2VTtbHonQk7K+66qpawn7ttddOJ+yLxEQkKyJxHyWoozx+nLaPRH8sVEdv+7fffjuVhC2fyKd51J82jXYKscGjODVfJFSjJHAkPqIccPT//fbbb1OyPjaERDnzSMi+/vrr6XT1mmuumX5XkQyhc4pxJXrPR3zESdWxxx47naSP0/GRtB911FGzXr16tUjUl9VX+4j2HPGxwAILpBLm0aYjNo7EaVix1DxjUZyA3nDDDbOXXnopxVhcw6IFR2zgWHbZZdNrIxaKmIik6t57750ej2ozUfI8KoPMO++8td8tdprDvxlDAAAAAB1luDxWJQAY5jz++OO10qyRUI3+zqEo5/rzzz/XEvZxgmyPPfbINttss5TUj6R8JOsjORbJ17LxxhsvJVmdXm1uRx55ZIqT2OgRfcXPPPPM9HiRzIjP0cc+Tk1HD98QmzwiqfHZZ5+lRO0RRxyR+pO3VoaYzuW+++7LevfunU7Bx+ahQvSaj6oMU0wxRfbxxx+n1hrRPiFeG+PUwBRxEz3tI9EfPe0jaU9ziFPQMf7ENWnuuedO161ItsZHVF8499xzs9lnn732+vImjqjuESekP/jgg5SUdU1rTmIIAAAAGNpJ1gMMw84+++x0qjn68MbnKF8f4qR8JOXLCfso9Rql7eecc86UhI1TrtGrNRJmo402WkqIxde77rprKlnu5Grzil7z0bt38sknTzEQMRRJ2IibqMZQTthHEiOSp9dff32KwYihSKhGYjX6iweJ+s4vTrxvu+222ZJLLpnGmxhbIkYiQf/YY49l008/fXbppZemk/bdunXLTj/99GyZZZZp0be+fryJx+IjYidO5keiLU7ax++L8YvOqTxeHHLIIdlZZ52VrnGRNC02EMW1LzasRauEgw8+OG1IK5Rj6bnnnsu6d++ekqzGoeYhhgAAAIBhiWQ9wDCoSMYXvvjii3Sy/qCDDkrJ9vqEffSu/89//pOSZLfeemuLU2StKZKyNKevvvoqnTY8//zzU6n7iK3oFx7JinKivpxcjRP1RYK2nEiV3OjcynEQ5aLnmWee1Dbh6aefzuaff/70eNEXOlokRIWPiK3WEvbhnXfeSa+bbbbZWoxBkWzbfvvt01h22WWXtfgZOl/Z8oiB2EQW7TY+//zztAGkiId4zcMPP5wddthhqQ3HaqutlhKybSVbg3GoeYghAAAAYFhjxQFgGBK96KPHfFHKvnwSOvqv7r777ikRFuI1kbCPHvbXXHNN6ssaidf1118/e/nll/s7vVomUd88ImlRb8IJJ8y23nrrbMstt0wnCt98882UWP3pp5/6S9QXsRNVGyIxEon6cmsFyY3OK/6dIw5inAlR2j4S9ZFUX3DBBVOCPUSiPtpzjD766NmJJ56YYivGoh122CFtIornwvPPP59iLlonfPLJJ7X/TjwebRkitiK5JlHfeUWSNcqWzzjjjNnyyy+fTjWvscYa6ZoU8RbjTbymZ8+eKbka5c1vvPHG9PWrr75a+z31VRqMQ81DDAEAAADDGqsOAMOI/fffPyXa42Tqb7/9lhaei0RrlCmPMtRhm222SeVdywn7SKRGwj4WrqO//XrrrZc+FwvSyt03r0hahDit/Oijj9Yej1P0W221VUqejj/++GkTyEUXXZQqNRQJ+1DETjmRIanR+UWSfaWVVkobOGKcKW/6mHbaadPnSNoXY1G0R4ikfCTcTzjhhDRORcI+EvMRe/ERve7jlOsKK6yQetsXxh577DRmRd/6KKdP5/bWW2+lagyxCe29997Lvv322/R4eZNQjDGRZI0Ea7TbiGTr4Ycfnr344osNfvcMDcQQAAAAMCxRBh9gGBCnwW666aZ0cj4SXHEyNRJekfiKBFgkwsp9o8OZZ56ZEmL1JfEj6XXHHXekZGwkxmaYYYaG/m003oUXXphtscUWqdf8fvvtVytfHr755puUqI8T0V27dk0J1U033TRVbGitzzidX2wWmm+++bLXX389Jewj0R7x8Pfff9dOvZ933nlpnKofi4rxKn7HvvvumzaARLnqQsRZ9JauLztdHufo3KJqTGwc2mmnndKmsjghHW04ouJHfSny+D6uY3379s3uv//+NI5FvKkO09zEEAAAADAskawHGEZEIix6Qkfp6H79+g1xwj4SY8stt1w6pfrxxx9nk0wySUP/Lhrv3nvvzY4//vh0CjGqL+y9997ZAgssUHtewp56r7zySrbRRhulz3369EktOiIeinFmQGNRMV798ccf2Q033JCSaJE8i9+z8sorp9foD93cItkaCdTddtstxdhaa62VYijaLLSWbI0ka4xRcU3s1q1bQ987QwcxBAAAAAwrJOsBhrGEfZSfjoT9kJywL14Tfe/jZGucro/y1UUpdJpXJDWOOuqotCEkTksPKGEfvcd33nnnbPPNN08tFmhO0d957bXXzt54442UaL/yyitTPAxOwr5Q/l6innKyNa53b775ZrbBBhtkJ598cpvJ1rg+Fi0ZXNMIYojWRFWY6aabrlYJBgAAABpNsh5gGE3Y77jjjkN0wl5SjLLyyfiHH344O/rooweYsL/gggtSueBIZjz++OPZHHPM0cB3TyOUx433338/nYaPUtO9e/fOrr322kFO2EuIMTARIzEuDUqyFVojhih76qmnsoUWWihVEbrxxhsl7AEAABgqWJ0AGMbEwuIyyyyTnXbaaVn37t1TIix62cdJ+UjCRzI+RBL/rLPOSl9vt9122UknnZS+Lp9mtUjdXAmLQnmfXiTqi+8XX3zxbJ999klJ11tvvTU79thjU7uEwvjjj59O08ep+jhhL1HfnHFUjBtRWjqSX5Gsj/7OsckjTtr//PPPKVEfCfvWxqKo0BAk6hmYiJEYl04//fTUd/zyyy/Pdtlll+z7779PcRjJVhgQMUR9PIw99tjZHXfckW244YZpAywAAAA0mpP1AJ28JP55552Xnosk/3fffZee12O8eR133HEpYbHccsulBGtbJ+wPOOCA7IknnsjWXHPNVMVh4YUXrr02eo1H7/rgZGLzKP9bH3zwwdlFF12UffLJJyk24rRiJOhj01DE1tVXXz3AHvaxeSg2fcCQnI6Oyh8XX3xxSrrBoBBDFJ577rlsjTXWSHPntdZaK7vsssucsAcAAKChrK4DDOMn7OO0WLdu3do8Yb/llltml156aVqcHm200Rr9tmmg66+/PpW2j1OFDzzwQOrn29YJ+8022yx9Hz8TVRwicV8oEvVBor55FP/Whx12WHb44Ydnc801V/boo4+mj0h+RAuFaaaZJrvrrruyddddt9UT9meccUb6+tdff23o38KweTo64icqfEQLjnK1EBgYMUSx6WyeeebJrrnmmmzKKadMrVvWX399J+wBAABoKCfrATrxCfvyqdYQydnyaWqayw8//JDtuuuu2SWXXJKSqrHRY6mllmrzhP3MM8+c/fTTT9lnn32WLbnkkql88MQTT9zAv4BGe+GFF1LMRLLr5ptvzmaZZZZazMT48swzz6SNHm+//XY6YX/VVVelHvblah+vvvpqNuusszb6T2EYFDH29NNPZ1NPPXU2ySSTqOzBYBNDzSs2Z5TbrzzyyCPpZP1XX32Vrbbaaul65YQ9AAAAjWBlAqATnrDfa6+90snVcqI+SNQ3j9b24kW531NOOSXbdNNNs/feey9t8Lj//vtbnLCPnyt+NpIYyy+/fLbIIotkK664okR9kyhOGLYWQ/369ct+/PHH1Js+EvXlk6kxviy00EIpxiIJFifsIxESGz4iUV+csI+fC3pFM7gixqLtQsRXxJ4kK4NLDDWncqL+wgsvTP3q99tvv9o17MYbb8w22GADJ+wBAABoCKsTAJ0oYR/lXePE9JlnnpkdccQRjX5bNEgkQYvT8W+88UYqUV6IU87RL7ycsI+S+EUiNRIX8bO33XZb6ke++eabpxPURX9xBXk6tyhpH9UXPv7441oMlf/dv/zyy/Q5EvAhkh/l14UoMVycnL/nnnuy1VdfPb2+2DxUvF6SrDmUx4yOHD/KJ2Tp3MQQ7RExU/xb77vvvtk222yTvfzyy6ktwo477pgtvfTS2XjjjZddd911KYkvYQ8AAEDVrJJCBykWD8unUsuPQxUJ+969e2fHHHNMNt9886XFSJpP+aRgVFtYddVVs6222iqVey0S+fUJ+2233Ta74YYbss8//zy9Jl4b/cej1Hmcxh933HH7K5FP5/Ptt9+mcSM2+0RrjbLi333aaadNn5944okUO/UiviLp0bNnz1TpY9JJJ03VGx566KGK/gqGFsWJ1fKYUXw9pFUVWvs586zOSwzREYqYOffcc9McuVevXqnkfd++fbODDjootfi54IILssknnzz1sJewBwAAoGrqIUMHl1aMBaHvv/8+G2eccfQHpyEJ+5VWWinr06dP1rVrVzHYZCIJUYxFBxxwQFqUnmyyybK99947nXYOkciPMatI2Mf3F110UTpdFj18o0/9rbfemkqdR6WG6aefvvb7Jeo7t9FGGy3bc889s5deeilbY4010mM///xzNsYYY9T6Os8wwwzZnHPOmV5z9913Z9ttt10tLsrXwtj4McUUU6QYe+utt9K4RPMorj0xjlx55ZXZa6+9lh6L0uObbLJJ1r1798H+neXe4ueff37aSBRxalzqnMQQHemPP/7I7rzzznSNijlRtGMp4mGCCSZI16hRRx01xVYk7ON6FnGnhz0AAABVGC53lADapZyciIW/6NH7+OOPp6TXRBNNlBJmkeyKZAe0pv60cnkxGYbEgQcemE6MLbfcctnhhx+ezTXXXG2+NpKxkVCNsvfPP/98Nsooo6Tx6tBDD8223nrr9Bon6ptHnCaMf+tIku2///7ZRx99lB177LEpQVY47rjjUrIjXhfXvehLH4n+wlNPPZUSHosuumh23nnn1R43tjXXvOirr77Kll9++TSulEW1hT322CNbbbXVUvWFQVGOncsuuyzbaaedUmuFqAYx1lhjGZ86GTFER/vuu++yeeedN234iI0fo48+en/XpGgHdMIJJ2SHHXZY9tdff2VrrrlmOnUvYQ8AAMC/TbIe2qGcwIrERSQwQiwAxeORBIvTGnHycKONNsqmmmqqBr9jhtYF6TjxE4uHs802WzbSSCO163dKrDa3W265JSVPF1hggVTOPE6PlX3xxRfppGKckC7EovQ333yTSpVHUjYSF0WCX4K1Ob366qvZEksskSrFxDUs+vyWE/a77LJLduqpp6axJp5fZJFFUv/f2KwWyY7nnnsunUosTujTXGKMiVLTcV2LhNfqq6+effnll+nEarRFiMoeW2yxRaroMbAT0uUx6JJLLkmxGGNW/J4ePXpU9BdRNTFER/r6669Ti6h+/fqlE/bLLrtsq6+LNkDRxiU2Lv7++++pUlVsZjSvBgAA4N9k9R06qAdinEyNBZ1IVLz55pvZY489lq277ropYX/88cenpNmnn37a6LfMUCRO90SiPk777LDDDun0WCTAhrQPa4ifLeIykrI0nxiD4nR0Uea18PDDD6eTiDPOOGNKTsSp55dffjk9F6fG4qTieuutlxK0RaI+Nn5I1DenaaaZJjvrrLOymWaaKTvnnHOyI444IpW2L5x88snZPvvskzYXRbuEuN7FayOpFifrY/OaRH1z9hcP0SLh9ddfT/2go/pClJjecsstU5IsKn9E3ETVheuvvz5dt9q67rWWZP3111+zBx98UJK1ExJD/Fti83Tcp8Uc+dFHH02n6MuK+Jl//vmzueeeO82hok1CbHyUqAcAAODf5mQ9tLP0fdhwww3TKcI47RMno8uvO/roo1MiP/6vdsopp2QbbLCBk6rUYihO+sTpnkiaxkmeiJeIoZFHHnmwf2c5rqIHecRbfMRpV5onruL0YSQz4gTiOOOMkx4/8cQTU2zF6fnpppsu++2339LmoViEjoTFkMQbnVdRnSMqftxxxx0pMfbee++lRFmUxi+fsL/55pvT9S9awMSYFuNXbDyK8tTB9a45FP/OsfnslVdeye69994UG3Equng+4ipiJDYTRZuOKDUdsRSbG1urPNRakjXGrki0ledadA5iiPZqq7JUMeeOGNh0003TqfmLL744bS6r/9mIubh+xaazqEAUlYYG9LsBAACgI0jWQztEqd9RRx01nTCMxZ84ZVgs5hQLQ7GgGMmNOF0fSbInnngiG2+88Rr91mmgIkaiT2qUjv7kk0+y3XbbLTvggANa7Ys5KAuE9QvS++23X/bDDz+kJFqcdqXzqY+L4lRYVGc4/fTT0wn52KgRSYko9RsnpQ855JBslVVWScmQeO7DDz/MHnjggbRRhObUWjK9HFv1CfsoOx1jVTlhH6L3c4xf8RH97tv63XRev/zySzqRGlVjxh9//NQSKMaemAcV17YiJuI1K6ywQnbPPfekE6xHHXVUi7hr6zR0JGUlWTsvMURHbKSODRmxYTFiJtolxEdh2223TdViImF/2mmnZUsuuWQ25ZRTpueefPLJNH+OKjKx6XHqqadOj7uWAUN6qAMAAAaVu04YQrfeemu25557ZhdeeGHq6RsLieUSnnGTFos7sVB06KGHZrPPPnv2zjvvZM8880yD3zlVq98TVZxYjdL3b731VrbXXnu1mqiP56KNwsDK4re1IB2ngiTqO6dyu4OPP/44fY4YiI8Yb+aZZ550Yj6S8//973/TWBWVP9Zff/2sa9eu2RRTTJGSFbFYPfnkkzf4r6FR4npVjB1vvPFGOsEabVzKm0AiXuKk/OGHH542fEQ56nJJ/OK0ayRDIp7KC5SSG80lNqBFCemo2vHss8+muVExDyquYxETEXexoSMqDZVbthRxV26/cemll0qyNhExRHuTY9G+Jcrdx/Uqku0zzzxzqi4U1RqK5zfaaKPUj3777bdPp+tjw+zuu++eWrdEy6CddtqplqgPrmVAa+rv0f/666/aWHT55Zf3twYArREnAEDBnScMoSiNuM0226TFnygtHQmxEIuH5QXFSOJHAmPOOedMj/Xr16+h75tqxU17UWmhLGImTjwvvPDC6cRqkaiP119xxRXZOuusk80333zZQgstlE7+lHtFD0qiXonX5kiwxr95lL2P04XFzX6Uvr/vvvuyq6++OjvzzDPTpo1I4BdjUCwixUnFWJCOvvVxepHmE2NHsaAYJ1J79+6dxps41RqJi4iPgSXsI0FWn8RQJrh5de/ePfUX32677VJcvPTSSylJFuL7Ym5UxMiEE07Y6u8pno/xLWIxNrdJsjYHMcTgKlojhKiwEAn4V199NZWyj1Pz0Zs+Kp/FR8x9QpTAP/jgg7MZZ5wxe/7551OFtGhZFtUaYt4U8Vf8boC2FHPguP+OcWekkUZK38d1JzYFRaUzGJhiHREAQLIe2pGs33XXXdPp6LhRu/7667Ozzz67xamfWOQpkrCRsI++0FEKn+aw7rrrZksttVRKnsdCYjlhH1UWPvvss9rJ94iVOFG23nrrZRtvvHEqOx0tFuKka/RljVPSxesKSrw2d4I1EhqxYej9999PCdavv/66tjEkTjmvtdZa6fko71qUJS/KvEaiNRalt9pqq2zsscdu4F9EoxRjRyQsolVLlJ+eY4450hhzyimnpKTHjTfe2F/CPnpER8K+SHbECVgJ+uZUvh4V17dpp502jTs777xzirGIpcsuu6zFBsb4HD8bvaFDVB6q/31RwvqRRx5Jr3/ooYdc0zopMUR7FdefiJPjjjsuXaeivU/cl919992pnP2kk06a2pDF/DiqNYS4fkWVtHg+7t9uu+22lMyP2KuvYATQlqjKccwxx6QNQTG+xJw6NgBF1Y6ll1660W+PoVzci8f91zXXXNPotwIADA2iZz3Qtv/9738tPoe///679vVbb72V77LLLvkII4yQTzPNNPkll1zS3+947LHH8vHGGy+fZJJJ8pdeeqmid04jffLJJ/m4446bDzfccPkqq6yS//LLLy1i5/3338+nmmqqfNJJJ81POeWUfJ999knfx+t79eqVv/HGG3m/fv3yPfbYIz22wgortIjD//u//6v9ty6++OIUW2ONNVb+yiuvNOTv5d9XHoP23nvvFBfLLLNM/sQTT7T6+nKMFG644YZ87rnnTj978sknt/q7aR7PPvts3r1793zVVVfNX3jhhfTY/fffn2+44Yb58MMPn88666z5dddd1+Jnfv/99xRHcb2LOHrggQca9O5plH/++Wegr3n77bfznXbaKcXRFFNMkR9//PEtnj/ppJPyMcccM59lllnyr776qtXfEXOnuA7S+YghOlLESsTBZJNNlj/33HMt5jUHH3xwulYtv/zy+TPPPNPm/KjMnAgYVI8//ni+5JJLpnFmyimnTJ832GCD/LXXXmv0W2MYsP/++6eYiY9rrrmm0W8HAGgwyXoYxMXE7777LiVgW1vEeeedd/Idd9wxLShGUv6AAw7IP/zww/y3337Lb7vttnyppZZKE/Czzz678r+Bxnn55ZfzmWeeOf3br7TSSrWEfcRPfEScRIK9uEFbcMEF8zPOOKP2uvD666+n57baaqtW/xsXXXRRWpyMBWuJ+uZw4YUX1hL1r776an/P//rrr/0tRkcCNjZ8xM9NOOGELcaigS1a03ldf/31+RhjjJE//fTTLR6PzULFNW222WbrL2Ef17Yrrrgiv/TSSyt+xwwt86KYE+255575uuuum6+zzjr5zTffnH/55Zf9zY0i2RqbGWPsmW+++fI+ffrkc801Vz7qqKOm5FrMlerHIYmyzk0M0dHuvffevEuXLvmhhx7a4vFDDjmklqh/8cUXa49//vnnLV4nXoD2+OCDD9L9eFyrJp544vzuu++uXZeMLwxsnfHoo4+WsAcAEsl6aEN50S9O88Rp1LHHHjtfZJFF8hNPPDH/+OOP+1tQ3HnnnWsLipEQi9POo4wySjq5GEnYgpu25krYzzjjjP0l7IsYu/XWW/NTTz01P+uss/Jvv/22RdzF19tuu2362csvv7y/2ImfnWiiifLRRx9dor5JRExEpYbRRhstnYoue/7559Np+R49euSLL7543rdv39qJwvgcp6RXW221/L777mvx+2gOrf1bX3DBBfk888zT6mvimrbDDju0ecK+vMgkjppD8e8cp5gjJuLaVMx5opJMnCR77733+jvxuttuu9VeN8ccc6Tka2w0++yzzwb5lDWdgxji3xBzn4iNmE8XInFfJOrLVc1iHh7VZP7zn/806N0yNDBm0JGOOOKINN6MP/74tXEnrl3Bug/1ipj4448/ao8deeSREvYAQP7/m9gCrfbzPeCAA7IjjzwyG2mkkbKxxhore/zxx7Nnnnkm9T089thjU+/eosfm9ttvn/pJR9/E6L3Zu3fv1Nc+ekJPPfXU/fUZp/OLPqrRg2zttddO/TCjJ/2VV16ZjTbaaCkOVlxxxRavL3q2xmaqM844I7v22muzxRdfPFtuueXS4+X+mb///ns23XTTZWeeeaZerE3im2++ye67776se/fuWY8ePWqPn3feealX67vvvlt77Pnnn099yKO3fbdu3dLY9eeff2YTTDBBLcaMRc0hxpW4NoUbbrghe+edd7J+/fplo446arq2FX2ey+NLXNOiZ3SIMaZv377p+rXWWmulx4rfF8RRc4h/57jubLzxxtnHH3+cbbfddtk666yT3XPPPen6dsUVV6Qx6rTTTkvxE+IatfXWW6cYi7nRyCOPnPXq1at27Yt+4iOOOGKD/zKqIob4N4w77rjp81tvvZU+H3HEEdkhhxyS9enTJ127yvOl6667Lrv55ptTb3uaVzGHOfvss7Mpp5wyW3bZZRv9lhiGxPWoPGeefPLJsx122CHr2bNnun+/8847s3/++Sc7/fTT07WseH39z9F89t577+ynn35KcRLzmbg3j8/77rtven7//fdP86JQ3HMBAE2k0bsFYGgWJ1AnmGCCfOWVV049EOPkc5T9jTKcRRnqOH1YFj3six6bccI1yuC31uue5tLWCfu//vqr1dMee+21Vzpl1q1bt1oVh9ZOr37//fcVvHuGJr169crHGWec/Pzzz0/j0SabbJLiKh47/fTTU+/xY489Nh9ppJFSCfM///yz0W+ZBiqf6Cn3RSx/3HLLLa2+vlw1Jl4XfaPrr3k0lzfffDOVeN1vv/1qY0u0RXjkkUfyRRddtM25UZww23777WuVGsqnhlRmaC5iiPaqv05FTEVLl+gXvdZaa6UYWnHFFVPFobKHHnoon2aaaVJFmbhfo7lj56qrrkqxsvDCC6dWCjAoytebr7/+uvb1Tz/9lD7HuLPYYov1dy0rV3OIsvk0n6jyUtx77b333rVYcsIeAChI1sMAnHDCCamcWSTqC5Fcjf6+UWa6uAkrypy11sM+FhSvvfba2nNKoTWf4t88StXPNNNMtUXEn3/+ub/+rZF8jZYLRQ/7jz76qMVrChamm0/EQMTSaaedlk866aS1G/log7DZZpvlTz75ZIvXxmsmn3zyFFcQcRPxEkmKKB8dvaKXXnrp9FgkLx599NEBJuwjxk455ZQGvHMaqf5ac/vtt6cWP7///nuLTYgRM9ETupgb9e7du7+50bvvvlubG80+++wt5kZ0XmKI9hrYnDfmPJH4GHnkkVPsLLDAArUe9cXPPvbYY/mSSy6Z2ghdeeWVlbxvhi7191IxFsWG/Iib2Ah7zz33NOy9MezFUCRSo73YgQce2OI1MebExunytay8OSjWlWL+HT9Lc4l5T2wSijlQxMYee+xRi6lywv6oo46q3edfffXVDXzHAEDVJOthAAtB22yzTb7RRhvVFhGL18TX9TdhA1pQjP6al112WUV/CY0yKAn0thL2EVPxsfXWW+fTTz99OnEWPV2DvorNHUf1J+PjZv6mm25Kp6QjgRqbh+orLNx5550pxrbbbrtWfyedX/24sdRSS6WTPjEGFc/HdWydddZJsTLnnHMOMGH/ww8/tPkcnTuG4tTz559/nhab77///lTxJb6vH1fq50atnY6OuVFUaujSpUs+4YQTpvGLzksM0ZHXsoiNSJD17ds3JTyialUhkvHRJzriIjZyxH1XbAT59NNP84svvjjNrSOmypvOXMuaM44iBuIebMwxx8ynnnrqFBcjjjhiGneiqh4MLIYOOeSQfNRRR827du2aH3bYYan64oCuZbFR6MMPP0wbq2PdKB6LhCzNJ+7jIwEf8xcJewCgnmQ91N18xU365Zdfnl933XX5FltskS+33HLpNH19Cfv6m7A+ffr0V1IxFhR32WWX2inpojwanTeGIvkeC9FHH310qswQi4rlJNeAEvYhFq5j40dxsybJ2rxj0c0335xOisWiziqrrJJORhcnxeoXmMtx8tRTT6VSwmONNVZ+1113VfjuGRqdc845KaERyfhIbtTH2fvvv5+vu+66aTyKjWUDSti39RidTxEjUeI1EmDdu3evVWGIE0FRdjoMbG4UbYMixurnRrERcsMNN6zwL6JqYoj2Ks9tjjjiiNSarNzCJeIoNrcWYv69+uqrp4R9PB/VhcYee+z09UQTTZSfffbZrf5umkfMq2Mj/fzzz5+fddZZ6XR9tNcoWpUtssgiEvYMcO4breqKBHy0b2nrdcW1LF4Xr4/kfnzE18cff3yrP0NzkLAHANoiWU/TK98gHXzwwbUSisXHLLPMUku21p9UrL8Ji4R8vLa8ABQJ/Lipe+211yr8q6hSERdxEj7KKMYu+3IMRbI1TviU42JACfuCm/fmUo6PODU/wggjpPiIkq1FLEXP8Dg1X6gfkyI5HwuN8dozzjij0vfP0CdiIGIhThlGS5e2Sry+9957LRL2cUIRvvnmm9TKp4ih6aabLh933HFri9TF+NPa3Cg2FsXPjDPOOLUqMWVffvll7WtJs85LDDGkynPgfffdN8XMbLPNll944YX5JZdckk7XF/OjTTbZpPbaOL0a7RGWWGKJ1Is8krKxgfaJJ56ovUa8NKcrrrgixUvcq/33v/9t8Vz0rI+S+PF8bHjVw54BzatXWGGF/mKorc1nn332WRqjYqNaz54906GQgrGoeQ1Jwl7rHwDo/CTroW4iHGUSY9f9GmusUesnFcnUOF3f1oLi888/n04tHnfcca3+7uJn6XyKm+xYkI5TGXGaJ5Jet956a37uuefm66+/fkreTzvttPl5553X4mfLCftYGPr1118b9FcwNDn00ENTTMSCTiwWxiJPJC123XXX9HhsKHr22Wdb/MxLL72UNgWNNNJI6RTZ6aefXnvOQlDzivLRc889d4qbGJuKBcL6xcT6E/axSe3BBx9swDum0cotfyJBFouIcaI1RDnpaMERJcwjTtZbb71aLLU2N3r11VdrCdW2xiGb0jofMURHiutWbF6Mja/lsvdh4403TidVo8VLfbuEooVQa8kzmkvxb77lllumcec///lP7blyfDz++OOpl3icvI/NROXXQbQci4MZsfk17rvKolJMbAaJDR9bbbVV2jxdX1ExSuX/+OOPte/dnzEkCfsbb7yxge8YAPi3SdbTtIqb87hR+u677/K55porleks+vnGCfk4hVgsKEYSY0ALiuVTPxaCmsvvv/+er7322ilODj/88BbPxULzeOONl0866aT5qaee2t+iYezKj7KesRDZ2skxmkuUcI0emnESrP7ERiQ7IhkfPXzLPXpjPIqb+NhcFIuMt9xyS+05C0HNo/66VIw1H3zwQVpcjPEprmex+aO11xcJ+zXXXDO9NhYdaS5FzMQ1LcR4suyyy/a34TB6rg7K3KhgHGoeYoiOFhs6YtNruUVLUQ0t4mellVbqbwNjKGIq7snclzW3GD9iTIrKQREzxfy6iItyfMTG6nhNzLcjYf/QQw817H0zdImEfHGIo+zSSy9N60jlqnpx+KM4BV1sHCozJjW38pxmUBP2Bx54YIvxCwDonCTraXqx+BO7nKO/c5yGrhf9nwdnQdHNV/OJ3fVxgxWL0uVk/C+//JJKdsapn8MOO6x2cr4+dt54441aAs2CdHOL6hwx1pQT7uVF6dhQFK03CkWLjliEjNLlH330Ue05sdSc4mRYawn7oj1CfB5Qwj5OJ8aJIJpTnGIeccQR8y222CIlwYq2G/XJ1rbmRq1VbaC5iCE6yueff57m11F9qrUKRDEnKp9wjQ3X+o3TllVXXbXFZsTyWFO+f49Ea1FdL05KR0s7mks5Hor7qRiP4poV9/ZRVTHGmu23375W9Sw2Vcep56JKVVRppLkV91kRT7FpI2Lot99+6+91A0rYlzd7RCVHgMElRwHDluEzaGK77bZbtthii2UbbbRR1q1bt2z++edPj//vf/+rvSYeu/baa7Mpppgiu/rqq9Nr//nnn2yEEUZIn+sNN9xwlf4NNN6TTz6Zff3119kqq6ySdenSJT3266+/ZgsssED21ltvZfvvv3+25557ZqOOOmp6/LHHHkufCzPOOGM2ySSTZP/3f/+XDT+8YblZlMeZ8Oeff2aPPvpoioFZZpml9vhhhx2WPvr06ZP17ds3m3POOdPj/fr1y84999zsww8/zLp27ZotvPDCaZwKsRlPLDWfPfbYI1tkkUWyU089NX0f41Fcp6accsrssssuS9ezxx9/PFtrrbWyzz//PF3HYtwpm3baabNll1221Ril83vllVdSzFxwwQXZbbfdlj399NPp8RFHHLHF6+rnRptuumn6ueIaSPMSQ3SU33//Pfvjjz+y3377Lc2RQsyHDjnkkNqcqEePHrXXn3766dnJJ5+cff/99w181wxtYi4THzPMMEP6/sILL0yfY6wpz4GKOU+MVXFPt9xyy2V33XVX9sgjj9Tm1nR+ERPl9Zy4n4pr05hjjpn16tUre/XVV7NFF100W3rppdN1bo011sjuueeedL+/6qqrpnEpfj7uz/766y9x06SK9cK4jh166KHp3irmPRE7l156afbBBx/UXjvyyCOnMSfu3yaYYILshBNOyPbZZ58UiyONNFKKozDuuOM28C8ChtWxKK5JMZ7EfPqzzz7L/v7779rzrlEw9LGST1MrkvO33nprmjC//PLLbb6uvKC47rrrWlCkpoiD4sb+p59+yhZccMHs7bffzg4++OC0KSSSqeGXX35JC4yXX355f78nbuhoDuWNGe+++276HDfjEQOxWFgsSkf8tLUoHYn6448/Pvv555/7+/02DTWniSaaKH3eZZddstNOO62/hP1VV12VNhEVCfsvvvii1YR9wYaP5hML0TfeeGPt+7iOFTf09XFSzI2mmmqq7IorrkhxB2KIjhJJi+mmmy5dq2JuFHOetuZEN998c3beeeelDWejjz56Q983jVEsONcvPMdcJj622WabbOKJJ84eeOCBbOONN07PxRwoXh/z5njNgw8+mDbDRqJ+s802S2PX0Ucfne7fzK2bQ3E/vskmm2QrrrhibS4dm+4jFuLebJlllknXuptuuiklWOPwR+H5559PMbXyyiunezuaT8x1ImZi3Ig4iU1mscljlFFGSQc5tttuuxRHESttJezj84477lhL2AdjEDAoinlQMRZFkn7zzTdPh3ummWaatMnsoosuqo0rEvYwlGn00X5otChXVvQX23rrrWuPt1YeOPpETzzxxOm1ygRTuOyyy2p9M99777189tlnT70O+/btW+vbWpQf2mCDDVKpvHvvvbeh75mhowxVlLmL2CnKth5yyCHp+6OPPjo//vjj09d9+vRpUeY13H333al1R8SckniUnXnmmbVr2qmnnjrAHvY9e/aslcSHcuuMG264oRZHBxxwwADnRtFOaL755svff//9yt4rQycxREeVDC4+b7bZZimGpphiivR5lVVWyZ955pkWP/fEE0+k+IkS1Y888khD3juNVR5XYp4TMRJz6yhXXhYt78Ydd9wUS6uttlqaA0U7vBCx06tXr3yiiSbKX3/99fR4lMSP0tRfffVV5X8TjRHjTpQrL65fG220UavXudbKCkd7l/nnnz8ff/zx84ceeqiy98zQo4iPKHcfLVy6dOmSb7fddqlFUDjvvPNSfIw22mipzUa5vV1REv/aa6/NRxhhhHycccap/RzAwJx99tn5iy++2GJeFK1Z55lnnnQ9m3TSSdMaYnF9O/zww2s/q1Q+DD0k62la5Zv6csI+ekO39ppC9IW+4IILKnufDH2KiUxxM/bzzz/nc889d7rpigWeSNQfc8wxtR71xc9EP/KYHEUvu/gZmtsZZ5yRYmWJJZZIG4GKhcJiLCp6ZUYP1vpF6cUXXzyfYIIJ8ttuu61B756h2emnnz7QhH3Rwz42F5XHKpovqdrW4zfddNMgz42KfuT6jTcPMURHx1BrMRWJiplnnjnFUPQRj/uwskjIRkIknj///PP/9ffM0Kc8npx44ompp/iII46YYiLm2dGrPja9RhIs7seiZ/14442Xno9kfMRP3JuNMcYY6bGTTjop/a7YDBsL23PMMUf6WZrrPj9iJpKlERPrr79+7fkiFuqvY7ERP+7P4vXnnHNOxe+aoUnMYyJBP+qoo6aN+ZEsCx9++GE6uBExUhwAio33zz33XIufj8MesT751ltvNegvAIY1MQeOMSXmNK+++mrt3mrjjTfOxxxzzHy33XbLv//++/y///1vWods7f5Mwh6GDpL1dHr1Cz9//vlnbUGw7Oabbx7kBcW2fjfNcdLn22+/7S+mTjvttLSgE/Gz3HLL5f369WvxmiOPPDLd8M8666y1k6wmQ82lfixZaqml0kmwYjJdxMPJJ59cG4t23333Fs/dfvvtaWNIPBeT7IJYat44auvffmAJ+zjBGgmQ8o5qmkN5p/3DDz+crl+xmSxOgdVfu4ZkbkTnJ4Zor/K/f1Rh2GefffKll14632WXXdL8plyZ6v77709J1YiheeedN7/kkkvyiy66KN9///1rp6SLBGswJ2oe5X/rvffeu3ZyLBJlO+64Yz7jjDOmx+L+65ZbbqnNgSI5tsACC6QNIPH86KOPnmIsTqUV9tprr/TczjvvbLxqMsW/dyTsI8lRn7Avx8Pbb7+dH3XUUfnYY4+dNu6X59zGouYUlT2iIseyyy5bS9S/8847+YYbbphiaauttkqviXv6qLgYFWOeffbZRr9tYBgWJ+p79+6dxpjYOPbaa6+lx6eeeup8k002qR0WK65fbR1YdN2CxpOsp6lOz8dNdyTIlllmmVQquDjNWrCgSL1iUSd2IUZZ+xVXXDGd2Ihd0CeccEIt8f7JJ5+kBcYoaxZJ+SiteOmll6aEWZRUjJiKiVLsqA5iqnnFQmCUsZ9uuunyyy+/vDYpLjb/RKwdeuihtbEoYi0WiCL24oRQfJxyyim132fTUHOKEomxQDgg5YR9bAKpH9d++umn2mNuzJpDce2Jkr4xH4rynOVqHgsttFB+3XXXDdLcyNjTnMQQ7VW+3uy7774t4qf4iM2M5RLmUSo4kqv1r5trrrlqc6kgppp3bt1a66jYoB/3bUXSPebYRfz98MMPqdz9NddckxJnxcJ2iA0jcdI+7t2iGhGdU/14UR6bBpawj7l0JGI333zz9Fy0mCpf+4xFzevqq69OY0dxMv7TTz9Nm4ciTrbYYov+2uHFJo9YO6pfmwQYHHEIKHIdMa4stthi+cUXX5xPM800tY3U9WvQbd2fWReCxpKsp9Mq3yDtt99+qe9TXIRi13NxQYpkWZzOaOuCFQkzmlcxmYkSnFECMWIiyiZG2bJRRhklfd+jR49awiwS93GyLMpKlxcSozR+lFeMG7Xy76X5RAuNiIlYcI5FwOuvv77NUrBRpjNO+RSxFqd+1lxzzXQyqPw6mk+c2omYiBMaA+rxHP0Sd9ppp/TaOLlRTtiXb8LckDWHYryI0r4zzDBDSrKus846+T333JNiatttt02xEmU7r7rqqjbnRrG4SHMSQ3SkmDMXJTtjU/Wdd96ZHpt22mnT4zPNNFP+wAMPtKhkFRWGIpEaG2YfffTR/KOPPqo9b07UfGL+8vXXX6dNQlFlob6c9NFHH11rK/Xkk0/297OtiapW0WoqTsYW1a/ofMr//nHqeVAT9uutt16L3xP397Hho7yB1lhEVISJ+7AQ9/uRkI/7+LJodRctEosNRTGf0nIDaI+Yt0RVj2JDaxwke/nll1usQZevc+X7s8MOO6xB7xook6yn0ytOqC655JJpMTFOAj3++OP5gQcemB6PG/HoMVZWvmDFaXyaQ2uLNnECY84550wJ01hcjlMYH3/8cTpJX/SlixJmsXBd7LKPr6NXXSwmxuJ1TJiKEmgS9c0tFntiLCrGlygdPKBFnS+++CLtyo8+9bEgHQvVBQtBzSn+3SOpEeNSVFmIPmTvvfdem6+P8sIRa8Xp12OPPbbS98vQJUpLr7HGGvnwww+fqsWUx5FYcI7qMN27d0/PxfWq/HxsFCrGrh9//LFBfwGNJoYYUuU5cMTRwgsv3KK3ZiHaTRV96COJUVSxGhCbzjq34t+3tfuoSHhFrGy55ZYtHj/kkEPS48svv3yL0/blr8txEyfPopVZ0W4hTt3T+e26665pPSjWiQaUsH/kkUdSwjXiY+21127z9xmLmltrG/BjM1HMjYprXXE/H72jY3NjbKaOk/Xl6h4AQyrGmmgtVdxz3XbbbQM8rFHOf8QmR6CxJOvp1B588MG0CzpKKcZkuCz6HBY77Ytd+OULVtHDxen65hCbOOpjIG6uivKc0UuzKB1dPDfLLLPkU0wxRb7nnnvWdk4PiJt3islzlLQvKn1EaddBPekshijKusYJxNgoFAmz1hL2xeJinLyPxH6Uf42Yi9OINK+YC8W4Ezvuy9e02FAWPX2jAsPhhx+e//rrr7VYK4sWHkU7F+NRcxJDtFdcv+JjxBFHzK+88soWsVDEVCTsi6pWcdpwQOWq6dxizIiezm1tfH7sscdSnEQloYEl6kP0dI3WZa05//zzUwuhohoanVtswl999dVrG4PKBzjq1wTi+4ixolpj/SlpaE3Md6Iy41RTTdXfxrPddtstn2yyydJBj/KGfJpLawcwzHHoiPu1aKcZ16spp5wyna4f0JpjVIiJe7j6ORNQPcl6OrXjjz8+XZzKZaPLp+1XWGGFFv0Q4xR12YBOK9J5RCnpKLVZJOwLsWAY/eeiHGexQFRekI6TqnFyrEjUxw1/8bVTzxSKWCgmw/E5Js9Fwj522xebidyYUdbazVQRT5EAu+OOO1pN2JcTaGeeeWZKiEQ1EKfEKFpxXHrppS2uabFIHZUa4poWJ15DfI5Nj++++25/v6ccYzQXMURH3JvF3DsWD6PaWX08FMnY2EwdSY7YHBuVhmg+MbZEy42ImUiqFpuAygn7Ilnfs2fPFvf5rSXqL7/88larDJXv21RB67xauz+PigrRRzziYuaZZ241YV98jp6+kXQtqlXFRhIYkJ9//jmtG0X7u2uvvbaWlD/77LPzySefPI1TxbhG8ynmPhEXTz/9dLq3j3Wh+o2uUIjr0F133TXQ1xVrjjHGFHOk1tYcy1/HeAU03vAZdEL/+9//sr///jt76KGH0vczzjhj7bnDDjssO+SQQ7I+ffpkRxxxRDbXXHOlxz/44IPs8ssvzz7++OPaa6eaaqra76Nz2nbbbdO/e8TBX3/91eK5iIlXXnkl6969ezbSSCOlx3799ddswQUXzN5+++3s0EMPzXbbbbdslFFGSc89/vjj2RlnnJH98ccf2fDDG16b1f/93/+1+L6Iq+GGG672eeaZZ86OPPLIbJlllsmefPLJbIcddsheffXV9FxspIOIoyJmirEnFGPLiCOOmC299NLpmjbnnHNml112WXbggQemsalLly7pNU888UR23nnnZYssskg29thjZzPNNFN63DWt+cai4uvffvstff7999/T5x9++CFd0956663s4IMPTte0rl27pue+/vrrbKuttsoeeeSR/n53EWN0bmKIjjbOOONk008/fXb11Vdn/fr1yx599NH+4mGEEUZInyeeeOJsvPHGy15//fXsvffea9h7pnFGG2207Morr0zz5htvvDFbb7310hgUMfLPP/+k18wzzzxZz549sxdffDFbeeWV033+8ssvn/Xt2zfr0aNH7Xc99thj2VFHHZXWBXr37t3iv1O+byvij84l5r7Fv3OsE4W45+rWrVt20EEHZZtuumn2xhtvZDvttFN23333pedjHh5xVszHv/3222zxxRdP925xzx/3cTAgo446arbOOuukmNtrr72y1VZbLa1DxhpUPHbCCSek19Ac/vzzz9rXMbbE3Cfu8ddaa600nqywwgrZAgsskO2xxx7pmgVlca2KtZ+11167lutoS1y3Zp111uyYY45Jc56HH3641TXH8tcx5wKGAo3eLQAdoX4HfLFrev31108nDotymwcddFCbO+2j3PlYY43VX99EOq/Y0VyUsXv77bdrp8D++OOP9HX0ph9nnHFS38Lw008/pZ3R9SfHipibfvrp02npQSmJT+cfi+LU4VZbbZVOBMVpoD322CP//PPPazvqI2Zid+syyyyT4nDxxRd3wp70b1+Oo3POOSdfa6218m7duuXbbrttftlll7V4fXHCPsapiKOoEhIlXI888sjaabQLL7ywAX8JVaofM4pxJkpJx6mxwk033ZRiYrPNNkuvmX322Vu9poX11lsvPffAAw9U9FfQSGKIjtbWXCZONxfXrAUWWKBFlbP6n+vVq1fq9VvM02lOL774YrrPKlrYFSdR41RixEuclC9OO0fFoThtX/bQQw/lSy65ZN61a9cWVUFoPltvvXW65ypiqBhvPvroo3RdK07Y159cfPjhh/NJJ520vxYKKjEwMDGH2mGHHfLu3bun+Bp33HHzxRZbLH/zzTcb/dao0BFHHJGfeuqpqRpnuXpMMR+K1j/RYiriI9ptLLrooqllEISYu0ScRH4jPkflqaheNigix2HNEYYdkvUM8+XLyt9HacV33nmn9vhee+2VLkjxORYR4+s+ffr0l6iPm7FIykai9euvv67oL6HRNt988xQTxSJy3KRHa4Rbb701Lf5Ecj4myfGaWFica6650qJz9GItL0jHJCd6jsWk+rTTTlMCv0mVJ7t77713ipvio+hvGDF03nnnpeRHawn7WEh85ZVXGvhX0AhxTXryySf7e7yIoyJ+4uZs1FFHTY/XJ+zjZq0oc1aOu1gUKLgh69yeeuqpFovL0RszemFGq40ff/yx9tiEE06Y4mPiiSdOyY1IcsT1rhwnxx13XOpLHpselcRrHmKIjlKeC8ecp34jR2w8i40ecZ2KjY2vvfZaf9eqmJ9HG5dIvsYGWpo7jt56663aJsS4Xyu3KIv7thhrigXsGH8effTR/IUXXkj3ZjGOxXMnnnhi7WfMiZovhqLlYcRHsemjiKHWEvbxuosuuihtFIqWirGxKDZ73HbbbQ37W2icYlNGxMrglCgvYiv60kc7svPPPz9/9tln+2u/SOf2n//8J40rk0wySWonVbRf3X///dOBsThUVoxH0YojDhPF6yORH5vyaW6xVrTwwgvX2pDFQY72JOyXWmqptAkSGDpJ1jPM2mSTTfLrr7++9v2uu+5aS8wXE+hY+BlzzDFriYu4sX/jjTda/J4nnngi7WydYIIJ8ttvv73yv4PGnVyNGCr3XY3emfH9FVdcUXvtSSedVIufkUceOSW+yn3F4nedcsopKX7i9E+RhKV5RYxEUjUmwffdd1+6IY+Fnfnnnz/F0RRTTJGffPLJtcRHxFBMnotE65xzzplu6GkOsTkj/t0jGRaJssJZZ52VkmCxgSMSFvFx9NFHp56H8fqddtqpv98V41r83D777JMfc8wx+f333197ziaizi2SGEXyNHoeRoWY6Ksa8RIbGSM2igXDuObFpo94fdy0158Ki82NsYEx+kRHYjZIanR+YoiOUo6HK6+8Ml933XXzQw45pL9NGzHfjmowkbCPKgyxWbZ8ijXm1RFjF198caXvn6EvjmKuFP3B99tvv7SBI+IiNtmX78kiYb/ddtvVkrERV/HamJPHPV4kSArmRM0XQ7EuFEmwAw88MCXd62OouEbFxqA4BV3c/5fXkuL+jebtKx6bzqJy2RZbbJF/8MEHA/yZ+jmPOVBzi3WfSMzH3Dg2j8WmjZhnx0GyOE1fVPYsxGGOTTfdVMKelNuI61bEQqxfF1ZZZZUhStgXa46RGymqqAFDF8l6hklFAjVKlMVpxChhX5QzL5LxxU14JM6KBcUoe1YWCbQ4rRHPnXnmmbXHTaabw4033li7+Y4Sm3EzHjfh9ZPl4gR+JOuvu+669Fi8JsrdR2nziK9Y0C5O/VgAai71SYpYXJ5nnnlq5aUKn376ab7lllum6gxRyrN+Uh0LkZGwjROKNI9IikVCPhaVe/funT/++OO1G7DYuPHyyy+3iLU43VMsHJYT9gM65WFM6vw++eSTlOyKuJhmmmlSwjWSrDFfKrfeCF9++WV+6KGH1uZGcar1mmuuSYmM5ZZbLj029dRT10qfK/HaHMQQHaH8bx0xMsooo6R4iNPNxUbE8jUpkvmxqaOYjy+44ILp3iyuc1GZITbEFtyfNY9yjBx88MGpFVDER5wsK6oM1ZfEL+IvTjDGwnY8t9JKK6XT0eVWC+ZEzRlDxab8KAEcm2FHG220/mKoGGPi8xlnnJH37Nkzn2666fJVV121xWZ+MdR8ifo49RyJ1Rh/4toUlTvaioMijt599938kUce6e9xmksRJ1GB6oADDkhz60jYxzp1jC9Fi7uirUt5g5GEPSHur+IaFvObcozEtWlwE/ZxSj9adNavVQJDD8l6hknvvfdevv3229d6PsXnKH3XWt+nWHw87LDDajdkkRSJ18YOxrhRi8RZeSHIzVdzKP6dIzFaLBCuscYatefLuww//PDD2kS5KBsUSbWYXMf3UcbTgjRR3j6qfUw++eS1HuExmY6PIt7ihGHEWbGbtV65MoMb+ubxzDPPpNM9ERex2SP608WGjuI0Yf11KZ4f3IQ9nVtce+K6tcEGG9ROFEYCtX6xsfD555/n55xzTjrhUW6dEN/HxsfYXFT8XpqDGKK9yvOWPffcM8XDEkss0V//8PrrWrSaik2O8fpIysZ9WlRvKDav1b+e5hEbPiIuIukeybHw3HPPpc3VsVG6tYT9gJhbN28MRZwUMRTtESJR1loMla91UQ0kTsTGBv2Csah5FP/WkaiPfuKxbhin6ovqeAMS7RNijSg2GMUBEZpbfcJ+9NFHT5U5o/pLnLJvSzlhH4c6brrppgrfNUOTcoXg8lr1gBL2bd2DOVEPQzfJeoZZUYZq1llnTYuJsTvx3HPPbfOi9N1336VJciQ/ihLCsZi4zjrrpFOKBTdfzSVO+HTv3r126ic+yiUSy3EUN+5RgrpHjx5pch3l86J3XZzciBNm9a+nuURSNeJn6aWXTrvtiyRrOSaKBcK4eY/eZFGpIUrkt8ZiYnMo/zvHCfsiYR+bySaaaKLa9am1saWcsN9ll10qfd8MnWKuEwvPMS+KuIg5T7RPGNC4EhvN4kRH9PGNFgrRT7Pomeia1nzEEB0hqpUVmxKjalC9mFPXby6L5HwkQ2IjdVStKjZ7BHHUnGKOHPPl2BwdpVvLY1DET5xYjSogRTK/SLbauEh5bh1rP3Etq4+hGIfaiqG2Ehnuz5pPxEKUjY55UbRzKeY3bSmuV3EKOq5pRbuggf0czZWwj5L40Rox4iPiqzznaS1hH5tEikNDYqm51F93ijgqbyxrLWFffj5aSwHDDsl6hlmxGzouSMWO6Oh5GMmLAd1MxanVOH0fJzw++uijFuXOJeqb8wZ+hhlmSBs9ioXF+IjF5rYWCCPBHyftY2djPFfEjfhpbjGmFKV/4yN2TLc2FhWT5rhpj9dF/02aW33CvugjFh8DK/8b17yiuky066C5xUJ0bBiKU2TFok4sUN911139xVFcswa06GxBujmJITpiw8ciiyySrk1RNaY+viIpHxvTYmHxoYceapFYjTLTM844Y0rY77rrrvn777/fgL+AoUW0Hosx6KCDDkrfx31X/bhy++23p82NxeaQItlqgwch2rNEbESSta0YiqRqtH0RQ82tvnpQESdRNS9iI65Z9UnS2FAUPeyjGszhhx9ea4lYiEMgcT2MTYw0jx9++KHN9cHisajOsN9++6WxJ+ZLsRY5oIoN0RYvKstG4h4KbSXs77vvvtrjMYeKw0RabcKwQ7KeYVZMjuPCEws9O+ywQ5sLihYSGZC4qSomzW0l7ON5yXgG5qmnnsrXWmutFD9x4vmee+5pcyyKyXT024wyjFCOjSeffLIWR7HjPq5xrb2uvFAdrz3qqKMqe78Mvb7++ut0vYrNiVtuuWWrc6PyjX2c7ggWpSmIIdojevRG5aBVVlklfV/Mny+55JLayflirh2Lh9F/syx62BcJ+yil/8477zTk76BxirnO6aefnuIkNm4MaLyKk4ZFTMXGWacOKWLopJNOSnGx++67DzCGoqJVEUPRxqUoe2+tqDkcf/zxabNYVO6sF0n4+g32Md/Za6+9Ug/pchugnj17phZBZYNSMp/OI07MR/ufokXmgBL2RUn8WDeKHvbRUnFA8aJ0OYOasB9//PHTafpi/Iqqwm+99VZD3ycw6CTrGSaVS+AVCdfoq1ksKLZ2wj5OQheTZzde1CtiIk7ZFzdckbwvSNYzqInWoid99BWr7xsVouRitF6YdtppLULTahzFxo/VV1+91lrhiSeeaPV1haj2MaDnaT4RB5988km+9dZbtzo3imtabEqLBaUPPvigoe+VoZMYYkhEq5/owxqJ+Og5f//99+fbbLNNiqHYpHjYYYelzYwbb7xxemyxxRZLJ1nL8+yrrroqn2222dLzcfJMWfPmFMmxiIF555231SoLRczEYnS0NZtkkknS62+99dYGvFuGRnFqPmJi/vnnb/U6VcRQtLqLao3dunVLr993331tQGsS0QM8/s1jk9gNN9xQS9gX91PR8jCe33HHHdMm+9hEPd9886XHokXH2WefnSqhzTnnnKmnfTFPsnbUfKIqVcRFtMuM9aCo5DqwhP3PP/+cYiwS9pNOOmlK2Bcn82FIEvax4SziMNoIFSftVWSAYYtkPcO0clKivKAYE+e4OSs899xzea9evdIkPCY/khnUK0+iJexpbynzlVdeuXbjH718i5uuOEHWu3fv9Nz555/fwHfMsBBH0T9zUBP2wRhFvfLcKNq+FKejo5VQlA6O0osD6pMIYojBtdNOO6V4iRP28Xm00UbL11lnnRY9M+NE2eijj56S9UVbsvK17aKLLkoJEQuMzStOJhbVGMoVz0I5kRqlgRdffPG00THm3FCIBH2PHj1SDEVSta0YijErxqJYP4qE2eyzz55/9tlnDXjHVC0O/cSGsthIP/PMM6ey9+UT9nHgZ+65507XsjHGGCN9jo1Bu+22W/7VV1/VXrfzzjv3V52R5tr0Ucx5iooLq6222hAn7FVkYHCVx61iw2vco5lHw7BHsp5Ou6AYu6NjZ32cbI1TP8oEM6QJ+/qbexiURGtRhqo4kRiJ+9hpHb3JIsnR2s9BexP20NrcqDjZGh/zzDNPrc1CcdLMCTIGRAwxuPPoOEEfLV3i2hUbFetLA8fp+YihWKAuX9PKv8NiNdEPOuJkxBFHzC+99NJaP/FyRauYY0fLjjKbFxnUGIq5dWxEi00fkTSLBFu8Pk5Z07kV153YmLHtttumGCkS9kUrhCg9HjGy9tprp6R9jDWxMag+jqL1S9zjv/rqqw35W2icqJQYLVhi3DjmmGNSi7qIoyFN2EelmNNOO80cqMlPyA+O8rpQcc2LRP3rr7/ege8OqIpkPZ1yQbHoYV/cmMXnE044ofYaSQ4GN2EfvTZhcEuZx419xM/kk0+eFq1j89Dzzz9fe43FRAYnYR8LAVFWGAbX999/n0oFx+myqaeeOl9mmWXSaaIgycqgEEPNq0hKDMr9U30stPYzkWCNU/NRmeGBBx7o73n3aZ3T4MRReX683XbbpTlQjD1xevW6667Lv/zyy5RMjZZTca8fyTU6v46IoV122SXFS/Sqv/HGG1MMRfnyq6++Or02epHHay+//PJ/8S9haEuOffHFF2nDRlR8iQ32Mc788ssvLV773Xfftfo7zjjjjBRDcb8WcyWay2233ZbGjOWXXz7/5ptv0jgV48mQJOwPPvjg9DMzzTSTWGoyxXUtxp1jjz02zXMGV2yUVfoehn2S9XRKsQM2ekfFQlAky6655prac5JjzaN8Iz84C3/lGDn55JNTSavWeiXCoPSwj532ww8/fEpsvPLKK+3eOUtzV2pYYIEF+juhSHMY0mtaWdy4R4I1SlAHSdbmIoYYXPfee2+qUFbMXwYlbsqvqb/vilP2UbJc5armMiRxVB5b9txzz1qJ4eLEWPF13KvR+bU3hvbYY4+UUC3iJpIZxdflQx3RrizKnUd/cjq34l48ykfHvdXpp5+eL7XUUikm5p133pSwL07YtyXGnyiL361bt3TCmubz5ptvpmvUtddeW3ssEvaxBj24Cfs4Td+3b9/0O2k+cc1affXVU8w888wztccGRdybxXqjCh8w7Bsu/ieDoUiE5HDDDZc+h/j6f//7Xzb88MMP9u/6/fffs5FGGikbYYQR0vdD+nsYtvzf//1f7d+8rfganN/x66+/ZqONNlr2zz//ZF26dOnw90vnG4vKcfbMM89kRxxxRHb77bdnvXr1yg499NBswQUX7O91dE4dFUdPP/10tu+++2YrrbRStssuu/zr75vOdU1rLeaMP81DDDEkfvvtt2zVVVfN7r333jR/Ofnkk7OZZ555iP7dn3322fR7TjzxxOyPP/7IjjrqqGzHHXdMz4mjzq09cVQeu2644Ybsueeey+666650PzbbbLNlK664Yrbaaqul593nd14dFUPXXXddGovuvvvuWgz16dMnW3vttdPzxx57bLbPPvtkvXv3zq6++ups7LHHruTvo3pFXMQ6z7rrrps9/vjj6fGIi6+//jp93aNHj+yAAw7Ill9++axr164t1hjffvvtrG/fvun+fpJJJsluu+22FJM0p++//z4bZ5xxWlyLYtyK+Ii1nzfeeCONYTF2TTHFFOk1MX61Njc3J2pef//9d3b44YentcPFF188u++++1KMDGpMxLpjjEcRY8CwS7KeoUr5ZiouVL/88ktt0tPWTXhrCVQLis2riIcffvghO//887N+/fqlDRuxmDP33HNnY4wxRn/xUcTGu+++m4044ohZ9+7dW8Sj2Gk+HTUWlSfOcUMfN/LLLrtsSrouuuii//JfQWeLoy+//DKbaKKJ0tfGpebQkdc0mpMYoj1efvnlbL/99ksJ0p49e2ann376YCfs47X7779/dvTRR2cLL7xwtuuuu0qwNpn2xFH9ZqMff/wxjUsxjhXzJXHU+XVkDMX1MGIo4mfkkUdOj51yyinpXi3i6NFHH82mm266f/1vorEi6R6x9Prrr2ebbbZZdtBBB2U//fRT9tFHH6VYe/LJJ1OMRbI1NnWMMsooaayJDdQHHnhg9sADD2RrrLFGurZNPfXUjf5zGArUj0cDStgXYiNazLPnmWeeBr1rhgbFPCbmOJGof+WVV7Ljjz8+zZnLMVW8LtaW4jpWfgzoJBp9tB8K5fIuZ511Vt6nT598iimmSCWDLrzwwlrPntbKBkUZtOgvrvRUcyti6KuvvsrnmmuuWmm7omf4DjvskPrTtRZHjz32WD7mmGPmG220Uf7GG2805P3Tuceicinz+DywsnoM2/7Na5p+vs3BNY32EkO0V1xvouz00ksvneImylAX5TXbuha1dV275ZZb8rfffnuAr6Nz6og4qn+duVBz+TdiKK6R0WM65uZR+j5KmSsf3PlFHMTH/vvvn2IpetVHv/Byafx+/fql+U8836NHj/z666+v3btHG6Dbb789fbTVxx7aKokfLRKLufd+++2XHttyyy3zP/74o9FvlQoVY035OlU8dv/99+djjz12vvDCC6exqP51zz33XL7vvvvKf0AnJVnPUGfvvfeuLSSOMMII6XPcPG2++eZpsbG1G6/11lsvvW6dddbR36fJ/fDDD6nH2IgjjphvsMEG+dVXX51vtdVW+VRTTZViZN111201jqKHZhF3O+20kx6sdNhYVF4Yevzxx1MMWghqHq5ptIdrGu0lhhhS5X/zt956K1922WVrSbK2+kbXLya2tTFRorV5/JtxRHP4t2IoHoue45NOOmm+wgortNhMROe38sor56ONNlotGVbEWRE78XjEWLmHfSRey6+BwUnYzzTTTCmeoi/5Lrvskr4effTRrQ01mWL8+OWXX1IsXHzxxS2e/+yzz/L1118/xcfhhx9eezzGqB9//DGfdtpp03Mxhr333nuVv3/g3yVZz1Dl/PPPz0caaaS8d+/e+SOPPJK//vrr+UknnZRPP/30tcRFawuKN954Y21BMRYXaS71sTDWWGPlffv2zf/6668Wu59nnXXW/uKofPN/xRVX5OOOO27+/vvvN+CvoFnGot9//72yv4PGck1jSLim0V5iiPYqx8GLL76YYmGPPfbIu3btmo866qgDPdW6xhprpORGLE4XyQ2ajzhiaI+hL7/8Mn/hhRdqFa/o/CJOYqPGNNNMk+7Tnn/++TRvKsdP8fVTTz1VuyebffbZU/y5l2dIRJL15ptvzmeZZZa8S5cuKaZijv3aa681+q3RAH/++Wc+99xz18aXzTbbLN2bFe65557ac/F12Q033FB77tNPP23Auwf+TZL1NFT9KZ24QMXC4csvv1x7LCbS9957bz7bbLP1t6BYlIkJV111VX788cdX+O4Zmhak4wb72WefzXffffcUK4UiRiLWHn744VbjqFi8DsWu+3Js0fkZi+gI4oj2ck2jvcQQHbnZ46CDDsonmmiiVJlhvvnmy8cZZ5xalZi2kmRxIijKBsdrIhmiTGdzEke0lxji31Ak5qNFWcTGeeed1+rrYt4T5cojdqIcdbx2/vnnTxseYXAUc+hI0K655poS9aT7sAUWWCDFQlQ7i81nUWUh1o+K9hpxyCOe32STTdJj5WvirbfeqiIDdFKS9QwVop9v7FKdcsop0wWp3EsqxEVpUBYUC8pSdV6t9XKKG6Y4qRo37ksttVSazIT6Xc8xIXrooYcGmCRTlrO5GYvoCOKIQeWaRnuJIf4tUXqzKLMZZaRDJC5OO+20fKGFFmo1SVZcr+KxySabLD/66KMb+jfQeOKI9hJDdERf6PpN1RE/RaLsscceqz1ejp/QrVu3fK+99koVHaJKGgypI444opaoF0vNqxiX/vvf/+aTTz55vvjii6cN1gsuuGCKjyhzH+NTnKiP614k8h988ME214qAzkWynsp88cUXqfRPvSuvvDJdkJZccsmU2IjThK2d4Kk/ARQ9XKJsWbCQ2BwOOOCA/MQTT+wvjmJHavSui3J4ERtLL7107bn62KiPo+WWWy7/5ptvKvsbaDxjER1BHNFermm0lxji3xLlpscff/x0HSt6QhfXsdgg8vjjj+eLLbZYLUkWC471CZHiZFBwXWtO4oj2EkO0188//5xO0Ufp6PL9WMRFJMKKeVLEUign6o877rg0lypXSYMhsffee6dYm3DCCZ2obzKtVSeLcSY2V++yyy4pLmINKRLxp59+ej7HHHOkx+JzbLou2nAUa0VA5yZZTyVip+oUU0yRThgW5TQLTz/9dL7WWmvlo4wySroI7bjjjgNdUJxzzjnTa1dYYYX+fh+d02233Zb+zWNn/Jtvvtnf89FrbKONNspHHnnk1HvssssuG2AcRf/oSSedNB9vvPEsSjcRYxEdQRzRXq5ptJcY4t905513pvjac8890/f1JxLj+7vvvjufeuqpU1nq+iRZuZqM5FjzEke0lxiio04zx2nV6AldnEyNeIi5VFGKesYZZ8wvv/zy/MMPP0yViI455ph0vxf3abFJG9rj7LPPTq07ivGJ5vLLL7+kFodPPPFEf/drUWlhhhlmyN9+++1aK7NYQ4qNHcMPP3ytP/2xxx7rOgZNQLKef13cJO2///7p4rLVVlu1WrYlypltvPHGaUExJsQ33XTTABcUowRMlKPSz7d5xIRlv/32yy+88MLaTvrYJV0WpYM23HDDvEuXLvkiiyySygYNKI6efPLJ1MsuKDPd+RmL6AjiiI7gmkZ7iSH+DUVcRDuXojVCW7EQMRcVHOJ1cfIwevo6fUgQR7SXGKKjxNxou+22S/ERFRoiYV+0EIqYuuWWW/Lll1++lhCbYIIJ8oknnjh9HZ+dgm5ebY05gzpHrn9dzN1pPnGPtdpqq6UxJdaGTjnllHRAo4iPOE0fz/Xt27fFz8Vmou233742Nr333nsN+guAKknWU4mYlERZl2JyEouHP/zwQ3/JjSgDHLsNe/bsmf/nP/8Z4ILiJ5980ubzdC7FJKZIikWPulh0jj4+9aVfY2fiuuuum3YgDiyOCvU79Om8jEV0BHFEe7im0V5iiH9bVImJHpnzzDNP/tFHH/W36FzEXpwUi9OI888/f1pIvP766xv2nhn6iCPaSwzRHsV8Jk61br311q0m7GMuFBsV49TqfPPNl0800UT5vPPOmzZeS441r6J0+Z9//pkq4cWmjrvuumuAP1OMTTEvL8eg6h5ElZiiFUJ8rLjiivnFF1+cxqGIsWihGAc9ovVLWVzj7rvvvvz1119v2HsHqiVZz7+ufjfhgQcemMpxnn/++a0uKMau6cFZUDThaT4nnHBC7Ubrggsu6JA4ovMzFtERxBEdzTWN9hJDtFd9HERSrEePHimu4jpXfl15M8duu+2WTzPNNPmjjz6a33zzzZW+Z4Y+4oj2EkN0ROyU79eKrweUsC/8+uuvqZd9iAQazam8yWOZZZZJ9/pFknXllVdOlahaq64XXnrppXyWWWZJ7fKgfgN0jDvRriVaJkbrllVWWSVd52LDWcTZ6quv3mKzh/s0aD6S9VQqJsM77bRT2h3dvXt3C4oMkTjBGjfrY4wxRj755JMPUhzde++9DXu/DH2MRXQEcURHcE2jvcQQg2tQSrhee+21tcXp6PlbL/puxknWTTfdtM0kCZ2bOKK9xBAdeQq6nEAtJ8nKCfttttkmxVJs7rjjjjtaJOXLMeM+rbnFxo0FFlggxUp83nzzzdMcO76PSh+33nprf5s94vtDDjmkNl6dccYZDXv/NMagXHfef//9/NJLL82nn376FCfTTTddftRRR+XTTjttKpMfCf2g0hk0J8l6KheLh4OzoLjUUksNtNwQzTf5iZiJvtEDi6Mo/RrlhGJHfpSvgoKxiI4gjmgP1zTaSwwxuMqLf1EqOnpkrrfeeqnE67vvvtvitdFaoVh0jkTYhRdemH/wwQf5Nddckxavu3Tpkl911VUN+CtoNHFEe4khOro3/bjjjpuS8QNL2K+00kopliJZFgn7tk5J01zKGzSOO+64fJxxxskPOuigWlI+xqW11147tbmbffbZ01hVn7D/73//m+baY445Zv7aa69V/jcw9LROOPXUU9M60U033ZS//PLL/b0+Wiput9126b4tTtXHafsYl6K1GdC8JOtp2ILifvvtN9AFxej3GxerueaaK+/Xr1+D3jVDy4S5+LqYBA1KHL3wwgv5csstl3YofvnllxW/e4ZWxiI6gjhicLmm0V5iiI6Kn9jcUSS/4mO00UbLl1122fyBBx5o8TPR5iU2mxWvK5eDVea1OYkj2ksM0dGiwkIRD3vttVerCfvi688//zz1pi9O2N944421uRTNqfj3Lz736dMnX3jhhfPff/89fV9UYPjwww/zLbfcMiXsY+Nrawn76C8eMUZztk6IVgldu3ZtcV2bYIIJ8nPPPbf2+mKDUMTOI488km+22WYtXv/ZZ5817G8BGkuynn/FgEpGlRcUB3YC6LnnnstXWGGF/JRTTvnX3zND52SniKXYKV0uUVY8PyhxFLtbv/nmm/S1cnjNxVhERxBHtJdrGu0lhuhIRx99dFoMjIXm8847L99nn31Se4R4LHqt3n333S1eHwuJhx12WKoOs/jii+fbbrttKgFbEEfNSRzRXmKIjnTPPfcMNGEfSbKffvopn2mmmdIG6iL+IslGc6mvqBAxMMMMM6R59IorrphffvnlLV5XzMFj0/0WW2zRImFfnpPTXIrrTrROmHPOOVNcxJrPxRdfnO+2225p81kxLsU1r1C/Qeicc85Jif433nij8r8BGHpI1tPhyhPhL774In/ppZfyV199NfVlGZLTiF999VXta32jmkMxaYmyQBEfSyyxRIqPXr16pVJ39QYljoKb9+ZiLKIjiCPayzWN9hJDtFf53zpiYbbZZst79+6dv/LKKy02cUR56VhMjP7P9Umy4vdEPOoL3ZzEEe0lhvg3RBwUsRDx0lrCPuKjfF8Xm0FOPPHEfM8990wxR/OIjUFFcr08htxwww0tTjfvvffe/f1sawn7ueeeO7/uuusk7JtYXI822mijFDcHH3xwi2oLca079thja3F11llntfjZ8rUrEv5Ac5Osp0OVJ7+nn356badq9BCbcMIJU9mX+t2L9QuKF110UasLipIazRVDkdAq4mfiiSdOO1yLyU30jaov3VqOo6mmmirFX5w6ozkZi+gI4oj2ck2jvcQQ7VW+3kSZ4DiZGnFx//3397dI+PHHH6fyrkWS7D//+U+rJ4Bcw5qPOKK9xBAdoa1NGeX7toiXYo4Uyfh6hx56aD7yyCM7wdqEYoNGxMUCCyzQ6vhx9tln56OOOmp6zZprrtlqy6hywn7rrbeu9Rk3z25e0R5hsskmy+eff/5aor5+nej4449PsTL66KPnTz/9dIvnXMuAgmQ9/8qkOXYgxkVo7LHHztdZZ518k002qU2Wo7RZnE4sK0p2jjPOOCkBcuaZZ/Z3YaN5Yujbb7/NZ5999nyUUUbJd9hhh1qp1uOOOy4fccQRUxztvvvurS5MH3jggen5eeaZRymzJmUsoiOII9rLNY32EkMMiaK/ar0oHR3JiSgbHT16YwNIJDfqFwgjSRanxYokWZQVpvmII9pLDNHRio0acV8VfcGvuuqq/Morr8yff/75/Ouvv27x2vIJ+0ioPvnkk2k+FSdco1/9fPPN16LiGc3hk08+ybt165bu4dsar+LePU7MR+wcc8wxrf6eYrz64IMP8p122inFI83rrrvuSvGyyy67pO/LVRaKWIkk/hprrJFeFwc6AFojWc+/1nesT58++TPPPFN7vJzciAXF+uRG9I0qEiLnn39+A945Q4Pffvst33DDDfPRRhst3cgXuxJfe+21fO21107xUex0jbJmn3/+eYuf/+GHH9KE+qOPPmrQX8DQwlhERxBHtIdrGu0lhhgccVI1NnREfNTH0QEHHJA2kcUGj/h488032zzNU06STT311Pltt91W2d9A44kj2ksM8W8l6mPjYWyejipDxb1YxNHyyy+fSpGXxQaPOMUar4kqDsXPRLJecrV5Y6goNR6bWjfffPNaYrVcujxO2BfxdcIJJ7T6+4oxq773OM3n1ltvTbGy6KKLDnBzdNzLxeu22267St8fMOyQrKdD3Xfffan0y0ILLZS/+OKLtYlQTG66du2anouJcdH/p7UFxSiJRnPvSIwF6bgBKybL0R969dVXT3ETp1Vvv/32Fn2k6uOotVJoNBdjER1BHNFermm0lxhiUMWpwqjAUGwSq098RUWG2LgRJ1njNbFAXVRpaCtJVmxMu+SSSyr7O2gscUR7iSH+rUpDkQSbc845a0mxKHG/1lpr5ZNMMkl6bMwxx0z9yMviRH1seozNHjPPPHM62frOO+806C+h0cpjzMorr5ziZskll6xVwSsn7M8555yBJuwhxKboKaaYIn3EZrV6RXzde++9tfs1gNZI1tNhYlJT9BV78MEHaxekk046Ke1mnXbaadP3N954Y4v+UfWnEQfWi4rO7bLLLksnxKI8VVFWatNNN03xsttuu9VeV5xYLU61fvbZZw181wxNjEV0BHFER3BNo73EEIPj4osvTnHx/fffp++LBFg5iRYVY2Kz2fjjj596t8bGsraSZNGPNTau0VzEEe0lhuhocd8Vifnhhx8+9Zwv31s9/vjj6aRqzIFig2OUx6//2Uj0R2WHcjKW5hZz5djAUWz+aO2E/bnnnlubX0fPcZpX+dpU/3VUaVh11VVrFRljk1mhXBJ/++23T6+54YYb+vs9AEGyng7Vt2/fVKYsxOT56quvTv16p5pqqhaLhuutt15twhMXq7ZOANGcnnvuuVppqujlE2XNirgqJjRR4qxLly4pYRZxFDdsJjoUjEV0BHFER3BNo73EEANTTloU5VijH+sGG2yQv/322y1eG0mzSJJNMMEE6TTiwJJkrf036JzEEe0lhvi3kmJPPfVUPtZYY6VT0MWcqNxnPDZ0ROuFmAMtscQS6aRrESvmQ9Qrxqcvv/wyn2GGGQY5YX/44Yc37D3TOEV1svgcHxE39aLtS1F1MdpyxJgVG4TKcTT22GPnc8wxh/UioE2S9XS4r776Kn2Oi9IyyyyTLlYvv/xyi8n0tttum3ZQFwuKrZWJobm0dgMVN2E9evRIN+/FzsRi0vzss8/m3bp1Sz3v5plnnvzDDz+s/D0zdDMW0RHEEUPCNY32EkMMrnKbg//+97+1ssA77rhjf0myb7/9doiSZHR+4oj2EkMMqbYqlIVoqRBxFDHSVmuf2Nw4/fTTp02N7scoK8aT2MBR32t+UBL2RfyNNNJIadyieRRxEvdhUXlxwQUXzMcYY4x8s802S4c5yp5//vm0LhSxEq1ell122fzII49M7ctGHnnk9Nzrr7/eoL8EGBZI1tMhu1xb290cF624QEWpzvrJdOx4jZ1ml19+eX89pej8BtQztRxfr7zySipjNvfcc6ekWDFJiniL3fmRGCv3/ymepzkYi+gI4oj2ck2jvcQQ7VW+bhX//nHdit6+UTI4qr4MLEl28skn15JkNCdxRHuJIYZUtBNbaaWV0lynNREXcS+2ySabpPlNWxUWNt98cz3GGaQ5digS84OSsL/kkkvS6WmaRzHORBuN2Awd8RHXqriexUfclx1zzDEtfiY2qUWSvtioFh/R0iwqfrz55psN+kuAYUWXDAbD//3f/2UjjDBC+vqvv/7Kfv3112ycccbJhh9++PTY//73v9rXf/75Z/o88cQTp8/F44888kh27bXXZhtttFG2/vrr1353+Wfp/DH0ww8/ZGeddVb2ySefpBjq06dPNvfcc2cjjzxyLRZGG220bNxxx80+/PDD7LPPPsumnnrq9DtOPfXU7N5778169+6d4nDEEUdMj3fpYkhrFsYiOoI4or1c02gvMURHKK4322+/ffbTTz9ll112Wbb22munx4844ogUW2HnnXfOpptuuvR1xNKWW26Zvj7llFOyww8/PPvtt9+y3XffPRtppJEa+NfQKOKI9hJDDIl33nknu+WWW9LnmAPtscce2ayzztpinjTDDDOkec1///vfNNcZddRRW9zLxb1azJlmm2229H3MnWhu//zzT4qZiI0bbrghxU6/fv1qc+yZZpopjTERTxNOOGG6r19sscWyxx57LOvVq1d23333pZj6448/sq5du6b7fZpLXLsijrbaaqvsrbfeynbaaafsgAMOSF8//PDD6et99tkn+/vvv7P9998//UyMXVdccUX21VdfZU8//XR6rEePHln37t3T+AYwQI3eLcCwo7xz9ZRTTsmXXnrpfLLJJksnea644opaL5biFE/0zowdZFNMMUXaHRvP33///fniiy+eSsbcfvvtDftbaGwMRVnpKONa7DKMj6mnnjrfe++9859//rnFz2y00Ubp+Yi1bbbZJpWhLl7/ySefpNcokddcjEV0BHFEe7mm0V5iiI4S/+bR+qCInxtuuKH23PXXX5/PPvvsAzzV2rdv37xLly6qwzQ5cUR7iSGG1N13350vvPDCKW423HDDdDq17JtvvqmdfF577bVrjxc9pAvrr79+Ou366KOPVvr+GboUMREnouOUc3mOHR9R7aN8/97aCfs4CV08TnMpVyeLKjFTTjllvsUWW7S4L4sYu/jii2sxdcQRR9Sea6vyB8DASNYz2Pbbb790IYqbqPiIr8cdd9x855137m9BcZVVVqmViZl55pnzrl27pu8jMUJzislyz5490w1U9Pi56qqrUqmySSedNMVG9AD66aefWvxMlEMrJkARQ4ssskitV+vAylrReRmL6AjiiPZwTaO9xBAd6cwzz0xxseaaa+afffbZICfJvv766/zZZ59twDtmaCSOaC8xxKAqbzD8z3/+ky+wwAJtJuyjD/14442Xnl933XVrrRYKsckj5kULLbRQ2ghJcyoSpdFjPFpHxXiz2mqrpbHloYceytdbb70UQ9E/vLyhqJywn2WWWdJr+vTp07C/g8aKtaA99tgjP+OMM/KJJ544//TTT1u917r00ktbTdhrRwYMCcl6Bsstt9ySjz322GnC8uSTT6bThdGfJU4axoUpdprVLyjGRKh79+61xcTLLrus9pzdZs0n4maiiSbKDz300NrN1XfffZdOrcapsLYWpmOndZx2ffrpp/Pvv/8+PWZBunkZi+gI4oj2ck2jvcQQQ6L+elP823/00Ud5r1698pFGGim/9dZbW7ymPkn2zjvvDNLvpvMSR7SXGKIjlP+tY36z4IILtpqwj+RXzH2KhP3888+f77rrrumxTTfdNB9rrLFSAvaNN95o0F/C0CIS71GBIe7ZDzzwwNom/BhvovpCkVwdffTR85tuuqnFz4XPP/88n3feefPnn3++YX8DjR2TYhN1xMhSSy2VTz755Hm/fv3avNcqJ+yPPPLIyt8v0HlI1jPYJxC7deuWv/jiiy1OBEXCY0ALilEKLW7Yfvzxx9pjbr6aQ30p1vPPPz/FULHLsJjsxAL1XXfdVYuj1pJkZeKnuRmL6AjiiMHlmkZ7iSHaq7xQ+Prrr9cWoIvYOuuss1LMRMnODz74oNUkWSTQtt566/zNN9+s+N0ztBBHtJcYoiMU85fyPOaOO+5occI+NlQXYn70wAMP1OZH5Y9I3kvUE66++upUtSoS88X8+a233krxVMyr99133/R1bPIon7D/448/0mdz6+a9R4vrW4xD0fKwGF9iI9GARMI+rmnx2uOPP76Cdwx0RpL1tKm1icmKK66Y77XXXrXni4tZLDDeeeedrS4ottY3Uy/N5rqBj8lulKCKk18xaZ5tttnSY/UxVh9HkSQrbvqdFmtexiI6gjiivVzTaC8xREfabrvtUiWYbbfdNm0gK4tyrxEzsSktYq18nbrxxhvzGWecMT3/4IMPNuCdMzQRR7SXGGJIFXOZOM0c8XDOOee0WRK/nLAvSpVfeeWV+SGHHJI+IrGm9H3zKo8tsaFjt912yyeccML8iy++SI/FqeiYRxfz6RAtOqJSXtEGr3zCvv530hxjUdyLFQcyIo7uvffefJlllkkxMt988/U3DtU799xz83HGGSd/9dVXK3nfQOcjWU+ryguAzzzzTNpBFuV/Vl999VReKiYt9YuE9QuKsUN6QMkNOrciPr755pt8jTXWSP2dRxxxxLQgHV9/++23LV7XVhxF6ao46UpzMhbREcQR7eWaRnuJITpS9F0tTvrEibBYkL7wwgtr/Z9feOGFlDybYYYZao8VpV1DJDguv/zyhr1/hg7iiPYSQwypoqJQzGnWXHPNVK58ggkmaLFxY2AJeyjHUtFOKtx+++1p/hxiQ+xJJ52UWm9ssMEGLX62KHVefMSmD5ozfn7//ffUEjE2mcWaUXFfdt999+VLLLFEio+11lorf+211wb4+8rVFwEGl2Q9/Smf6jnssMNSP9/y5GW55ZarPd/WguL000+fXrvuuuu2mDDRXGJBepZZZkmxEIvM0T9shBFGSN9Hf7oBxVEk08Ycc8x0w18sYNNcjEV0BHFER3FNo73EEB0lYiASF7HhI/pCxyJiLEL37Nkzv+6669JrdtpppxRb66yzTn8LkmXKvDYvcUR7iSGGRPFvHYn6OeecMx955JHTZsToE15/r1WfsC/3sC/Pl2ymbu5YispT0003Xb7rrrvWnvvtt99qydO4n48Nst999116LCp9hDPPPDP1JN9kk01SjGmj0LybhooT9NNMM01+66231saiGGfuv//+fNFFF03Px+aigSXsAYaUZD1tiqRGXIhiJ3RMiqNXS7GgWJQNbmtBMXYxRhmhE044oQHvnKFhwhxxEQvPsTs6ypLF9y+//HJ+6qmn1uLo4IMPbjOOil5kn376ae130pyMRXQEccSQck2jvcQQ7VH+ty4nI6KFwuijj54SZFGm84gjjqhtRNt9993zyy67LF27IglywQUXNOjdM7QQR7SXGKIjRYWFVVddNc2BYv5TVA0ql6NuK2GvxDT1sbT88sun+IiT80XP+cLNN9/covx9+fmll146X2ihhdI8++uvv678vTN0bBqaa6650jUqYqS1k/HFCfuibYKEPfBvkaynpjwp/vDDD/OZZpopX3nllWs7V6Ofz/nnnz/IC4rxOwp2uTbXrsTi8+yzz552SBc7EiMO4iPK3Q1KHA3scTonYxEdQRzRXq5ptJcYor0GtikjyreONNJI+RVXXJG+jwoMsYAYj8Vpxe7du+ddunRJrRcsQjcvcUR7iSE6SnEfFQnUiI8VVlihlqivj7PWEvYRR6usskr++uuvV/zOGZqUq3PEZtbxxhsvP+CAA2on5sv36zfccEOaY8dm/eK0fTj77LPTzx144IEVv3uGFrFxY8UVV6zdg5Xjo1C0bonx6KGHHsoXXnjhWtVFrTmAjiZZT38TmXfffTeVn4ryZbEzut5VV101WAuKTv40l4idiSeeOD/uuOPy3r17588991x6vL6c2eAuTNMcjEV0BHFER3FNo73EEB0hEmHzzjtv6qVaTnS9//77qbRrtFcoFhNjM1q8Ljapldu+RO9omps4or3EEB0lKptFPNx1112DfI8Vr51xxhlTW7Oi0hDNe68fpe+feuqpVAUvKlcVbaLqY+mnn37K55hjjrQesP7666cT0tGeIyp+TDnllGn8ojnFNSpO1EeVj/p7sxdffDHdv8Ums1NOOSV/55130uMPPvhgrYd9tE8ornkAHUGynhY233zzdMHZaqut0m6xQv1kx4IibXnmmWda3Iyfd955bb62nCQ79NBDK32fDN2MRXQEcUR7uabRXmKI9vrqq6/yySabLMXFhBNOmK+++uq1kzxxsqwoOb3LLru0+LlYxN5///3Tqdajjz66Qe+eoYU4or3EEB0p4ifmPHFSta3KZXEvFo8///zztcci0frBBx9U+l4Z+kRsRII+xpxInC622GKtvi7u++Mj2nXEhqLynDy+V8q8uRWtEq+55praYxEve++9d6oIU46XddZZJ20SitiLjUN9+vQRP0CHk6ynhZj4Fhei2GVY7HpubeJcXlCMmy8oPPzww7U42meffWqPtxVHXbt2Ta/VD5qCsYiOII7oCK5ptJcYoiMqNJxxxhn5fPPNl2Ij+kPHaZ+oHhMlX6PFQlRweOyxx9Lri9NB8fnjjz+u/R7VYZqbOKK9xBDtVcx9Illfv1G6rIiReH1UbDj++OMrfZ8M/aJqXjG/nnrqqWuJ09bm17///nv+0ksvpU38W2+9dX7iiSe2GJNoTtEKIeInWiG8+eab+T333FO7vk077bT5JZdckq5xEV/x2E033VQbn4qWCwAdSbKe/sTO1mLCExelQmsTntidWLw2yg9Ba3EUp1YHFEcXXXRR2rVY7gkNxiI6gjiiI7im0V5iiPaKkzzfffddvvPOO6cEWWwwm2222dIGj4iv2ORRPtFaXx2mtVij+Ygj2ksM0REi6RXlp6MPffm+K+KjvJmjKJcflYls8mBA8+vyhg7jDIOiX79+KSkf8TPmmGOmz5NOOmm+++675998803tdfvtt19/60kA/4bh4n8yqPPII49kPXv2TF9fc8012Zprrpm+jnAZbrjhWrz2kksuyX766adsxx13bMh7pXPE0e+//56NMsoo2T///JN16dKlIe+XoY+xiI4gjugIrmm0lxiio9xxxx3ZzTffnF1wwQXp+8UXXzx74403sq+++iq77rrrstVXX73Rb5FhgDiivcQQQ+q7777L1llnney+++7L1l9//WynnXbK5p133havOe+887L9998/m2666bIbbrghm3jiiRv2fhk25tdXXXVVtvbaa7c6vy5/39rcm+b0zjvvZEcddVT24osvZvPPP3+22WabZbPNNlu6DyusscYa2QMPPJDdf//92ZxzztnQ9wt0bpL1tOnRRx9NN1uDsqBY+N///pcNP/zwlb5POl8cQZmxiI4gjugIrmm0lxiiPcrXpfj6zjvvzPbbb7/s/fffz3777bf0eMRXJMnGH3/8Br9bhlbiiPYSQ3SEt956K1txxRWzd999N8VLnz59spVXXjn7448/0gaQSy+9NBtxxBHT3GmGGWZo9NtlKGZ+TXsVG6XrnX322dlee+2VLbrootkVV1yRjT322A15f0BzkKxngEx46AjiiPYSQ3QEcURHEEe0lxiio5MdkSg766yzUsLjzDPPzLbZZptGvy2GMeKI9hJDDIk333wz23rrrbMnn3wyVRMaY4wxsl9++SXNiXr06JFdeeWV2UwzzdTot8kwwPya9ijipBwvJ598cnbsscemKmdxsn7aaadt9NsEOjnJegZrwqOUGR0RR7FDeoMNNmj0W2IYYyyiI4gjOoJrGu0lhuhI//d//5dKCj/22GPZqquumh6zOM3gEke0lxhiSHz99dfZ3XffncreR6xMMMEE2ZJLLpliaJJJJmn022MY4l6f9oqWiJ999ll20EEHZbfeems2xRRTZLfccks288wzN/qtAU1Asp7BnvBcdtllqacUDK64aV9sscWyscYaK01+unbt6sadwWIsoiOIIzqCaxrtJYboKPVtW7RxYUiII9pLDNEe4oWOvte/6aabUmsFGFSffPJJ1qtXr6xfv36pTcfRRx+dTT311I1+W0CTMAtikERvlgcffDB9/fnnnzf67TCMWmSRRVJ5sxdeeCH1ArIgzeAyFtERxBEdwTWN9hJDdJT65IZkB0NCHNFeYoj2KM+DnCujPff69913X/p6mmmmafTbYRgz+eSTZzfffHN27bXXZueee65EPVApJ+sZLHHqZ9JJJ23026ATiH5k0fcHhoSxiI4gjugormm0lxgCAICO8dtvv2Wjjjpqo98GwygtXIBGkKxniChPBQwNjEV0BHEEAAAAAEAjSNYDAAAAAAAAQMUcIwMAAAAAAACAiknWAwAAAAAAAEDFJOsBAAAAAAAAoGKS9QAAAAAAAABQMcl6AAAAAAAAAKiYZD0AAAAAAAAAVEyyHgAAAAAAAAAqJlkPAAAAAAAAABWTrAcAAAAAAACAiknWAwAAAAAAAEDFumSdWM+ePRv9FhiGde3aNbv77rvT18suu2z2xx9/NPotMYwRQ3QEcUR7iSE6gjiivcQQHUEc0V5iiI4gjmgvMURHEEd0pIceeqjRb4GhwO+//5716dMnfX3nnXdmo4wySqPfUtNwsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKCZkvVfffVVdvvtt2cHHXRQttxyy2Xjjz9+Ntxww6WPTTbZpJFvDQAAAAAAAAD+NV2yBppoooka+Z8HAAAAAAAAgOYug9+tW7esd+/ejX4bAAAAAAAAANC5T9ZH+ft55503fcQp+w8//DCbaqqpGvmWAAAAAAAAAKBzJ+sPPfTQRv7nAQAAAAAAAKC5y+ADAAAAAAAAQLOQrAcAAAAAAACAiknWAwAAAAAAAEDFJOsBAAAAAAAAoGKS9QAAAAAAAABQMcl6AAAAAAAAAKiYZD0AAAAAAAAAVEyyHgAAAAAAAAAqJlkPAAAAAAAAABWTrAcAAAAAAACAiknWAwAAAAAAAEDFJOsBAAAAAAAAoGKS9QAAAAAAAABQsS5ZAz322GPZu+++W/v+m2++qX0dj1988cUtXr/JJptU+v4AAAAAAAAAoNMl688///zskksuafW5xx9/PH2USdYDAAAAAAAA0Bkogw8AAAAAAAAAzZSsjzL3eZ4P8gcAAAAAAAAAdAZO1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZDwAAAAAAAAAVk6wHAAAAAAAAgIpJ1gMAAAAAAABAxSTrAQAAAAAAAKBikvUAAAAAAAAAUDHJegAAAAAAAAComGQ9AAAAAAAAAFRMsh4AAAAAAAAAKiZZD8D/a+/eQq0q1zgOv+IRsgvFCjuKpOaNBBYVlafMoKDwFHWRFmWBBVYgdpCgKLBCKiKUErWQUrIu0iy6MDUjCLWgA0aYGSQEQkQoqNnazAFb9iZNV67+q9Z8HliMMV1jDt8F392PbwwAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAAD4N8T6bdu21RNPPFFTpkypc889t/r3718DBw6skSNH1h133FFbt279ywMdOHCghg8fXr169Wp+hg0b9pfvBQAAAAAAAAD/RH06+4Vx48bVRx999Id/P3ToUH377bfNz8qVK2vWrFn1yiuvVL9+/Tp1/8cee6x2797d2bEAAAAAAAAAoOfG+r179zbHs88+u2bOnFlXX311nX/++XXkyJH65JNPavHixfXjjz/Wa6+9VocPH67XX3/9pO/92Wef1fPPP18DBgyovn371q+//trZ8QAAAAAAAACg5z0G/6KLLqo1a9bUDz/80IT16dOn16WXXlqXX355PfDAA/X55583j8NveeONN2rLli0ndd9W7J8zZ05zfOSRR2rw4MGd/2sAAAAAAAAAoCfG+vXr19fNN99cvXv3PubvhwwZ0uyu/6+1a9ee1H1feOGF2r59e40aNaoWLFjQ2bEAAAAAAAAAoOfG+pMxceLEo+e7du064fV79uxp3lXfsnTp0k6/5x4AAAAAAAAAqt1j/cGDB4+eH28H/v+aO3du7d+/v2677baaMGHC3zESAAAAAAAAAPTsWL958+aj56NHj/7Ta1evXl0bNmyoQYMG/d/j8wEAAAAAAACgp+ryWP/777/XokWLjn5uvd/+eH7++ee6//77m/PWd84444yuHgcAAAAAAAAAen6sf+655+rTTz9tzqdNm1Zjx4497rXz58+vn376qa644oqaM2dOV48CAAAAAAAAAD0/1rcef//QQw8152eeeWYtWbLkuNdu2bKlli9fXn369KmlS5dWr169unIUAAAAAAAAAOj5sf6rr76qqVOn1m+//VYDBgyoN998swn2x3Lw4MG6++67q6Ojo+bNm1djxozpqjEAAAAAAAAAoD1i/e7du2vKlCnNO+h79+5dq1evrnHjxh33+qeeeqq++eabOu+88+rxxx/vihEAAAAAAAAA4F+jz6neYO/evTV58uTm2HqUfevR9jfddNOffufpp59ujq3vrVu37pjX7N+//+ixFf9bWjv1J02adKojAwAAAAAAAMC/N9bv27evrr322vruu++azy+++GLNmjXrhN87dOhQc1yxYkXzc6L/49Zbb23Ox48fL9YDAAAAAAAA0L6Pwf/ll1/quuuuq6+//rr5vGjRorr33nu7cjYAAAAAAAAA6JH+0s76AwcO1A033FA7duxoPj/66KO1YMGCk/5+R0fHCa8ZNmxY7dmzpy644IL6/vvv/8qYAAAAAAAAANAzdta3HmE/derU+vjjj5vP8+bNqyeffPLvmA0AAAAAAADghFatWlX33HNPXXLJJdW/f//q1atXrVy58g/XHT58uN56662aPXt2jR49ugYOHFinn356XXbZZbVkyZI6cuRIt8xPe66bTu+sb70//oMPPmjOW++Pv/POO+vLL7887vX9+vWrkSNH/qXhAAAAAAAAAE5k4cKFzVO7hwwZUkOHDm3Oj2XXrl01Y8aMJrZec801deONNzav/163bl3NnTu3NmzYUO+8804Tben5Fnbzuul0rH/77bePnm/cuLHGjBnzp9d7jD0AAAAAAADwd1q2bFmNGDGiaZOLFi2qhx9++JjXtXZDv/TSS80O6dNOO+3ovy9evLgmTJhQ69evr7Vr19bMmTOD09Ou66bTj8EHAAAAAAAA+CeZPHlyE1xP5Jxzzml2Qv9vcG1pfX7wwQeb882bN/9tc/LPMrmb102nd9Z3dHRUgt34AAAAAAAAQErfvn2bY58+nU6otLG+p7Bu7KwHAAAAAAAA2t7y5cub45QpU6qd7Nix4+h5a5f4tm3bunWedlo3Yj0AAAAAAADQ1l5++eV67733atKkSXX99ddXu3jmmWdq4cKFRz/v3Lmz5s+fX88++2y3ztUu60asBwAAAAAAANrW+vXr67777mveXb5q1apqF60d9K3QfCwbNmyo7du3x2dqt3XTo1+4sGnTpu4egR7i/fff7+4R+JezhugK1hGnyhqiK1hHnCpriK5gHXGqrCG6gnXEqbKG6ArWEZy6VpSeMWNGnXXWWbVx48YaOnRotYsVK1ac8PHuY8eOjc3TjuvGznoAAAAAAACg7bz77rs1bdq0GjJkSH344Yc1fPjwaif79u07pd+3q3e7cN306J31AAAAAAAAAMcKrtOnT6/Bgwc3wfXCCy+sdrNmzZruHqHafd3YWQ8AAAAAAAC0jdZ72lvBddCgQU1wHTFiRHePRJuum14dHR0dXTIdAAAAAAAAQDdYtmxZbd26tTn/4osvaseOHXXllVce3fl81VVX1V133VU7d+6siy++uA4ePFi33HJLjRo16g/3GjZsWN1+++3xv4H2WzdiPQAAAAAAAPCv1oqkr7766nF/P3v27Fq5cmVt2rSpJk6c+Kf3Gj9+fHMdPd/t3bxuxHoAAAAAAAAACPPOegAAAAAAAAAIE+sBAAAAAAAAIEysBwAAAAAAAIAwsR4AAAAAAAAAwsR6AAAAAAAAAAgT6wEAAAAAAAAgTKwHAAAAAAAAgDCxHgAAAAAAAADCxHoAAAAAAAAACBPrAQAAAAAAACBMrAcAAAAAAACAMLEeAAAAAAAAAMLEegAAAAAAAACorP8AW7qlkwBLlxMAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import missingno as msno\n", "\n", @@ -332,6 +1989,13 @@ "msno.matrix(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne missingo matrixen viser tydelig at funksjonen over fylte inn alle de manglende verdiene, for nå er det ingen tomrom, og derav ingen manglende verdier.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -348,9 +2012,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -447,6 +2122,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her plotter vi værdata for Jørpeland den 30.september 2024. Vi har temperatur og nedbør på den øverste grafen, her er det to akser og vi må lese av temperatur data på venstre side og nedbørsdata på venstre side. Så vi kan lese av grafen at det regnet 0.4mm klokken 06, samtidig som det var ca. 10 grader. I den nederste grafen får vi oversikt over vind og vindkast, som vi ser startet det rolig før det øker det kraftig utover dagen.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -464,9 +2146,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import seaborn as sns\n", "\n", @@ -500,6 +2193,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser vi en korrelasjonsmatrise for hver av stedene. Den viser sammenhengen mellom de ulike variablene for begge stedene. De hvite radene/kolonnene tyder på manglende verdier. Noe som stemmer med dataen vi har fått over, 'snow.1h' var ikke til stede i dataframen og ble lagt til med 0-verdi. Vi ser det er flere sterke sammenhenger, både positive og negative. Da er det viktig å tenke over at ikke alle nødvendighvis har en direkte sammenheng, men at det skjer tilfeldigvis likt. Som vi ser er det sterk negativ sammenheng mellom 'wind.gust' og 'main.humidity', det tilsier at økt luftfuktighet fører til mindre vindkast. Vi ser også at det er en sterk negativ sammenheng mellom 'main.humidity' og 'wind.speed', dette gir mening da det er veldig sterk positiv sammenheng mellom 'wind.gust' og 'wind.speed'. De variablene som virker å ha hatt størst sammenheng 30.september på temperaturen på Jørpeland er, 'main.humidity' (-0.73), 'main.pressure' (-0.58), 'wind.speed'(0.89) og 'wind.gust'(0.84). Vi har jo allerede nevnt sammenhengen mellom 'wind.gust' og 'wind.speed', og sammenhengen mellom disse og 'main.humidity', som tilsier at alle disse ilag bidrar til å påvirke temperaturen i ulike retninger.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -521,13 +2221,12 @@ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "from sklearn.linear_model import LinearRegression\n", "\n", "temp = df['main.temp']\n", "dt = df.index\n", "hours = dt.hour\n", "\n", - "#Hours of the day (0 to 23) and temperatures\n", + "# Hours of the day (0 to 23) and temperatures\n", "data = {\n", " 'Hour': hours, # 24 hours of the day\n", " 'Temperature': temp # get the temperatures\n", @@ -537,6 +2236,13 @@ "df = pd.DataFrame(data)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne cellen finner alle timene basert på indexen til dataframen, som er 'dt', og temperaturen, og lagrer de i en ny dataframe som brukes videre i regresjonen.* " + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -548,10 +2254,441 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ + "from sklearn.linear_model import LinearRegression\n", + "\n", "# Reshape the data (features should be 2D for sklearn)\n", "X = df['Hour'].values.reshape(-1, 1) # Hours of the day (x-axis)\n", "y = df['Temperature'].values # Temperatures (y-axis)\n", @@ -561,6 +2698,13 @@ "linear_model.fit(X, y)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her definerer vi temperatur som den avhengige variabelen y, og timer som den uavhengige variabelen X. Deretter blir det lagd en lineær regresjonsmodel, som vi får til å passe til dataene.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -580,9 +2724,441 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Pipeline(steps=[('polynomialfeatures', PolynomialFeatures()),\n",
+       "                ('linearregression', LinearRegression())])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "Pipeline(steps=[('polynomialfeatures', PolynomialFeatures()),\n", + " ('linearregression', LinearRegression())])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.preprocessing import PolynomialFeatures\n", "from sklearn.linear_model import LinearRegression\n", @@ -598,6 +3174,13 @@ "poly_model.fit(X, y)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her lager vi en polynom regresjonsmodell som vi gir de samme dataene den skal prøve å passe til. Vi gjør det med 2 degrees, så x + x^2.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -608,7 +3191,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -618,6 +3201,13 @@ "predicted_temperatures_poly = poly_model.predict(X)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her gir vi modellen den uavhengige variabelen tid, og får den til å prediktere verdier både for lineær og polynom regresjon.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -629,12 +3219,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABdAAAAMsCAYAAABUS4DJAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAA8vNJREFUeJzs3Qd0FOXbxuGbEggBQgsdpEhHjQgqKAgo0sWOXcSOiqBiQRQL9oJdsSIgf8WCiogUkQ4qUlWQ3ot0kF6S7zzzfptNQoAEkszu5nedM2czM5vddzebTfaeZ543V2JiYqIAAAAAAAAAAEAKuVOuAgAAAAAAAAAAQ4AOAAAAAAAAAEAaCNABAAAAAAAAAEgDAToAAAAAAAAAAGkgQAcAAAAAAAAAIA0E6AAAAAAAAAAApIEAHQAAAAAAAACANBCgAwAAAAAAAACQBgJ0AAAAAAAAAADSQIAOAAAA4IiaNWvmLaHu008/Va5cubR8+fJsv+/x48d7922XAAAAiCwE6AAAAMhSFiymZ8nJ4eO7777rBcAAAAAAQktevwcAAACAyDZo0KAU6wMHDtSYMWMO2167dm3l5AA9Li5ON910k0LN6NGj/R4CAAAA4BsCdAAAAGSp66+/PsX6r7/+6gXoqbdHisTERO3du1cFChSIiHHky5cv08Z08OBBJSQkZOptAgAAAFmJFi4AAADwnYWqr7/+uurWravo6GiVLl1ad9xxh7Zu3ZriepUrV1b79u29di8NGjTwwuFTTz01qf3L0KFDvXW7jfr162vWrFkpvt8qvAsVKqSlS5eqVatWKliwoMqVK6enn37aC5xPZEyjRo1KGtP777/v7evfv7/OP/98lSpVSvnz51edOnX03nvvHfb9f//9tyZMmJDUzibQc/zJJ5/01tPT7/to49i2bZu6d++uihUreuOoVq2aXnzxRe8xHk8P9A0bNuiWW27xnhN7buLj4zVgwIAU17Gx2RhfeeUV73k8+eSTvfueN29eUs/wIUOG6NFHH1WZMmW8n0WHDh20atWqw8bw22+/qXXr1ipSpIhiYmLUtGlTTZky5Zhj//7779WuXTvvZ2z3bWPo06ePDh06dNhjPOWUU7yxNW/e3LuP8uXL66WXXjrsNlevXq1LLrnEG6/9XO+77z7t27fvmGMBAABAeKICHQAAAL6zYNpC4c6dO+vee+/VsmXL9Pbbb3sBuAWlUVFRSdddvHixrr32Wu97rIrdAtqLLrpI/fr188LYu+66y7ve888/r44dO2rBggXKnTtYN2LhqYWxDRs29ALSkSNH6oknnvCqoy1IP54x2X1cc8013vfcdtttqlmzprfdwnIL4C0Yzps3r3744QdvfBZc33333d51LFzu2rWrF+z36tXL22bB9PFIaxy7d+/2Auc1a9Z420866SRNnTpVPXv21Lp167z7z4g9e/Z4gbP9HO655x5VqVJFX331lXdwwoL6bt26pbi+HUSwSvjbb7/dC7GLFy/uXc88++yzXpD+8MMPe6G8jaVFixaaPXt2UuX8L7/8ojZt2ngHROznZD/LwIGJSZMm6ayzzjriWO3nZ8/r/fff713abfXu3Vs7duzQyy+/nOK6dmDEXheXXXaZ97r5+uuvvXHZARm7/8Bjv+CCC7Ry5UrvNWHBvLUistsFAABAhEoEAAAAstHdd99tpd5J65MmTfLWBw8enOJ6I0eOPGx7pUqVvG1Tp05N2jZq1ChvW4ECBRJXrFiRtP3999/3to8bNy5pW6dOnbxtXbt2TdqWkJCQ2K5du8R8+fIlbty48bjHZPtS271792HbWrVqlVi1atUU2+rWrZvYtGnTw677xBNPpHiuAvr37+9tX7Zs2THH0adPn8SCBQsmLly4MMX2Rx55JDFPnjyJK1euTDwaG1fysb3++uve/Xz22WdJ2/bv35/YqFGjxEKFCiXu2LHD22Zjs+vFxsYmbtiwIcVt2s/E9pUvXz7p+ubLL7/0tr/xxhtJP5vq1at7z5l9nfx5rVKlSuKFF1541Ockref/jjvuSIyJiUncu3dvisdo3ztw4MCkbfv27UssU6ZM4uWXX37YY7dxBuzatSuxWrVqh73WAAAAEBlo4QIAAABfWfWytea48MILtWnTpqTFKo6tanjcuHEprm9tUBo1apS0fvbZZ3uXVpFs1dWpt1u7ltSscjrAKqBtff/+/fr555+Pa0xWhW0tYVJL3n98+/bt3m1YNbiNydYzW1rjsMfSpEkTFStWLMVjsUpvq8afOHFihu5jxIgRXssVq3QPsGp8q8jeuXOn14omucsvv1wlS5ZM87ZuvPFGFS5cOGn9iiuuUNmyZb37MFaJvmjRIu+Mg82bNyeNfdeuXV4luI39aG1okj////33n/e99lxYVf4///yT4rr2c03el9/6tFt1e/LXj43LxmfjDLB2L1ZdDwAAgMhECxcAAAD4ygJSC5Otn3RarLVHcslDcmNBt7H+3mltT92z3FqAVK1aNcW2GjVqeJeBnuIZHZMF12mxVi/WdmTatGleaJuc3X5gjJklrXHYY5k7d+4RQ+zUj+VYVqxYoerVq6doi2Nq166dtP9YYwqw20nODmZYf/bkPwfTqVOnI96GPY92cCAt1lv+scce81qsWNuW1N+XXIUKFQ7rN2+3a89dgD02G1/q6wVa9gAAACDyEKADAADAV1ZBbEH14MGD09yfOvjNkydPmtc70vbUk4NmxZiSVzoHLFmyxKuSrlWrlvr27esF/FbVbFXMr732Wrom8ExrAlGTehLMo43D7scq6R966KE0vydw8CCrpDWm9Ao8R9av/PTTT0/zOlY5nhbrs27V/rGxsV5ve5tA1CY8nTlzptfbPPXzn5mvHwAAAEQOAnQAAAD4yoJNa51y7rnnnlDYml4WnFpbjuTB8cKFC73LypUrZ9qYbMLQffv2adiwYSmq5lO3fzlaUB6orLYwuGjRoknbU1d5H409FmutYi1bMkOlSpW8qmx7HpNXoQdaotj+9ApUmCcPq21y0tNOOy1p7MZC8IyOf/z48V7bl6FDh+q8885L2m6TwR4ve2x//fWXN87kPzObvBUAAACRiR7oAAAA8FXHjh29iuo+ffoctu/gwYNeeJzZ3n777aSvLQy1devjbRXjmTWmQEVz8gpmaxvSv3//w65bsGDBNG8zECAn71Nu/b8HDBig9LLHYi1kRo0addg+u097PBnRtm1brV+/XkOGDEnaZrfx1ltvedXgVvWdXgMHDvR6kwd8/fXXWrdundq0aeOtW895ew5eeeUV7yBAahs3bszQ82997t99910dL3vsa9eu9cYZYK15Pvjgg+O+TQAAAIQ2KtABAADgKwtc77jjDj3//PPepJEtW7b0wmyrTrYJMN94440UkzaeKGvjMXLkSK+vtk00+tNPP+nHH3/Uo48+mtSaJTPGZN9jLVsuuugi77YsAP7www+91jAWEidnQfF7772nZ555xuuxbdexSVHtNqx6/ZZbbtGDDz7ohcKffPKJN86VK1em6/Ha91kVfPv27XXTTTd592Uh/J9//ukFwdZvPC4uLt3Pn02Y+f7773u3NWPGDK9q327H+r2//vrrKSYFPZbixYurcePG6ty5s/7991/v++3x33bbbd5+q3D/6KOPvEC9bt263vXKly+vNWvWeJX8Vplulf5pOeecc7wKfvs52wSnVjE+aNCgE2rJYuOygy02+ak9dptQ1G7TJhIFAABAZCJABwAAgO/69evnBbsWzFqQnTdvXi+Yvf766702KpnJQmgL0Lt06eKFyxb42kSfvXv3ztQx2cSSFizbJJY9evRQmTJlvPu08Pvmm29OcV27b2vL8tJLL3kV2RbgW4Buof23336ru+66S48//rh3G927d/eCYQuT08PC3QkTJui5557zwn+r+rbg2VrYPPXUUxmeyNRa2lh7lEceecSrhLfJOe2xWmW9heoZYc+rtYOxAxX2uO0MAKsQTx5IN2vWzKugt7MBLLy2AxH2PNjBDzswcSQlSpTQ8OHD9cADD3g/A3vO7Gdn99GqVSsdDxvX2LFj1bVrV6/i3tavu+46L+Bv3br1cd0mAAAAQluuRGbFAQAAQA5hAa+F2mm1A0HamjRpovz583s94TOLBfDNmzf3Av3MPLsAAAAAyGz0QAcAAABwRNZuJiMtXgAAAIBIQoAOAAAA4DBTp071Ws8sWbIkaXJVAAAAIKehBzoAAACAw9iEpzbBqvVcT2+/dQAAACDS0AMdAAAAAAAAAIA00MIFAAAAAAAAAIA0EKADAAAAAAAAAJATe6AnJCRo7dq1Kly4sHLlyuX3cAAAAAAAAAAAWcC6lf/3338qV66ccufOnNrxiA/QLTyvWLGi38MAAAAAAAAAAGSDVatWqUKFCplyWxEfoFvleeBJi42NVU5z4MABjR49Wi1btlRUVJTfwwGS8NpEKOP1iVDFaxOhitcmQhmvT4QqXpsIVbw2Ec6vzx07dnjF1IFMODNEfIAeaNti4XlODdBjYmK8x86bHkIJr02EMl6fCFW8NhGqeG0ilPH6RKjitYlQxWsTkfD6zJWJrbyZRBQAAAAAAAAAgDQQoAMAAAAAAAAAkAYCdAAAAAAAAAAAcmIPdAAAAAAAACCzHTp0yOvHHGnsMeXNm1d79+71HiOQ0xGgAwAAAAAAAOmUmJio9evXa9u2bYrUx1emTBmtWrUqUydiBDLr9Vm4cGHvMrsQoAMAAAAAAADpFAjPS5UqpZiYmIgLmRMSErRz504VKlRIuXPT/Rmhw0Jze23u27dPGzZsUIUKFbLlfgnQAQAAAAAAgHSwliaB8LxEiRKKRBag79+/X9HR0QToCDn58+f32gvt2LHD+33MkydPlt8nvwUAAAAAAABAOgR6nlvlOQB/5MuXz7vMrjkICNABAAAAAACADIi0ti1AOMmVzb9/BOgAAAAAAAAAAKSBAB0AAAAAAADAES1fvtyr+p09e3a6v+fTTz9V0aJFfR+HqVy5sl5//fVMHQtyDgJ0AAAAAAAAIMKtWrVKN998s8qVK+f1kK5UqZK6deumzZs3H/N7K1asqHXr1umUU05J9/1dddVVWrhwocJRVoT/CF++BugTJ07URRdd5P3i2tGj7777LsX+m266yduefGndurVv4wUAAAAAAABOVEJighZuXqjpa6Z7l7aelZYuXaoGDRpo0aJF+vzzz7V48WL169dPY8eOVaNGjbRly5Yjfu/+/fuVJ08elSlTRnnz5k33fRYoUEClSpXKpEcA5NAAfdeuXYqPj9c777xzxOtYYG5HuAKL/ZIDAAAAAAAA4WjWulm6f9T96jqiq3qM7uFd2rptzyp33323V3U+evRoNW3aVCeddJLatGmjn3/+WWvWrFGvXr2Srlu1alW9/PLL6tSpk2JjY3X77ben2Tpl2LBhql69uqKjo9W8eXMNGDDAu862bdvSrOJ+8skndfrpp2vQoEFeS5UiRYro6quv1n///Zd0nZEjR6px48be95UoUULt27fXkiVLMvRYN2zY4BXsWoBfpUoVDR48+LDr9O3bV6eeeqoKFizoVdffdddd2rlzp7dv/Pjx6ty5s7Zv355U0GtjNzZ2OxBRuHBh74DCtdde690fIpuvAbr9oj7zzDO69NJLj3id/Pnzey/IwFKsWLFsHSMAAAAAAACQGSwkf3rC05qxdoaKFyiu6sWre5e2btuzIkS36vJRo0Z5IbGFyslZ1nbddddpyJAhSkxMTNr+1ltveUWvs2bN0uOPP37YbS5btkxXXHGFLrnkEs2ZM0d33HFHihD+SCwMtw4Uw4cP95YJEybohRdeSFFse//99+uPP/7wquNz587t5YYJCemv0LeOFtauZty4cfr666/17rvvHhZy2+2++eab+vvvv73g/5dfftFDDz3k7TvnnHO8ful28CBQ0NujRw9v34EDB9SnTx/vMdvjsAMLdn+IbOk/78IndtTHTvew4Pz888/3Anc7AnUk+/bt85aAHTt2ZNNIAQAAAAAAgLRZm5YBcwZo0+5Nqh1X26tsNrH5Y731+Zvma+DcgYovE6/cuTKv5tXatlg4Xrt27TT32/atW7dq48aNSS1XzjvvPC/ItqDZWFCc3Pvvv6+aNWt6lerGvv7rr7/07LPPHnUsFoRbZbpVcJsbbrjBC8oD33f55ZenuP4nn3yikiVLat68eenqv24913/66Sf9/vvvOvPMM71tH3/88WGPvXv37klfWzW85Y133nmnF7Zbpb5Vx9vPxw4wJGc95JNX6lsIb/dj1euFChU65vgQnkJ6ElFr3zJw4EDvF+nFF1/0jkpZ1fqhQ4eO+D3PP/+89yIPLHYaBgAAAAAAAOCnxVsWa/7G+aoQWyEpPA+wdds+b8M873pZIXmF+bFYq5WjWbBgQVJAHXDWWWcd83YtrA6E56Zs2bIpqsMt7L/mmmu8cNoqwO36ZuXKleka9/z5870+7fXr10/aVqtWrcMmBLXWNRdccIHKly/vjceCfJtMdffu3Ue9/RkzZnjtYawFjn2ftcPJyPgQnkI6QLc+SB06dPB6EtkpIXZqx/Tp072q9CPp2bOn16MosNgpGwAAAAAAAICftu/drr0H96pgVME098dExXj77XqZqVq1al5Ab+FyWmy7dX6wSu8A6w2eFaKiolKs27iSt2excNpaznz44Yf67bffvCUwkWlmsWp6661+2mmn6ZtvvvFC8cD8jEe7H2sv06pVKy/Yt77qllF+++23mT4+hJ6QDtBTs6NPcXFx3kzBR+uZbi/k5AsAAAAAAADgpyLRRRSdN1q7DuxKc//uA7u9/Xa9zGStkC+88EKvPcmePXtS7Fu/fr0XBl911VWHVcUfjbVssT7lyVmgfCKsAtwq2x977DGvOjzQWiYjrNr84MGDXigeYLcZmNjU2D4L7V999VU1bNhQNWrU0Nq1a1PcjrVxSd0B459//vHGaD3bmzRp4t0XE4jmDGEVoK9evdp7odrpHQAAAAAAAEC4qFa8mmqXrK3VO1Yf1k7F1m17nVJ1vOtltrffftubM9AqqCdOnOh1bBg5cqQXrFsbk2P1Lk/NJg21QPnhhx/2+o5/+eWXXm9zk5EgPjmrgrew/4MPPvCKZ21iT+vDnhEW7FtLaBufVa9bWH7rrbemmDzVKvJtMlCbKHXp0qUaNGiQ+vXrl+J2rHWM9TW3ttKbNm3yWrtY2xYL1gPfN2zYMG9CUUQ+XwN0eyHOnj3bWwIz+NrX1jfI9j344IP69ddfvVMr7AV78cUXey9y+2UHAAAAAAAAwoVNDNopvpPiYuK8CUN37NuhgwkHvUtbjysYpxtPuzFTJxANqF69ulcxbt0dOnbsqJNPPlm33367mjdvrmnTpql48eIZur0qVaro66+/1tChQ71WKO+995569eqV1B3ieNiEpV988YUXetuEoffdd1/SJKUZ0b9/f5UrV87rT37ZZZd5jzMwOaqJj49X3759vfkW7X6sAt/mVEzunHPO8SYVtcp8a23z0ksveZd2kOCrr75SnTp1vEr0V1555bgeK8JLrsSMzCCQyayXuf2iptapUyfvF8/6ns+aNcs7zcJe+C1btvSO7JQuXTrd97Fjxw5vMlHrh54T27nYEbURI0aobdu2h/WZAvzEaxOhjNcnQhWvTYQqXpsIZbw+Eap4bYanvXv3egWgFiBHR0cf123MWjdLA+YM8CYUtZ7n1rbFKs8tPK9Xtp78Zu1NLE+zHM1C7fSyKnar5GY+QmT169POCrDFDgil/j3Miiw4r3zUrFmzo84APGrUqGwdDwAAAAAAAJCVLCSPLxOvxVsWexOGWs9za9uSFZXnWcl6qp955ple25UpU6Z41eL33HOP38MCMp2vAToAAAAAAACQ01hYXqNEDYWzRYsW6ZlnntGWLVu8/uAPPPCAevbs6fewgExHgA4AAAAAR5CQmBD2FYIAAGSF1157zVuASEeADgAAAADp7FFbu2RtbwK4UOhRCwAAgKxH6QQAAACAE67QNnZp65ESnj894WnNWDtDxQsUV/Xi1b1LW7ftth8AAACRjwAdAAAAwHGxEPn+UffrwdEPeut2aevhHi7bQQCrPN+0e5Nqx9VWbP5Y5cmdx7u0dds+cO7AiDlYAAAAgCMjQAcAAABwQhXaxQoU87bZZSRUaFslvbVtqRBbQbly5Uqxz9Zt+7wN85Iq7wEAABC5CNABAAAAnFiFdr5Yb7tdRkKFtk0Yaj3PC0YVTHN/TFSMt9+uBwAAgMhGgA4AAAAgQyK9QrtIdBFvwtBdB3aluX/3gd3efrseAAAAIhsBOgAAAIAMifQK7WrFq6l2ydpavWO1EhMTU+yzddtep1Qd73oAAEQCOwD+3Xff+T2MHIHnOvzk9XsAAAAAAMK3Qtsm1oy0Cu3cuXKrU3wnrdi2QvM3uUp7Oyhgj8vC87iCcbrxtBu96wEAEA5uuukmbdu27YjB7bp161SsmJvTBFmL5zr88B8fAAAAgAzJCRXa9crWU++mvVW/XH1t2bPFa0djlw3KN1Dv83p7+wEAiBRlypRR/vz5fR2D/Q9x8ODBdF33wIEDvo8hnJ9rZAwBOgAAAIDjqtCOi4nzKrR37N/hbbdLW4+UCm0Lyfu26qu32r6lV1q+4l2+2vJVwnMAQES3FVm+fLlXIT106FA1b95cMTExio+P17Rp01J8z+TJk9WkSRMVKFBAFStW1L333qtdu4LzhwwaNEgNGjRQ4cKFvdD42muv1YYNG5L2jx8/3rvfn376SfXr1/dCZbvN1Gw8dr0hQ4aoadOmio6O1uDBg719H330kWrXru1tq1Wrlt59990U3zt16lSdfvrp3n4biz1Gu63Zs2cfdQwJCQl6/vnnVaVKFe/x2eP/+uuvk25369atuu6661SyZElvf/Xq1dW/f39v3/79+3XPPfeobNmy3v1WqlTJu620nmvz559/6vzzz/dup0SJErr99tu1c+fOFGcPXHLJJXrllVe827Tr3H333Vl2EAGHo4ULAAAAgOOu0B4wZ4AWb1wsRUlb92z1KrQtPI+UkNkOAtQoUcPvYQAAQl2y4PgwefJI0dHpu27u3FKBAse+bsG05yHJTI8//rgX2lo43KtXL11zzTVavHix8ubNqyVLlqh169Z65pln9Mknn2jjxo1eaGxLIEi2gLdPnz6qWbOmF5zff//9Xhg8YsSIFPfzyCOPePdTtWrVo7Y2seu9+uqrqlevXlKI3rt3b7399tvetlmzZum2225TwYIF1alTJ+3YsUMXXXSR2rZtq//9739asWKFunfvfsTbTj4GC7w/++wz9evXz3v8EydO1PXXX+8F5hbi23Mzb948L3iPi4vznpc9e/Z4t/Xmm29q2LBh+vLLL3XSSSdp1apV3pIWO+DQqlUrNWrUSNOnT/eep1tvvdV7Hj/99NOk640bN84Lz+3S7uuqq67yDgzY40XWI0AHAAAAcFwsJI8vE68FGxZo4a8L9XLLl1WzVM2wrzwHACDDChU68r62baUffwyulyol7d6d9nWbNrWy6OB65crSpk2HXy9VC7WsYIF3u3btvK+feuop1a1b1wtvrdLbAmarwA4E0hYyW3Bs4fJ7773nBdw333xz0m1ZMG37zzzzTK+6ulCy5+vpp5/WhRdeeMzx2H1ddtllSetPPPGEF6gHtlm1uIXa77//vhegW2hu1d4ffvihN546depozZo1aYbOycewb98+Pffcc/r555+9YDswfqtMt9u2x7hy5UovtLeqdlPZfk7/z/bZ89G4cWPv/q0C/UhsjHv37tXAgQO94N/YAQEL/l988UWVLl3a22ahvm3PkyeP9/zbz2Xs2LEE6NmE/2wBAAAAHDcLywO9zu2S8BwAgMhw2mmnJX1t1c8m0IJlzpw5XoW0BeGBxSqprfXJsmXLvOvMmDHDC4KtCtvauFjwHAiYkwuE0MeS/HpWuW1V8LfcckuKMVhFvG03CxYs8B6DhecBZ5111jFv2w4S7N692wvUk9+2hdyB2+7SpYu++OILrwr8oYce8lrFBFiVvbWIscp7a2szevToIz6m+fPne+1hAuG5Offcc73n0cYfYAcvLDxP/vNI3g4HWYsKdAAAAAAAAOBEJOtZfZhkwafnaMGntXBJbvly+SUqKirpa6ukNhbsGqsiv+OOO7yAODULzAOtSWyxVivW+sSCc1u3HuHJJQ+Pjyb59QI9wq26/Oyzz05xveRBc3qldds//vijypcvn+J6gck/27Rp47WEsXY0Y8aM0QUXXOD1Jbc2MGeccYZ3EMHau1gVe8eOHdWiRYsUPdRP5GcR+HkEfhbIegToAAAAAAAAwInISE/yrLpuNrKQ2NqlVKvmzkJLzSbG3Lx5s1544QVvglHzxx9/ZNr9W2uTcuXKaenSpV4rmbRYBbj1MbeWLIHg2/qMH4u1erHrW+AfqJpPix0UsFYxtthkqg8++KAXoJvY2FivT7ktV1xxhdcvfsuWLSpevHiK27AJUK2S3w44BEL8KVOmKHfu3N74ERoI0AEAAAAAAIAIt337dq+1SHIlSpRICrgz4uGHH1bDhg29yS5t0ksLfy1Qt2ps69VtVej58uXTW2+9pTvvvFN//fWXN6FoZrK+7FYBX6RIES+gtqDcQvqtW7d6/duvvfZab/LT22+/3Zsk1ALxQMAdqKhPi7Wb6dGjh+677z6vytt6mdtzZ8G2BeMWmNvkpfXr1/daq9j9Dh8+3AvDTd++fb0WK9Yj3YLwr776SmXKlFHRokUPuy8L/62Xu93mk08+6U3G2rVrV91www1J/c/hPwJ0AAAAAAAAIMKNHz/eC3WTsx7iH330UYZvy3qLT5gwwQuorfo6MTFRJ598sldxHajOtsrqRx991Js81CrWLbzu0KFDpj0eC+5jYmL08ssve9XfFuKfeuqpSRObWtj9ww8/eP3KrVe57bPg24L15H3R02Jhvz0GmyzVqtwt/LbHYI/H2MGBnj17avny5SpQoID3HFhP9EAA/9JLL2nRokVeOxmbONVavViYnpqNf9SoUerWrZt3PVu//PLLvRAeoSNXor3CI9iOHTu8I1F2pMh+cXKaAwcOeL+kbdu2PaxfEuAnXpsIZbw+Eap4bSJU8dpEKOP1iVDFazM87d271+tvXaVKlWOGsOHKqq4tT7McLa3QN5xZP/bOnTt7OaEF3wjP1+emTZu8pWrVqof9HmZFFkwFOgAAAAAAAICIM3DgQC9ktclA58yZ47WesUk9Cc+REQToAAAAAAAAACLO+vXrvbYtdml9ya+88ko9++yzfg8LYYYAHQAAAAAAAEDEeeihh7wFOBGR1cgIAAAAAAAAAIBMQoAOAAAAAAAAAEAaCNABAAAAAAAAAEgDAToAAAAAAAAAAGkgQAcAAAAAAAAAIA0E6AAAAAAAAAAApIEAHQAAAAAAAMARffrppypatKjCwZNPPqnTTz89Q9+TK1cufffdd8oJbrrpJl1yySXZcl8ff/yxWrZsmaHvadiwob755huFEgJ0AAAAAAAAIMJDUwuJbcmXL5+qVaump59+WgcPHlSk6dGjh8aOHev3MELWG2+84R0QyWp79+7V448/rieeeCJp24cffqgmTZqoWLFi3tKiRQv9/vvvKb7vscce0yOPPKKEhASFCgJ0AAAAAAAAIMK1bt1a69at06JFi/TAAw94ldovv/yyIk2hQoVUokSJLL2P/fv3h+VtmyJFimTL2QRff/21YmNjde655yZtGz9+vK655hqNGzdO06ZNU8WKFb0K9TVr1iRdp02bNvrvv//0008/KVQQoAMAAAAAAAARLn/+/CpTpowqVaqkLl26eNW/w4YN8/Zt3bpVN954o1cVbAH0FVdc4QXtaVm+fLly586tP/74I8X2119/3bttqxy2oNSq3a0SvEGDBoqJidE555yjBQsWpPie9957TyeffLJXFV+zZk0NGjQoxX67jffff1/t27f3bqN27dpe8Lp48WI1a9ZMBQsW9G53yZIlR2zhMn36dF144YWKi4vzwuOmTZtq5syZGXru7L7uuecede/e3budVq1aedv/+usvL/C156x06dK64YYbtGnTpqTvsyD4uuuu88ZZtmxZvfbaa95t2e0EVK5cWX369PGefwucb7/9dm/75MmTvWrtAgUKeEHzvffeq127diV937vvvqvq1asrOjrau2/7mSUPr0899VTve+1ggv2sA9+buoXLvn37vNsuVaqUd1uNGzf2nrOA8en8Wab2xRdf6KKLLkqxbfDgwbrrrru8n0+tWrX00Ucfea+X5GcM5MmTR23btvW+P1QQoAMAAAAAAADHIzFRsmDSj8Xu+wRYuBqodrZQ1QJxC9SnTJnibbPQ+sCBA4d9nwW+Fsj2798/xXZbt9uxcD2gV69eevXVV73bzps3r26++eakfd9++626devmVcNbEH3HHXeoc+fOXnVycoFwefbs2V7oeu2113rX7dmzp3e7iYmJXrh9JBZid+rUyQukf/31Vy90toDWtmfEgAEDvKDfnp9+/fpp27ZtOv/881WvXj1vHCNHjtS///6rjh07Jn3P/fff713fntcxY8Zo0qRJaYb3r7zyiuLj4zVr1iyv7YkdELAzBi6//HLNnTtXQ4YM8cYfeJx2fxZ6WxseC7Ltvs877zxvn51lYFXe9lzPnz/fC8Avu+wy73lKy0MPPeT1HLfHZ2Oz9j52gGDLli0prtfrKD/LtNh4LXA/mt27d3uvseLFi6fYftZZZ3nPVchIjHDbt2+3V4d3mRPt378/8bvvvvMugVDCaxOhjNcnQhWvTYQqXpsIZbw+Eap4bYanPXv2JM6bN8+79OzcabGkP4vddzp16tQp8eKLL/a+TkhISBwzZkxi/vz5E3v06JG4cOFCLzubMmWKt//QoUOJS5YsSSxQoEDil19+6W3r379/YpEiRZJub8iQIYnFihVL3Lt3r7c+Y8aMxFy5ciUuW7bMWx83bpx3mz///HPS9/z444/etsBzd8455yTedtttKcZ55ZVXJrZt2zZp3a7/2GOPJa1PmzbN2/bxxx8nbfv8888To6Ojk9afeOKJxPj4+CM+F/b4ChcunPjDDz+kuJ9vv/32iN/TtGnTxHr16qXY1qdPn8SWLVum2LZq1SrvthYsWJC4Y8eOxKioqMSvvvoqaf+2bdsSY2JiErt165a0rVKlSomXXHJJitu55ZZbEm+//fYU2yZNmpSYO3du7/n75ptvEmNjY737SM1+FjaG5cuXH/O1sHPnTm+MgwcPTtpv70nlypVLfOmll9L9s0xt69at3v6JEycmHk2XLl0Sq1atetjtfP/9995jtZ9Varbt33//Tfz777/TvP+syIKpQAcAAAAAAAAi3PDhw71WI9amw9qOXHXVVV67E6tStoris88+O+m6VhFsLVVsX1qsBYi12rAqcmOTUjZv3tyrTk/utNNOS/raWpiYDRs2eJd228n7YxtbT32fyW/DWpUYa0+SfJtNWLljx440x2pV4bfddptXeW4tXKxNys6dO7Vy5UplRP369VOsz5kzx6uWt+c0sFiFvLEK8qVLl3rV1VZNHWD3b89raqkrte227TlNfttWFW7tTpYtW+a1pLF2OVWrVvXaxlhrFKvmNlbJfsEFF3jP0ZVXXulN3GktetJi47QxJv85REVFeWM+2s+hbKqfZWp79uzxLu21diQvvPCC16bFXkOpr2dnR9hjtfYyoSCv3wMAAAAAAAAAwlJMjLRzp3/3nQEWcFvPcWtDUq5cOS80P152G9ZWxdq2WHuQ//3vf3rjjTcOu56FsQHWR9tYMJoRad1GRm7X2rds3rzZG5+FztYLvlGjRhmerNP6mCdnIbz1+H7xxRcPu64FzNan/URu29rUWJuW1E466STv+bd2K9aeZfTo0erdu7d3MMR6l9sEodYuZurUqd6+t956y2u/8ttvv6lKlSo6XlEZeM6t77pd50jBvbWssQD9559/ThHMB1j7GHtOLEgPBVSgAwAAAAAAAMfDgkQLP/1Y/j/ETC8LJK2/tQWwycNzm5jz4MGDXsCaPMC03tp16tQ54u3deuutXgBqk1na91uQnhF2v4F+6wG2frT7PB52mxZEW9/zunXregF68ok+j9cZZ5yhv//+26u6t+c1+WLPtVWHW+icfELO7du3a+HChem67Xnz5h12u7ZYeG7sZ2i96F966SWvT7pN7vrLL794+yy8tqryp556yuurbt8TOFsgucAErsl/DlaRbmM+kZ9Dvnz5vO+3x5Cajdf62lvf9iP1SLee+NZbPlRQgQ4AAAAAAADkUNba5OKLL/banLz//vte+Pvggw+qfPny3vajBeANGzbUww8/7E0omdFqYbsPm3DTglILgn/44QcNHTrUC+Uz+/ENGjTIC2utzYvdb2ZUNt99991eexSbsNMm4rS2N1Z1bm1JPvroIxUuXNirfrf7s32lSpXSE0884U2yGqjgPhJ7Tu25tUlD7UCF/UwsjLbK8rfffttrx2MtYmzi0GLFimnEiBFeNbi1h7EDIWPHjlXLli29+7T1jRs3ej+v1Ox2u3TpkjRGO7hiAbe1g7nllltO6Plp1aqVN5Fo9+7dk7ZZtb5Vy9sZC3bgYf369d72QJuaAJtA1MYfKqhABwAAAIAcKiExQQs3L9T0NdO9S1sHAOQ81orFeny3b98+qR+2hbTJ23akxUJWa4ViAXpGWR91a6ti7TysMtzCextHs2bNlJk+/vhjr5WIVXVbv3CrRrdg+URZGxyr3D506JAX9lrPcQuLrYWKheSmb9++XrsYe17tIIE9txZkH603uLG2JhMmTPCq1Zs0aeIdZLDg2e7T2H3YwYbzzz/fu71+/frp888/955H6/E+ceJEr+K+Ro0aeuyxx/Tqq696fe/TYq1ULr/8cu+5sefIDgKMGjXKC+ZPxC233OIF+1Z1H2AthOz1csUVV3htbgKLvQYC1qxZ47Wf6dy5s0JFLptJVBHMjixZg377YdkLKKex0y7sxWq/NMd60wOyE69NhDJenwhVvDYRqnhthqdZ62ZpwJwBmr9xvvYe3KvovNGqXbK2OsV3Ur2yoXPa9Ini9YlQxWszPNlklTaJo/WSPlYIGq6sktnyNMvRAkHwkVgrjq+++sprIYJj27Vrl1fZb4H2iVZ4h4Mrr7zSC+V79uyZ7u+x6ns74PHBBx8c8fVpLXhssTY5qX8PsyILpgIdAAAAAHJgeP70hKc1Y+0MFS9QXNWLV/cubd22234AAI7EJrm0PtXWTqRr165+DydkWf9xqwxfsmSJN+nndddd520/WmucSPLyyy+naM2SHnZ2gB2YCSUE6AAAAACQg1ibFqs837R7k2rH1VZs/ljlyZ3Hu7R12z5w7kDauQAAjsh6c1vLF2u3cjztW3ISa08SHx/vtXCxCnTr7x0XF6ecoHLlyhk+wPLAAw+odOnSCiVMIgoAAAAAOcjiLYu9ti0VYiscNomZrdv2eRvmederUaKGb+MEAISuTz/91FtwdNa7fMaMGX4PAyeICnQAAAAAyEG2793u9TwvGFUwzf0xUTHefrseAABATkeADgAAAAA5SJHoIt6EobsO7Epz/+4Du739dj0AQNoSExP9HgKQYyVm8+8fAToAAAAA5CDVildT7ZK1tXrH6sM+gNq6ba9Tqo53PQBASlFRUd7l7t27/R4KkGPt378/xe9jVqMHOgAAAADkILlz5Van+E5asW2F5m9yvdCtbYtVnlt4HlcwTjeedqN3PQBASnny5FHRokW1YcMGbz0mJuaw+STCXUJCghdQ7t27V7lz87cAocMO9O/cuVObNm1SyZIlvd/H7ECADgAAAAA5TL2y9dS7aW8NmDPAm1B07X9rvbYtDco38MJz2w8ASFuZMmW8y0CIHokh5Z49e1SgQIGIOziAyHh9bt26VXXr1s22+yRABwAAAIAcyELy+DLxWrxlsTdhqPU8t7YtVJ4DwNFZqFy2bFmVKlVKBw4cUKSxxzRx4kSdd9552dYiA8iIRYsWZevBHQJ0AAAAAMihLCyvUaKG38MAgLBk7SOyq4VEdrLHdPDgQUVHRxOgI+T4cdCK0gIAAAAAAAAAANJAgA4AAAAAAAAAQBoI0AEAAAAAAAAASAMBOgAAAAAAAAAAaSBABwAAAAAAAAAgDQToAAAAAAAAAACkgQAdAAAAAAAAAIA0EKADAAAAAAAAAJAGAnQAAAAAAAAAANJAgA4AAAAAAAAAQBoI0AEAAAAAAAAASAMBOgAAAAAAAAAAaSBABwAAAAAAAAAgDQToAAAAAAAAAACkgQAdAAAAAAAAAIA0EKADAAAAAAAAAJAGAnQAAAAAAAAAANJAgA4AAAAAAAAAQBoI0AEAAAAAAAAASAMBOgAAAAAAAAAAaSBABwAAAAAAAAAgDQToAAAAAAAAAACkgQAdAAAAAAAAAMJZQoI0fbr0yy9+jyTiEKADAAAAAAAAQDhau1a6/XapfHnprLOkHj38HlHEIUAHAAAAAAAAgHCwbp00e3ZwvWBBqX9/af16qXBhqVo16cABP0cYcfL6PQAAAAAAALJCQmKCFm9Z7H1tlzVL1VTuXNSRAQDCSGKiNHeuNGyY9MMPrk2LVZr/9pvbX6SI1LevVLOm1LSplD+/3yOOOAToAAAAAICIM2vdLA2YM0CLNy7WbbG36cHRD6payWrqFN9J9crWU6QcHNi+d7uKRBdRteLVODgAAJFk3Djpm29ccL5qVcp9uXNL+/YFw/KuXX0ZYk5BgA4AAAAAiLjw/OkJT2vT7k2qHFvZ21asQDHNWDtDK7atUO+mvcM6RA8cHJi/cb72Htyr6LzRql2ydsQcHACAHGnzZql4cSlXLrf+7rvS11+7rwsUkC68UOrQQWrXTipTxteh5jQE6AAAAACAiGGV2RYuW3heO662ohQlJUqx+WK99fmb5mvg3IGKLxMflhXbyQ8OVIitoIJRBbXrwK6IOTgAADmqNcs//wRbs0ybJv39t1Srltt/7bVSsWIuNL/gAheiwxcE6AAAAACAiGFtTawy28LlXFbFlxjcZ+u2fd6Ged71apSooXA+OOA9Pkmx+SPj4AAARDyb3HPy5GBovmRJyv22LxCgX3qpW+A7AnQAAAAAQMSwnuDW1sQqs9MSExWjtf+t9a4X9gcHFDkHBwAgoivNA+/Zo0dL7dsH9+XLJzVv7qrMbftJJ/k2TBwZAToAAAAAIGLYhJrWE9zamlhldmq7D+z29tv1wk0kHxwAgIhileWBKvNzz5X69HHbzz9fqlRJatZMuugiqWVLqXBhv0eLY/D1nK6JEyfqoosuUrly5byj5d99990Rr3vnnXd613n99dezdYwAAAAAgPBRrXg1b0LN1TtWK9Gq/pKxddtep1Qd73rhfHAgLeF8cAAAwtqhQ9KUKdLDD0t16kjVqkn33y+NGycNHRq8nvUxX7ZM+vRT6fLLCc/DhK8B+q5duxQfH6933nnnqNf79ttv9euvv3pBOwAAAAAAR2K9vzvFd1JcTJzXE3zH/h3edru09biCcbrxtBvDskd4JB8cAICwFh8vNW4svfSSNH++lCePa83y2muuEj25VC24EPp8beHSpk0bbzmaNWvWqGvXrho1apTatWuXbWMDAAAAAISnemXrqXfT3t6Em4s3LpaipK17tqpB+QZeeG77w/ngwIptK7yDAdbz3Nq2WOW5hefhfHAAAMLCqlWuLcukSdLgwVLu/3+/PfNMCzEt7HT9zFu3looW9Xu0yAk90BMSEnTDDTfowQcfVN26ddP1Pfv27fOWgB07XLUBAAAAACDnsJA8vky8FmxYoIW/LtTLLV9WzVI1wz5cTn5wwCYUtZ7n1rYl3A8OAEBISkiQZsxwobkts2cH9z3wgNSggfv6lVekDz6QoqJ8GypyaID+4osvKm/evLr33nvT/T3PP/+8nnrqqSwdFwAAAAAg9FlYbu1MFmqhdxnu4XnqgwOLtyz2Jgy1nueR9PgAICR89ZXUrZu0bl1wm1Wcn3OOmwC0fPng9hIlfBkicniAPmPGDL3xxhuaOXOmN3loevXs2VP3W5P+ZBXoFStWzKJRAgAAAACQ/Swsr1Giht/DAIDIsH69NHy4dMYZbjElS7rwvFAh15LFQvO2baW4OL9Hi2wWsgH6pEmTtGHDBp100klJ2w4dOqQHHnhAr7/+upYvX57m9+XPn99bAAAAAAAAAOAwNhHzn3+6CT6tNcvvv7vt99wTDNBtUtBRo6SmTS1w9HW48FfIBujW+7xFixYptrVq1crb3rlzZ9/GBQAAAAAAACAM7dkjPfSQC85Xrky5zyYCrVMnuJ43r9SyZbYPEaHH1wB9586dWrx4cdL6smXLNHv2bBUvXtyrPC+Rqn9QVFSUypQpo5o1a/owWgAAAAAAAABhY9Mmaf58qUkTtx4d7SrOLTwvUECy4l1rzdK+vVS2rN+jRYjyNUD/448/1Lx586T1QO/yTp066dNPP/VxZAAAAAAAAADCrjXLggUuJLcq86lTpdhYacMGq8yVbJ7FF16QChaULrhAionxe8QIA74G6M2aNVOivbDT6Uh9zwEAAAAAAADkUH/8IX3+uQvNk3W78FSqJK1d6y7N1Vf7MkSEr5DtgQ4AAAAAAAAAh9m2zbVjscVYxXnfvu7rfPkk63hhrVlsOekkX4eK8EeADgAAAAAAACC0LVnignJbJk6UvvxSuvRSt88urXNFhw5u4s/Chf0eLSIIAToAAAAAAACA0HLokPTbb64ti4Xm8+al3G/7AgH66adLAwb4MkxEPgJ0AAAAAAAAAP6zuRJtok+zYoV07rnBfXnySE2auCpza81SrZpvw0TOQoAOAAAAAAAAwB+rVgVbs8TGSkOGuO1Vq7oAvWJFF5q3bi0VK+b3aJEDEaADAAAAAAAAyB4JCdLMmcHWLLNnB/cVKCDt2eMuzaRJwYp0wCcE6AAAAAAAAACyx+WXS999F1y3gLxRo2BrlujolPsAnxGgAwAAAAAAAMhc69dLP/7oqsw/+kiKi3PbzzlHGjNGatXKheZt20olS/o9WuCICNABAAAAAAAAnPgEoH/9FWzN8ttvKavOb7jBfd2li9S1a8pKcyCEEaADAAAAAAAAOH7TpknXXCOtWJFye4MGrsrcWrQEFCqU7cMDTgQBOgAAAAAAAID02bxZGjHCtWRp08Ztq1LFhedWVd6ihQvN27WTypXze7TACSNABwAAALJYQmKCFm9ZrO17t6tIdBFVK15NuXPl9ntYAAAA6bNgQbA1y5QpUkKCdMEFwQC9TBlp3DjprLOkmBi/RwtkKgJ0AAAAIAvNWjdLA+YM0PyN87X34F5F541W7ZK11Sm+k+qVref38AAAAI6sVy/pq6+kRYtSbo+Pl847L+W2Zs2ydWhAdiFABwAAALIwPH96wtPatHuTKsRWUMGogtp1YJdmrJ2hFdtWqHfT3oToAAAgNGzfLk2d6lqwBMyc6cLzqCjp/POliy6S2reXKlXyc6RAtiJABwAAALKobYtVnlt4XjuutnLlyuVtj80f663P3zRfA+cOVHyZeNq5AAAAfyxd6tqy2DJhgnTwoNsW0KOHdOutUsuWUuHCfo4U8A0BOgAAAJAFrOe5tW2xyvNAeB5g67Z93oZ53vVqlKjh2zgBIBQxdwSQhf75Rxo40PU0//vvlPtq1VKu1auD69bnHMjhCNABAACALGChj/U8t7YtaYmJitHa/9Z61wMABDF3BJDJdu50leVFi7r12bOl5593X+fJIzVp4lqz2FK9uhIPHJBGjPB1yEAoIUAHAAAAsoBVTFroYz3PrW1LarsP7Pb22/UAAA5zRwCZxKrIhw93Vea//CI9/ribENS0bi1dfbULzO3r4sX9Hi0Q0gjQAQAAgCxg7QasYtJCn+Q90E1iYqJW71itBuUbeNcDADB3BHBCEhPdhJ/Wy9xC81mzUu63fQFWif7559k+RCBcEaADAAAAWcDCHWs3YBWTFvpYJaW1bbHKcwvP4wrG6cbTbiQEAoD/x9wRwHGE5oHflf37pWbNXLsWY9sbNQq2ZqlTx9ehAuGMAB0AAADIItZmwNoNBHr5Ws9za9tilecWntOGAACCmDsCSId//3WtWazSfMWKYKV5/vzSFVdI27dLHTpIbdtKpUr5PVogIhCgAwAAAFnIQnJrN2AVkxb6WM9za9tC5TkApMTcEcARqsz/+su1ZbHQ/Pff3baAhQulGv9/Rkb//r4NE4hkBOgAAABAFrOwnHYDAHB0zB0BpOGRR6SXXkq5rX59V2VurVmqV/drZECOQdkLAAAAAAAImbkj4mLivLkjduzboYMJB71LW2fuCES0zZulzz6TOnaUpk8Pbm/cWIqOltq1k95/X1qzRvrjD6l3b6levWAPdABZhgp0AAAAAAAQEpg7AjnKggWuLYu1Z5kyRUpIcNurVZPOPNN93aqVtGmTVDDtuQEAZD0CdAAAAAAAEDKYOwIRb+VK6cILXf/y5E491bVmufLK4LZ8+dwCwDcE6AAAAAAAIKQwdwQixvbt0qhR0q5dUufOblv58tKWLVJUlNSsmQvN27eXKlf2e7QA0kCADgAAAAAAAGSWZctcaxZbJkyQDhyQypWTbrrJ9SzPk0caMUKqWVOKjfV7tACOgQAdAAAAAAAAOFFvvSV98IH0118pt1tQblXme/ZIMTFuW6DHOYCQR4AOAAAAAAAAZIS1ZBkzRmrbNtij3CrPLTy3CvPGjV1oftFFUvXqfo8WwAkgQAcAAAAAAACOZc2aYGuWsWOlffuk0aPdhKDGepzXry+1aSMVL+73aAFkEgJ0AAAAAAAA4Eih+UcfScOGSTNnptxXpYq0Y0dw/dRT3QIgohCgAwAAAAAAAGbvXmnbNqlMGbe+aZP05JPua5sAtGFD15bFlrp13TYAEY0AHQAAAAAAADnXv/9KP/7oWrNYS5ZLL5U++8ztO+006ZZbpHPPldq1k0qV8nu0ALIZAToAAAAAAAByFpvs09qyWGj+229SYmJw39y5bt2qy22xFi4AciwCdAAAAAAAAES2hAQpd+7g+vXXS3PmBNfPOEPq0MG1ZqlXj9YsAJIQoAMAAAAAACDybNki/fSTqzQfP15aulQqWNDt69hRKl/eBebt20sVKvg9WgAhigAdAAAAABBerLXCrl3S1q0uIEtr+f99ebZs0TkbNyrPG29IefK4CtRIWvLmleLipJIlXW/mIkWonEXOtnCha8tiofmUKdKhQ8F9P/8sXXyx+/rRR30bIoDwQoAOAAAAAPCvpcL27ccMwdNcDhxI111Yw4aSykGiolyQHlgCwXrqJbA9JsbvEQOZ5+OPpVtvTbnt1FNdlbktZ53l18gAhDECdAAAAADAidm//8hh99FC8G3bUk7cl1H58knFi6dcihVLsX6wUCHN+vNP1YuPV16r2LbQPpIWe+43bZI2bJD++88dWFizxi3pYe0s0hu422IBPeC3HTukUaNclbm1X7nqKre9WTP3Gm3aNNjPvHJlv0cLIMwRoAMAAAAAXJC9e3fGAvDA/p07T+y+CxU6agh+xJDcqqeP0a4k8cABrS1SRKe3bRv54e+ePdLGjW6xQD31knr7vn2uFc6yZW5JD3vujxW4B7bZzyj5pI3AiVi+3LVmscX6mQfOQrH3n0CAfvLJ0ubNUuHCvg4VQGQhQAcAAACAnMKCJesPbMuiRcGv//3XheFWzXy8LMhOHnynNwS3S6skx4krUEA66SS3pOeAiVWspxWspxW429dW8W4HTGxZsODY92E9560/e3rbyVjoSf92pGbvS2efLc2enXJ7jRquyvzSS1NuJzwHkMkI0AEAAAAgklg1ZvJwPPnXFnwei1VplyiRsRDcFpu8kmrj8GFBdWysW6pVO/b1LTy3gyzpDdzttWaTN9rBGVvSI3/+w4P18uWlWrWkOnXcpZ2tgMhlZ0TYRJ///CM9/LDbZgfY7Odu7y+NGwdbs1iADgDZgAAdAAAAAMKNtd5YujTtkHzduqN/b8WKLniypXp1d2khZSA0T0dbFORAFl5aNbkt6ZG8N3t6AncLTu11vWqVW47EqustTLeldu3gpR3MQXiyfv3Dh7vWLGPHSnv3urMXbDJQe18y778vlS4dXAeAbESADgAAAAChyKp3V65MOyRfscJVBB+JVe6mDsltsf7AFpADWc2qhsuVc0t6WIAeCNSTB+v2Wp8/X5o3z63b74QtI0em/P4yZQ4P1m2x3wUOCIWmIUOkl1+WZsxIud0m/bQq8+QtpexnCQA+IUAHAAAAAL9YH+r169MOyZcsOXpPcuvzm1ZIbl8XLZqdjwI4cQULusXC06P18A+E6bYEvl692v0e2fLLLym/xyqWkwfqga/trAuC9exjVeXjxkmnny6VLeu27djhwnP7OViP80Brlrp1+dkACCkE6AAAAACQ1awfdFohuX1tPcuP1hPa+lMnD8gDIbm1MyBkQk5iYbj1wLYlOQtirWd26mB92TIXuk+e7JbUB6DSCtYtwKeXf+awMwZ+/NG1Zhk92p1l8MYb0r33uv0XX+xatbRr597PACBEEaADAAAAQGawcGjx4rRDcusFfSQW1lWpknZIbv3KLWACcGQ2EepZZ7klud273e9g6mDdfif/+0/6/Xe3JFeggJusNHW4bu2PbIJdHN22bVK/ftKwYdKvv7qzbAJSV/3bRLE33+zLMAEgIwjQAQAAACC9rKWKVbWmFZJbG4mjsfAodasVu6xa1fWLBpC5rN+/tQyxJfXvsR3sCgTrgXDdqtj37JFmzXJLchae2+9r6mDdtkVHK8c6cEBau1aqVMmt2wG/J54Itp8644xga5Z69ThrBkBYIkAHAAAAgLTYRIbTprllzhwXklt4bpN7Hq3FRFohubVhKVQoO0cP4EjsgFUgBE/u4EH3O566z7otdobJ33+7JfUZJFadnjxYt8Wq2K2neyTaskX66SfXmsUmc7XHH5gI1FrjPPywmzy2fXupQgW/RwsAJ4wAHQAAAAAsFLdgbOpUF5jbpVWoHqmqNXWrlcClBegAwlPevO732Barmg5ISJBWrUp7AlNrWWIH12yxtiXJWVV28v7qga/DcZJfez+0x2eL9ZNPfiBxzRrXEsfCc/P0074NEwCyAgE6AAAAgJzHQi/rzxsIy3/7zQVAqVng1aiR1KCBqyi1oLxsWdoQADmJVZlbGG5L69bB7dbfe/36tIN1m0BzxQq3WLV2cvYeUqeOctesqZPsti2wt2A9lN5XLCC3sQXG1Lu39Pnnwf116wZbs1jveeZqABDBCNABAAAARDYLuRYsCIbltljAlZq1WDn7bOmcc1xo3rChVKyYHyMGEA4sXLYw3Jbzz0+5b/PmtIN1myth3TpvyTN2rOrZdd9+WypTRmrSRDrvPHd56qkuwM5OO3ZIo0a51iw//ihNmCCdcorbd9ll7qCABea22NwNAJBDEKADAAAAiCw7d0rTpwfDcqs0t569qVlfcgvKA4G5BUVUUQLIDNbOqXFjt6QOqW2y0nnzdOjPP7V15EiVWLxYuayS/auv3GKszcu55wYD9fr1s2ay4eXLXWBuy/jxblLQAAvRAwH6FVe4BQByIAJ0AAAAAOFdXW6T/gWqywMTflrP4uSio6UzzwyG5baUKuXXqAHkVLGxruXJWWcp4cABTTnvPLU9/3xFzZ4tTZwoTZokTZni2kxZgG2LKVDAnRUTCNTt6xOdpNTur2nTlNsC/d+tytwCfAAAAToAAACAMLJ3rzRjRrC63ALzf/89/HoVKwbDcruMj8+a6k0AOFF2gM9CcVvMwYPuQGAgULdLawkzbpxbAhOeWlV6IFC3SvcjtZzavVv6+Wc3AejJJ0s9e7rt1rKqSBHptNOCoXnNmtn0oAEgfBCgAwAAAAhd1i84eXX5zJkpWwyYqCjpjDNSVpdXqODXiAHgxATCcVvuu8+daWM91ANhul2uWuUmP7bl5ZddP3ZrtxII1K2S/I8/XGsWC8/t4KOxiZADAXr+/NLatVJMjK8PFwBCHQE6AAAAgNBgwbi1MQiE5XZpIVFqpUunrC63kMkqOAEgElk4XqeOW+64w21bscKF6YFA3SZK/vNPt7zzzuG3Ua6cmwjUKs0tkLfbNITnAHBMBOgAAAAA/LFhQ8rqcpv4M1AlGZA7t2u/kjwwr1w5GP4AQE5UqZLUsaNUsqRrw2KtXey91AL1wYNdy5fkrNL8m2+kjRulRYtclXrduu49FgBwVAToAAAAALLeoUPSX3+lrC5fsuTw6xUvHmzDYmG5TfxZqJAfIwaA0GMBuE0saq1ZRo+Wdu5026+4Qrr8crfcf7+0b597jw1UqP/+u7RunTRkiFuM9Uy33umBti/WCstaYgEAUiBABwAAAJD5tm6Vfv01GJZbn95A0JOcVUAmry63/rxUlwNASuPHS716ufdUa8GSvDWLTf5pVejJq9ONvZ+2aeO+3rPHheiBQN3el+192oJ4WwLtXOy9OBCo2ySjtHgBAAJ0AAAAACcoMVGFVq1Srk8/dUG5BTM24V1qhQtLDRsGw3ILZ4oW9WPEABDa80FYyG3zPdhBRmOV4fbeaurVc73MLTi3qvH0HHQsUEBq2tQtyeecCATqtmzZIo0d65bAfTZoEAzUzz2X92wAORIBOgAAAICMs17l1nP3hx+U94cfdMHq1Ydfp3r1YFhulxYE5cnjx2gBILRZNfhPP7lqcLvcvl26807pvffcfjv4+P77rqK8YsUTvz8Lx61Fli0PPCAlJLgDn4FA3S7XrHEV77a8+KIL6k87LRio21KmzImPBQBCHAE6AAAAgPRP+pm89+6uXd5mq308lC+fcp19tnJbhaIF5hb22OR2AIC0HTyoqsOGKc9rr0mTJ7u5IgICk4MG2MHH22/PurHYZKJ2kNOWLl1cm5jly1MG6jb56Jw5bnnrreCB0kCgbpdM8gwgAhGgAwAAAEibBSjz5knDhrnQ3Hqap9F792Dbtvpp7161vvRS5WYCOgBImwXkixdLNWu69Tx5VGXECOVev96tW3gdaM1y1ln+nrFjIXiVKm7p1Mlts3EGwnS7nDvXheq2fPyxu0758ikD9Tp1CNQBhD0CdAAAAABB1hfXwhELzC04X7Ys5X7rt2vhjoU81oc3Vy4lHjighBEj/BoxAISu//6TRo1y76n2Prl/v7Rxo5Qvn/f+ufjSS3VqtWrKc8klUtWqCmnWruXKK91itm2TpkwJBurTp7u2L59/7hZToYJ06aVusVA9LzEUgPDDOxcAAACQ09nEcYHeuyNHut67AfnzSxdc4ELz9u1dGAIAODKbE+L7791ByPHjXWgeUKyYq9j+/8lBV7Rqpbpt2ypPOJ69YxOKtmvnFrN7t5tIOhCo26Sn9lxYuxdbSpRwB18tTL/wQik62u9HAADpQoAOAAAA5EQW4ASqzFP33i1VyoXlFppbyFGwoJ8jBYDQZhNw2hKoru7fX+rdO7jf+oQHWrPYPBGRWoUdEyM1b+6WwGTTP/8sDR3q/tZs3uyeG1vs70rbti5MtwA+Ntbv0QPAEUXouzYAAACAFA4elKZNC4bmCxak3H/KKcHWLNZ71yaUAwCkzaqtLRy299Thw6U33wy2NrH3UZto2S5tCfQ8z2mswtwOxtpif4PsYK2F6d9+6yrTv/rKLVZ936KFC9MvvtgdxAWAEEKADgAAAESqHTtS9t616r8Aq4Bs1syF5rbYRHEAgCNbt86F5XYQ0sJzq7AOsPZXgQA9Pt61MDmKhMQELd6y2PvaLmuWqqncuSL4wGXgb44tb7wh/fGHC9ItULcDutZGzJY77pAaNw72Ta9c2e+RAwABOgAAABBRVqwIVplb712bFDR57107Vd4C81atpCJF/BwpAISP9eul8uWlxMTgtpNOCrZmado03Tc1a90sDZgzQIs3LtZtsbfpwdEPqlrJauoU30n1ytZTxMuVSzrzTLc895w0f74L022xYN0OPthy//1usmoL0i+7TKpTx30vAGQzAnQAAAAgnFnf3enTg6H5n3+m3F+jRrA1yznnRG7vXQDIDPv2uYOP9n5qByA/+MBtL1PGVZbnyxcMzU89NcOBroXnT094Wpt2b1LlWFddXaxAMc1YO0Mrtq1Q76a9c0aInlzt2m559FFp5Urpu+9cZbqF6LNmucV6ylsveQvSLVC38J1WYwCyCf89AwAAAOHae9cCHmsn8O+/wX0WKNjp74HWLDm19y4ApNemTdKPP7oDkdb2audOtz1/fum114ITKds8EtbX+zhZ2xarPLfwvHZcbUUpSkqUYvPFeuvzN83XwLkDFV8mPrLbuRyNVfXfe69bNm50PxML08eMcZNfv/iiW8qVC7Z5Oe8810cdALIIAToAAAAQDtauDfbeHTs2Ze/dwoWl1q1dVWSbNlKJEn6OFADCR/fu0ltvubN5AsqWDR6ETB7MnkB4Huh1Pn/jfFWIraBcVrmerBuMrdv2eRvmederUaLGCd1XRChZUrr5ZrfYnB7WI93avNjBDvub+M47brH2ZPb3z8L0li2lAgX8HjmACEOADgAAAIQi67M7e3awNcuMGSn328RqgdYsVn1nbQUAAGmzdiyTJ7v31EcekUqVctsrVXLh+emnB1uznHFGlrQH2b53u/Ye3KuCUf9f0Z5KTFSM1v631rseUomNla66yi12ANkOJFuY/v337gyCAQPcEhPjDiRbmG5zfhQt6vfIAUQAAnQAAAAgVFgoEOi9a9Xmq1YF91m14tlnB6siTzmFydQA4Gi2bZNGjnTvqVa9bOvGepd37uy+vvFG6fLLXeuQLFYkuoii80Zr14Fdis0fe9j+3Qd2e/vtejgKOxPAwnFb+vWTpkxxYbq1erG/m9984xY7e+D8812YfvHFro89ABwHAnQAAADAT9bj1U5Ht4Bn9Ghp167gPquku/BCVxVpQUHp0n6OFADCw7x50j33uEkoDx4Mbo+Lk9q3l2rVCm6zllfZ1PaqWvFqql2ytjdhqPU8Ty4xMVGrd6xWg/INvOshnWxi7KZN3WL96mfODIbp8+e7nva2dOniJtIOTEJapYrfIwcQRgjQAQAAgOxuzWLhjrURsMUmpbNtATYxWqA1S/Pm9HIFgKM5dEj69VfXhqVJk2DvbDubx95b69QJtmaxs3jy5PFtqDYxaKf4TlqxbYU3YWjl2MqyeUR37N+h5TuWK65gnG487cacO4HoibKzsurXd8szz0j//OPCdFumT3eV6rY88IAUHx8M0zmjC8AxEKADAAAA2RHwTJjgqswtNF+6NOV+67cbaM1iX/NBHgCO7L//3Bk79n5qZ/BYD2yrQLbQPBCgDx7sAvOqVRVK6pWtp95Ne2vAnAFavHGxF6Bv3bPVqzy38Nz2I5PYmQY9e7rFWrt8950L0+3v8Zw5bnniCenkk4Nhur1msqD/PYDwRoAOAAAAZJXFi6X+/aWBA6XVq4Pb8+d3fVmtKtLaCVSo4OcoASA8fPyx9NVX0rhx0v79we02UaRNBmoV54EDkNdco1BlIXl8mXgt2LBAC39dqJdbvqyapWpSeZ6VKlaUunZ1ix1wsYMvFqbbgZglS6SXX3ZL2bLSJZe4ML1ZM9dHHUCOR4AOAAAAZKadO13AY8G59d8NKFbMfSi3KnPra16okJ+jBIDQZi1Z/vpLOu204DarILZ+1qZatWBrlnPPDbug08Jy63W+UAu9S8LzbGS98G0SWVvsbAabaNbCdJu8e9066b333GJ/t+0gt4XprVq5eUkA5EgE6AAAAMCJsqrHyZNdaP7ll8GJQO00cPvQbR/SLeixynMAQNp275bGjnXVwYEwc9kyqXJlt/+OO1yfc3s/rVmTdlc4cYULS1de6ZZ9+6RffnETkH7/vZvke9Agt9h8JK1bu1YvFqrbWQ8AcgwCdAAAAOB4WVsWa89iwbm1awmoXt2F5jfeKJUv7+cIASC0WUhpYaXNEfHzz9KePcF9dqbO338HA3QLLm0BsoId5G7Txi39+klTp7ow3arTV6wITkiaN6+b5NvC9I4dpeLF/R45gCzm6zlCEydO1EUXXaRy5copV65c+s5Ox0rmySefVK1atVSwYEEVK1ZMLVq00G+//ebbeAEAAADt3SsNGeIq0aznbq9eLjy3oOfmm13blgUL3KRlhOcAcPgZO1bpG2ATOt52m6s6t/D8pJOku+92rVqsV3W7dn6OFjlVnjzubIfXXnNnQcyYIT32mFSnjnTwoDRmjNSli1SunHTdde51bK9tABHJ1wB9165dio+P1zvvvJPm/ho1aujtt9/Wn3/+qcmTJ6ty5cpq2bKlNtoRagAAACC72Idi+/B8zz3uw/LVV7twx3r0Nm0qffqpazVgE9w1bkxbAQBIzgJze8+091CrJn/hheA+a3PVqJHUp480e7a0fLn09ttSy5a0vUJosL/pZ5zhXqN2RoQdJLfXcHy8e23/739uwtFatdxEpBs2+D1iAJHUwqVNmzbeciTXXnttivW+ffvq448/1ty5c3XBBRdkwwgBAACQo1nhxuDB0iefSH/+GdxesaLUqZN0003SySf7OUIACE1WPf7jj66y3MJzm2A5YPRo6Ykngj2orVUGEC5q1JAeflh66CHpjz+kDz+UPv9cWrjQbbMz0y6+WLr9dsmyK5sPBUBYC5se6Pv379cHH3ygIkWKeFXrR7Jv3z5vCdixY0c2jRAAAAARwU7NHjnSheY2id2BA267VUJeeqlr03L++e70bgDA4Q4dcpN8btkS3FamjHTRRW6hIA6RUpl+5pluefVV6YsvXJg+fbr09dduqVJFuuUWNy+KncEGICyF/GGw4cOHq1ChQoqOjtZrr72mMWPGKC4u7ojXf/75572QPbBUtOogAAAA4Fjmz3eVY/b/owU8NlGYhecNGkjvvutatFiF2YUXEp4DgLH3yPHjpfvvd++NgR7Q9h5pLVis+O3xx6Xff5fWrJE++MC9v8bE+D1yIHPZmRTWy99e69aKyPr4Fyni+qdb73Tr7W9V6XZWhh1gAhBWQr4CvXnz5po9e7Y2bdqkDz/8UB07dvQmEi1VqlSa1+/Zs6futz/eySrQCdEBAACQpu3b3YSg/ftLv/4a3F6ypHTDDa5i7JRT/BwhAISWbdvcWTrWmmXECLceMG+eVLeu+3rAAClfPt+GCfjGDhxZH/+XXpK++spVpU+ZIg0b5pYKFdzZbFaZbsE6gJAX8hXoBQsWVLVq1dSwYUOv/3nevHm9yyPJnz+/YmNjUywAAABAEpv485dfXEBetqx0xx0uPLeKyQ4dXOW5VUra6diE5wAQ9Prr7gDjNde4iRMtPC9Rws0JYe0qbILQAMJz5HR2poX9bkye7CYf7d5dKl5cWr1aevpp9/vStm3wjDcAISvkK9BTS0hISNHjHAAAAEiX5culTz91VZH2dUCdOq4S7PrrpdKl/RwhAIQGazHx22+uyvyKK6T69d32WrXcPBG1a7sDjtaOpWFD2loBx2L/a7z2mvUddoG5VaWPGyf99JNbbI4Am5j81luZnBwIQb4G6Dt37tTixYuT1pctW+a1aylevLhKlCihZ599Vh06dFDZsmW9Fi7vvPOO1qxZoyuvvNLPYQMAACBc7N4tDR3qWrRY1XmA9SW1Ckpr0WKTf9lEYACQk+3cKY0e7UJz69O8cWMwTA8E6M2bS4sWSdWq+TpUIGxFR7v/P2yx36WPPnIH99evl154wS02ya71U7/kEjeBOYCcHaD/8ccfXo/zgEDv8k6dOqlfv376559/NGDAAC88t0D9zDPP1KRJk1Q30FMNAAAASM0msbPKSQvNv/jCJsVx2y0ktw+lFppfeqlUoIDfIwUA/23e7M7AsYOM+/enPNBo7SWSfWb3wjzCcyBzVK8uvfii1KePO3BlVel2EGvsWLfExbkWMFaVbmd/AMiZAXqzZs2UGJilOw1DrVoIAAAASA+r3ho0yAXn8+cHt1ep4k6Ltg+hlSr5OUIA8H8OiJkz3TwPF1/sthUrJs2e7cJzax0RaM3SuLEUFeX3iIHIZ/MFXH65W6zFnM3798kn0tq1bj4WW5o0cVXp1lKJAgAg24VdD3QAAAAgiQU+w4e70Nx6iFqrAWMfLq3tn1Wbn3eelDu33yMFAH/s2eOqy4cNc++XFsrZfA8Wktt7oy0W1tmEhlblSksrwD/2e2gV6U884f6v+eADacQIadIkt9x7r5sE3cL0U0/1e7RAjkGADgAAgPAzd64LzT/7TNq0Kbj9nHNcaN6xoxQb6+cIAcBfNlGh9VYeM8aF6AGFCrnq8m3bpOLF3bY2bXwbJoA05M3rDnLZsnq1+5/HKtNXrJDeesstZ5/tgvSrrnK/1wCyDKU4AAAACA9btkjvvOMms4uPl15/3YXnZctKDz/s2rZMmeJ6hRKeA8hJrDWqHVjcty+4bdo0V3Vu4XnFitLdd0sjR7r3za+/DobnAEJbhQrS449LS5a43+HLLnMBu833Yv/zlCsn3XmnNGOG3yMFIhYV6AAAAAhd1pLFqiet8uq774IT3FlfXuvTe/PNUsuW7oMkAOQk9n44YYILyW0CQqtMtZYPrVu7/ddc4w4mWgXraafRmgUId3nySK1aucXmfRkwQProI2nxYun9991yxhmuKv3aaykmADIRnzQAAAAQehYtcq0HBg50py4HnH66a9FiHwzj4vwcIQBkvx07pO+/d6H5qFHSf/8F99ncD8uWBdfr1XMLgMhTpow7++7BB6Xx46UPP5SGDnWTBHfpIj3wgGvtYmF6w4YcQANOEAE6AAAAQsPOndJXX7lqc5soK8DaDFx3nQvOCYMA5LTWLNaCJSbGra9aJd14Y8oQrX17d0bOBRcErwcgZ7BJgM8/3y3WnmnQIBemW1s7+3/KllNOcUH69dfTugk4TgToAAAA8JcFQm+8IX3wQbCa0j4Q2inK1qLF2g/kz+/3KAEgexw8KE2e7NqyWKV5gwbS55+7fXXquMDczsax90bbZ++XAGBn5t13n9S9u5sTxoL0L7+U/vpL6tZNeugh6corXZjepAlV6UAGEKADAADAHzbh3SuvuGDIAiNTvboLzW+4QSpf3u8RAkD22L7dTQ5ogbn1Md+6NeU+mw/C+h9b4GXBOgAcib1PNG7sFitQGDzYFSnY/12ffeaWmjXdBKSdOkklS/o9YiDkcagaAAAA2duOYOxYN8ldfLw71djC8+bNpREjpAULpEceITwHkLPYe+LVV0v/+58Lz0uUcK1arK2VTRBo4TkAZFTRotLdd0uzZ0u//eZC84IF3f9b1j/d/t+yXuk//ywlJPg9WiBkUYEOAACArGch+ddfSy+/7Ca4MtZ24Ior3Ac4a0MAAJHMqsh//91VmVu1+YQJUmys29emjbRtm+tlbq1ZGjUiNAeQuVXpZ53llr593dl/1uLljz9cmxdbqlaVbrnFzTnDRO1ACgToAAAAyNqJQT/5RHrtNWn5cretQAH3Ac36dNqHNQCI5PfAMWNc25Xhw6WNG4P7Ro92BxHNo49KvXv7NkwAOUjhwtLtt7vFKtMtSLe2LkuXSr16ee9Fedq1Uyk7U9DOjgFAgA4AAIAs8O+/0ltvSe++G+zlaz02u3aV7rrLtScAgEj2/feuNcK+fcFtRYq4anOrMm/RIrg9Lx/NAfjAJiR+5x3ppZdcyygL06dOVe5hw9Ro2DAlDh0q9ezp3st4n0IORg90AAAAZB7rqWkVTZUqSc8+68Jzmxi0Xz9pxQrp8ccJzwFE3twOM2ZITz4pffddcLtVb1p4bmfadO/u5n+wCnRrnXDtta43MQCEAuuLftNN0pQp0l9/6VDXrjpQoIBy/f23dP31Uo0a0nvvSXv3+j1SwBccPgIAAMCJsw9c1t/cevtamGQaNpQeesj19KWXL4BIsmeP9MsvwdYsa9a47e3bS5dc4r6uXFlauFCqVs31HwaAcFC3rhJefVWjzz5brZcsUR47o3DZMncG4VNPuRZ8XboE53AAcgAq0AEAAHB8EhKkb7+VzjlHatzYtSuw8NwC80mTvFOAdemlhOcAIut9z/qW2wR7Fpa//74Lz61687LLXGV5cnYGDuE5gDB0sFAhJVj7FjuD8M03pZNOci36HnnEfW390jds8HuYQLYgQAcAAEDG2Om7H3wg1a7tAqNp06R8+aRbb5Xmz3dBugXqhEYAwpkdEPzzT6l//+C23LmlTZuk3bulChVcReZPP7lt33wjXXONnyMGgMwXE+PmsFm8WPr0U6lWLWn7dum559yZNrbPQnYggtHCBQAAAOmzZYubFNRO5Q1UHFkPXwuQ7MNTmTJ+jxAATsz+/dKECa41iy3Ll7uDgVZtbhMhmxdekKKjXY9zDhQCyCmioqROnaQbbnDFEs8/L02fLr39tpvrxs7AefhhqU4dv0cKZDoq0AEAAHB0FiDde69UsaKbBNTCczt197XXpJUr3WShhOcAwpmF5h07upC8ZUt3oNDe+ywob9fOTYgcYPM7nH464TmAnMnOxLEWfb/9Jo0ZI11wgXTwoDRwoNc/3dv3++9+jxLIVAToAAAASNvMma4dgU2AZ2GStSyw0GjwYHcab/fuUuHCfo8SADJuwQJp48bguk2Q99VX0o4dUunSriWVVVhu3uwq0WvU8HO0ABB67CBiixbSzz+7MD0wgfJ330lnn+32jR0bnFweCGME6AAAAAiyDzkjR7pqovr1pS++kA4dchWZVmVkobqdomun8QJAmMh16JBy2eTGPXpINWu6Hr6DBgWvYFXmNiGehUBr10offugmRLbevwCAozvrLDex/N9/Szfe6CaQt/DcQnQL022fTcIMhCl6oAMAAMD1/bWw/JVX3KR5xj78XH21C5ys8hwAwsm+fV4VeZ7vv1frYcOUd+fO4D47CPjvv8F1a93yzDO+DBMAIob1Px8wQHr6afc/5UcfuT7pNum8TT5vPdIpxEAYogIdAAAgJ7N2BfYBp2pVNzGUheeFCkn33SctXSp99lm2hOcJiQlauHmhpq+Z7l3aOgBkWPKQ3Hry3nijcv/vf8q3c6cSS5RwlZHWqmXTJunFF/0cKQBErkqVXPu/FSukRx+VihSR5s+XbropZWtAIExQgQ4AAJATWYuCN96Q+vVzIbqxiUC7dZPuvFMqWjTbhjJr3SwNmDNA8zfO196DexWdN1q1S9ZWp/hOqle2XraNA0AYshZTNlmd9Sm3xSa3mzPH7StY0Otlfih/fk2Ni1PD++5TlE0KCgDIHqVKucnmH3rI/c8ZmIDeJqfv08f933n33dn6fydwPAjQAQAAchLrTWkV5zYR6IEDbpudUmttWq67TsqfP1uHY+H50xOe1qbdm1QhtoIKRhXUrgO7NGPtDK3YtkK9m/YmRAdweJW5zclggfmPP0obNgT3Wespa81iE4Gat99WwoED2jJihNsHAMh+VoFu7VssOP/0U+mll6Tly6XHHnNnA3Xp4s5+tGIOIATRwgUAACAnTAw6frybJO+UU9wHFwvPmzRxAdRff0k335zt4bm1abHKcwvPa8fVVmz+WOXJnce7tHXbPnDuQNq5AEjpnntcP93+/V14HhsrXXWVazll64HwHAAQWgoUcGH5okVuIue6daX//nOBeuXK0l13ScuWZekQaBuI40EFOgAAQKSy/r9Dh0ovvyz98YfbliuXC54efFA6+2xfh7d4y2KvbYtVnueycSVj67Z93oZ53vVqlKjh2zgB+HTgb9Ysadgwd6Dv44+D8zHYwcCJE6WLLpI6dHAHA/Pl83vEAID0yptXuv56N6Ho8OHS889Lv/4qvfee9MEHbhL7Rx5xhR+ZiLaBOF4E6AAAAJHGJmWyysxXXw1W8Vjf386dpfvvd5M3hYDte7d7H16sbUtaYqJitPa/td71AOQAe/dKv/wS7Ge+Zk1wn60HAvTLL5euuMIdEAQQkqyq1w6A29/wItFFVK14NeXORRMEpGLzVtiBUDsgOmGCC9JHj3atBm2x7T17So0anfBd5ZS2gfzuZQ0CdAAAgEixcaPX71fvvCNt3uy2lSjh2h3YBE0lSyqU2D/1VvljH16sbUtquw/s9vbb9QBEuLlzpXPOkXbtCm6LiZFatXIBilWdJw9cAIQsqnyRYXZAtFkzt8yYIb3wgvTNN8EDqk2buiC9ZcvjOniaum1g4MzHQNvA+Zvme20D48vEh3XYzO9e1iFABwAACHeLF7tqc+ttbhWcpmpVV21uVecWQoUgq4ixf+qt8if5hxmTmJio1TtWq0H5Bt71AERQaxabzNgCkcKF3QE+U6uWm+SzfPlgNWLz5u7sGQBhIydU+VLhm8Xq15e++kpasMD1Rrde6VadbssZZ7jWLtaOMAMTQ+eEtoE54XfPTwToAAAA4cp6RVp/82+/daGUOfNM1988gx8s/GAfNq0ixv6pt8of+2ff2rZY5bmF53EF43TjaTfyoRQId/v3u57lgUrCQGspO9BnZ8dYmGE9zK0K/aSTaM0ChKmcUOVLhW82qlnTzX/x5JNS376uN/rMmVLHjlKNGtJDD0k33JCuOTAivW1gTvjd8xvPGgAAQDhJSFAum2zJJs2zfpA2SaiF59beYPx46bffpCuvDPnwPMA+bFpFTP1y9bVlzxav8scurfK893lUygBhr3t31z7qwgulN9904blVldt7loUfCQnB61aqRHgOhLGMVPmGc4WvVfQWL1Bc1YtX9y5t3bbbfmSBihWl116TVqyQHn9cKlpUWrhQuvVWdyDW9iVv/3WMtoFpCfe2gZH+uxcKqEAHAAAIB4cOKdfAgTr/ySeVd/Vqty0qSrr+eumBB6S6dRWuLCS3ihhOhwbCnAUaP/3k2rIEDuLt2yft2CGVKuXastjSooVUMO0qQADhK5KrfKnwDQFxcdLTT7szLd9/31Wl22TT1rLw2Wele+91f3+KF89xbQMj+XcvVPBbDQAAEMqsuvz776XTTlPeW29V4dWrlRgb6yo3rZLzk0/COjwPsA+b1nPyzPJnepd8+ATCwMGDrjWLhRl2qr0tVnE+bVrwOt26uXZT69ZJH30kXXwx4TkQoSK5ypcK3xBi82f06CEtXeqC9JNPljZvlp54wp3JZPvWrk2zbWBcTJx3sGPHvh06mHDQu7T1cG8bGMm/e6EiPF8ZAAAAOYEFU+eeK11yiTRvnhKLFdPfN96og/aB4cUX3WR7AJDdrFe59Z0tXVpq2lR65RVXfW5nxVirluThkk0OevbZUm4+egKRLlDla9W8VtWbXKDKt06pOmFZ5ZueCl/bT4VvNrJ2YLffLv3zj/T5516xiXbulF59VapSxe1bvDhHtA2M5N+9UEELFwAAgFAMpx59VPrxR7deoIB033062L27Fk+dqhpWgQ4A2WX5cter3HrNmj17pM8+c1/bqfLWz9xas7RqJfH+BORYkTw5ePIKX2vbkhoVvj7Km1e6+mrpqqtcG7Hnn5cmT5Y+/NBNQmpzAz3yiHT66RHbNjCSf/dCBc8cAABAKIVUVtV5+ukuPLcewnfeKS1Z4no72qRJAJDVLCy3tiu9ermKPqvks0Ai4Mwzpccec2fJ/PuvNHCgCygIz4EcL1KrfKnwDQN29lPbttKkSe7vU5s27u/ZkCFSvXpJ+yK1bWCk/u6FCirQAQAA/LZxo/TMM9J770kHDrhtHTu6bdWr+z06ADmBBULDhrnFDuBZMB5gB/NsItAAa8fSp48vwwQQ+iKxypcK3zDTpIlbZs+WXnhB+uorV51ui7VH7NnTBeqp+tmHu0j83QsVBOgAAAB++e8/qW9f1z/YejaaFi1cpWeDBn6PDkCk275dKvL/7QYsRHj4YWnBArdu1eStW0sdOrgqPmvVAgDpFKjyjSSBCt8BcwZ4E4qu/W+t17bFKnwtPKfCNwTZWZ1ffOGKUl56SRowQJoyRWrf3lWl25xCNndHBInE371QQIAOAACQ3fbvl95/31VwWvW5qV/fVchYgA4AWVVlPmuW9MMPrtJ80SJpwwY3EZu59VZp1SrXz/y886R8+fweMQCEFCp8w1S1atIHH0hPPumKV/r1c38PW7Z083dYuG4ty4AjIEAHAADILtaH8fPPpccfl5YtC/5Db/3Nr7jCtUUAgMy0d680bpwLzIcPl1avDu6zqvOZM6VzznHrPXr4NkwACBdU+IaxcuXcmZ82qagVsrz7rjRqlDR6tHTTTW5b+fJ+jxIhiE9pAAAA2VH1aT0XzzhDuv56F56XKeN6ns+b5/qdE54DyAqvv+76vFq1nYXnMTHSJZdIH38srVsXDM8BAMgp4uKkN96Q5s93RSz2v3r//m7uIZskO/m8HwABOgAAQBb79VepeXMXYM2Z4/oKW8X54sXSnXdKUVF+jxBAuLMP/n/95eZPsEDc+r0GWJ9Xq6az9xubHHTzZunbb6Wbb5ZKl/Zz1AAA+MvOBLUJRqdOdX8/9+xx/6fbdqtOP3DA7xEiRNDCBQAAICv884/06KMuqDL580tdu7pTRkuU8Ht0ACJhLoWJE10/c1sCbaFMpUrS1Ve7r+vWdX3NrV0LAAA4XKNG0uTJ0nffuQm1bY6Qu+92Veo20ejFF/N3NIcjQAcAAMhM1iLBJiiy00Ct57m1ZrGeiratYkW/RwcgEmzf7kJyuwywg3QXXOAmALWq8wA+8AMAcGz29/LSS93f0MCEowsXum2NG7ve6Wef7fco4RNauAAAAGSGLVukhx5yvROtt7CF59Zn+M8/3TrhOYDjYVVwr77qKuICihRxp5eXKiV17uzOdNm0ybVosVYtFSr4OWIAAMKXtVe06vMlS9zZpNHRrjq9YUPpqqvcduQ4BOgAAAAnYvdu6YUXpJNPll5+Wdq7VzrvPNdL0UKtOnX8HiGAcHLwoDRpkjsgV6uWVKOG1KOH9NprKSc1s7YtNgnoJ5+4g3WFCvk5agAAIktg3iI7kG1nk1qF+pdfSrVrS927uzlFkGMQoAMAABxvyGWnd1rFec+e0rZt0mmnuQrQ8eNdL0UAyAg7PbxMGXcQzg7ILVgg5c0rtWjh9iVXtqxrEQUAALKOndVlrRlnzZJatnQTi1pvdCueeeklVzyDiMd/XAAAABmRmCh9/bWbmO+OO6S1a6XKlaVBg9w/1m3b0nMYwLGtWCG9/ba0fn3KPuZW0VasmHT99dKQIa41y5gx0r33umo4AACQ/eLjpVGj3GJFMzYPibVXq1lT+uwz174REYsAHQAAIL1++cVNHnTllW5SoZIlXQXKP/+4sItqUABHYh+sf/tNeuwx9yHcDrx17epasQR07ChNmCBt2OAOytm69TsHAAChwarQZ86UPv3UVaevXCndcIN05pnuswIiEp/yAAAAjsX+SW7VSrrgAmn6dNdr+Ikn3CRCVhVqVaMAkJbVq6Vbb5XKlXMTkFk/1blz3QE3a9ViB+ICSpd226xtCwAACE158kidOrmCmueekwoXdp8X7LNCu3bS33/7PUJkMgJ0AACAI1m8WLr6aql+fWn0aCkqylWMWnD+5JPun2UASM7aOs2ZE1yPiXFVav/+61qwWFW5VZdblblVm9sEoAAAIPwUKODmQrLPBvfc4w6AjxjhWrzcdpub7BsRgQAdAAAgNetJfPfdUu3argex9TS3Fi3WquXNN6VSpfweIYBQmhfB5j94+mmpQQOpfHn3/hFQvLj06quuj/nGje49xd5PSpTwc9QAACCz2Nlkb73lKs8vu8y1bfvoI6laNXfW6s6dfo8QJ4gAHQAAIMAmA7L+xCefLL37rnTwoNSmjQvHrGK0alW/RwggVIwdK911l3TSSdIZZ7gPyDNmuANuFqofOBC8brduUosWUr58fo4YAABkpRo1pG++kSZPlho1knbvdgfYLUh//3332QJhiQAdAABg716pb18XnFt/Yvtn13oVjx/vTsO0Cf8A5GybN6dcf/tt6b33XI9za9Ny8cXSxx+707WnTHEtnwAAQM5z7rnuf4GvvnKfL6yN2513utYuNnm4HWhHWCFABwAAOdehQ643cc2a0gMPuIDM2rZ8+600darUtKnfIwTgF/twa6div/CC+yBsp2fbvAgB110n3XGHNHy4tGmT9N130s03u4lAAQBAzmZnpF1xhTRvnvTGG6512/z5UocOUvPm0vTpfo8QGUCADgAAcmYwNmyYqyzv3FlauVKqUMFVj86d6yb1s396AeQs1nbll1+k7t3d6dannOImB7MDava+YdVkAfahuF8/qV07N4kYAABAata+7d573USjjzwiRUe7ScTPOku65hpp2TK/R4h0IEAHAAA5i/UkbNLEtVuw6tJixaSXX5YWLnTVo3nz+j1CANkp+WnU1rLpggtcpdjSpe5Dr82DYHMi2IG2Tp38HCkAAAhXRYpIzz8vLVgg3XijK9b54gupVi13JuyWLX6PEEdBgA4AAHKGP/+ULrrIhedWRWoVo1ZZaiFZjx5UkAI5yaJFbt6DZs3c5F4BNtFnxYruzJShQ11bJwvVu3Rx2wEAAE6ETT4+YICbeNz+79i/3/1PYme+vfqqtG+f3yNEGiixAgAAkW3FCql3b2nQIFdpmiePdOutblu5cn6PDkB2OHhQmjbNTdxlyz//BPdt2yY98YT7umBB955BCycAAJCV6tWTRo+WRo2SHnxQ+usvV9Rjk5Q/+6x09dVSbuqeQwU/CQAAEJlsUr/77pNq1JAGDnTh+ZVXuol8rG8x4TmQM9jvft260nnnuXZNFp5bqyZr1fL6667SPDnCcwAAkB3sf47WraXZs91cTPb5ZPlyN1H52WdL48f7PUL8PwJ0AAAQWXbulPr0kapWdeGYnRZpQZnNdP/lly5QBxCZrHrcKreuvz7Y29w+nJ55ppvvwD6QWr9RO8D2889St27uvQIAAMAvdoaszcVkczI984xUqJD0xx9S8+auBaUVAMFXBOgAACAyJCRIH37o+gdae5b//pPOOMOdGmlBWYMGfo8QQFb83v/+u/T441J8vFS5stS1qzR4sDR3bvB6Ninohg3SZ59JV13lJvICAAAIJdZKrlcvackS6a67XLA+fLh06qnSHXdI69f7PcIciwAdAACEPzvt8dxzpdtvl/7914XoQ4a4qvMLL/R7dACyglWSly/vTnG2ai0LzK1XqE0U/NJLUunSweuWKOHatgAAAIS6UqWkd96R/v5buuQSVzDwwQfuM85TT7kzbpGtCNABAED42rFD6t5dql9f+vVXqXBh6bXX3GmOHTsy8Q4QKdatc2eY2MGygLg4V4llv/c2v4HNdWBV5hMnusm4ypTxc8QAAAAnpmZN6dtv3f82VjCwa5f05JNS9eru/yKbJB3Zgk+VAAAg/FhvY+tnXru2a81gVRnWlsEmB7RAPSrK7xECONHf8Tlz3HwGZ53lJtWyM0wGDAhexyYFtRZN1s/c3g9uuMFVmgMAAEQSO7tu2jR3hq3N3WIFBPZ/kbWv+/HH4LwvyDIE6AAAILwsXiy1aeMC87Vr3amMo0a5dg4WsgEIX1ZZdffdUqVK0umnu/kMrBWTscqrOnWC182Xz7VosksAAIBIZpOi2xm2dqatnXFbvLj7un176YILpBkz/B5hRCNABwAA4WHvXtfz75RTXGCeP787hfHPP6WWLf0eHYDjsXGjNHlycD0mRvr+e2nVKqlAAenii6WPPnItXKxN0223+TlaAAAAf9lnIDvj1iYatZZ1tj5unNSggXT99dLy5X6PMCIRoAMAgNA3Zoybfd4C8337pFatpL/+kp54QoqO9nt0ANLLTjG2aqkXX5QaN3YTfV56qXToULC6yiYAHT5c2rxZ+u476ZZb6GcOAACQXNGi7n+mBQtccG4GD3Z90y1Y37rV7xFGFAJ0AAAQuqxFi7VqsQpza91iLVqs1/FPP7nWLQDCw++/S/fd5ya9qltXeuQRacoUF6hXrOh6eQZce63Urp2rQAcAAMCRWdu7QYNcC5fzz5f275deecUF6Tt2+D26iEGADgAAQo/NKG+Tg9aq5QLz3LndqYrz50tXXumqVAGELqt6srNFAqyS/PXX3enG1rO8dWvp3XellSulmTOl8uX9HC0AAEB4O+MM6eef3aSiVqxw0UVSbKzfo4oYef0eAAAAQArW57hLF2n2bLfesKH03ntuQkEAIavgunXKbQe+7IPbpEkuNLeJrczll7s+5vZhzs4oKVTI7+ECAABEFisyatvW/a+1Z4/fo4koBOgAACA0bNki9ewpffiha+tQrJj0wgvSrbe6CnQAocX6lk+bJv3wg/IOG6YW//xz+MGwQIBev77Uv78vwwQAAMhR8uaVChf2exQRhQAdAAD4y8LygQPdZDcbN7ptN93kJsUpWdLv0QFI/fsaaKFk8xI0aeJ9aVsS8uSRzjtPuTt0cJXmJ5/s71gBAACATECADgAA/PP3365di7V7MNavz9q1/H8oByAEWJ/yH35wS4kS0uDBbrtNTnX22V5QfrBNG43KlUstO3ZU7qgov0cMAAAAZBoCdAAAkP127ZKeflrq29dNGBoTIz35pJsolPAN8FdCgjRjhjRsmAvN58wJ7rPe5TY5aP78bt1auOTKpcQDB3RwxAjfhgwAAABkFQJ0AACQvb7/Xrr3XlfVai65RLKJB086ye+RATAXXywNHx5ctzkIzjnHtWWx9iz58gX3Bdq5AAAAABGKAB0AAGSP5ctdcG4VraZSJentt4OTDALIXuvWuaDclgEDpKJF3fZGjaTx46XWrV1o3ratFBfn92gBAAAAXxCgAwCArLV/v/Tqq1KfPtKePa5FS48e0mOPudYtALJvAtC5c91BLGvPMn16cN/IkdLVV7uvu3aVHngg2KYFAAAAyMEI0AEAQNaxKta77pLmz3frzZpJ774r1a7t98iAnGXyZOm664KtkwLOOstVmdtlQOHC2T48AAAAIFQRoAMAgMz377+uyvyzz9x6qVKuCt0CPHomA1lr0ybJJvQsXVpq1cptq1zZhecFCkgXXuhC83btpLJl/R4tAAAAEDkB+vz58/XFF19o0qRJWrFihXbv3q2SJUuqXr16atWqlS6//HLl51RPAAByrkOHpA8+kB59VNq2zYXld94pPfusVKyY36MDIrc1yz//uNYstkydKiUkuB7mgQC9QgXpl1+khg1diA4AAAAg8wL0mTNn6qGHHtLkyZN17rnn6uyzz9all16qAgUKaMuWLfrrr7/Uq1cvde3a1bte9+7dCdIBAMhpZs50YXmgr/IZZ0jvvZeyNQSAzA3Oe/aUvvlGWrw45b7TT5caN065rXnzbB0eAAAAkGMCdKssf/DBB/X111+raNGiR7zetGnT9MYbb+jVV1/Vo1Z5BgAAIt/27W5CUOttblWvsbGu4rxLFylPHr9HB0QOO6vj119dZbmxMzz++MOF5/nySeef71qztG8vnXSS36MFAAAAck6AvnDhQkVFRR3zeo0aNfKWAwcOpOvOJ06cqJdfflkzZszQunXr9O233+qSSy7x9tltPPbYYxoxYoSWLl2qIkWKqEWLFnrhhRdUrly5dN0+AADI4urXL76Q7r9fWr/ebbvmGtfrnL7KQOZYsiTYmmXiROngQWnt2uDv2MMPu4l6ra85k38CAAAA/gTo6QnPj+f6u3btUnx8vG6++WZddtllKfZZf3VrHfP4449719m6dau6deumDh066A+rtAEAAP5ZsEC6+25p7Fi3XqOG9M47UosWfo8MCH/z50sDBrjQfN68lPvq1JFWrw4G6BacAwAAAPB/EtFffvlF99xzj3799VfF2qnZyWzfvl3nnHOO+vXrpyZNmqT7ztu0aeMtabGK8zFjxqTY9vbbb+uss87SypUrdRKnpQIAkP327JGee0566SVp/37J5jzp1Ut66CH3NYCM27nTTcBbpIhbt2KRF190X1sbpPPOkzp0cO1ZTj7Z16ECAAAAOU26A/TXX39dt91222HheSDsvuOOO9S3b98MBegZZUF9rly5jtqHfd++fd4SsGPHjiwbDwAAOcpPP0n33CMtXerWrQ/z228T6AHHY9WqYGuWX36R+vRxB6JM27auHZIF5vZ7VqyY36MFAAAAcqx0B+hz5szRi4FKmDS0bNlSr7zyirLK3r179fDDD+uaa65JM8QPeP755/XUU09l2TgAAMhxrF1E9+7SN9+49fLlpTfekKz9mk1iCODYbILdmTOlYcNcaD57dsr9ti+gRAnpf//L9iECAAAAOIEA/d9//z1qb/O8efNq48aNygo2oWjHjh2VmJio995776jX7dmzp+63ycySVaBXrFgxS8YFAEBEs0nB33xTeuIJm7jEtZLo1k168kkmKwTSO9Fu4CCTnSFprVisDZLJnVtq1MhVmVt7llq1fB0qAAAAgBMM0MuXL6+//vpL1apVS3P/3LlzVTYwmVEWhOcrVqzw+rAfrfrc5M+f31sAAMAJmDpVuvNO6c8/3boFff36Saed5vfIgNC2fr00fLirNF+3Tpo+3W0vUMCdtbF3rwvNrU1LyZJ+jxYAAABAZgXobdu21eOPP67WrVsrOjo6xb49e/boiSeeUPv27ZUV4fmiRYs0btw4lbDTWQEAQNbZvFl6+GHp44/devHibsLQzp1dxSyAw6vM5851bVksNA8E5gE2Z0DVqu7rzz7zZYgAAAAAsiFAf+yxxzR06FDVqFFD99xzj2rWrOlt/+eff/TOO+/o0KFD6tWrV4bufOfOnVq8eHHS+rJlyzR79mwVL17cq2a/4oorNHPmTA0fPty7/fVW0eN9li+ufPnyZei+AADAMfozf/qpm8TQQnRz882SzX8SF+f36IDQ9cAD0muvpdx25pmuytyWKlX8GhkAAACA7AzQS5curalTp6pLly5en3HrR25y5cqlVq1aeSG6XScj/vjjDzVv3jxpPdC7vFOnTnryySc1zKp4JJ1++ukpvs+q0Zs1a5ah+wIAAEdgbVq6dJGmTHHrp5wi2ZwjjRv7PTIgdGzaJI0Y4SrNe/aUzjjDbW/SxP2+XHihC8zbtZPKlfN7tAAAAACyO0A3lSpV0ogRI7R161avctxC9OrVq6tYsWLHdecWggeC+LQcbR8AADhBO3e6CUFff106dEgqWNCt20ShR5k4HMgR7P/QBQuCrVlsXgA7U8PUrh0M0C0wt7M2YmJ8HS4AAACAEAjQAywwP9NOTQUAAOEZDH77rQvKV69222xyQwvSK1b0e3SA/5Ytk1q1khYtSrk9Pt5VmV95ZXCbtRWktSAAAAAQsdIdoO/du1evv/66tm3bpm7dunk9ygEAQJhZsUK66y7XisJYf+a337bZwv0eGeCP7dulkSOlffukG2902+xAkrVssWDc2g1aaN6+vZ2O6fdoAQAAAIRqgH7LLbcoOjpatWrVUosWLfT3339n7cgAAEDmVp0PHCjde6+0Y4dr0WIThj76KK0nkPMsXRpszTJxonTwoHTSSdINN9gEP1LevC5Ut1YthQv7PVoAAAAA4RCg28SdY8aMUd26ddWrVy9t2LBBpUqVytrRAQCAE7dxo3THHa5ti2nYUOrfX6pVy++RAdnL2hR99JGUuhDEgnKrMrcq9Ohot+2ss3wZIgAAAIAwDdCbNm2qN954QzVq1NBJJ51EeA4AQDiwCtvbbpM2bHBVtU895SrP7Wsg0ifJ/flnN8lnYFLcJUtceJ4nj3TeeS40t6VaNb9HCwAAACBEpfvT88cff+z1QP/33381duzYrB0VAAA4Mf/9J3XvLn3yiVuvW1caNEiqV8/vkQFZxybFtdYstvzyi6soHzdOatbM7b/1Vumcc6TWraVixfweLQAAAIBICtBjYmL0qPVJBQAAoW3SJDcZ4vLlrp/z/fdLzzwTbE0BRJJVq1xbFgvNZ81Kua9qVWnbtuB6fLxbAAAAACCdOH8bAIBIYdW2jz8uvfKKmzS0UiVpwADrw+b3yIDMs2ePmwi3dGm3/u+/0tNPu6/tgFGjRlKHDq41i/U2t20AAAAAcJxyp+dKd955p1bbKbHpMGTIEA0ePPh4xwMAAI7HnDlSgwbSyy+78LxzZ2nuXMJzRIb1662foHTJJVJcnPTII8F9Z5zhXu82Ma5db8oU6eGHpTp1CM8BAAAAZE8FesmSJVW3bl2de+65uuiii9SgQQOVK1dO0dHR2rp1q+bNm6fJkyfriy++8LZ/8MEHJz4yAABwbIcOudC8d2/pwAH7oy19+KF08cV+jww4MX/+6SbBtdYsv/2Wcp8dHArInTvY6x8AAAAA/AjQ+/Tpo3vuuUcfffSR3n33XS8wT65w4cJq0aKFF5y3tkmZAABA1luyxPU6nzrVrVtobgexS5Xye2RAxiUkuDA84JprpL//Dq7bGRbWlsXas9DHHAAAAECo9UAvXbq0evXq5S1Wdb5y5Urt2bNHcXFxOvnkk5WLU2QBAMge1qLFqsxtctBdu+xItvTmm1KnTrSsQHjZvFkaMcJVmdvkt0uXSgUKuH0dO0rTp7vQvH17qVw5v0cLAAAAIAc6rklEixUr5i0AACCbrVsn3XqrCx2N9Tj/9FOpcmW/Rwakz4IFwdYs1q/cKs8Dxo2T2rZ1X1tbIgAAAAAIxwAdAAD44OuvbWZvV7WbP7/03HNS9+4p214AoaxfP6lLl5TbTjst2JrF2rQAAAAAQAghQAcAINRt2ybdc480eLBbP/10adAg6ZRT/B4ZkLbt26WRI12V+SWXSFdc4bY3ayZFRUnNm7vQ3JZKlfweLQAAAAAcEQE6AACh7Oefpc6dpdWrXaV5z56utUW+fH6PDEhp2TIXmFt7lgkTpIMH3fZ9+4IBes2a7gwK69sPAAAAAGGAAB0AgFC0e7f0yCPSW2+59WrVpIEDpUaN/B4ZkNLevdJZZ0l//plye61arsL80kuD22ySW8JzAAAAAJEeoB88eFDjx4/XkiVLdO2116pw4cJau3atYmNjVahQocwfJQAAOcn06dINN7jJFo31jH75ZalgQb9Hhpxu1y5pzBhp0SLpwQfdtuhoKSZGypNHatIk2JqlenW/RwsAAAAA2R+gr1ixQq1bt9bKlSu1b98+XXjhhV6A/uKLL3rr/WxyKAAAkHEHDkjPPis984x06JBUtqzUv7/UqpXfI0NOZu2Dhg937VnGjnUtWfLmlW6/XSpSxF3n44/d67V4cb9HCwAAAAD+BujdunVTgwYNNGfOHJUoUSJp+6WXXqrbbrstc0cHAEBO8c8/rur8jz/c+lVXSe++SyAJ/3z+ufTKK9LMmSm3V63qKsytdUsgQK9b15chAgAAAEDIBeiTJk3S1KlTlS/V5GWVK1fWmjVrMnNsAABEvoQE6e23pYcfdoFk0aLSe+9JV1/t98iQk9hr75dfpPr1pdKl3bZt21x4bn3Lrfe+heYdOki1a7ttAAAAAJADZDhAT0hI0CE7rTyV1atXe61cAABAOq1aJXXu7NpimJYtpU8+kcqX93tkyAn+/Vf68Udp2DDX19wmrrWzHqznvrnkEqlAAaltW6lUKb9HCwAAAAC+yJ3Rb2jZsqVef/31pPVcuXJp586deuKJJ9TWPmABAICjS0yUPvtMOvVUF55bSPnOO9LIkYTnyFpbt0rPPecqyq1n+S23SN9/78LzChVSXtf233QT4TkAAACAHC3DFeivvPKKN4lonTp1tHfvXl177bVatGiR4uLi9Ln1ygQAAEe2aZOr8P36a7d+9tnSwIFSjRp+jwyRaP9+ad06qVIlt26tV554Qjp40K03aBBszRIfT2sWAAAAADjRAL1ixYreBKJDhgzxLq36/JZbbtF1112nAlZBBwAA0mbtMm69VVq/Xsqb1wWZjzzivgYyy+bN0k8/ST/84M5qsJ7lv/7q9lmPfeu3f9JJUvv2Urlyfo8WAAAAAEJahj6xHzhwQLVq1dLw4cO9wNwWAABwDDt3Sg88IH3wgVu3QHPQIDdhI5AZFi1yrVgsNJ882U1OG7BypbRrl1SwoFt/5hnfhgkAAAAAER2gR0VFeW1bAABAOk2ZIt14o7R0qVu/7z7p2Wdd33PgeFkLFjtzIdBy5dFHg22BjPXXt7Ys1p7lzDOl3Bme9gYAAAAAcDyTiN5999168cUXdTDQOxMAABxu3z6pZ0/pvPNceG4tM375Rerbl/Acx2f7duX66iud8dprymsTfi5YENx32WXShRdKb74pLVsmzZ3rKs2txz7hOQAAAAActww3XZ0+fbrGjh2r0aNH69RTT1XBwOnA/2/o0KHHPxoAACLBn39K11/vQkzTqZP0xhtSkSJ+jwzhxsJwa8tiy4QJynvggCoG9o0YIdWq5b6+5hq3AAAAAAD8DdCLFi2qyy+/PHNHAQBAJDh0yFWYP/aYtH+/FBfn+p5feqnfI0M4sjMWLrggxabEGjW0uE4dVbn3XuVt0sS3oQEAAABATpHhAL1///5ZMxIAAMK9UtgqzSdNcuvWe/rDD6XSpf0eGUKdTfA5ZoyrMreK8gcfdNsbNZIKF5bOOMO9ni66SAerVNG8ESNUuXFj1wMdAAAAAJCl+OQFAMCJSEyUPvlE6t5d2rlTKlTItWvp3Dk4wSOQ2po10vDh0rBh0tixrme+qVs3GKBbr/z166WYmOD3HTjgz3gBAAAAIIfKcIBepUoV5TpKILDUJkoDACAn+Pdf6bbbXOWwsZYaAwbYH0u/R4ZQ1qaNNHJkym32mrEq8w4d3EGZwP9aycLzhMQELd6y2PvaLmuWqqncuZggFAAAAABCKkDvbhV2yRw4cECzZs3SyJEj9WCgYgoAgEhnk2bfcYe0aZOUL5/07LPSffdJefL4PTKEir17pXHjXC/zl14KhuJlyrivGzZMas3iVZ4fpUBh1rpZGjBngBZvXKzbYm/Tg6MfVLWS1dQpvpPqla2XfY8JAAAAAHKYDAfo3bp1S3P7O++8oz/++CMzxgQAQOjavl26915p4EC3Hh8vDRoknXqq3yNDKNiwQfrxR9eaxfqaW39zc/XVUv367usnn5RefFEqVSpdN2nh+dMTntam3ZtUObayt61YgWKasXaGVmxbod5NexOiAwAAAEAWybTzftu0aaNvvvkms24OAIDQY9XEp53mwvPcuaWePaXffiM8DxHW4mTh5oWavma6d2nr2cb6mJ9zjqsuv/lm6bvvXHhevrx0552uN35ApUrpDs/tMVjluYXnteNqKzZfrLfdLm3dtg+cOzB7HysAAAAiVuq2gfyfCWTiJKJff/21ihcvnlk3BwBA6NizR+rVS3rtNbdetaoL0c891++RIVWLk/kb52vvwb2Kzhut2iVrZ02LE5vIc+JEqVw5qXZtt81a90yb5r62SvNAa5Z69U5oMln70GKPqUJsBTcHTWJwn63b9nkb5nnXq1Gixok+MgAAAORgtA0EMilAr1evXopJRBMTE7V+/Xpt3LhR7777bkZvDgCA0DZzpnTDDdK8eW7d+p6/8krKimL4KnmLEwuUC0YV1K4DuzK3xcmWLdJPP7kJY+1yxw7pnnukt95y+xs3lt5/X2rXzlWdZ5Lte7d7BwTsMaUlJipGa/9b610PAAAAOF60DQQyMUC/+OKLUwTouXPnVsmSJdWsWTPVqlUrozcHAEBIynXokHI/95z0zDPSwYOuNcfHH0tt2/o9NBylxUngf5TY/K7FyfxN870WJ/Fl4pU7V+6MV5q/+aYLzSdPlg4dCu6zFixFigTX8+aVbr9dma1IdBGvmt4OCNhjSm33gd3efrseAAAAkBn/U0cpyjvzMdA28IT+pwZyYoD+pE18BQBAJFu4UI179lSehQvd+hVXSO+9J8XF+T0yHKvFiU6gxYkdKFm6VKpRIxiKW4C+cqVbt1731palQwfpzDNdH/wsVq14Na8VjVX+2IeX5OwswNU7VqtB+Qbe9QAAAIDjQdtAIJMD9Dx58mjdunUqlWryq82bN3vbDiWvzgIAINwMGqS8d96p4rt3K7FIEeV65x3p2mtPqI81ss4JtzixViyjRknDhkkjRlgqLW3Y4MJz+5k/8ogL1i04r+xOZc1OVuFjPSfttFmr/PFOp42SduzfoeU7liuuYJxuPO1GKoEAAABw3GgbCGRygG7VTmnZt2+f8uXLl9GbAwAgNOzdK3XrJn3wgSwq33jqqSr63XeKsglDEbKOq8WJVZR//71rzTJ+vGvVEmAToi9ZItWs6da7dJHfrNek9ZwMTOhkAfrWPVu9ynMLz+lFCQAAgBNB20AgkwL0N+0U5v8/deOjjz5SoWSTp1nV+cSJE+mBDgAIT8uWuTYtNmForlw69Pjjmhofr7YVK/o9MmSwxUnqic6txcmZZeur2v9PhOT56COpT5/gurVssbYsVmV+zjmu+jzEWEhuPScXbFighb8u1MstX1bNUjWpPAcAAMAJo20gcHTp/oT42muvJf3i9OvXz2vlEmCV55UrV/a2AwAQVqwK+cYbpW3bpBIlpP/9TwnNm7t2Hgh5qVucWH9GO8X00H87VPa3v9X7791q9td85f6gmXTJJe6bLr5YmjDBBea2BKrNw+Cx2oeWhVroXRKeAwAAIDPQNhDIpAB9mVXnSWrevLmGDh2qYsWKpfdbAQAIPdbX+vHHpRdecOsNG0pffilZ1Xnylh4IeYEWJ9+NfUfFf5yqM2f+q/rztyn/gYTglX76KRig16/vAnQAAAAAHtoGAkeW4XOUx40bl9FvAQAgtKxfL11zjet/baz3+Usv2SlVfo8Mx6newTjVu+HjFNsSK1dWLqswt/Ys553n29gAAACAcEDbQCBtx9Xkc/Xq1Ro2bJhWrlyp/fv3p9jXt2/f47lJAACyx8SJ0lVXuRDd5vP4+GOpY0e/R4WMTPZqB/Ot9Y5NbP7ee267nTlwyilSwYKuLUuHDspl68l6ogMAAAA4OtoGApkQoI8dO1YdOnRQ1apV9c8//+iUU07R8uXLvd7oZ5xxRkZvDgCA7GFh6yuvSD172uzXUt260jffhE3/6xxt40bpxx+lYcOk0aOlXbvc9pgYO3IvFSjg1qdPl6KjfR0qAAAAACCHB+g9e/ZUjx499NRTT6lw4cL65ptvVKpUKV133XVq3bp11owSAIATYROE3nST9P33bv366yWb+NqqlRHa7r7bVZnbAZCAcuWSqsyVN9m/MoTnAAAAAAC/A/T58+fr888/d9+cN6/27NmjQoUK6emnn9bFF1+sLl26ZPYYAQA4frNmSVdcIS1d6nqcv/mmdPvttPYINTZx66RJrjXLY49JJUq47ZUqufDcznKz0NwW+5qfHwAAAAAgFAP0ggULJvU9L1u2rJYsWaK6dhq8pE2bNmX+CAEAOF7W39wqmPftkypXlr7+Wqpf3+9RIWDrVumnn1xobpfbt7vt9jOyswTMzTdL114rVajg61ABAAAAADlThgP0hg0bavLkyapdu7batm2rBx54QH/++aeGDh3q7QMAwHe7d0v33CP17+/W27WTBg6Uihf3e2Qwf/0lde3qKs6tH31AqVLuZ1W9enBbXJwvQwQAAAAA4LgC9L59+2rnzp3e19YH3b4eMmSIqlev7u0DAMBXixa5li1z50q5c0vPPCM9/LD7GtnPAvJp01zLlXPPddusPcv48e7rU04J9jM/6yx+TgAAAACA8A3QDx06pNWrV+u0005LaufSzyZhAwAgFAwdKnXuLO3Y4aqZv/hCat7c71HlPP/9J40a5Vqz/PijtHmz1KKFNGaM21+2rDR4sNSokVSlit+jBQAAAAAgcwL0PHnyqGXLlt5EokWLFs3ItwIAkLUTUD7yiJ0m5dYbN5aGDJHKlfN7ZDnLhx+6PvPjxrmfSUCxYlLFim4y0MDkn9bXHAAAAACAEJfh86RPOeUULV26NGtGAwBARq1Z46rMA+F5jx7SL78Qnme1hATXJif1GQCjR7vw3PqYP/CAa9WyYYP0ySfB8BwAAAAAgEjtgf7MM8+oR48e6tOnj+rXr++1cUkuNjY2M8cHAMCRWVB+zTUuoLW/P59+Kl16qd+jiuzJWX/+2bVmGT5cWr9eWrVKqlDB7b/zTumCC1xP85o1/R4tAAAAAADZH6C3bdvWu+zQoYNyJaskS0xM9NatTzoAAFle/fzCC9Ljj7uv4+Nd65Bq1fweWeSxgxPffedCcwvP9+4N7itcWJo3LxigX3yxb8MEAAAAACAkAvRx1tcUAAC/bNki3XCDNGKEW7/5Zuntt6UCBfweWWSwPuX790v587v1sWOlO+4I7q9UyY6iu+W886R8+XwbKgAAAAAAIRegN23aNGtGAgDAsfzxh3TFFdKKFVJ0tPTOOy5Ax4nZt89N/DlsmGvNYq1YHn3U7WvdWmrUSGrXzoXmp5xCL3MAAAAAQI6R4QDdTJo0Se+//743mehXX32l8uXLa9CgQapSpYoaN26c+aMEAORsVhXdr5/Uvburjj75ZNey5fTT/R5Z+Nq4UfrxR9eaZdQoadeu4D6bCDQQoBcrJk2d6tswAQAAAADwU+6MfsM333yjVq1aqUCBApo5c6b2WdWapO3bt+u5557LijECAHIyC3atZctdd7nw/JJLpBkzCM9PxMGDUvXqUufO0tCh7jkuV066/XZXgf7TT36PEAAAAACA8AzQn3nmGfXr108ffvihoqKikrafe+65XqAOAECm+ecf6ayzpMGDpTx5pFdecYFvkSJ+jyw8HDgg/fKLdN99rhVLQN680oUXSvXqSb17S9OnS6tWSe+/71q10E8eAAAAAIDja+GyYMECnWeThqVSpEgRbdu2LaM3BwBA2oYMkW69Vdq5Uypb1q03aeL3qELf1q3SyJGun7lVkm/fHty3YIFUs6b72g5KMAEoAAAAAACZG6CXKVNGixcvVuXKlVNsnzx5sqpWrZrRmwMAICVr09Kjh/TWW269WTPp88/tD5DfIwt9r74qPfywdOhQcFvJkq6q/KKLpIoVg9sJzwEAAAAAyPwA/bbbblO3bt30ySefKFeuXFq7dq2mTZumHj166PHHH8/ozQEAELRypdSxo/Tbb269Z0/p6addyxEEWUD+669uAtCrrw72g69Rw+2rW9cF5racfbZrfwMAAAAAADIsw4nEI488ooSEBF1wwQXavXu3184lf/78XoDetWvXjI8AAAAzapR03XXS5s1S0aLSoEFS+/Z+jyp0/PefNHq0C81//FHatMltz507GKBbX/MlSyTOCAMAAAAAwJ8A3arOe/XqpQcffNBr5bJz507VqVNHhQoVypwRAQByFquY7tPHVZonJkpnnCF9/bVUpYrfIwsNGzZIN94ojRvn2tsE2EGGtm2lpk2D26KjCc8BAAAAAMhEx31OfL58+VS4cGFvITwHABwXq6K2qnOrrDZ33CG9/roLgnOihARpxgxp/XrXfsWUKOG2WXherZrUoYPbd+65UlSU3yMGAAAAACCi5c7oNxw8eNDrdV6kSBFvIlFb7OvHHntMBw4cyJpRAgAij/Xwrvd/7d0JvIxl/8fx78FxrIfsRFGylTxKCymRfYm0oA1Fm/ZS6YmKSlEqLaieSkIbIrKlRbusJaJTWYqs2fdz5v/6Xfd/HKdOZTkz9z0zn/frNa+Zue85x3Wermfume/9u39XbS88z59feu01aejQxAvPd+zw2rJcc4109NHS6adL11/vVeMb618+fLi0eLG0dKm3UKgtrEp4DgAAAABA8CrQrc/52LFjNWDAANWtW9dts0VEH3jgAW3YsEFDhgyJxDgBAPHCguFnnpHuuMPOynoLX44ZI510khKK/c0WjH/wgbRzZ+b2woUlO75u2SIVKeJts1YtAAAAAAAg+AH6qFGj9MYbb6hFixb7t5188smqUKGCOnXqRIAOAPjnhTC7dZPeest7fvHF0ksvSampivuTBt9+K1Wvbj3QvG2ff+5Vnptjj/Xaslh7FutpHn4NAAAAAACIrQA9JSXFtW35s0qVKrm+6AAAZOv776ULL5SWLJHy5JEef1y6+WZbnVpxafdu6eOPvZB8wgRp5Upp+nSpcWNv/6WXev3NLTivWTN+/3cAAAAAACCRAvQbb7xR/fr10yuvvOLCdLN79249/PDDbh8AAH/x+uveAqHW77t8ea8C/f/bgMWVzZuld9/1QvOpU6Vt2zL3WZ/3n3/OfF6njncDAAAAAADxE6DPmzdPM2bMUPny5VWrVi23bcGCBdqzZ4/OO+88tW/ffv9rrVc6ACCB7dol3XqrNGyY97xJE2nkSKlkScVNaxbrX16ggPd82TKpS5fM/WXLehXmdjvvPC9EBwAAAAAA8RugFy1aVBfaJfgHsP7nAABkYWHyRRdJc+Z47Un69JF695Zy51ZM27tX+uwzry2LVZpbJf2IEd6+k0+WbI0Qqyy3fuannCLlyuX3iAEAAAAAQLQCdGvdAgDAP5o0SbriCumPP6Rixbyq8+bNFbM2bZImT/YCc7u352HWliYjwwvK7UTB++/7OVIAAAAAAOBngA4AwN/at0+6/37pkUe856efLr39tnTMMYpptvCnVdKHlSghtWrlVZlbWxqqzAEAAAAAiEuHHKBv2LBBffr00UcffaS1a9cqw6ruDrBx48acHB8AIFasWSN16iR99JH33BaWfuIJKW9ev0d2cNLTpa++clXmeaZOVe577sncZ21ZrNe59TK30PyMM2K/FQ0AAAAAAMj5AP2KK65QWlqarr76apUuXVpJdrk6ACCxffqp1KGDtHq1VLCg9NJLUseOCrytW6Vp07zWLNZ2Zv16t9mObCUXLJDCC2NbVX2/fv6OFQAAAAAABD9A//TTT/XZZ5+pVq1akRkRACB2hELSoEHS3Xd7FdzVq0tjxnj3QWfjvPRSac+ezG1Fi0otW2pfixZaf2Bbljx0PAMAAAAAIBEdciJQrVo17bTL2AEAiW3zZqlrV2ncOO+5hdHDhkmFCilQrNWY9S+3KvPTTvPasJj//McLz48/3mvLYrezzpKSkxXau1f7WAwUAAAAAICEd8gB+vPPP6977rnH9UE/6aSTlJycnGV/ampqTo4PABBE1t7kwguln37yepw/9ZR03XVSUNp62YneGTOkCROkiRO91jKmXbvMAN2C86VLpcqVgzNuAAAAAAAQKAdcn35wihYtqi1btqhRo0YqVaqUjjrqKHez7XZ/KGbOnKk2bdqoXLlyrpf6u+++m2X/2LFj1bRpUxUvXtztnz9//qEOFwCQ08aOlerW9cLzY46RPvtMuv76YITQ1kbmgguk4sW9oPzFF73w3KriLfD/c1/2E04IxrgBAAAAAEB8VKBfdtllrup81KhRR7yI6Pbt210v9auuukrtwwu1/Wl//fr1dckll6h79+6H/e8AAHKo3/ljj0m9ennPmzWTRo70wmq/xvPdd9K8eVLnzt623Lmldeu8CnQL9y1Et9u550opKf6MEwAAAAAAJE6AvnDhQs2bN09Vq1Y94n+8RYsW7vZ3rrjiCne/bNmyI/63AABHwHqFX3ut9Oqr3vObbvIWD4324pq7d0uffOL1M7f2LCtWeKG5heTFinmvGTBAKlhQOvlkqssBAAAAAMAROeTko06dOlq5cmWOBOiRsHv3bncLs3YzAIAjsH691/5k5kwvrH76aalHj+iO4aOPbBEOacoUadu2zO3580uNG0sbN2YG6PXqRXdsAAAAAAAgbh1ygH7TTTfplltuUc+ePVWzZs2/LCJ6slX8+ah///568MEHfR0DAMSNH36QWrf2+p3bItFvveW1bol0a5YlS6QSJbybSUuT3nnHe1y2rDem88+XGjWSChSI7HjiTEYoQ2kb07R512YVyVdElYtVVq6kQ14SBQAAAACAhHDIAXqHDh3cvfUtD7M+6KFQyN2n2wJuPurVq5duv/32LBXoFSpU8HVMABCTZsyQLrpI2rRJqlhRmjhROvHEyPxb+/Z5i5GGW7NYYD54sNcqxlhg3ru316rl1FOlXAS+h2Pe6nkavmC4Fq9brF37dilfnnyqXrK6OtfqrNpla/s9PAAAAAAAYj9A/+WXXxRkKSkp7gYAOAIvvCDdcINkJ0WtJcq770olS+bsv7Frl/d7LTR//30vqA/Lm1f6/ffM51Z13rdvzv77CcbC876f9NX6HetVPrW8CiYX1Pa92zVn1Rwt37RcfRr0IUQHAAAAAOBIA/Rjjz32UH8EABArLDDv2VN68knv+eWXSy++KOXLlzO/3/qXFyrkPd67V+rc2Vug1BQv7lWaW5V506ZS4cI582/CtW2xynMLz6uXqO6uGDOpKanu+eL1i/Xat6+pVplatHMBAAAAAOBIAnQzYsQIDR061FWjf/nlly5Uf+qpp1SpUiW1bdv2oH/Ptm3blGaX6f8/+33z589XsWLFdMwxx2jjxo1asWKFVq1a5fYvsZ64ksqUKeNuAIActHWrdOmlXqsWYxXf991nfbqOLJD/+muvLYtVmtuin7Nne/ssILd2YNZb3fqZn3mmt0gpcpz1PLe2LVZ5Hg7Pw+y5bV+0dpF7XZXiVXwbJwAAAAAAQXPIZWZDhgxxPcZbtmypTZs27e95XrRoUReiH4rZs2erdu3a7mbs99rjPn36uOcTJkxwz1u1auWed+zY0T238B4AkINWrpTq1/fCc6s2f+MNr+f44YTnVmU+dqzUtaud8ZTOOkt67DFp0SJpwQJpw4bM1w4Z4u2z1xCeR4wtGGo9z61tS3YKJBdw++11AAAAAADgCCrQn3nmGb344otq166dHn300f3b69SpozvvvPOQfte5557rFh/9O126dHE3AEAEzZol2dVD1nO8dGlp/HjpjDMO//ddd500cmTm8yJFpBYtvNYsdn/UUTkybBy8IvmKuAVDree5tW35sx17d7j99joAAAAAAHAEFejWZiVcMX4gW7hz+/bth/rrAAB+evttqUEDLzyvWdNrt3Iw4XlGhteK5f77JTsmLFyYua9lS+m446Rbb5VmzJDWrZNGj/bawxCe+6JyscqqXrK6ft3y619OXNtz216jVA33OgAAAAAAcAQV6Nbn3PqU/3kx0SlTpqh69eqH+usAAH6wEPWRR7we58ZaZVnI/U8Ld+7c6QXi1svcbqtXZ+6z5yed5D3u2FHq1OnIeqcjR9nCoJ1rddbyTcvdgqHW89zatljluYXnJQqW0JUnX8kCogAAAAAAHG6A3rdvX9eixfqU9+jRQ7t27XJVa7NmzdLo0aPVv39/vfTSSwf76wAAftm9W+rWTXr9de/5bbdJAwf+cw/yuXO9HukWoocVKiQ1beotAGpV52G5CGGDqHbZ2urToI+GLxjuFhRdtXWVa9tS5+g6Ljy3/QAAAAAA4DAD9AcffFDXXXedunXrpvz58+u+++7Tjh07dOmll6pcuXJ6+umn3SKfAIAAs3YqF1wgff65F5g/+6zXs/zAyvTvvvMqyq3dyg03eNtr1PCC8QoVvF7mFpqfe6717/LtT8Ghs5C8VplaStuY5hYMtZ7n1raFynMAAAAAAI4wQD+wZ+pll13mbhagb9u2TaVKlTrYXwMA8MuiRVLr1raYhbew5zvvSI0bS3v2SJ98Ik2Y4AXny5d7r69aNTNAz5fP63Nu7btozRLTLCyvUryK38MAAAAAACD+eqAn/Sk0KVCggLsBAAJu2jTp4oulLVu8BT4nTZKqVZNuvFF67TVp69bM11pYbsG6VZnbYqHhliwVK/o2fAAAAAAAgMAH6FWqVPlLiP5nGzduPNIxAQBy0pAh0k03SenpXnj+5ZdS+Moh64du4XmZMl51uoXm551nZ0j9HjUAAAAAAEBsBejWB72IXfYPAAi+Xbukyy+XxozJ3Pbzz14Ll3CAfvvtUvfuUp06LP4JAAAAAABwJAG6LRJKv3MACLgFC6RHHpHGjpX27cvcnieP1KiR15YlrHp1X4YIAAAAAAAQVwH6v7VuAQD4xCrKTaVK3v2PP0pvvZW5v0EDr9d506ZSaqo/YwQAAAAAAIhBB329figUiuxIAAAHx3qZWx/ze++VTjrJ62s+cKC376uvpB49vMfFinmv+/hj6aKLCM8BAAAAAAAiVYGeceAl/wCA6LL34PHjpffekyZOlNaty9yXO7e0ebP0xhtSly7ewqD/+Y80YYJUoYKfowYAAAAAAIhprBgHAEFloXiYtdG6807plVe88NwWdO7YURo5Ulq7VqpSRerUyQvPzz9f+vRTwnMAAAAAAIBoLiIKAIgga5U1d65XOW6V5j//7IXjefN6Afo110irV3sB+dlnS8nJ0q5d0lVXSaNHe7/DQvZHH/Wq0gEAAAAAAHBECNABwE87d0offugF5nZbtSpzn4Xm8+dLp5/uPb/77qw/u2aNdMEFXp/zPHmkIUOkbt2iO34AAAAAAIA4RoAOAH56/HGpT5/M5wULSk2bSm3aSK1aSaVKZf9zCxdKrVtLy5dLRYtKY8ZIjRpFbdgAAAAAAACJgAAdAKLRmsUCb6swt/YsPXtKF17o7bOg/IUXvHu7NWwo5cv3z79v8mSpQwdp61apcmVp0iSvBzoAAAAAAAByFAE6AETCnj3SzJmZ/cyXLcvcN358ZoBeq5a0YoXXruVgPPOMdOutUkaG1KCBV3levHhk/gYAAAAAAIAER4AOADlt40apUiVpy5bMbVZVft553gKg1pol7GCD8337vOD8uee85127SkOHeguMAgAAAAAAICII0AHgSCxZ4lWYW2j+yCPetmLFpIoVvUU+rU+5heYWnlt/88OxebPXsmXqVC9wf/RRrw3MwYbvAAAAAAAAOCwE6ABwKKwS/IsvMluzLF2aWWH+3/9mhuTWp7xMGSlXriP79375xQvhFy2SChSQXn9duuCCI/87AAAAAAAA8K8I0AHgYFnl98CBXrV5WHKydO65XpW5LRYaVq7ckf97FtS3ayetW+f9PgvsTznlyH8vAAAAAAAADgoBOgD8XeW3BdadOkklS3rbrN+4hee2aGfLll5o3rSplJqa8//+yJHSVVd5i5FaaG4V70cfnfP/DgAAAAAAAP4WAToAmIwMadYsLzS3sHrhQm+7heNduniPLUw/7TSpbl0pT57IjeOBB6R+/bzn1q5lxIjD758OAAAAAACAw0aADiCxLV8u9e0rTZworV2buT13bql+fW9B0LCyZb1bpOzc6YX1b73lPb/7bm9h0iPtow4AAAAAAIDDQoAOILH89pu0YYN08sne8/z5pVde8fqXW7V5ixZea5bmzbOG55H2++9S27ZeFbz1VR82TOraNXr/PgAAAAAAAP6CAB1AfLNgfN68zNYsc+d6i35+9JG3v1Qp6YknvED97LO9PufR9u23UuvW0sqVXmg/dqzUoEH0xwEAAAAAAIAsCNABxKfp070g2oJzqzoPS0qS0tOlffsy+5jfdptvw9SkSVLHjtK2bVKVKl4rmRNO8G88AAAAAAAA2I8AHUB8sLYsxYtnPn/6aS+cNgUKSM2aSW3aSK1aeVXnQaiMtzHecYe3cGjDhtI770S3bQwAAAAAAAD+EQE6gNhkAfT332e2Zvn6a+mXX6Rjj/X2X3GFVKGC18/cwul8+RQYe/dKN93k9Tk33bpJzz/v9T4HAAAAAABAYBCgA4gde/ZIM2dmhubLlmXd//nnmQF6hw7eLWg2bZIuucRrMWPtZAYOlG6/3XsMAAAAAACAQCFABxD8SvNwuGyh+cUXZ+5LSZHOO8+rMrdFOI8+WoH200/eOH/4QSpYUBo1yhs7AAAAAAAAAokAHUDwLF3qheVWaW69y++919vetKnXlqVJE6+fud1bEB0LPv1UuuACr1d7+fLe3/af//g9KgAAAAAAAPwDAnQA/tu3T/rii8zQ3AL0sO3bMwP01FRp+fLYa3fy2mten3PrfV6njvd3li3r96gAAAAAAADwLwjQAfjfoqVaNennnzO32WKaDRp4VeZ2O1AshecZGVLv3tIjj3jPL7pIGj5cKlDA75EBAAAAAADgIBCgA4geW/TTKsy/+UZ66aXMQPy007zFNVu29AJza9tSpIhi2o4d0pVXSmPGeM//+1+pb18pVy6/RwYAAAAAAICDRIAOILIV2BaWh1uzfPdd5r477sh8/OyzUtGiUp44eUuyPuetWklff+1V09vJAgvTAQAAAAAAEFPiJK0CEDgjR3oh+Zo1mdus+rp+fen886USJbyKdGOP48Vvv3mLnS5aJBUrJr37rnT22X6PCgAAAAAAAIeBAB1AzoTGEydK9epJNWt62yw8tvDcFv5s3twLzVu08LYbW1Az3tjipxae20KnRx8tTZsm1ajh96gAAAAAAABwmAjQARzewp/z53ttWaw9y5w53vaePaUBA7zHDRtK06dL55wj5c2ruDd3rneiYN06qUoVLzw/9li/RwUAAAAAAIAjQIAO4OBt3SrdfbcXnP/6a+Z2Wwj0jDOkqlUzt+XLJzVurITw8cdehb3973PKKdLkyVKpUn6PCgAAAAAAAEeIAB3A31u7VvrxR+mss7znBQtKY8d6rVkKFPDalVhw3LKlVLq0EtL48VKHDtLu3VKDBl5FvrWtAQAAAAAAQMwjQAeQtTWLLX5pIbBVmX/1lVdJvWqVtwCo3R5/3Otj3qiRV2WeyF59VerWTUpPl9q2ld54g/9NAAAAAAAA4ggBOgAvKLfw14LzX37Jus8Ww7SK87JlveeXX+7LEANn0CDpjju8x126SC++KOXhLTUeZIQylLYxzT22+6qlqipXUi6/hwUAAAAAAHxA2gMkoj/+8NqxhBf3HDNGevpp73FKinTeeVKbNlLr1lL58r4ONZBV+v/9r9S/v/fcQvSBA70+8Ih581bP0/AFw5W2Lk3dU7ur57SeqlyysjrX6qzaZWv7PTwAAAAAABBlBOhAorBe5taWxarMP/tMmjhRat7c23fRRdKGDV4/c1v4s1Ahv0cbTNaq5YYbpBde8J5biG6LqhKex0143veTvlq/Y70qplZ0247Kf5TmrJqj5ZuWq0+DPoToAAAAAAAkGAJ0IF7t2yd9+WVmaL5kSdb9X3+dGaCfcYZ3w9+zRUKtfc0773i94IcOlbp393tUyMG2LVZ5buF59RLVlaxkKSSl5k11zxevX6zXvn1NtcrUop0LAAAAAAAJhAAdiLf2IuFqaAvMzzknc5/1527QwKsyt9Ysxx3n2zBjzrZt0gUXSB984LW9GTnSq9pH3LBe54vXLVb51PJKsv8PhTL32XPbvmjtIve6KsWr+DlUAAAAAAAQRQToQKxbvjyzyrxcOenVV73tNWpIdepIVat6/cyt2rxIEb9HG3ustU3LltKsWV7f+Hff9drcIK5s3rVZu/btUsHkgtnuL5BcQKu2rnKvAwAAAAAAiYMAHYg1GRnSN99khubffZe5zwLyvXul5GSvEt1CX/pzH75ff5WaNpUWL5aKF5fef186/XS/R4UIKJKviPLlyafte7crNSX1L/t37N3h9tvrAAAAAABA4iBAB2KNVUNPnZr53Ppxn3WW15rFKs0tPA8jPD981gLHwvMVK6Ty5aVp06Tq1f0eFSKkcrHKql6yulsw1HqeHygUCunXLb+qztF13OsAAAAAAEDiIEAHgmrVKmniRGnSJGnECCn1/6ti69aVvvjCa8lioXmLFl51NHLOnDne/67r1klVqkjTp0vHHOP3qBBBtjBo51qdtXzTcrdgaMXUirJ1RLfs2aJlW5apRMESuvLkK1lAFAAAAACABEOADgRpAdAFC7y2LNaeZfbszH1W/RxetPK226RevbzFLJHzPv7YOzGxdat06qnS5MlSyZJ+jwpRULtsbfVp0EfDFwxX2ro0F6D/sfMPV3lu4bntBwAAAAAAiYUAHQhKaHvlldLKlVnbr1i/bWvLYkFuWLgSHTnPFgjt2FHavVtq2NB7zv/eCcVC8lplamnJ2iVa+tVSDWw6UFVLVaXyHAAAAACABEWADkSbtQWxxSjLlZOaNPG2VazohecFCnjbLDRv1UoqU8bv0SaOV16RunXzFmlt104aPVrKl8/vUcEHFpZbr/OlWuruCc8BAAAAAEhcBOhANFqzLF7stWWx9ixffulta906a4D+4YfSmWdK+fP7PeLE88QT0p13eo+7dpVeeEHKw9sjAAAAAABAoiMhAiLFQvK77pLGjZN++inrvtq1pbPOyrrNWoYg+v+N7r1XevRR77mF6AMGeO1zAAAAAAAAkPAI0IGc8scf0tdfS82be88thP3mGy88T0mRGjXyFqe0yvPy5f0eLdLTpeuuk156yXv+2GPeCQ8AAAAAAADg/xGgA0ciLc1ry2LtWT791OufvWaNVLKkt79XL+mWW7xWLYUK+T1ahNkioZddJo0ZI+XKJQ0b5vU/BwAAAAAAAA5AgA4cqu+/l157zQvOf/gh674TT/QWAw0H6M2a+TJE/IOtW6ULLpBmzJDy5pVGjZIuvNDvUQEAAAAAACCACNCBgwlcrVd2aqr3fNYsr0+2sYUmGzTIbM1y3HG+DhX/Yv16qWVLr7WOXRHw7rvSeef5PSoAAAAAAAAEFAE6kJ3ly722LHb7+GNvkcnbbvP2tWrltf9o08brd16kiN+jxcGwKwOaNvWuGiheXJo8WTrtNL9HBQAAAAAAgAAjQAeM9S6fPdsLzK01y7ffZt0/Z07m41KlpNdfj/oQcQSWLPH60FuIbgu4Tp8uVavm96gAAAAAAAAQcAToSFzWliUpyXu8c6d0zjne4pLGFpY86yyvytzas1St6utQcQTs5IddKWDtW+y/47Rp0jHH+D0qAAAAAAAAxAACdCSW1auliRO9KnMLVL/80ttesKC3sOS+fV5g3qKFVKKE36PFkfroI++/57ZtUp060vvvZy7wCgAAAAAAAPwLAnTEf5X5ggWZrVmsTcuBVqzIrEYePdqXISJCxo2TOnaU9uyRGjaUxo+XChf2e1QAAAAAAACIIQToiG+33CI980zWbaef7lUlW3uWChX8Ghki6eWXpe7dvd72dmXBqFFSvnx+jwoAAAAAAAAxJpffAwByxLp10vDh0oUXZl0AtH59KX9+LzB/8UVp1Srp66+l//5XOvnkzB7oiB8DB0pXX+2F53b/1luE5wAAAAAAADgsVKAjdluz/PCD15bFbtbL3LaZ//zHC8dN27bShg1eiI74Zv/977lHGjDAe37XXdKjj3KSBAAAAAAAAIeNAB2xJy1Nat5c+umnrNstOLdK8/btM7elpER9ePCBLf563XXS//7nPX/sMS9ABwAAAAAAAI4AATqCbdMmafJkKT1duvxyb5st+mktW/LmlRo18nqZt26duRgoEsuuXdJll0ljx0q5ckkvvOC1bgEAAAAAAACOEAE6gscqy60ty3vvSZ9+6lUXH3+8F5JaOw4LzqdNk2rUkAoX9nu08NPWrVK7dtKHH3rz4o03vEVDAQAAAAAAgBxAgI7gePxx6eWXpcWLs263oNyqzPfsyWzJcsYZvgwRAbJ+vdSihTR7tlSokDR+vHdFAgAAAAAAAJBDCNDhj23bpOnTvZ7luXNnVp5beJ4nj3TOOV5objerPgcOtHKl1KSJtGSJVKKE1+anTh2/RwUAAAAAAIA4Q4CO6Iae1pbF2rN89JFXUW4tWurX9/Zfc43UoIG3QGjRon6PFkH1ww9S06befKpQwWvnU62a36MCAAAAAABAHCJAR2QtXy79739ecD5/ftZ9lSt7i4SG1a7t3YC/Y+1a7ATLhg1eaG7huYXoAAAAAAAAQAQQoCNn7djhtWcpVcp7vnq11K+f9zhXLqlePa9ti7VmqVrVWxQUOBi2UGjbtt78snYt1rbF2rcAAAAAAAAAEUKAjiNnIfnEiV6V+QcfSJdfLr3wgrfv9NOlLl2khg2lli0JPHF4xo6VOnXy2v7YQqHvvisVLuz3qAAAAAAAABDnCNBx6EIh6dtvM/uZf/NN1v22L8yqzl95JepDRByxFkDWHz8jQ2rfXho1SkpJ8XtUAAAAAAAASAAE6Dg4Fl5aGG6s7coll0hLl2but0pza8ti7Vlq1vRtmIgzAwZId9/tPe7WTRo6VMqd2+9RAQAAAAAAIEEQoOPvrV8vTZrkVZp/+aX088+Zlb8dOniLglpg3qqVVLas36NFvF3lYMH5wIHec3vcvz898wEAAAAAABBVBOjIGlr+8ENmaxYLza3yPOyTT6SmTb3Hffv6NkzEuX37pOuu81q3GAvR77zT71EBAAAAAAAgARGgI9Ozz0o335x1W61aXpW5tWc59VS/RoZEsWuXdOml0rhxXsugl16Sunb1e1QAAAAAAABIUP/f1NofM2fOVJs2bVSuXDklJSXp3XffzbI/FAqpT58+Klu2rPLnz6/GjRvrxx9/9G28cWPTJumNN7yg8sD/zRs2lPLmlZo188L05cu9Ni1WbX7aaZk90IFI2LJFatnSC89tHr7zDuE5AAAAAAAAErcCffv27apVq5auuuoqtW/f/i/7BwwYoMGDB2v48OGqVKmSevfurWbNmmnRokXKly+fL2OOWda/fPJkrz3LzJlem4ywdu28+xNP9PqeFy7s2zCRoNatk1q0kObM8ebf+PHeCR0AAAAAAAAgUQP0Fi1auFt2rPr8qaee0n333ae2bdu6ba+99ppKly7tKtU7duwY5dHGqB071PDmm5W8YkXW7dWre61ZDjxxYQs0Ep4j2mxu2kK0S5ZIJUpIU6bQLggAAAAAAACBENge6L/88ot+//1317YlrEiRIjrjjDP05Zdf/m2Avnv3bncL22JtIRJZgQLKyJNHody5lXTOOV4vc7tVruz3yAAVWrlSeW68Ufr1V6lCBWn6dKlqVb+HBQAAAAAAAAQ7QLfw3FjF+YHseXhfdvr3768HH3ww4uOLJXNvuUVnd+yo5FKl/B4KkGnuXNW/914lbd0qVasmTZvmhegAAAAAAABAQMTdqpC9evXS5s2b999WrlypRLf12GOlo47yexhAptmzlad5c6Vs3aqMOnWkTz8lPAcAAAAAAEDgBDZAL1OmjLtfs2ZNlu32PLwvOykpKUpNTc1yAxAgs2dLTZooadMmbaheXelTp3q9zwEAAAAAAICACWyAXqlSJReUz5gxI0s/86+//lp169b1dWwAjiw816ZNyqhXT1/16cPCtQAAAAAAAAgsX3ugb9u2TWlpaVkWDp0/f76KFSumY445RrfeeqseeughnXDCCS5Q7927t8qVK6d27dr5OWwARxie66yzlD5hgvZZ6xYAAAAAAAAgoHwN0GfPnq2GDRvuf3777be7+86dO+vVV1/VXXfdpe3bt+uaa67Rpk2bVL9+fU2ZMkX58uXzcdQAjjQ81+TJEv8/BgAAAAAAQMD5GqCfe+65CoVCf7s/KSlJffv2dTcAcRSeW9uWvXv9HhkAAAAAAAAQmz3QAcRxeA4AAAAAAADEAAJ0AJFBeA4AAAAAAIAYR4AOIOcRngMAAAAAACAO+NoDHUBihucZoQylbUxzj+2+aqmqypUUP+fzwn/f5l2bVSRfEVUuVpm/DwAAAAAAIAYRoAOIang+b/U8DV8wXGnr0tQ9tbt6TuupyiUrq3OtzqpdtrZiXfjvW7xusXbt26V8efKpesnq/H0AAAAAAAAxiAAdMYsq2NgMz/t+0lfrd6xXxdSKbttR+Y/SnFVztHzTcvVp0CemQ9gD/77yqeVVMLmgtu/dzt8HAAAAAAAQowjQEZOogo3Nti3238zC1+olqitZyVJISs2b6p4vXr9Yr337mmqVqRWTJ0L+/PclJSW57akp/H0AAAAAAACxipQDMVsFa1WvxfIX0wnFTnD39ty2234Eb8FQu1rATnhY5XI4fA2z57Z90dpF+3ujxxr+vtj++wAAAAAAALJDgI6YroK16tfcuXLvr4K17VYFa69DcMJzY6127GoBa/uRnQLJBdx+e10s4u+L7b8PAAAAAAAgOwToiClUwcZmeG6sT7212rGe2dnZsXeH22+vi0X8fbH99wEAAAAAAGSHAB0xhSrYAIbn9er9a3hubJFX61P/65ZfFQqFsuyz57a9Rqka7nWxiL8vtv8+AAAAAACA7BCgI6ZQBRvA8HzKlH8Nz40tLGmLvJYoUMItOLllzxa33e7teYmCJXTlyVfG7AKUf/n7dm/Rvox97p6/DwAAAAAAIDaRdCCmUAXrszlzDis8D6tdtrb6NOijU8udqj92/uG22X2do+uozzl93P5YduDft3HnRtdKyO75+wAAAAAAAGJTHr8HABxOFezyTctd1av1PLe2LVZ5buE5VbARDs8bNz7s8DzMQtZaZWppydolWvrVUg1sOlBVS1WNm/9m4b/PwmVrJWRXQ9gJHf4+AAAAAACA2EOAjpitgh2+YLhbUHTV1lWubYtVwVp4ThVscMPzMAtbLXRdqqVxGb7a31OleBXFq3j/+wAAAAAAAMII0BGTqIKN3fAcAAAAAAAAiBUE6IhZVMFGAeE5AAAAAAAAEhjlugCyR3gOAAAAAACABEeADuCvCM8BAAAAAAAAAnQAf0J4DgAAAAAAADgE6AAyEZ4DAAAAAAAA+xGgA/AQngMAAAAAAABZEKADIDwHAAAAAAAAskGADiQ6wnMAAAAAAAAgWwToQCL7c3g+eTLhOQAAAAAAAPD/CNCBRJVdeJ6a6veoAAAAAAAAgMAgQAcSEeE5AAAAAAAA8K8I0IFEQ3gOAAAAAAAAHBQCdCCREJ4DAAAAAAAAB40AHUgUhOcAAAAAAADAISFABxIB4TkAAAAAAABwyAjQgXg3d67UpAnhOQAAAAAAAHCICNCBeA/PrfL8jz8IzwEAAAAAAIBDRIAOxCvCcwAAAAAAAOCIEKAD8YjwHAAAAAAAADhiBOhAvCE8BwAAAAAAAHIEAToQr+F53bqE5wAAAAAAAMARIEAH4jU8nzKF8BwAAAAAAAA4AgToQDwgPAcAAAAAAAByHAE6EOsIzwEAAAAAAICIIEAHYhnhOQAAAAAAABAxBOhArCI8BwAAAAAAACKKAB2IRYTnAAAAAAAAQMQRoAOxhvAcAAAAAAAAiAoCdCCWEJ4DAAAAAAAAUUOADsQKwnMAAAAAAAAgqgjQgVhAeA4AAAAAAABEHQE6EHSE5wAAAAAAAIAvCNCBICM8BwAAAAAAAHxDgA4E1YIFhOcAAAAAAACAjwjQgSD68UepWTMvPD/zTMJzAAAAAAAAwAcE6EDQ/Pab1KSJtGaNVKuWNHky4TkAAAAAAADgAwJ0IEg2bJCaNpWWL5cqV5amTpWKFvV7VAAAAAAAAEBCIkAHgmLrVqllS2nRIqlcOWn6dKl0ab9HBQAAAAAAACQsAnQgCHbvli64QJo1SypWzAvPK1b0e1QAAAAAAABAQiNAB/y2b5906aXSjBlSwYJez/MaNfweFQAAAAAAAJDw8vg9ACChhULStddKY8dKefNK48dLp5/udmWEMpS2MU2bd21WkXxFVLlYZeVK4pwXAAAAAAAAEC0E6HEsHMAau69aqioBbNDC87vukl5+WcqVS3rjDem889yueavnafiC4Vq8brF27dulfHnyqXrJ6upcq7Nql63t98gBAAAAAACAhECAHqfCAWzaujR1T+2untN6qnLJygSwQfLYY9Ljj3uPX3zR64H+///t+n7SV+t3rFf51PIqmFxQ2/du15xVc7R803L1adCH/4YAAAAAAABAFFCOHIfCAawFrkflP8pts3t7btttP3w2bJjUq5f32EL0q67af9WAnfiw8Lx6iepKTUlV7ly53b09t+2vffuaex0AAAAAAACAyCJAjzN/CWDzprrtdk8AGxBvvildf733+N57pTvu2L/LWu1Y2xarPE9KSsryY/bcti9au2h/ax4AAAAAAAAAkUOAHmcIYANu6lTpiisyFw996KEsu23BUOt5bm1bslMguYDbb68DAAAAAAAAEFkE6HGGADbAvvhCat9e2rtX6tBBeu45O6uR5SVF8hVxC4Zaz/Ps7Ni7w+231wEAAAAAAACILAL0OEMAG1Dffiu1aiXt2CE1by699pqUO/dfXla5WGVVL1ldv275VSGrUj+APbftNUrVcK8DAAAAAAAAEFkE6HGGADaAfvpJatZM2rRJqldPeucdKW/ebF+aKymXOtfqrBIFSmjx+sXasnuL9mXsc/f2vETBErry5Cvd6wAAAAAAAABEFilcnPlLALtni9tu9wSwPli1SmrSRPr9d6lmTWniRKlg9u11wmqXra0+Dfro1HKnauPOja5fvd3XObqO+pzTx+0HAAAAAAAAEHl5ovBvIMrCAezwBcOVti5NSpb+2PmHC2AtPCeAjZKNG73K819+kY4/3ltA9KijDupH7b9RrTK1XHhu/eqt5Y5dNcCJDwAAAAAAACB6CNDjVDiAXbJ2iZZ+tVQDmw5U1VJVCWCjZft2r+f5woVS2bLS9One/SGw/1ZVileJ2BABAAAAAAAA/DPS1DhmAWy41znVy1G0e7d0wQXSV195FefTpkmVKvk9KgAAAAAAAACHiEQVyEnp6dLll3sV59br/P33pZNO8ntUAAAAAAAAAA4DATqQU0Ih6brrpHfekZKTpXHjpDPP9HtUAAAAAAAAAA4TATqQU3r1kl56ScqVSxo1SmrSxO8RAQAAAAAAADgCBOhAThgwQHrsMe/xsGHSRRf5PSIAAAAAAAAAR4gAHThSL74o3X13ZpDerZvfIwIAAAAAAACQAwjQgSNh/c6t77mxEL1nT79HBAAAAAAAACCHEKADh2v6dOnSS6WMDKl7d6l/f79HBAAAAAAAACAHEaADh+Orr6R27aS9e6WLL5aGDJGSkvweFQAAAAAAAIAcRIAOHKqFC6WWLaUdO6SmTaURI6Tcuf0eFQAAAAAAAIAcRoAOHIqff/ZC8z/+kM48Uxo7VkpJ8XtUAAAAAAAAACKAAB04WKtXS02aePcnnSRNmiQVLOj3qAAAAAAAAABECAE6cDCs4rxZM68C/bjjpGnTpGLF/B4VAAAAAAAAgAgiQAf+zfbtUuvW0nffSWXKSNOnS2XL+j0qAAAAAAAAABFGgA78kz17pAsvlL74Qipa1Ks8twp0AAAAAAAAAHEv8AH61q1bdeutt+rYY49V/vz5Va9ePX3zzTd+DwuJID1duvJKaepUqUAB6f33pZo1/R4VAAAAAAAAgCgJfIDerVs3TZ8+XSNGjNB3332npk2bqnHjxvrtt9/8HhriWSgk9eghvfmmlJwsjR0r1a3r96gAAAAAAAAARFGgA/SdO3dqzJgxGjBggM455xxVrlxZDzzwgLsfMmSI38NDPLvvPmnYMCkpSXr9dW8BUQAAAAAAAAAJJY8CbN++fUpPT1e+fPmybLdWLp999lm2P7N79253C9uyZUvEx4k488QT0iOPeI+HDpUuucTvEQEAAAAAAADwQaAr0AsXLqy6deuqX79+WrVqlQvTX3/9dX355ZdavXp1tj/Tv39/FSlSZP+tQoUKUR83YtjLL0t33uk97t9fuuYav0cEAAAAAAAAwCeBDtCN9T4PhUI6+uijlZKSosGDB6tTp07KlSv7offq1UubN2/ef1u5cmXUx4wYZX3Ou3f3HvfsKd19t98jAgAAAAAAAOCjQLdwMccff7w++eQTbd++3bVjKVu2rDp06KDjjjsu29dbyG434JDMmCF16iRlZEhXXy099pjX/xwAAAAAAABAwgp8BXpYwYIFXXj+xx9/aOrUqWrbtq3fQ0K8+PpryebTnj3ShRdmLh4KAAAAAAAAIKEFvgLdwnJr4VK1alWlpaWpZ8+eqlatmrp27er30BAPvv9eatlS2r5datxYGjlSyp3b71EBAAAAAAAACIDAV6BbH/MePXq40PzKK69U/fr1XaienJzs99AQ65Ytk5o2lTZulM44Qxo3znoA+T0qAAAAAAAAAAER+Ar0Sy65xN2AHLVmjdSkibRqlXTiidKkSVKhQn6PCgAAAAAAAECABL4CHchxmzZJzZpJaWlSxYrStGlS8eJ+jwoAAAAAAABAwBCgI7Hs2CG1bi0tWCCVLi1Nny6VK+f3qAAAAAAAAAAEEAE6EseePdJFF0mffy4VKeJVnleu7PeoAAAAAAAAAAQUAToSQ0aG1KWLNHmylD+/1/P85JP9HhUAAAAAAACAACNAR/wLhaSbbpJGj5by5JHGjpXOOsvvUQEAAAAAAAAIOAJ0xL8+faTnn5eSkqQRI6Tmzf0eEQAAAAAAAIAYQICO+Pbkk9JDD3mPLUTv2NHvEQEAAAAAAACIEQToiF/Dh0u33+49fvhh6brr/B4RAAAAAAAAgBhCgI749O670tVXe48tRO/Vy+8RAQAAAAAAAIgxBOiIPx99JHXoIKWnS127So8/7vU/BwAAAAAAAIBDQICO+DJ7tnT++dKePVK7dtILLxCeAwAAAAAAADgsBOiIH4sXS82bS9u2SY0aSaNHS3ny+D0qAAAAAAAAADGKAB3xYflyqWlTacMG6bTTvB7o+fL5PSoAAAAAAAAAMYwAHbFv7VqpSRPp11+l6tWlyZOlwoX9HhUAAAAAAACAGEeAjti2ebPXtuXHH6Vjj5WmTZOKF/d7VAAAAAAAAADiAAE6YteuXd6CofPmSaVKSdOnS+XL+z0qAAAAAAAAAHGCAB2xKSND6tJFmjlTSk2Vpk6VTjjB71EBAAAAAAAAiCME6IhN990nvfmmlJwsjRsn/ec/fo8IAAAAAAAAQJwhQEfsefFFqX//zMeNGvk9IgAAAAAAAABxiAAdscUWCb3+eu/x/fdLnTv7PSIAAAAAAAAAcYoAHbHj22+liy6S0tOlK67wAnQAAAAAAAAAiBACdMSGVaukVq2krVulc8+VXnpJSkrye1QAAAAAAAAA4hgBOoLPQnMLz3/9VapWTRo7Vsqb1+9RAQAAAAAAAIhzBOgItn37pI4dpfnzpVKlpPffl446yu9RAQAAAAAAAEgABOgIrlBIuvlmLzTPn1967z2pUiW/RwUAAAAAAAAgQRCgI7gGDZKGDPF6nY8cKZ1+ut8jAgAAAAAAAJBACNARTGPGSD17eo+feEK64AK/RwQAAAAAAAAgwRCgI3i++kq6/HKvhUuPHtKtt/o9IgAAAAAAAAAJiAAdwfLzz9L550u7dkmtW0tPPeW1cAEAAAAAAACAKCNAR3Bs3Ci1bCmtWyedcoo0erSUJ4/fowIAAAAAAACQoAjQEQy7d3t9zpcskSpUkCZOlAoV8ntUAAAAAAAAABIYATr8Z73Or75amjlTSk2VJk2Sypb1e1QAAAAAAAAAEhwBOvx3//3SyJFeu5Z33pFq1vR7RAAAAAAAAABAgA6fvfqq1K+f93joUKlJE79HBAAAAAAAAAAOATr8M2OG1L279/i///XauAAAAAAAAABAQBCgwx/ffy+1by/t2yd16pRZhQ4AAAAAAAAAAUGAjuj7/XepZUtpyxbp7LOlV16RkpL8HhUAAAAAAAAAZEGAjujavl1q3VpasUI64QRp3DgpJcXvUQEAAAAAAADAXxCgI3rS06VLL5XmzJFKlJDef18qXtzvUQEAAAAAAABAtgjQET233y5NmOBVnI8fL1Wu7PeIAAAAAAAAAOBvEaAjOp5+Who82Hs8YoRUr57fIwIAAAAAAACAf0SAjsizavPbbvMeDxggXXyx3yMCAAAAAAAAgH9FgI7I+uYbqVMnKRSSrr1WuvNOv0cEAAAAAAAAAAeFAB2Rs2yZ1KaNtHOn1Ly59OyzUlKS36MCAAAAAAAAgINCgI7I2LRJatlSWrNGqlVLeustKU8ev0cFAAAAAAAAAAeNAB05b88eqX17afFi6eijpYkTpcKF/R4VAAAAAAAAABwSAnTkLOt1fs010kcfSYUKSZMmSeXL+z0qAAAAAAAAADhkBOjIWf36ScOHS7lzS2+/7bVvAQAAAAAAAIAYRICOnPP669L993uPn3/eWzgUAAAAAAAAAGIUATpyxscfS1dd5T2+6y6vjQsAAAAAAAAAxDACdBw5Wyz0ggukvXuliy+W+vf3e0QAAAAAAAAAcMQI0HFk1qyRWraUNm2S6tb1+p/nYloBAAAAAAAAiH0knTh8O3ZI558vLVsmHX+8NH68lD+/36MCAAAAAAAAgBxBgI7Dk54uXX65NGuWVKyY9P77UsmSfo8KAAAAAAAAAHIMAToOjy0UOm6clDevV3lepYrfIwIAAAAAAACAHEWAjkP33HPSoEHe41dflerX93tEAAAAAAAAAJDjCNBxaCZOlG6+2Xv88MNSp05+jwgAAAAAAAAAIoIAHQdv7lypQwcpI0O6+mqpVy+/RwQAAAAAAAAAEUOAjoOzYoXUurW0Y4fUpIk0ZIiUlOT3qAAAAAAAAAAgYgjQ8e82b5ZatZJWr5ZOOkl6+20pOdnvUQEAAAAAAABARBGg45/t3StdfLG0cKFUtqw0aZJUpIjfowIAAAAAAACAiCNAx98LhaTrr5emT5cKFvQWED3mGL9HBQAAAAAAAABRQYCOv/foo9L//iflyiW98YZ0yil+jwgAAAAAAAAAooYAHdkbPVq6917v8eDB3gKiAAAAAAAAAJBACNDxV59+KnXp4j2+/XapRw+/RwQAAAAAAAAAUUeAjqyWLpXatZP27JHat5cGDvR7RAAAAAAAAADgCwJ0ZFq3TmrZUtq4UTr9dGnECK//OQAAAAAAAAAkINJReHbulNq2lX76SapUSZowQSpQwO9RAQAAAAAAAIBvCNAhZWRInTtLX34pFS0qTZoklS7t96gAAAAAAAAAwFcE6JB69ZLefltKTpbGjZOqV/d7RAAAAAAAAADgOwL0RDdsmDRggPf45Zelc8/1e0QAAAAAAAAAEAgE6IlsyhSpRw/v8YMPSpdf7veIAAAAAAAAACAwCNAT1YIF0sUXS+npXv/z3r39HhEAAAAAAAAABAoBeiL69VepVStp2zapUSPphRekpCS/RwUAAAAAAAAAgUKAnmi2bpVat5Z++02qUUMaM0bKm9fvUQEAAAAAAABA4BCgJ5J9+6RLLvHat5QuLU2aJBUt6veoAAAAAAAAACCQCNATRSgk3Xijt3Bo/vzSe+9JFSv6PSoAAAAAAAAACCwC9ASRa9Agadgwr9f56NHSaaf5PSQAAAAAAAAACLQ8fg8AkVfu88+Ve+BA78mTT0pt2/o9JAAAAAAAAAAIPCrQ41zSl1/qlKee8p7cfLN0yy1+DwkAAAAAAAAAYgIBejxbvVq5L7xQuffuVUbr1pK1cQEAAAAAAAAAHBQC9HhWpowyrr9ef1SurPQRI6Tcuf0eEQAAAAAAAADEDHqgx7OkJGX07q3PTj5ZzQsW9Hs0AAAAAAAAABBTAl2Bnp6ert69e6tSpUrKnz+/jj/+ePXr10+hUMjvocWUjORkv4cAAAAAAAAAADEn0BXojz32mIYMGaLhw4frxBNP1OzZs9W1a1cVKVJEN9uCmAAAAAAAAAAAJGKA/sUXX6ht27Zq1aqVe16xYkWNHj1as2bN8ntoAAAAAAAAAIA4F+gWLvXq1dOMGTO0dOlS93zBggX67LPP1KJFi7/9md27d2vLli1ZbgAAAAAAAAAAxFUF+j333OMC8GrVqil37tyuJ/rDDz+syy677G9/pn///nrwwQejOk4AAAAAAAAAQPwJdAX6W2+9pZEjR2rUqFGaO3eu64X++OOPu/u/06tXL23evHn/beXKlVEdMwAAAAAAAAAgPgS6Ar1nz56uCr1jx47uec2aNbV8+XJXZd65c+dsfyYlJcXdAAAAAAAAAACI2wr0HTt2KFeurEO0Vi4ZGRm+jQkAAAAAAAAAkBgCXYHepk0b1/P8mGOO0Yknnqh58+Zp0KBBuuqqq/weGgAAAAAAAAAgzgU6QH/mmWfUu3dv3XDDDVq7dq3KlSuna6+9Vn369PF7aAAAAAAAAACAOBfoAL1w4cJ66qmn3A0AAAAAAAAAgGgKdA90AAAAAAAAAAD8QoAOAAAAAAAAAEA2CNABAAAAAAAAAMgGAToAAAAAAAAAANkgQAcAAAAAAAAAIBsE6AAAAAAAAAAAZIMAHQAAAAAAAACAbBCgAwAAAAAAAACQDQJ0AAAAAAAAAACyQYAOAAAAAAAAAEA2CNABAAAAAAAAAMgGAToAAAAAAAAAANkgQAcAAAAAAAAAIBsE6AAAAAAAAAAAZIMAHQAAAAAAAACAbBCgAwAAAAAAAACQDQJ0AAAAAAAAAACyQYAOAAAAAAAAAEA28ijOhUIhd79lyxYlor1792rHjh3u709OTvZ7OMB+zE0EGfMTQcXcRFAxNxFkzE8EFXMTQcXcRCzPzy3/nwGHM+GcEPcB+tatW919hQoV/B4KAAAAAAAAACAKmXCRIkVy5HclhXIyjg+gjIwMrVq1SoULF1ZSUpISjZ11sZMHK1euVGpqqt/DAfZjbiLImJ8IKuYmgoq5iSBjfiKomJsIKuYmYnl+hkIhF56XK1dOuXLlTPfyuK9At/+hypcvr0RnE4o3PQQRcxNBxvxEUDE3EVTMTQQZ8xNBxdxEUDE3Eavzs0gOVZ6HsYgoAAAAAAAAAADZIEAHAAAAAAAAACAbBOhxLiUlRffff7+7B4KEuYkgY34iqJibCCrmJoKM+YmgYm4iqJibCLIUH+Zn3C8iCgAAAAAAAADA4aACHQAAAAAAAACAbBCgAwAAAAAAAACQDQJ0AAAAAAAAAACyQYAOAAAAAAAAAEA2CNCxH+vJIqiYmwAAAAAAAPAjSyJAT3C7du3Svn373OOkpCS/hwPsx9xELODkDoKM+QkAAIBI4zMnEiFLIkBPYAsXLlTr1q119tlnq3bt2nr99de1cuVKv4cFMDcRaNu3b9fmzZu1d+9eTu4gcJifiCV84UZQMTcRVMxNBAWfOZFoWVJSiHfghPTzzz/r1FNP1cUXX6zTTjtNM2fO1KxZs1S3bl3dcccdqlmzpt9DRIJibiLoB+Ru3bq5s9r2gfHqq69W+/btVaNGDb+HBjA/EWirVq3SihUr3Nw866yzVKhQIbc9IyNDuXJR0wP/MDcRVBb6fPvtt9q0aZPOPPNMHX/88W47cxN+4zMnEjFLIkBPUI8//rimTZvmbmEvvviiRowYodKlS6tfv36qVq2ar2NEYmJuIqiWL1/uDsgdOnRQixYt9Mknn7iDcoECBfTwww+rXr16fg8RCYz5iSCzAKhly5YqXry4vvvuOxcEnX/++br77rtd1RphEPzC3ERQ2Xxs3LixKlWqpLlz57rgxwKh559/3s1J5ib8wmdOJGqWxDtugkpPT9dvv/3mzhaGde/e3d1s+6uvvuouyQGijbmJoLIPhlZV8cwzz7jLwgYOHKg+ffooNTVVt9xyizu7DfiF+Ymg2rhxozp27KhOnTpp8uTJ7ov3SSedpLFjx7pju9XyWAhETQ+ijbmJoNqyZYu6dOni5ub06dPdd6BLLrlEX331lZo1a7Y/PLd7INr4zIlEzZII0BNM+APg0Ucf7SZVWlqaex5usH/FFVe4qouXXnpJ69ev93WsSCzMTQTdnj179MMPP+j333/fv61Vq1a6+eabVaZMGQ0aNEhr1qzxdYxIXMxPBJXNSZufV155pcqVK6cKFSpowIABLricM2eObr31Vvc6+qci2pibCHKAvm3bNtcSo3DhwipZsqRuuukmPfDAA1q9erXbHj7BA0QbnzmRqFkS77gJNKHsDHX4A+Dll1+u4447zp3Z/uOPP5QnT579k+uee+5R3rx59d577/k8aiQC5iZi5YBsfSeLFSumL774IkvFz3nnnef6rH366aeuhyoQTcxPBF3BggXdcdxaZYTnbNGiRXXNNde4uWlzluM6/MDcRFBZJa/5/PPP92+z9hjWbui///2vli1bpueee87HESIR8ZkTiZ4lEaAngMWLF7uzgXZ5zaOPPqopU6a47W+88YabTNZbzS5nsMlltm7dqrJly7qzh0AkMTcRZLai/IGryp977rnuckWrSFuwYEGW11r1Wv78+fmijahhfiJWWCBpX2beeecdrVu3bv+ctYUa7TOAffFhbsIPzE0ElYU89evX14wZMzR//vws26363ALMDz/80NcxInHwmRNBtNiHLIkAPQEmlS3iYJfQHHXUUXr77bd155136rHHHnOXKo4fP971CTr77LM1dOhQvfvuu3rkkUf2LwwBRApzE0H2/fff66qrrlKDBg3cJbPDhw93260vasWKFXXRRRe5qovwGW37UGmXjJUvX97nkSMRMD8RZJs2bXKXzq5du9a1IChSpIhri2E9pu+//373BSbMgkq77PvHH3/cP1+BSGFuIqjsBI4tFGptMTZs2KB8+fK570X23Nq2LF26dP9rU1JS1LBhQ/3yyy+sC4WI4zMngmixT1mSF8UjLlnVxLBhw9zKyCNHjnRnDO1D4KhRo9xCD9a7qnfv3vrmm2/UrVs3vfDCC+6DpfVYs8VKbMVvIBKYmwgy+5JiVT9W4XPGGWe4Lyhvvvmm+2Lz9NNP64MPPnBz1z4wWj+1ypUru4O4XQJufdWASGJ+Ishsntnlszt37nRfpk855RS3sFidOnX01ltvuUXwbJ9dRlu1alX3MzaHrRqIPtOIJOYmgjw37Zht34927dqlUqVK6cknn3SB5aRJk9x9z549deONN6pJkybuZxYuXOhConBlJRAJfOZEEGX4mCXxjhvHbFERq7KwfmnhD34nnHCCrr/+enfm2vqm2SS67rrr3JlEO3tjr7NLw+ySRiBSmJsIMrvsy85ov/jii26u2kIjEyZMUI8ePdwBeciQIfroo4/Uq1cvd9mineG2KgvbZvMYiCTmJ4LKLpNt1qyZOnXq5G6zZs1y4c8555yjiRMnusWb7Lkt0GhfdJKTk92ltHaZt1Wv5c6d2+8/AXGKuYmgskUY27Rp4+Ze9+7dtWjRIndCx3pJWwBpfXytn3TXrl119913u5YZ1r7lk08+0cyZM933JiBS+MyJIMrlY5ZEgB7n7Iy1ffizs4dVqlRx2+ystlVg/Pzzz+5NzhZ6KF68uEqXLu33cJFAmJsIKquusCo0OzibEiVKuHlp/fzsLLYdkPv27av+/fu7SiG72ZdtW4wMiDTmJ4LKgke7bNsWuLNj92mnneaqg6zKt2nTpu4LtYVCFkhay4x58+a54/vXX3/teqkCkcLcRFBZsFO4cGFde+21rh+/VfDanKxQoYIL1G3fhRdeqHHjxrle6DZXLaC0KsvwlRJApPCZE0HVwK8sKYS49uGHH4YqVaoUuv/++0MbNmzIsu+DDz4I5c6dOzR37lzfxofExdxEUI0aNSp0/PHHhz7//PMs27du3Rp66KGHQqecckpoyZIlvo0PiY35iaAaN25cKFeuXKFVq1Zl2W7PO3To4I75aWlpWfZlZGREeZRIRMxNBNXMmTNDSUlJoR9//NE9T09P37/v5ptvDhUqVCi0cOFCH0eIRMZnTgTVhz5lSSwiGoesWX6YLTByyy236KGHHnLN81etWrV/n521pqoC0cTcRCw48cQTXc9Tu+RryZIlWRYUs4o1W9BpxYoVvo4RiYv5iaCyy7ytstf6om7ZsmX/dmuFcfvtt7vKNavwPfDzAL2lEQ3MTQTVWWed5Sop7733Xtcewyp9Q6GQ22ctW8I9+m3bgd+jgGjgMyeCJD0AWRIBehyyPn12kLV+acYmlq0w/+ijj6pfv37u0sRff/1VgwcPds307cMjEA3MTcTCAfnkk092l9JOmTJFzz77rFsIJ8z6q9lB2RYvAaKF+YlYYJfOWhA0bdo0jRkzxl32HXb66ae7efn555+75/SURjQxNxFUFphbmwELIcPff8Inb2yRUAsqLaS0bcxNRAOfORFUuQOQJdEDPQ7f8GxiWU8qW1jk1VdfdWe2rbrCPjy+9tprbpX5ihUrugoM6w1kZxWBSGNuIojsIBz+UmKP7Yt1eCV5+0BoB+Tly5e7bbVr13bz1M5wc4UEoon5iaAf220+WhD02GOPud6TgwYN0o4dO9zCd7bIk7HjuwVCQDQwNxFU4TkZvr/hhhvc3Hz//ffd3LRe/UcddZR7bbFixZSamurms72WKyMQaXzmRBClByRLSrI+Ljn+WxE1q1ev1sqVK/XHH3+ocePG+89M25lqu0zRFnQ4cKXZdevWucVKbNVkW0yHxRkRKb/99ptbSd4OrLaYQ3hu2kIPTz75JHMTvrL5ZpdsH/hF5L777nMH42eeeUYXXHCB22Znsu3S2bffftsdkPfu3etWpLcPjkA0hL9gMz8RVPZVonfv3mrUqJG7GQsnFyxY4EKgJk2auEUcbZ7aoozVq1f3e8hIEMxNBHluXnfddW7xWgt9zAMPPKCpU6dqw4YNatOmjauktFD9q6++cq00gGjhMyf8tjqgOScBegyzS2jOP/98paSkuMlilyjYavJ2ILazMPv27VOePFxkgOj77rvv3Nlpu+zQ+qXZ5V324c9W5T4wEAL8sHDhQjc/b775ZvflJTwX7fLZV155xW0PV/4YOxDbQdnurQrIVvMGIsVOOtoJSDuuW7iTN29ed6Jn2bJlrgcl8xNBM2PGDHei3N5PrWdvvnz53PbXX39d06dPdwGlfUa9//773eXgQCSkpaW5L9rW6zyMuYkgsKry3bt3K3/+/Pvn4OzZs928rFu3rmtBYPuMtSYYN26c+/5kAZBVV5500kk+/wVIlCt1wuw7kQXoN910E585EXXfBjjnJECPUfbGdc4556h9+/a6+uqr3cHYDrA22ewsdo8ePVSyZMn9r7ezh3Zp4oUXXujruBH/7Kzg2Wef7T4Udu/e3R2Yrb+kHYRbtWr1l9czNxHt+WmLiVkFmvVNO+aYY7L9IAn4wY7hbdu2dcdvqzyzD4733HOP22aXITI/4adffvlF7777rpubdlzv0KHD/n0ff/yxatWq5b5oh1tjhVlwZPOWog5Eyvz5812P88cff9x99jwQcxN++v77791x/KeffnIFRdZ+IPx9yOZtpUqVVKRIkb/8XDiioWULIllQZAG5tb6oUKHC/hA9/Fnzz++XQDQEPeckQI9R1hrDDr7vvPOOTj311P3b7QBtl3pZryqbXNbbb+PGjW4Fbzto2yU3VhUMRMLmzZt16aWXqkqVKq5NS1jz5s1dxe/WrVvdY7vsyyot7BJFqxRibiIa7IPh9ddf7y45fPnll/cvGmZVa9ZDzc5oH3gpmM1h+xB55513+jpuJAYLJW1FeTt+WwBkgbm9b9ox3U5I9uzZM0uPXuYnon1lWcuWLd3x2hZgtKvKrB+qzcvsWJ/UY489NurjROKxdix2YtzeJ5944ol/fT1zE9H8vl6/fn333ahmzZoaMWKEm3t2BUR2weTixYtpI4SosKsa7SpHO7FTuXJlffjhhypfvvzfXiXOZ05Ey6KA55z0UIhRdtmMhUB2SZgJryZvX2bsC/iQIUNcKBRefOSjjz7Sc889R0CJiLIKitatW7vV5MMeeughdwntqFGj9OKLL7r5+d5777l9dtkXcxPRYueL7aB87rnnuufWD/W2225zNwuG7MBsvdbCJ4PsID1p0iR3STgQjSo1e0+0xcTs3r5c9+rVy703fvLJJ3rhhRe0a9cu91pbHIf5iWixwNEqgSwEmjZtmjvxaMdzCyutBcaf2XarspwzZ44v40XisPl3xhlnuOO4zTv7bmSfMW1+TpgwQdu2bcvyeuYmosW+m9tioFdeeaWeffZZXXvttbrrrrvcdquwPHBu2udTm7Pt2rXTBx984Ou4Ef/ss+T//vc/d1LH5pu1x7ATPVbIEV7c9kB85kQ07Ql4zkmAHkPszczO/Jn//Oc/7pIvW+DBWDWvXYZorKm+ffm2xvrGfsbOdh933HE+jh7xPjftzc5Yha9VAoX7+FnrlrFjx2rixIkuvLQvOgMHDtz/c8xNRItdjmiXfG3atMn1UbP2GG+++abWr1/vLmG0CkvrgW7z0k4G2SWNVi10YO8/IJLVQD///LNb3Nb6nhv7gm39Ue1LjgXoa9euddut7yTzE9Fg74e2SJhVqN177737K9Ps6jFb1+TPX7SNzWH7TMBi4Igk64FqwaR9abbvRcYCSPtu9Mgjj7iF76666irNmzdv/88wNxEt9hnTrrS1gCfMvhfZfDzllFNcazY7SW7shLlV/1of/uOPP97HUSMRWEsM66vfsWNHV0xknyetpWV2Ibqd3LHPnLYGD585ESmxlHMSoMcICx7tDHazZs3cpd1WjWYTyBYaC6/cbQdq+zBprG/Q9u3b3WP6pSIac9MqeO3yWTs7HWb91KxazVaSDwdC1h/d5qSdWWQhUUTzgGzsA6JV+VhQab3S7IuK9T61fuh24seCInu9fWC0igz7QgNEY37al2m7HPGyyy5zl9Rala9dwmjtheyLSzg0N/YzzE9Egx2n7SSOfaE5sE/viSee6N47V69e/Zef6dy5s6sCZn4ikmz+3Xjjje5YbpXl4TVN7MS4fTadNWuWvvjiCz311FP7f4a5iWgd2+0EuB3Trc/5888/705AWpWkLVj70ksvuZ799h1p/Pjx7mdatGjhjvUWHAGRZmuYhDMke++0gjcLIi1Et3zJjv0WWtoJH2vBai0Eed9EJMRazkl6FQNsFW4LduwLs1X8fPPNN67npB18+/Xr5y5DtCqLAwNJq1IrWLCgm2i0uUe05qb1RH3ggQd06623uv3W6zz8hSa8QJMt4mhfvFmUBNE8INulszNnztTDDz/s+pxbSyFrS3Cgpk2buhM9dlBmfiKa89NOPn799deux6R92bYFGm31edt+9913u9fb1ROcGEe0HHji0b6shKt9DvxMae+T9tkzzNq1/f777+6xnfABIj03TzjhBNcWw+6tenfQoEGqVq2aq1iz3ql2qbdVTS5dunT/zzE3ESnhOWbfx22ePfjgg679gJ0Qt6tx7YqJLl26uPWg7HOpXQFpfc/DLHAHIsE+P1oQbu1Y/nyyx47lVsFr60NZiG6FG7Zo+B133OHm6YHvuUCi55wsOR5wNims4sy+YI8ePdptszPYVk1hLTGsT699WLQPj3YpTo0aNVwAZFXAFmayqjyiPTcHDx7sFn2wM4jWciA8B+2Nr2/fvq7Swi5hZG4iGgdkq+ixA/LkyZNdNVrjxo01YMAAtwiOfam2YMiqLexAPHXqVBeuh6+WAKI1P623pK0uf+aZZ7pjt1VdWO8/u8zbWBWQtSmwq3rC77+c5EGkWNhoVbrW89yudDhwztnNvrTYnLQTOeEw0o7/1p/SLv8Gojk37UoyW2/HTkqGL+MOz1dr12KLi9ki4Zx4RLTnprWttO9E1jLDrsA9sEevtXaxuckJHUSavTfaOhHWe3/NmjXue5Bd7WjvkwdeDW7vpdbK8uqrr3aP7YSO9Ze270ZATgvFaM5JghVw9uFv1apV+yt6TOHChV2Fr1VX2NlsO2DPnj3bVVZarzU7SFtQZJMMiPbcvPnmm90ctFYYdoC26kmrSrMqIKuwtMsVrToIiPYB2S4HGzdunFsAZ+jQoW6xRltMzHqp2ZUSdmLn448/pgIIvs3Pt956yy3uZJd7h1nFkPXznTt3rrv82xCeI1JsYSZr2WLvk/aZ8vbbb3d9ow+cc/aF28JIm8v2BcaqhOzkuR3j7TJvIJpz09gx3E4whudp+N6+ZFtFJS0D4dfctO/rVoVulb4LFy50Vzva+6Z9R7Lnw4YN83v4iPPw3IqF7IrHOnXquIrerl27uqvBw2tHHMjatJQpU8b1OrfvReRJiJSkGM05CdADLFw9YRVotsq8VazZmerw5LKzg7ZtzJgxrprSKn+MHaD5oAg/56Yt2mTbJkyY4FoQWD8/WwTP3vzCrwOifUC2Pud2QLb+qBaU2wdDu0Rs5cqVLjR//PHHVaVKFV/Hjvj3b/PTTj7a8fyee+7RggUL3Mkeey+1qyhYcBmRvsTbWrVY+yC7MsL6S1u1uVX/hMMgY58x7UuMVU7awuE2T61FgX05B/ycm2Hff/+9O0FpV0J+9tlnVPnCt7lp75d2laOF6rZoo30GtXDSPgNYJSU9zxEpGzdudJXnVm1ulbzGrpCwggxr12Invg+8otEyJHvPfPvtt10rDcJzREoolnPOEAIvLS0tVKJEidBVV10V2rp1q9uWkZHh7lesWBFKSkoKTZo0af/rw/uAIMzNKVOmuOfp6em+jhWJITz/Bg8eHDrrrLNCP/zwQ5b9GzduDHXv3j10+umnh/bt2+fTKJGoDnZ+1qtXL7Rz5063bcyYMaGff/7Zl/EisezYsSP03HPPhd544w33/M0333TH8Z49e4bWrVu3/3X23rlhw4ZQkSJFQrlz5w59++23Po4aieBg56b55ZdfQs2bNw8dd9xxoXnz5vk0YiSKQ5mbn332Weihhx4KDR061M1TIJJ+//13931n5syZWb6Ld+3aNXTZZZdl+zMTJkwILV26NKrjROJKi8GckwA9Rnz44YehlJSUUI8ePbIcjFevXh2qVatW6IsvvvB1fEhczE3E6gH5/fffD9QBGYnjYObnxIkTfR4lEtG2bduyPLdQyObjnXfeGVq/fr3btnfvXne8txPkCxcu9GmkSDQHMzft5M7atWtdOLl8+XKfRopE809zM/zdaM+ePX8J1IFIOzAMtzlo7rvvvtAVV1yR5XVbtmyJ+tiAWMySaOESIxo2bOgup7n44ou1evVqXXLJJW61eeujaivRhhcWA6KNuYkgssVvrJ+0LdJobTEeeOCB/Zd5Jycnuzl64KI49JRG0OanLTAGRJu1GjDp6enuMtkOHTq4S23tsm97n7TelNbuatmyZXr99ddZMwKBm5u//PKLa99ibYaAoL1v2gL29r7J505EwwknnLC/9YV9vjQ2N+07epi1IEpJSXHrmPm1MCMSV8MYy5L4f0gMadOmjb744gvXQ80WZrQ3OFvEyfqn2YIPgF+YmwiiWDsgI7EwPxFk4UVC7Uu39e21sOeKK65w/fhtwTxb1InwHEGbmz/99JNbYIzwHEGcm9ZXOhy2A9FkJ3YO7Hce7iPdp08fPfTQQ5o3bx7hOXzTJoaypCQrQ/d7EDg0W7ZscYtCbN26VWXLls128RzAD8xNBJEtlmMHZKv8CR+QbaHG2rVr+z00gPmJQAt/TbAv3eedd57mz5/vFmG2hcEBPzE3EVTMTQRReAFGu+rRCjesOv2+++5zwaUt5gj4bUsMZEkE6ACAuBcLB2QkLuYngszaEvTs2VNPPfWUC4LsSgkgCJibCCrmJoLq4YcfVu/evZWamqoPPvhAderU8XtIQMzgOg0AQNyzD4l2A4KI+YmgO/HEE93VEoRACBrmJoKKuYkgatasmQvQrfK8Ro0afg8HiClUoAMAAAD4Wwf2TgWChLmJoGJuIqi2b99OP37gMBCgAwAAAAAAAACQDW/5XQAAAAAAAAAAkAUBOgAAAAAAAAAA2SBABwAAAAAAAAAgGwToAAAAAAAAAABkgwAdAAAAAAAAAIBsEKADAAAACaZixYp66qmn/B4GAAAAEHgE6AAAAECEdOnSRUlJSe6WnJys0qVLq0mTJnr55ZeVkZFx0L/n1VdfVdGiRQ/53/+7n/vmm290zTXXHPLvAwAAABINAToAAAAQQc2bN9fq1au1bNkyTZ48WQ0bNtQtt9yi1q1ba9++fb6MqWTJkipQoIAv/zYAAAAQSwjQAQAAgAhKSUlRmTJldPTRR+uUU07Rvffeq/Hjx7sw3SrEzaBBg1SzZk0VLFhQFSpU0A033KBt27a5fR9//LG6du2qzZs3769mf+CBB9y+3bt3684773S/2372jDPOcK//t5/7cwsX2zds2DAX6luwXr16dX355ZdKS0vTueee6353vXr19NNPP2X52+zvsL8pX758Ou644/Tggw/6dlIAAAAAiAQCdAAAACDKGjVqpFq1amns2LHuea5cuTR48GB9//33Gj58uD788EPdddddbp8F1xZ2p6amukp2u1lobm688UYXdL/xxhv69ttvdfHFF7uK9x9//PEffy47/fr105VXXqn58+erWrVquvTSS3XttdeqV69emj17tkKhkPv3wj799FP3equmX7RokQvg7YTAww8/HPH//QAAAIBoIUAHAAAAfGAhtbV1Mbfeeqtr7WKV4RauP/TQQ3rrrbfcvrx586pIkSKuStwq2e1WqFAhrVixQq+88orefvttnX322Tr++ONdQF6/fn23/e9+7u9Ytfoll1yiKlWq6O6773Zju+yyy9SsWTNXkW5Bebi63Vi1+T333KPOnTu76nPr7W4hvAXpAAAAQLzI4/cAAAAAgERkFd0WbpsPPvhA/fv31w8//KAtW7a4Nii7du3Sjh07/rZX+Xfffaf09HQXeB/I2roUL178kMdz8skn739si50aaytz4DYbk43PqtoXLFigzz//PEvFuY3n38YNAAAAxBICdAAAAMAHixcvVqVKlVylt/Uev/76610YXaxYMX322We6+uqrtWfPnr8Noq1Heu7cuTVnzhx3f6B/qjT/O8nJyfsfh4P97LZlZGTs//etCr19+/Z/+V3WEx0AAACIBwToAAAAQJRZj3OrIL/ttttcAG6h9BNPPOF6oZtw+5Ywa8di1d0Hql27ttu2du1a18IlO9n9XE6xxUOXLFmiypUrR+T3AwAAAEFAgA4AAABEkLVU+f33312QvWbNGk2ZMsW1a7Gqc1uEc+HChdq7d6+eeeYZtWnTxrVFGTp0aJbfYb3RreJ7xowZbvFRq0q31i3Wo9x+h4XvFqivW7fOvcbasbRq1Srbn8up1ip9+vRxf8Mxxxyjiy66yIX/1tbF/h7r4Q4AAADEAxYRBQAAACLIAvOyZcu6MLt58+b66KOPNHjwYI0fP961XrFge9CgQXrsscd00kknaeTIkS5gP1C9evV03XXXqUOHDipZsqQGDBjgtttioRag33HHHapataratWunb775xoXa//RzOcEWF504caKmTZum0047TWeeeaaefPJJHXvssTn2bwAAAAB+SwrZ6kUAAAAAAAAAACALKtABAAAAAAAAAMgGAToAAAAAAAAAANkgQAcAAAAAAAAAIBsE6AAAAAAAAAAAZIMAHQAAAAAAAACAbBCgAwAAAAAAAACQDQJ0AAAAAAAAAACyQYAOAAAAAAAAAEA2CNABAAAAAAAAAMgGAToAAAAAAAAAANkgQAcAAAAAAAAAIBsE6AAAAAAAAAAA6K/+Dys5SsoJKcczAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from matplotlib.dates import DateFormatter\n", "\n", + "# Where the figure should be saved when exported\n", + "output_folder = \"../data/figures/output_fig_one_day\"\n", + "\n", "# Stores the actuall temperature values as y\n", "y = np.array(df['Temperature'].values)\n", "\n", @@ -667,9 +3271,20 @@ "\n", "plt.legend(loc='upper right')\n", "\n", + "# Save the plot to the 'data/figures/output_fig_one_day' folder\n", + "plot_path = os.path.join(output_folder, f\"regression_{city_name}.png\")\n", + "plt.savefig(plot_path) # Save the plot as a PNG file\n", + "\n", "plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her plotter vi de faktiske verdiene i grønn, og den lineære regresjonsmodellen i striplet linje og den polynome regresjosmodellen i heltrukken rød linje. Her ser vi forskjellen på å bruke lineær og polynom, selv med bare 2 degrees. Hvis vi ser på den lineære vil temperaturen bare fortsette å øke, men det er jo ikke tilfellet, fordi det er varmere på midten av dagen før det blir kaldere igjen på kvelden.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -686,9 +3301,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coefficients: [0.18]\n", + "Mean squared error linear: 1.70\n", + "Mean squared error polynomial: 0.73\n", + "R2 score linear: 0.48\n", + "R2 score polynomial: 0.77\n" + ] + } + ], "source": [ "from sklearn.metrics import mean_squared_error, r2_score\n", "\n", @@ -703,6 +3330,13 @@ "print(\"R2 score linear: {:.2f}\".format(r2_score(y, predicted_temperatures_linear)))\n", "print(\"R2 score polynomial: {:.2f}\".format(r2_score(y, predicted_temperatures_poly)))" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Koeffisienten regnes bare ut for linær regresjon, og den sier at for hver time så øker temperaturen med 0.18 grader, og det kan stemme, men et sted på dagen vil den normalt snu. Dette får ikke denne veriden frem. Så har vi renget ut de gjennomsnittelige kvadrerte avvikene(MSE) for både den lineære og polynome regresjonsmodellen. Som vi ser har den polynome en lavere MSE, 0.73 mot 1.70, som gir mening da den følger utvikling av temperatur både opp og ned. R2 scoren for den lineære regresjonsmodellen er på 0.48, som vil si at mye av temperaturen kan forklares av tiden. Det samme med den polynome regresjonsmodellen, bare at den sier en enda større andel (0.77), kan forklares av tiden.* " + ] } ], "metadata": { diff --git a/notebooks/notebook_one_week_data.ipynb b/notebooks/notebook_one_week_data.ipynb index 2d1e1db..1c3be85 100644 --- a/notebooks/notebook_one_week_data.ipynb +++ b/notebooks/notebook_one_week_data.ipynb @@ -31,9 +31,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Start date => unix timestamp: 1735862400\n", + "End date => unix timestamp: 1736467200\n", + "Unix timestamp => start date: 2025-01-03 00:00:00\n", + "Unix timestamp => end date: 2025-01-10 00:00:00\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -60,6 +71,13 @@ "print(\"Unix timestamp => end date:\", end_date)\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Vi ser at perioden valgt er fra 3. januar 2025 til 10. januar 2025. Vi ser at funskjonen egentlig er ment å ta inn variablene 'yyyy, mm, dd, hh, mm', men den er lagd slik at hvis brukeren bare fyller inn 'yyyy, mm, dd' setter den time og minutt til 00:00. Det samme hvis bruker ikke fyller inn minutt, bare time, så settes de til 00.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -73,9 +91,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stedsnavn: kirkenes\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -91,11 +118,19 @@ "\n", "# User input the city, for the weather\n", "city_name = input_place()\n", + "print('Stedsnavn:', city_name)\n", "\n", "# Stores the values in the variables\n", "data, folder = fetch_time_data(unix_start_date, unix_end_date, city_name)\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Henter data fra Kirkenes.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -111,9 +146,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has been written to /Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/data/../data/json/output_one_week/data_kirkenes.json\n" + ] + } + ], "source": [ "# Gets the absolute path to the src folder\n", "sys.path.append(os.path.abspath(\"../src\"))\n", @@ -129,6 +172,13 @@ "write_data(data, folder, filename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Lagrer dataen for Jørpeland den 30.september 2024 i mappen: `data/json/output_one_week/data_kirkenes.json`. Den finnes altså i json mappen i data mappen, og er lagret i denne notebookens mappe `output_notebook_one_week` med filnavnet `data_kirkenes.json`.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -140,9 +190,267 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
main.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degclouds.allsnow.1hwind.gust
dt
2025-01-03 00:00:00-20.47-27.4798484-20.47-9.883.0918020NaNNaN
2025-01-03 01:00:00-20.47-27.4798577-20.47-9.884.1218020NaNNaN
2025-01-03 02:00:00-20.47-27.4798584-20.47-9.884.1218020NaNNaN
2025-01-03 03:00:00-20.47-27.4798584-20.47-7.883.6018020NaNNaN
2025-01-03 04:00:00-19.47-26.4798577-19.47-7.883.6017075NaNNaN
....................................
2025-01-09 20:00:00-20.47-27.47100784-20.47-6.883.0917099NaNNaN
2025-01-09 21:00:00-20.47-27.47100884-20.47-6.883.09170100NaNNaN
2025-01-09 22:00:00-20.47-27.47100877-20.47-7.883.091700NaNNaN
2025-01-09 23:00:00-21.47-28.47100984-21.47-8.883.0916020NaNNaN
2025-01-10 00:00:00-21.47-27.59100977-21.47-9.882.06150100NaNNaN
\n", + "

163 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " main.temp main.feels_like main.pressure main.humidity \\\n", + "dt \n", + "2025-01-03 00:00:00 -20.47 -27.47 984 84 \n", + "2025-01-03 01:00:00 -20.47 -27.47 985 77 \n", + "2025-01-03 02:00:00 -20.47 -27.47 985 84 \n", + "2025-01-03 03:00:00 -20.47 -27.47 985 84 \n", + "2025-01-03 04:00:00 -19.47 -26.47 985 77 \n", + "... ... ... ... ... \n", + "2025-01-09 20:00:00 -20.47 -27.47 1007 84 \n", + "2025-01-09 21:00:00 -20.47 -27.47 1008 84 \n", + "2025-01-09 22:00:00 -20.47 -27.47 1008 77 \n", + "2025-01-09 23:00:00 -21.47 -28.47 1009 84 \n", + "2025-01-10 00:00:00 -21.47 -27.59 1009 77 \n", + "\n", + " main.temp_min main.temp_max wind.speed wind.deg \\\n", + "dt \n", + "2025-01-03 00:00:00 -20.47 -9.88 3.09 180 \n", + "2025-01-03 01:00:00 -20.47 -9.88 4.12 180 \n", + "2025-01-03 02:00:00 -20.47 -9.88 4.12 180 \n", + "2025-01-03 03:00:00 -20.47 -7.88 3.60 180 \n", + "2025-01-03 04:00:00 -19.47 -7.88 3.60 170 \n", + "... ... ... ... ... \n", + "2025-01-09 20:00:00 -20.47 -6.88 3.09 170 \n", + "2025-01-09 21:00:00 -20.47 -6.88 3.09 170 \n", + "2025-01-09 22:00:00 -20.47 -7.88 3.09 170 \n", + "2025-01-09 23:00:00 -21.47 -8.88 3.09 160 \n", + "2025-01-10 00:00:00 -21.47 -9.88 2.06 150 \n", + "\n", + " clouds.all snow.1h wind.gust \n", + "dt \n", + "2025-01-03 00:00:00 20 NaN NaN \n", + "2025-01-03 01:00:00 20 NaN NaN \n", + "2025-01-03 02:00:00 20 NaN NaN \n", + "2025-01-03 03:00:00 20 NaN NaN \n", + "2025-01-03 04:00:00 75 NaN NaN \n", + "... ... ... ... \n", + "2025-01-09 20:00:00 99 NaN NaN \n", + "2025-01-09 21:00:00 100 NaN NaN \n", + "2025-01-09 22:00:00 0 NaN NaN \n", + "2025-01-09 23:00:00 20 NaN NaN \n", + "2025-01-10 00:00:00 100 NaN NaN \n", + "\n", + "[163 rows x 11 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "\n", @@ -155,6 +463,13 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Funksjonen henter og skriver data fra filen lagret over. Som vi ser inneholder den noen 'NaN' verdier i kolonnene 'snow.1h. og 'wind.gust'.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -168,9 +483,287 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'rain.1h' is not present in the DataFrame. Filling with 'NaN'.\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
main.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degclouds.allsnow.1hwind.gustrain.1h
dt
2025-01-03 00:00:00-20.47-27.4798484-20.47-9.883.0918020NaNNaNNaN
2025-01-03 01:00:00-20.47-27.4798577-20.47-9.884.1218020NaNNaNNaN
2025-01-03 02:00:00-20.47-27.4798584-20.47-9.884.1218020NaNNaNNaN
2025-01-03 03:00:00-20.47-27.4798584-20.47-7.883.6018020NaNNaNNaN
2025-01-03 04:00:00-19.47-26.4798577-19.47-7.883.6017075NaNNaNNaN
.......................................
2025-01-09 20:00:00-20.47-27.47100784-20.47-6.883.0917099NaNNaNNaN
2025-01-09 21:00:00-20.47-27.47100884-20.47-6.883.09170100NaNNaNNaN
2025-01-09 22:00:00-20.47-27.47100877-20.47-7.883.091700NaNNaNNaN
2025-01-09 23:00:00-21.47-28.47100984-21.47-8.883.0916020NaNNaNNaN
2025-01-10 00:00:00-21.47-27.59100977-21.47-9.882.06150100NaNNaNNaN
\n", + "

163 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " main.temp main.feels_like main.pressure main.humidity \\\n", + "dt \n", + "2025-01-03 00:00:00 -20.47 -27.47 984 84 \n", + "2025-01-03 01:00:00 -20.47 -27.47 985 77 \n", + "2025-01-03 02:00:00 -20.47 -27.47 985 84 \n", + "2025-01-03 03:00:00 -20.47 -27.47 985 84 \n", + "2025-01-03 04:00:00 -19.47 -26.47 985 77 \n", + "... ... ... ... ... \n", + "2025-01-09 20:00:00 -20.47 -27.47 1007 84 \n", + "2025-01-09 21:00:00 -20.47 -27.47 1008 84 \n", + "2025-01-09 22:00:00 -20.47 -27.47 1008 77 \n", + "2025-01-09 23:00:00 -21.47 -28.47 1009 84 \n", + "2025-01-10 00:00:00 -21.47 -27.59 1009 77 \n", + "\n", + " main.temp_min main.temp_max wind.speed wind.deg \\\n", + "dt \n", + "2025-01-03 00:00:00 -20.47 -9.88 3.09 180 \n", + "2025-01-03 01:00:00 -20.47 -9.88 4.12 180 \n", + "2025-01-03 02:00:00 -20.47 -9.88 4.12 180 \n", + "2025-01-03 03:00:00 -20.47 -7.88 3.60 180 \n", + "2025-01-03 04:00:00 -19.47 -7.88 3.60 170 \n", + "... ... ... ... ... \n", + "2025-01-09 20:00:00 -20.47 -6.88 3.09 170 \n", + "2025-01-09 21:00:00 -20.47 -6.88 3.09 170 \n", + "2025-01-09 22:00:00 -20.47 -7.88 3.09 170 \n", + "2025-01-09 23:00:00 -21.47 -8.88 3.09 160 \n", + "2025-01-10 00:00:00 -21.47 -9.88 2.06 150 \n", + "\n", + " clouds.all snow.1h wind.gust rain.1h \n", + "dt \n", + "2025-01-03 00:00:00 20 NaN NaN NaN \n", + "2025-01-03 01:00:00 20 NaN NaN NaN \n", + "2025-01-03 02:00:00 20 NaN NaN NaN \n", + "2025-01-03 03:00:00 20 NaN NaN NaN \n", + "2025-01-03 04:00:00 75 NaN NaN NaN \n", + "... ... ... ... ... \n", + "2025-01-09 20:00:00 99 NaN NaN NaN \n", + "2025-01-09 21:00:00 100 NaN NaN NaN \n", + "2025-01-09 22:00:00 0 NaN NaN NaN \n", + "2025-01-09 23:00:00 20 NaN NaN NaN \n", + "2025-01-10 00:00:00 100 NaN NaN NaN \n", + "\n", + "[163 rows x 12 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from my_package.util import ensure_column\n", "\n", @@ -184,6 +777,13 @@ "display(df) " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen sjekker om kolonnene: 'rain.1h', 'snow.1h', 'wind.gust' og 'wind.speed' er i datasettet. Hvis ikke legges kolonnen til og fylles med verdien 'NaN'. Dette ser vi at er tilfellet for 'rain.1h', vi får printet at den ikke er i dataframen, men at den blit lagt til med verdiene 'NaN'. Noe vi også kan se helt til høyre i tabellen. Disse verdiene er viktig å sjekke at er tilstede, da de skal brukes til ulike funksjoner senere, som da vil skape en feilmelding om de ikke er tilstede.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -196,9 +796,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean temperatur: -15.35\n", + "Median temperature: -16.47\n", + "Standard deviation: 4.59\n", + "Highest temperature: -1.47\n", + "Lowest temperature: -22.47\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -266,6 +888,13 @@ "plt.show()\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Vi har regnet ut gjennomsnittet, medianen og standardavvik og funnet den høyeste og målte temperaturen i løpet av perioden. Som vi ser skiller det over 20 grader mellom den laveste målte temperaturen (-22.47) og den høyeste målte temperaturen (-1.47). Vi har også plottet temperaturen for perioden, og lagd på median (prikkete linje) og den gjennomsnittlige temperaturen (striplede linje). Vi ser at gjennomsnittet er høyere enn medianen, dette skyldes at de aller fleste dager var det lav temperatur rundt snittet, men 5. januar hadde ekstra varm vær, sammen med litt varmere vær 9. januar som fører til at gjennomsnittet blir litt varmere enn medianen.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -278,9 +907,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import missingno as msno\n", "\n", @@ -288,6 +938,13 @@ "msno.matrix(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Missingo matrix gir oss muligheten til å se hvilke verdier som mangler. Her ser vi at det har snødd noe, men mangler mange verdier. Det samme med at det er en periode det er målt vindkast. Og vi ser at det ikke er noen verdier for regn, som vi vet da kolonnen manglet helt isted.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -304,9 +961,280 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
main.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degclouds.allsnow.1hwind.gustrain.1h
dt
2025-01-03 00:00:00-20.47-27.4798484-20.47-9.883.09180200.04.810.0
2025-01-03 01:00:00-20.47-27.4798577-20.47-9.884.12180200.04.810.0
2025-01-03 02:00:00-20.47-27.4798584-20.47-9.884.12180200.04.810.0
2025-01-03 03:00:00-20.47-27.4798584-20.47-7.883.60180200.04.810.0
2025-01-03 04:00:00-19.47-26.4798577-19.47-7.883.60170750.04.810.0
.......................................
2025-01-09 20:00:00-20.47-27.47100784-20.47-6.883.09170990.05.290.0
2025-01-09 21:00:00-20.47-27.47100884-20.47-6.883.091701000.05.290.0
2025-01-09 22:00:00-20.47-27.47100877-20.47-7.883.0917000.05.290.0
2025-01-09 23:00:00-21.47-28.47100984-21.47-8.883.09160200.05.290.0
2025-01-10 00:00:00-21.47-27.59100977-21.47-9.882.061501000.05.290.0
\n", + "

163 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " main.temp main.feels_like main.pressure main.humidity \\\n", + "dt \n", + "2025-01-03 00:00:00 -20.47 -27.47 984 84 \n", + "2025-01-03 01:00:00 -20.47 -27.47 985 77 \n", + "2025-01-03 02:00:00 -20.47 -27.47 985 84 \n", + "2025-01-03 03:00:00 -20.47 -27.47 985 84 \n", + "2025-01-03 04:00:00 -19.47 -26.47 985 77 \n", + "... ... ... ... ... \n", + "2025-01-09 20:00:00 -20.47 -27.47 1007 84 \n", + "2025-01-09 21:00:00 -20.47 -27.47 1008 84 \n", + "2025-01-09 22:00:00 -20.47 -27.47 1008 77 \n", + "2025-01-09 23:00:00 -21.47 -28.47 1009 84 \n", + "2025-01-10 00:00:00 -21.47 -27.59 1009 77 \n", + "\n", + " main.temp_min main.temp_max wind.speed wind.deg \\\n", + "dt \n", + "2025-01-03 00:00:00 -20.47 -9.88 3.09 180 \n", + "2025-01-03 01:00:00 -20.47 -9.88 4.12 180 \n", + "2025-01-03 02:00:00 -20.47 -9.88 4.12 180 \n", + "2025-01-03 03:00:00 -20.47 -7.88 3.60 180 \n", + "2025-01-03 04:00:00 -19.47 -7.88 3.60 170 \n", + "... ... ... ... ... \n", + "2025-01-09 20:00:00 -20.47 -6.88 3.09 170 \n", + "2025-01-09 21:00:00 -20.47 -6.88 3.09 170 \n", + "2025-01-09 22:00:00 -20.47 -7.88 3.09 170 \n", + "2025-01-09 23:00:00 -21.47 -8.88 3.09 160 \n", + "2025-01-10 00:00:00 -21.47 -9.88 2.06 150 \n", + "\n", + " clouds.all snow.1h wind.gust rain.1h \n", + "dt \n", + "2025-01-03 00:00:00 20 0.0 4.81 0.0 \n", + "2025-01-03 01:00:00 20 0.0 4.81 0.0 \n", + "2025-01-03 02:00:00 20 0.0 4.81 0.0 \n", + "2025-01-03 03:00:00 20 0.0 4.81 0.0 \n", + "2025-01-03 04:00:00 75 0.0 4.81 0.0 \n", + "... ... ... ... ... \n", + "2025-01-09 20:00:00 99 0.0 5.29 0.0 \n", + "2025-01-09 21:00:00 100 0.0 5.29 0.0 \n", + "2025-01-09 22:00:00 0 0.0 5.29 0.0 \n", + "2025-01-09 23:00:00 20 0.0 5.29 0.0 \n", + "2025-01-10 00:00:00 100 0.0 5.29 0.0 \n", + "\n", + "[163 rows x 12 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from my_package.util import fill_column_0\n", "\n", @@ -326,6 +1254,13 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen bytter ut verdien 'NaN', med 0 for de ønskede kolonnene 'rain.1h', 'snow.1h', 'wind.1h' og 'wind.gust'. Noe vi ser godt for kolonnene 'snow.1h', 'rain.1h' og 'wind.gust' helt til høyre, tidligere hadde denne 'NaN' verdier, men nå har den verdien 0.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -336,9 +1271,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import missingno as msno\n", "\n", @@ -346,6 +1302,13 @@ "msno.matrix(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne missingo matrixen viser tydelig at funksjonen over fylte inn alle de manglende verdiene, for nå er det ingen tomrom, og derav ingen manglende verdier.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -362,9 +1325,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -464,6 +1438,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her plotter vi værdata for perioden 3.januar til 9. januar 2024 i Kirkenes. Vi har temperatur og nedbør på den øverste grafen, her er det to akser og vi må lese av temperatur data på venstre side og nedbørsdata på venstre side. Så vi kan lese av grafen at det snødde ca 0.8mm kl. 10 3. januar, samtidig som det var ca. -15 grader. I den nederste grafen får vi oversikt over vind og vindkast. Som vi ser ble det kun målt vindkast på et tidspunkt, og siden vi fyller inn de 'NaN' verdiene med interpolate, og lar den gjøre det selvom den bare har en verdi. Vil vi få en graf som den over, den finner et lavere punkt på begge sider, også blir den på den verdien. Så her vil vi ikke få mye ut av å lese vindkast av grafen, da dette bare er \"tilpassede verdier\".*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -481,9 +1462,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import seaborn as sns\n", "import os\n", @@ -517,6 +1509,13 @@ "# Show the plot\n", "plt.show()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser en korrelasjonsmatrise for hver av stedene. Den viser sammenhengen mellom de ulike variablene for begge stedene. De hvite radene/kolonnene tyder på manglende verdier. Noe som stemmer med dataen vi har fått over, 'rain.1h' var ikke til stede i dataframen og ble lagt til med 0-verdi. Den sterkeste postive sammenhengen i følge denne korrelasjonsmatrisen er mellom 'main.pressure' og 'wind.gust', dette er en falsk verdi som nevnt over, da det mangler så mange verdier for wind.gust at alle verdiene er \"gjettet\", men det var ikke nok data til å gjette på, så det ble 3 forskjellige verdier totalt. Vi ser derfor bort i fra denne verdien. De sterkeste sammenhengene med temperaturen er 'main.humidity' (0.69) og 'snow.1h' (0.59). Sammenhengen med snø kan vi se på grafen over, de periodene det snør, ser det også ut til å være varmere.*" + ] } ], "metadata": { diff --git a/notebooks/notebook_regression.ipynb b/notebooks/notebook_regression.ipynb index 5a31594..d7e5d4b 100644 --- a/notebooks/notebook_regression.ipynb +++ b/notebooks/notebook_regression.ipynb @@ -25,10 +25,281 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "961996fc", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
main.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degwind.gustclouds.allrain.1hsnow.1h
dt
2024-04-21 22:00:002.202.201027631.624.050.892172.242NaNNaN
2024-04-21 23:00:001.101.101027660.514.050.891701.794NaNNaN
2024-04-22 00:00:000.490.49102765-0.054.050.891581.7930NaNNaN
2024-04-22 01:00:00-0.37-0.37102669-0.973.050.451930.8929NaNNaN
2024-04-22 02:00:00-0.50-0.50102666-1.163.050.451741.3457NaNNaN
.......................................
2024-06-05 17:00:006.196.19995936.078.050.4502.681001.38NaN
2024-06-05 18:00:006.196.19997946.078.050.892633.131001.33NaN
2024-06-05 19:00:006.196.19998956.078.050.891241.791001.10NaN
2024-06-05 20:00:005.695.69998945.518.050.451461.79100NaNNaN
2024-06-05 21:00:004.842.74999944.407.052.471462.9297NaNNaN
\n", + "

8704 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " main.temp main.feels_like main.pressure main.humidity \\\n", + "dt \n", + "2024-04-21 22:00:00 2.20 2.20 1027 63 \n", + "2024-04-21 23:00:00 1.10 1.10 1027 66 \n", + "2024-04-22 00:00:00 0.49 0.49 1027 65 \n", + "2024-04-22 01:00:00 -0.37 -0.37 1026 69 \n", + "2024-04-22 02:00:00 -0.50 -0.50 1026 66 \n", + "... ... ... ... ... \n", + "2024-06-05 17:00:00 6.19 6.19 995 93 \n", + "2024-06-05 18:00:00 6.19 6.19 997 94 \n", + "2024-06-05 19:00:00 6.19 6.19 998 95 \n", + "2024-06-05 20:00:00 5.69 5.69 998 94 \n", + "2024-06-05 21:00:00 4.84 2.74 999 94 \n", + "\n", + " main.temp_min main.temp_max wind.speed wind.deg \\\n", + "dt \n", + "2024-04-21 22:00:00 1.62 4.05 0.89 217 \n", + "2024-04-21 23:00:00 0.51 4.05 0.89 170 \n", + "2024-04-22 00:00:00 -0.05 4.05 0.89 158 \n", + "2024-04-22 01:00:00 -0.97 3.05 0.45 193 \n", + "2024-04-22 02:00:00 -1.16 3.05 0.45 174 \n", + "... ... ... ... ... \n", + "2024-06-05 17:00:00 6.07 8.05 0.45 0 \n", + "2024-06-05 18:00:00 6.07 8.05 0.89 263 \n", + "2024-06-05 19:00:00 6.07 8.05 0.89 124 \n", + "2024-06-05 20:00:00 5.51 8.05 0.45 146 \n", + "2024-06-05 21:00:00 4.40 7.05 2.47 146 \n", + "\n", + " wind.gust clouds.all rain.1h snow.1h \n", + "dt \n", + "2024-04-21 22:00:00 2.24 2 NaN NaN \n", + "2024-04-21 23:00:00 1.79 4 NaN NaN \n", + "2024-04-22 00:00:00 1.79 30 NaN NaN \n", + "2024-04-22 01:00:00 0.89 29 NaN NaN \n", + "2024-04-22 02:00:00 1.34 57 NaN NaN \n", + "... ... ... ... ... \n", + "2024-06-05 17:00:00 2.68 100 1.38 NaN \n", + "2024-06-05 18:00:00 3.13 100 1.33 NaN \n", + "2024-06-05 19:00:00 1.79 100 1.10 NaN \n", + "2024-06-05 20:00:00 1.79 100 NaN NaN \n", + "2024-06-05 21:00:00 2.92 97 NaN NaN \n", + "\n", + "[8704 rows x 12 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "import os\n", @@ -55,6 +326,14 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "id": "8e5ac285", + "metadata": {}, + "source": [ + "**Kommentar**: *Vi leser fra filen `merged_data_2024_mai_2025.json` som inneholder værdata fra mai 2024 til mai 2025 for Trondheim. Vi kan se det på tabellen over som inneholder 8740 rader, det tilsvarer nesten 24 datapunkter hver dagen i løpet av et år. Vi ser også at kolonnene 'rain.1h' og 'snow.1h' inneholder noen 'NaN' verdier.*" + ] + }, { "cell_type": "markdown", "id": "2b142c69", @@ -69,10 +348,281 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "a9888d10", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
main.tempmain.feels_likemain.pressuremain.humiditymain.temp_minmain.temp_maxwind.speedwind.degwind.gustclouds.allrain.1hsnow.1h
dt
2024-04-21 22:00:002.202.201027631.624.050.892172.2420.000.0
2024-04-21 23:00:001.101.101027660.514.050.891701.7940.000.0
2024-04-22 00:00:000.490.49102765-0.054.050.891581.79300.000.0
2024-04-22 01:00:00-0.37-0.37102669-0.973.050.451930.89290.000.0
2024-04-22 02:00:00-0.50-0.50102666-1.163.050.451741.34570.000.0
.......................................
2024-06-05 17:00:006.196.19995936.078.050.4502.681001.380.0
2024-06-05 18:00:006.196.19997946.078.050.892633.131001.330.0
2024-06-05 19:00:006.196.19998956.078.050.891241.791001.100.0
2024-06-05 20:00:005.695.69998945.518.050.451461.791000.000.0
2024-06-05 21:00:004.842.74999944.407.052.471462.92970.000.0
\n", + "

8704 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " main.temp main.feels_like main.pressure main.humidity \\\n", + "dt \n", + "2024-04-21 22:00:00 2.20 2.20 1027 63 \n", + "2024-04-21 23:00:00 1.10 1.10 1027 66 \n", + "2024-04-22 00:00:00 0.49 0.49 1027 65 \n", + "2024-04-22 01:00:00 -0.37 -0.37 1026 69 \n", + "2024-04-22 02:00:00 -0.50 -0.50 1026 66 \n", + "... ... ... ... ... \n", + "2024-06-05 17:00:00 6.19 6.19 995 93 \n", + "2024-06-05 18:00:00 6.19 6.19 997 94 \n", + "2024-06-05 19:00:00 6.19 6.19 998 95 \n", + "2024-06-05 20:00:00 5.69 5.69 998 94 \n", + "2024-06-05 21:00:00 4.84 2.74 999 94 \n", + "\n", + " main.temp_min main.temp_max wind.speed wind.deg \\\n", + "dt \n", + "2024-04-21 22:00:00 1.62 4.05 0.89 217 \n", + "2024-04-21 23:00:00 0.51 4.05 0.89 170 \n", + "2024-04-22 00:00:00 -0.05 4.05 0.89 158 \n", + "2024-04-22 01:00:00 -0.97 3.05 0.45 193 \n", + "2024-04-22 02:00:00 -1.16 3.05 0.45 174 \n", + "... ... ... ... ... \n", + "2024-06-05 17:00:00 6.07 8.05 0.45 0 \n", + "2024-06-05 18:00:00 6.07 8.05 0.89 263 \n", + "2024-06-05 19:00:00 6.07 8.05 0.89 124 \n", + "2024-06-05 20:00:00 5.51 8.05 0.45 146 \n", + "2024-06-05 21:00:00 4.40 7.05 2.47 146 \n", + "\n", + " wind.gust clouds.all rain.1h snow.1h \n", + "dt \n", + "2024-04-21 22:00:00 2.24 2 0.00 0.0 \n", + "2024-04-21 23:00:00 1.79 4 0.00 0.0 \n", + "2024-04-22 00:00:00 1.79 30 0.00 0.0 \n", + "2024-04-22 01:00:00 0.89 29 0.00 0.0 \n", + "2024-04-22 02:00:00 1.34 57 0.00 0.0 \n", + "... ... ... ... ... \n", + "2024-06-05 17:00:00 2.68 100 1.38 0.0 \n", + "2024-06-05 18:00:00 3.13 100 1.33 0.0 \n", + "2024-06-05 19:00:00 1.79 100 1.10 0.0 \n", + "2024-06-05 20:00:00 1.79 100 0.00 0.0 \n", + "2024-06-05 21:00:00 2.92 97 0.00 0.0 \n", + "\n", + "[8704 rows x 12 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from my_package.util import ensure_column\n", "from my_package.util import fill_column_0\n", @@ -99,6 +649,14 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "id": "aa8b44ef", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen sjekker først at alle disse kolonnene: 'rain.1h', 'snow.1h', 'wind.speed', 'wind.gust' er med i datasettet. Før 'rain.1h' og 'snow.1h' blir fylt med 0 hvis det er 'NaN', og alle andre kolonner bruker interpolate ved manglende verdier.*" + ] + }, { "cell_type": "markdown", "id": "0ff7a976", @@ -112,7 +670,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "cf0d7e0f", "metadata": {}, "outputs": [], @@ -124,6 +682,14 @@ "y = df['main.temp']" ] }, + { + "cell_type": "markdown", + "id": "91a3d6ff", + "metadata": {}, + "source": [ + "**Kommentar**: *Her definerer vi temperatur som den avhengige variabelen y, og kolonnene: 'main.humidity', 'clouds.all', 'rain.1h', 'snow.1h', som uavhengige variabler i X.*" + ] + }, { "cell_type": "markdown", "id": "fbf681de", @@ -136,7 +702,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "6e999ab3", "metadata": {}, "outputs": [], @@ -147,6 +713,14 @@ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" ] }, + { + "cell_type": "markdown", + "id": "9b7e991f", + "metadata": {}, + "source": [ + "**Kommentar**: *Her splitter vi X og y inn i trening-sett og test-sett, hvor vi vil at test-settet skal ha 20% av dataen. Det vil si at de resterende 80% går til å trene modellen, random-state på 42, sørger for litt mer tilfeldighetere i dataene som blir til test og train.*" + ] + }, { "cell_type": "markdown", "id": "b78c195d", @@ -159,10 +733,439 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "66e33e6b", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", @@ -173,6 +1176,14 @@ "model.fit(X_train, y_train)" ] }, + { + "cell_type": "markdown", + "id": "581a9929", + "metadata": {}, + "source": [ + "**Kommentar**: *Her blir den lineære regresjonsmodellen laget, og vi tilpasser den trenings-settet.*" + ] + }, { "cell_type": "markdown", "id": "b9acea20", @@ -193,10 +1204,442 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "3a7ec146", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Pipeline(steps=[('polynomialfeatures', PolynomialFeatures()),\n",
+       "                ('linearregression', LinearRegression())])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "Pipeline(steps=[('polynomialfeatures', PolynomialFeatures()),\n", + " ('linearregression', LinearRegression())])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.preprocessing import PolynomialFeatures\n", "from sklearn.linear_model import LinearRegression\n", @@ -212,14 +1655,51 @@ "poly_model.fit(X_train, y_train)" ] }, + { + "cell_type": "markdown", + "id": "85292e4d", + "metadata": {}, + "source": [ + "**Kommentar**: *Her lager vi en polynom regresjonsmodell som vi gir de samme dataene den skal prøve å passe til. Vi gjør det med 2 degrees, så x + x^2.*" + ] + }, + { + "cell_type": "markdown", + "id": "df410aed", + "metadata": {}, + "source": [ + "### Prediktere data\n", + "Vi gir test dataen til den opptrente modellen, og får den til å prediktere verdier." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "dd8c9008", + "metadata": {}, + "outputs": [], + "source": [ + "# Predicts values based on the trained model with the test, the last 20%\n", + "# Predict linear regression\n", + "predictions = model.predict(X_test)\n", + "# Predict polynomial regression\n", + "poly_predictions = poly_model.predict(X_test)" + ] + }, + { + "cell_type": "markdown", + "id": "b061efd7", + "metadata": {}, + "source": [ + "**Kommentar**: *Her gir vi den opptrente modellen de uavhengige variabelene, og får den til å prediktere verdier både for lineær og polynom regresjon med testdataen.*" + ] + }, { "cell_type": "markdown", "id": "d10f1a7b", "metadata": {}, "source": [ - "### Prediksjon og sjekk av modellens styrke\n", - "\n", - "Denne cellen kjører test dataen gjennom den opptrente modellen for å prediktere data.\n", + "### Sjekker modellen\n", "\n", "For å sjekke hvor god modellen er, kan vi regne ut ulike verdier.\n", "\n", @@ -232,17 +1712,25 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "2218629a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coefficients: [-0.25402355 -0.01158152 0.4026039 -2.62531241]\n", + "Mean squared error linear: 40.17\n", + "Mean squared error polynomial: 37.64\n", + "R2 score linear: 0.26\n", + "R2 score polynomial: 0.31\n" + ] + } + ], "source": [ "from sklearn.metrics import mean_squared_error, r2_score\n", "\n", - "# Predicts values based on the trained model with the test, the last 20%\n", - "predictions = model.predict(X_test)\n", - "poly_predictions = poly_model.predict(X_test)\n", - "\n", "# The coefficient, the value of each input\n", "print(\"Coefficients:\", model.coef_)\n", "\n", @@ -255,6 +1743,14 @@ "print(\"R2 score polynomial: {:.2f}\".format(r2_score(y_test, poly_predictions)))" ] }, + { + "cell_type": "markdown", + "id": "591b6f59", + "metadata": {}, + "source": [ + "**Kommentar**: *Koeffesienten regnes bare ut for lineær regresjon, og den sier hvor mye temperaturen endres når hver av de uavhengige variablene øker. For eksempel så synker temperaturen med -0.25 når 'main.humidity' øker. Og øker med 0.40 når 'rain.1h' øker. Så har vi regnet ut de gjennomsnittelige kvadrerte avvikene (MSE) for både den lineære og polynome regresjonsmodellen. Som vi ser er det ikke store forskjellen mellom de da det for lineær er MSE på 40.17 og for den polynome er det MSE på 37.64. R2 scoren for den linære regresjonsmodellen er på 0.26, som vil si at temperaturen kan i liten grad forklares bare av de uavhengige variablene. Det samme med R2 scoren for den polynome regresjonsmodellen som er på 0.31. Det er også greit å legge til at jo flere uavhengige variabler vi legger til vil R2 scoren alltid øke, det fordi flere variabler kan bidra til å forklare mer av den avhengige, men det betyr ikke at de faktisk gjør det.*" + ] + }, { "cell_type": "markdown", "id": "eec0bdd1", @@ -267,10 +1763,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "8c726b19", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -300,6 +1807,14 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "62e19f3a", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser vi at den lineære modellen holder seg for det meste rundt midten og sliter litt med å få med de høye og de lavere målte temperaturene.*" + ] + }, { "cell_type": "markdown", "id": "0461cd92", @@ -312,10 +1827,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "84d5071d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -344,6 +1870,14 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "c97640fe", + "metadata": {}, + "source": [ + "**Kommentar**: *Det samme her med den polynome regresjonsmodellen, likevel er det noe mere spredning både over og under \"gjennomsnittet\". Gjennomsnittet her referer til temperatur ansamlingen i midten mellom 0 og 10 grader.*" + ] + }, { "cell_type": "markdown", "id": "b7037ab8", @@ -356,10 +1890,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "dd2dcbcb", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Restore datetime index to test set (if available)\n", "datetime_index = y_test.index # Assuming it kept the datetime index\n", @@ -377,6 +1922,14 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "07456dde", + "metadata": {}, + "source": [ + "**Kommentar**: *Her har vi fått sortert testdataen på dato, og vi ser hvordan temperaturen er høy om sommeren (venstre bue) og lav om vinteren (høyre bue). Ser vi på de predikterte verdiene fanger ikke de disse opp og nedturene i like stor grad. Men vi kan fortsatt se at på venstre siden så er det ingen predikterte verdier under gjennomsnittet, men det er flere over, og det er litt den samme tendensen, men litt svakere på høyre side, altså om vinteren.*" + ] + }, { "cell_type": "markdown", "id": "e3ffb6ef", @@ -389,10 +1942,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "fc4e1cad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Restore datetime index to test set (if available)\n", "datetime_index = y_test.index # Assuming it kept the datetime index\n", @@ -410,6 +1974,14 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "id": "3f4d527a", + "metadata": {}, + "source": [ + "**Kommentar**: *Vi ser de samme tendensene her på den polynome regresjonsmodellen, den har noe mer spredning enn den lineære på sommer siden (venstre side), men dårligere på vinter siden (høyre side). Det er flere verdier over enn under gjennomsnittet.*" + ] + }, { "cell_type": "markdown", "id": "e0753a0b", @@ -422,10 +1994,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "7abe08ad", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Humidity: 94.0%\n", + "Cloud coverage: 59.0%\n", + "Rain: 0.0mm\n", + "Snow: 2.13mm\n", + "Predicted Temperature: -5.04 °C\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/venv/lib/python3.12/site-packages/sklearn/utils/validation.py:2739: UserWarning: X does not have valid feature names, but PolynomialFeatures was fitted with feature names\n", + " warnings.warn(\n" + ] + } + ], "source": [ "import numpy as np\n", "\n", @@ -445,11 +2037,19 @@ "new_data = np.array([[humidity, clouds, rain, snow]])\n", "\n", "# Use the model, with the new data\n", - "predicted_temp = model.predict(new_data)\n", + "predicted_temp = poly_model.predict(new_data)\n", "\n", "# Prints the predicted temperature\n", "print(f\"Predicted Temperature: {predicted_temp[0]:.2f} °C\")" ] + }, + { + "cell_type": "markdown", + "id": "fc70748c", + "metadata": {}, + "source": [ + "**Kommentar**: *I denne cellen har vi kunne velge ulike verdier for de uavhengige variablene også har vi sendt det til den polynome modellen som predikterer en temperatur basert på det den allerede er trent opp på. Det er litt vanskelig å si noe om denne verdien, men hvis vi ser på R2 scoren kan vi anta at det vil være avvik da den sier at vi kan forkalre variasjonen i temperatur med 0.31 mot de uavhengige. I tilleg som vi ser i grafen over, vil modellen antakligvis være dårligere når det gjelder vinter tid, og det er oftset snø på vinteren.*" + ] } ], "metadata": { diff --git a/notebooks/notebook_statistic_data.ipynb b/notebooks/notebook_statistic_data.ipynb index 04798e4..1d18760 100644 --- a/notebooks/notebook_statistic_data.ipynb +++ b/notebooks/notebook_statistic_data.ipynb @@ -21,9 +21,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stedsnavn: maura\n", + "Data fetch: ok\n" + ] + } + ], "source": [ "import sys\n", "import os\n", @@ -39,10 +48,18 @@ "\n", "# User input the city, for the weather\n", "city_name = input_place()\n", + "print('Stedsnavn:', city_name)\n", "\n", "data, folder = fetch_stat_data(city_name)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen henter data for Maura, fra API-en som lager statistisk data på alle historiske målinger de har gjennomført.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -58,9 +75,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has been written to /Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/data/../data/json/output_statistic/data_maura.json\n" + ] + } + ], "source": [ "# Gets the absolute path to the src folder\n", "sys.path.append(os.path.abspath(\"../src\"))\n", @@ -74,6 +99,13 @@ "write_data(data, folder, filename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Lagrer dataen fra Maura til filen: `data/json/output_statistic/data_maura.json`. Som vil si at vi finner filen med filnavnet `data_maura.json` i mappen for denne notebooken `output_statistic` i json mappen under data.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -85,9 +117,153 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
codcity_idcalctimeresult
0200314627010.778261{'month': 1, 'day': 1, 'temp': {'record_min': ...
1200314627010.778261{'month': 1, 'day': 2, 'temp': {'record_min': ...
2200314627010.778261{'month': 1, 'day': 3, 'temp': {'record_min': ...
3200314627010.778261{'month': 1, 'day': 4, 'temp': {'record_min': ...
4200314627010.778261{'month': 1, 'day': 5, 'temp': {'record_min': ...
...............
361200314627010.778261{'month': 12, 'day': 27, 'temp': {'record_min'...
362200314627010.778261{'month': 12, 'day': 28, 'temp': {'record_min'...
363200314627010.778261{'month': 12, 'day': 29, 'temp': {'record_min'...
364200314627010.778261{'month': 12, 'day': 30, 'temp': {'record_min'...
365200314627010.778261{'month': 12, 'day': 31, 'temp': {'record_min'...
\n", + "

366 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " cod city_id calctime \\\n", + "0 200 3146270 10.778261 \n", + "1 200 3146270 10.778261 \n", + "2 200 3146270 10.778261 \n", + "3 200 3146270 10.778261 \n", + "4 200 3146270 10.778261 \n", + ".. ... ... ... \n", + "361 200 3146270 10.778261 \n", + "362 200 3146270 10.778261 \n", + "363 200 3146270 10.778261 \n", + "364 200 3146270 10.778261 \n", + "365 200 3146270 10.778261 \n", + "\n", + " result \n", + "0 {'month': 1, 'day': 1, 'temp': {'record_min': ... \n", + "1 {'month': 1, 'day': 2, 'temp': {'record_min': ... \n", + "2 {'month': 1, 'day': 3, 'temp': {'record_min': ... \n", + "3 {'month': 1, 'day': 4, 'temp': {'record_min': ... \n", + "4 {'month': 1, 'day': 5, 'temp': {'record_min': ... \n", + ".. ... \n", + "361 {'month': 12, 'day': 27, 'temp': {'record_min'... \n", + "362 {'month': 12, 'day': 28, 'temp': {'record_min'... \n", + "363 {'month': 12, 'day': 29, 'temp': {'record_min'... \n", + "364 {'month': 12, 'day': 30, 'temp': {'record_min'... \n", + "365 {'month': 12, 'day': 31, 'temp': {'record_min'... \n", + "\n", + "[366 rows x 4 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "\n", @@ -97,6 +273,13 @@ "display(data)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Funksjonen henter og skriver ut dataen fra filen lagret over. Og siden det er så mye data ser vi at tabellen bare viser de 5 øverste og de 5 nederste radene, men vi ser fortsatt nede til venstre at filen inneholder 366 kolonner, som stemmer med antall dager i et år, da dette også inkluderer skuddår. VI ser også at det er en del metadata, og at det er litt vanskelig å lese av dataen.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -107,9 +290,396 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
monthdaytemp.record_mintemp.record_maxtemp.average_mintemp.average_maxtemp.mediantemp.meantemp.p25temp.p75...precipitation.st_devprecipitation.numclouds.minclouds.maxclouds.medianclouds.meanclouds.p25clouds.p75clouds.st_devclouds.num
011262.21278.30269.82273.95273.30272.12268.21275.32...0.13312010085.064.2424.092.037.84312
112261.11278.90268.42272.71271.67270.75267.30274.15...0.10312010075.052.290.090.038.96312
213257.62279.20266.41271.67269.16269.12265.18273.24...0.32312010046.547.150.091.041.06312
314254.21278.15265.43270.93268.72268.55264.59273.16...0.23312010054.045.790.085.039.34312
415248.19276.63263.29269.48268.34266.82262.87271.98...0.12312010073.550.170.080.037.20312
..................................................................
3611227248.47279.61266.18271.29271.15268.85266.87273.35...0.19312010075.053.010.090.039.57312
3621228249.51278.15266.29270.37268.16268.39266.15273.15...0.10312010077.566.4840.090.034.72312
3631229255.19278.09267.16271.93269.30269.83266.39274.22...0.14312010075.065.5348.090.032.14312
3641230258.88280.17268.37273.92271.63271.47268.27274.63...0.21312010075.060.8034.090.033.28312
3651231264.72281.48269.93274.33272.39272.34268.65275.39...0.25312010075.066.3843.090.031.69312
\n", + "

366 rows × 52 columns

\n", + "
" + ], + "text/plain": [ + " month day temp.record_min temp.record_max temp.average_min \\\n", + "0 1 1 262.21 278.30 269.82 \n", + "1 1 2 261.11 278.90 268.42 \n", + "2 1 3 257.62 279.20 266.41 \n", + "3 1 4 254.21 278.15 265.43 \n", + "4 1 5 248.19 276.63 263.29 \n", + ".. ... ... ... ... ... \n", + "361 12 27 248.47 279.61 266.18 \n", + "362 12 28 249.51 278.15 266.29 \n", + "363 12 29 255.19 278.09 267.16 \n", + "364 12 30 258.88 280.17 268.37 \n", + "365 12 31 264.72 281.48 269.93 \n", + "\n", + " temp.average_max temp.median temp.mean temp.p25 temp.p75 ... \\\n", + "0 273.95 273.30 272.12 268.21 275.32 ... \n", + "1 272.71 271.67 270.75 267.30 274.15 ... \n", + "2 271.67 269.16 269.12 265.18 273.24 ... \n", + "3 270.93 268.72 268.55 264.59 273.16 ... \n", + "4 269.48 268.34 266.82 262.87 271.98 ... \n", + ".. ... ... ... ... ... ... \n", + "361 271.29 271.15 268.85 266.87 273.35 ... \n", + "362 270.37 268.16 268.39 266.15 273.15 ... \n", + "363 271.93 269.30 269.83 266.39 274.22 ... \n", + "364 273.92 271.63 271.47 268.27 274.63 ... \n", + "365 274.33 272.39 272.34 268.65 275.39 ... \n", + "\n", + " precipitation.st_dev precipitation.num clouds.min clouds.max \\\n", + "0 0.13 312 0 100 \n", + "1 0.10 312 0 100 \n", + "2 0.32 312 0 100 \n", + "3 0.23 312 0 100 \n", + "4 0.12 312 0 100 \n", + ".. ... ... ... ... \n", + "361 0.19 312 0 100 \n", + "362 0.10 312 0 100 \n", + "363 0.14 312 0 100 \n", + "364 0.21 312 0 100 \n", + "365 0.25 312 0 100 \n", + "\n", + " clouds.median clouds.mean clouds.p25 clouds.p75 clouds.st_dev \\\n", + "0 85.0 64.24 24.0 92.0 37.84 \n", + "1 75.0 52.29 0.0 90.0 38.96 \n", + "2 46.5 47.15 0.0 91.0 41.06 \n", + "3 54.0 45.79 0.0 85.0 39.34 \n", + "4 73.5 50.17 0.0 80.0 37.20 \n", + ".. ... ... ... ... ... \n", + "361 75.0 53.01 0.0 90.0 39.57 \n", + "362 77.5 66.48 40.0 90.0 34.72 \n", + "363 75.0 65.53 48.0 90.0 32.14 \n", + "364 75.0 60.80 34.0 90.0 33.28 \n", + "365 75.0 66.38 43.0 90.0 31.69 \n", + "\n", + " clouds.num \n", + "0 312 \n", + "1 312 \n", + "2 312 \n", + "3 312 \n", + "4 312 \n", + ".. ... \n", + "361 312 \n", + "362 312 \n", + "363 312 \n", + "364 312 \n", + "365 312 \n", + "\n", + "[366 rows x 52 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "from my_package.data import extract_city_data_stat\n", @@ -118,6 +688,13 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Nå er det bedre lesbardata, men den inneholder mange ulike dataer for temperatur, blant annet median, gjennomsnitt, 1. kvartil og 3. kvartil. Disse kolonnene kommer for alle de ulike kategoriene, derfor ser vi ikke alle, fordi det ikke er plass.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -130,9 +707,396 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
monthdaytemp.record_mintemp.record_maxtemp.average_mintemp.average_maxtemp.mediantemp.meanpressure.minpressure.max...wind.medianwind.meanprecipitation.minprecipitation.maxprecipitation.medianprecipitation.meanclouds.minclouds.maxclouds.medianclouds.mean
011262.21278.30269.82273.95273.30272.129631029...2.843.2000.900.06010085.064.24
112261.11278.90268.42272.71271.67270.759701036...2.663.0300.900.03010075.052.29
213257.62279.20266.41271.67269.16269.129581035...2.102.6403.000.06010046.547.15
314254.21278.15265.43270.93268.72268.559691033...2.602.5900.900.06010054.045.79
415248.19276.63263.29269.48268.34266.829741033...1.552.0500.900.03010073.550.17
..................................................................
3611227248.47279.61266.18271.29271.15268.859591039...1.542.3600.900.05010075.053.01
3621228249.51278.15266.29270.37268.16268.399681040...1.652.2100.900.03010077.566.48
3631229255.19278.09267.16271.93269.30269.839721039...2.062.5200.900.04010075.065.53
3641230258.88280.17268.37273.92271.63271.479781033...2.542.6700.900.06010075.060.80
3651231264.72281.48269.93274.33272.39272.349571024...3.033.0300.900.10010075.066.38
\n", + "

366 rows × 28 columns

\n", + "
" + ], + "text/plain": [ + " month day temp.record_min temp.record_max temp.average_min \\\n", + "0 1 1 262.21 278.30 269.82 \n", + "1 1 2 261.11 278.90 268.42 \n", + "2 1 3 257.62 279.20 266.41 \n", + "3 1 4 254.21 278.15 265.43 \n", + "4 1 5 248.19 276.63 263.29 \n", + ".. ... ... ... ... ... \n", + "361 12 27 248.47 279.61 266.18 \n", + "362 12 28 249.51 278.15 266.29 \n", + "363 12 29 255.19 278.09 267.16 \n", + "364 12 30 258.88 280.17 268.37 \n", + "365 12 31 264.72 281.48 269.93 \n", + "\n", + " temp.average_max temp.median temp.mean pressure.min pressure.max \\\n", + "0 273.95 273.30 272.12 963 1029 \n", + "1 272.71 271.67 270.75 970 1036 \n", + "2 271.67 269.16 269.12 958 1035 \n", + "3 270.93 268.72 268.55 969 1033 \n", + "4 269.48 268.34 266.82 974 1033 \n", + ".. ... ... ... ... ... \n", + "361 271.29 271.15 268.85 959 1039 \n", + "362 270.37 268.16 268.39 968 1040 \n", + "363 271.93 269.30 269.83 972 1039 \n", + "364 273.92 271.63 271.47 978 1033 \n", + "365 274.33 272.39 272.34 957 1024 \n", + "\n", + " ... wind.median wind.mean precipitation.min precipitation.max \\\n", + "0 ... 2.84 3.20 0 0.9 \n", + "1 ... 2.66 3.03 0 0.9 \n", + "2 ... 2.10 2.64 0 3.0 \n", + "3 ... 2.60 2.59 0 0.9 \n", + "4 ... 1.55 2.05 0 0.9 \n", + ".. ... ... ... ... ... \n", + "361 ... 1.54 2.36 0 0.9 \n", + "362 ... 1.65 2.21 0 0.9 \n", + "363 ... 2.06 2.52 0 0.9 \n", + "364 ... 2.54 2.67 0 0.9 \n", + "365 ... 3.03 3.03 0 0.9 \n", + "\n", + " precipitation.median precipitation.mean clouds.min clouds.max \\\n", + "0 0 0.06 0 100 \n", + "1 0 0.03 0 100 \n", + "2 0 0.06 0 100 \n", + "3 0 0.06 0 100 \n", + "4 0 0.03 0 100 \n", + ".. ... ... ... ... \n", + "361 0 0.05 0 100 \n", + "362 0 0.03 0 100 \n", + "363 0 0.04 0 100 \n", + "364 0 0.06 0 100 \n", + "365 0 0.10 0 100 \n", + "\n", + " clouds.median clouds.mean \n", + "0 85.0 64.24 \n", + "1 75.0 52.29 \n", + "2 46.5 47.15 \n", + "3 54.0 45.79 \n", + "4 73.5 50.17 \n", + ".. ... ... \n", + "361 75.0 53.01 \n", + "362 77.5 66.48 \n", + "363 75.0 65.53 \n", + "364 75.0 60.80 \n", + "365 75.0 66.38 \n", + "\n", + "[366 rows x 28 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from my_package.util import clean_df\n", "\n", @@ -142,6 +1106,13 @@ "display(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne henter en funksjon vi har laget som fjerner alle kolonner som slutter på blant annet '.p25' og '.p75'. Det sørger for mindre kolonner, og vi ser i utskriften over at vi blant annet også får frem kategoriene 'pressure', 'wind' og 'preciptation', noe vi ikke så over da det bare var 'temp' og 'clouds' som var synlige.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -156,9 +1127,165 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
month_daytemp
001-01-1.03
101-02-2.40
201-03-4.03
301-04-4.60
401-05-6.33
.........
36112-27-4.30
36212-28-4.76
36312-29-3.32
36412-30-1.68
36512-31-0.81
\n", + "

366 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " month_day temp\n", + "0 01-01 -1.03\n", + "1 01-02 -2.40\n", + "2 01-03 -4.03\n", + "3 01-04 -4.60\n", + "4 01-05 -6.33\n", + ".. ... ...\n", + "361 12-27 -4.30\n", + "362 12-28 -4.76\n", + "363 12-29 -3.32\n", + "364 12-30 -1.68\n", + "365 12-31 -0.81\n", + "\n", + "[366 rows x 2 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
avg_tempmax_tempmin_tempmedian_tempstdev_temp
05.932.83-37.785.367.67
\n", + "
" + ], + "text/plain": [ + " avg_temp max_temp min_temp median_temp stdev_temp\n", + "0 5.9 32.83 -37.78 5.36 7.67" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from pandasql import sqldf\n", "\n", @@ -202,6 +1329,13 @@ "display(stat_temp)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Ved hjelp av pandas SQL og pivot har vi fått hentet ut data fra begge stedene og satt de side om side for sammenligning. Her ser vi igjen det samme som i cellen over, at tabellen kollapser og viser bare de 5 øverste og de 5 nedeste radene. Tabellen under ser vi derimot hele av, og den viser gjennomsnitt, maks, min og median temperaturen for begge stedene, i tillegg til standardavviket. Som vi ser er gjennomsnittstemperaturen og medianen ikke så veldig forskjellig, men medianen er noe lavere som tyder på et par høye målinger som drar opp snittet. Vi ser også at det skiller nærmer 70 grader, fra laveste målte temperatur, -37.78 grader, til høyeste målte temperatur, 32.83 grader.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -218,9 +1352,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABdIAAAMWCAYAAAD1X3Q/AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Qd4U2UXB/B/994bWpbsKUNkbxBQhoiC4KcsFy5wT4YyRBRUFFFc4EAQEZEhIHsPEWTvUaDQvXfT7zlvmpCG7qZN2v5/z5Mn6c2be9/cm9zenHvuea2ys7OzQUREREREREREREREebLOezIREREREREREREREQkG0omIiIiIiIiIiIiICsBAOhERERERERERERFRARhIJyIiIiIiIiIiIiIqAAPpREREREREREREREQFYCCdiIiIiIiIiIiIiKgADKQTERERERERERERERWAgXQiIiIiIiIiIiIiogLYoorJzMzEv//+i4CAAFhb8zwCERERERERERERkdBoNLh58yZatmwJW9sqFzouUJVbGxJEb9u2rbm7QURERERERERERGSR9u/fj7vuusvc3bAoVS6QLpnoug9DUFAQqmJG/qZNm9CzZ0+eVbJA3D7mw3Vv2bh9LBO3i2Xj9rFM3C6WjdvH8nEbWR5uE8vHbWR5uE0sX1XeRmFhYSoJWRdDpVtsq1xR+JxyLhJEDw4ORlWTkZEBX19fVK9eHXZ2dubuDhnh9jEfrnvLxu1jmbhdLBu3j2XidrFs3D6Wj9vI8nCbWD5uI8vDbWL5uI1uxVDpFq4RIiIiIiIiIiIiIqICMJBORERERERERERERFQABtKJiIiIiIiIiIiIiApQ5WqkF1VWVpaqh1TZyHuSQRJSU1PVeyTLwu0DVXvMxsbG3N0gIiIiIiIiypNGo0F6enqJX8/f/pavMm8jxl1KjoF0I9nZ2bhx4wZiY2NRWd9fYGAgQkNDYWVlZe7ukBFuHy1PT0+1HqryOiAiIiIiIiLLIwH0ixcvqmB6SfG3v+Wr7NuIcZeSYSDdiC6I7u/vD2dn50r3gZIdfWJiIlxdXTn6rgWq6ttH/lElJycjPDxc/R0UFGTuLhERERERERHpf7OGhYWpbN6QkJAS/26v6r/9K4LKuo0YdykdBtINyKUauiC6j48PKvPlR46OjpVqR1BZcPsATk5O6l526vJd5OVGREREREREZAkyMzNVELJatWoq+bKk+Nvf8lXmbcS4S8lVrk9CKelqopdmZ0hEpaf7DlbGcQqIiIiIiIioYtLVyra3tzd3V4hKhXGXkmEgPQ+VrZwLUUXD7yARERERERFZKv5mpYqOn+GSYSCdqBTeeecdPPHEEyabn1w21Lx5cxw8eNBk8yQiIiIiIiIiMkewduXKlUVuv3XrVvUaKbtcFrp164YJEyagIsaLimP48OH46KOPzLLsyo6B9EpAdjIF3aZMmYLKplatWvj444/NPjDtJ598grfeeks/LSkpSe2wZLCGhx9+WNVOM37Nc889hzp16sDBwUENTjJgwABs2rRJf3nYs88+izfeeKPc3w8RERERERERVT6jRo3Sx4gk7lC3bl28++67quZ7WZKBWfv161fk9h06dFCv8fDwUH9///338PT0LPZy8wvIr1ixAu+99x7MES8qT2+//TamT5+OuLg4syy/MuNgo5WA7GR0li5dikmTJuH06dP6aTLCcEUZOVjqjdnalt/HUjLAS1rb7Ouvv1Y7+Zo1a+qnSXBf1veGDRswd+5c9febb76pnrt06RI6duyo/gnMnj0bzZo1U7Wo1q9fj2eeeQanTp1S7R566CF15vL48eNo0qSJid4pERERUeWTrdFIVgkvTyYiIrOau/FMseMfaWlpKsGuJP/DJvauX+zX9O3bF999951a7tq1a1Ucws7OLs9EvtLESgwFBgYWq70ss7ivKQ5vb2+Uh7ziReWpadOmuOOOO/Djjz+q7Uymw4z0SkB2MrqbnLWTnbDhtF9++QWNGjVSIw03btxYfaF1JLgr7ZctW4bOnTurkXvvuusunDlzBgcOHECbNm1UYFjOIEZEROQ6mzl48GBMnToVfn5+cHd3x1NPPaV2toYjHM+cORO1a9dW823RogWWL19+2xnCdevWoXXr1uofyM6dO3H+/HkMGjQIAQEBatnSn7///jvXpTiXL1/GxIkT9WdUhWTe33nnnbnWjQSyJXvduN9yZk5G2W7QoIGaHhoaqgLYEuSWHassX9ZNQWS9Sja5oZiYGNSvX18FyRs2bJjr7Of48eNVX/fv348HHnhAtZNA+Ysvvoi9e/fq20kfJOAu8yciIiKivGXcvIkL9w3A5YdHIIsZV0RERAWSmIvEiCS4+/TTT6NXr15YtWpVqWMl3377rYptyPzl6ny5yj6v0i66+JPEOiTILDEqCfhu27Ytz0xyeTx69GiVVW1cceGHH35Q8So3Nzf1nkaMGIHw8HD9crp3764ee3l5qdfJ+8urtIvEcB599FHVTgbflNjX2bNn9c///PPP6n1LAqTE1SRGJSckDBNaixovkmVLhQJZvixPYl4LFy5UlQ3kfcp7kSsFJEZmvD5k+S1btlSxtR49eqj3Ku2kTxKPk/dvXBFBls+4kukxkF7J/fTTTypDXXaGJ0+exLRp0zBjxgwsWrQoV7vJkyerSz8OHTqkMsLlS/jqq6+qS1F27NiBc+fOqfkYknIkMk/5Yi9ZskRdIiOBdR0Joi9evBgLFixQ2dUS+H7kkUdy7STF66+/jvfff1/NS+qDJyYmon///mr+//77r9pJyQ7gypUrqr0sJzg4WF2GJDuvwnZgxmS+krG/ceNGrF69WmWF33PPPWqnJe91165d+p2j4YkBQ9HR0Thx4oTacRuSfxhffvmlOqsrZ3pfeOEFffu//vpLnQl0cXG5bX7GlyrJyQPpCxERERHdLjs9HddemID0CxeQcvgwrj7zLDRpaebuFhERUYUhQVnDmEdJYiVffPGFinNILfCjR4+qwLwEgwvyyiuv4KWXXlLxnvbt26t4T1RU1G3tJNguyZESKNbFfl5++WX1nPRNSrQcOXJEBeoleK4LlksJ3d9++009lvcjr5PYVl7kNTJGnfR7z5496koBiUfJ/HUkQP3hhx+q4P327dtVbErXj+LEi4TE4nx9fVWCpQTV5YTGgw8+qN6rxOP69OmD//3vf7cFxeUEwmeffYbdu3frT27IupFA/5o1a1RVhHnz5uV6Tdu2bdVy5AoEMh2WdimEfImyU1LMsmwrJ6dSX6YqAXIZYGDIkCHqbznzePjwYXXWS8546chOQHaQQoK/Ut9bdqKSGS3Gjh2ralMZX3IjZx7lrJ2cfZTAtuwQZWcmOx0J2EsmuewYhdQFl4xzCTR37dpVPx95Xe/evfV/y9k+yV7Xkfn9/vvvascmgWp53sbGRn/msbgkkC1Z+brLlORSF8mel2m69S1BcAluy0kC2ZEZkx2nfDbkTK0hyX6Xs5dydlDOLurmJycipL1kqReFzFey7omIiIjodjdnfaAC6NZubnLAjuSDB3H99ddR/aOPYGXNXCGqPOUhSlK+gYioIBKbkHiPZDlLMLc0sRJJ1pSguC6JUJcYWBCJ68hV+rpAvCQdfvPNNyqZ05D0w7DqgqExY8boH0us6dNPP1XLlcRMCfbrSrj4+/vnW2NdYjcSZ5ITBBLI1iWjSiBegvO6Pkp8SxJEpVSKrv8Sx8pPfvEiIbEuSWIVUlJHkkolsP7444+raZLAKuvkv//+Q7t27fSvk/VsGJ+T10o1B3nvYujQodiyZQtee+01/Wtk+XLCQ+q1m6vETGXEQHohJIh+ulVrsyy7waF/YOXsXOLXy+Uh8sWSL5nuSylkMAndwA06kgmuIwFgIeVJDKfpLpMx3AFIEF1HAuay05KzY3IvZ9AMA+RCvsRyOYoh47N08lo52yZn1eTMofQ3JSVFn5FeWvK+DGt9yRlMCXRLYN5QamqqWn95kf4IuRTJmLW19W07edmJFofM1/gMJBEREREBcX/+iZifflKPq30wC9ZOTrjy+BNIWPcXwgMCEfD6rR+RREREpCVZ5hJklsCwBMilEoGuVEpJYiUSI7p+/Tp69uxZrH7oki2FVESQmJBUKCiOf/75R/Vd+ijlWeT9CIkbSUnjopBlyvLvvvtu/TQfHx9V1sawPxL30gXRhZSvMY6PFTVeZBh7kwRRWZ5x7E0Yz984Zid90gXRddMk+9z4igPB2JJpMZBeiUlAWkj2uW7HIDsXmW4cSJdSJDq6M43G03Q7puIsW4Lh1atXz/Wc1M0yZFzqRLLj5VIiuXRGLgmSL7+cXcuvzIphANs4YG14OU5+y5O+So12OfNoTOq/50XOGArZYefXxlC9evXUOtQNKFqYos6XiIiIqLKL+fVXJKxbpz/OS/n3sLr3Hf803HJqoFabMR3XX3kV0d9/D6fmzeDev79Z+0xERGRppG64ZDtLsFyylSWIXJpYicRgzEGSRqWigtykb9IXCaDL34XFjUrCMDYmJLZTULJkQfGivOaVVzzOOP5m3Cav+Ri/RkrMCMaWTIuB9CKUV5HMcHMtuzTkjJTsHC9cuICRI0eqafLFio+PVzWmSkvO/MmZNt1ZLhkwU85uymUwchmNBMxlZ2ZYxqUo5LIaqVN1//3363fexoNZyI4/Kysr1zTZOcglK7JD0+18pIxNYVq1aoWlS5eqS36Kul7kbKS0lbpXMmhoYWR9yE79888/x/PPP3/bPygZSMPwcqNjx47dlrlPREREVNWkHD2GG5OnyEFsrukunTrB95ln9H97DBiAtAsXEPXFAtx8fxZcunSFjevt49IQERFVVRKHKKx+eXFjJVLeVsrE6Ab3LAqJHXXp0kU9lgoEkl1uOEBpYbEfSVCUmupSFkXiT0LqnBu/Thi/1pAM1CnL37dvn760i8xX6qoXNavdFPGisiJxJRlfUBfYLw+L91zCl9suICIxDY2C3DF1YBPcGZJ3aR1Dq45cx/NL/kXvxgFY+OitqhUS35OSZ0sOhCI+JQNtanlh2uBmqO1rvmM8FhAshARkrZ2dzXIrbX10IYN/yqCfUi/qzJkzavAHOWM3d+7cUs9bzvRJ2RjZOaxdu1bVY5edn5yVlEt/JLNcBhiVwRTksh8ZOEEGPzAe6DSv7G0ZUFSC4BKsl8uNjM+syc5aBnm4du0aIiMj9SMgR0RE4IMPPlDLk6C14WjH+ZGTDLJjkdGnZQCNixcvqnpfEvC+evVqnq+R9ygjXEvN96KS/shOXAZ8kIEvpB6XXC4k28bw0iYh882rNjsRERFRVZGdkYEwqSOq0cC1a1dUmz1b3YLnf46QL+bDysYmV3vfp56CXY0ayAwPR+Tnn5ut30RERJVBUWIlUl5FxuWTuIbEOHRxn8JiIzIOngTEZaBSydw2rHluHPuR5EoJ1kvsR8qU1KhRQwXKZTmSOCp1zmVsPUNSE1xialLORuJEuqoJxrEneW9SClliMBJ/euSRR1RVBZleUiWJF5UF2WblGVf688h1TFt9Ei/0qoc1z3VC4yA3PPrNPkQmFjzYaWh0MmasOYm2tbR17Q0t2HYB3+2+hOmDm2LlMx3hZGeLR7/dh9SM/E+QlDUG0iu5cePGqYEhZEAIqbskZwllVF/ZGZWW1MGSHY+cSRw2bBgGDhyYq76W7MjeeecdFciXM30ysrOUeqldu3aB850zZw68vLzUGUEZvVkyueVMqCEZ2EGy1OVMn+4yFVnG/Pnz1U5Z6rdLfaiCRlLWkdpSEpSXnbEMyirzkRMEUveroAx1Wbe//PJLkUveSP0q+aci20AG42jatKmqIS//EOTyKh3pd1xcnCpnQ0RERFRVRX3zLdJOn4aNpyeCZkyHx4D71M2tRw9YGV3SLKwdHBD49lvqcfTixUg9k3vQRiIiIiq6osRKHnvsMXz88ccqFtOkSRPcd999KqBeEMkkl5vEbSTYLIHw/LKmJS701FNPqZiTxH4kcVLuv//+e/z6668qc1zmJaWBDUkwXBJLX3/9dVWtIb+Md4mVSfka6bckOEoGtCSKGpdOKa7ixotMTbaRDJhqOF5iWft650UMbxuCh9qEoF6AG6YPbgYnexssOxia72uyNNmYsPQwJvauhxDv3GNEyrb4dtdFPNejLvo0CVQZ7nOGtcDN+DRsOHET5mKVXdxRECs4OWsml37IgJhyiYPxB03OsEmgN69BASoDw9IupalnJaVXpByJfDGrKvnqSO15ybp/+OGHTbZ9JIAuO/K33tL+EKyKzPFdlHr68g+zf//+pf6nSabH7WOZuF0sG7ePZapI2yXjZjji166F54MPlkmZlLSzZ5EZFQXntm1hZXRcKmVaLg4arLLSZUBRj4EDizzfq889h4SNf8O5TRvU+GFxsa7yrEjbp6qq7NtILmE3NLG3+coCFFVl3yaVAbdR2f9WNf7uFiWekJaWpkrilqQaQUXYNxiTZEhZb//++y/uvPNOVOb4WVnEi4pDkjUl63/Dhg0lirsUFDvNS3qmBo0m/YX5I1vhniaB+ukvLjuM+JRMfP3YrXIthuZsPINTYfH46tE2eGnZEcSnZuhLu1yJSkaX2Vuw5vlOaFLt1jiPD325B42D3DFlYBOYA2ukE5WQ/LP76quvVLkcU5FyOXJGdcKECSabJxEREVFxaZKTETpuLNLOnoMmOQl+BvXITSErPh6XHh4BTWIi7GvVgveoUfAYPAhZcfFIO3USEZ/PV0F0ly6d4T5gQLHmHfD660jcsRPJBw8i7rff4Mmr/IiIqIwVN7BtqiRHqjrxouKQE2aFldgpioSEBPU51XFwcFA3YzHJ6Sq73Nc193N+rg44H5GU57wPXIrGsgOhWPtC5zyfj0hM1c/DeJ5Sg91cGEgnKgU5i2rKM6lS50vK0egGcCUiosrFMFupImYSUdUgWVQ3pr6rgugiec9ewMSB9NjfVqgguki/dAk3pkzBjWnTZNQxfRsZMyhoypRiZ+rZVa+u6qVHfPwxwt6ZhIybN+H79NO3Zb0TERERVZR4UXFLy5iC8aCrkydPzlXSuaQS0zIxcelhzHygGbxdtAPDVhQMpFOJSD0qIiIioqoi9eRJXH3mWdjXrg3vMaPh0qGDSQaGt0RxK1Yg7o8/JJ1KoupI+e8/aNLSVA1yU8jOykLMTz+px/6vvwYraxtEL1qEjGvXZIQu2NepDceGjeA1cgTsqlUr0TJ8xo1FZvhNxPy8BJHzPkPq8ROoNut92Li5meQ9EBERUfHIWH1VrLp0hXfixAlVb17HIZ9jQS9ne9hYW902sKhkjhtnlIvLUUm4GpOCcYsO6qdpcj4bd7y5Fptf6go/V0f9PPzdb5Wekb+ltIu5MJBORERERFRI4FdlNl+/rm5Ju3bBoUED+IwdA/d774WVjQ0qi9TTp3Hj3ffUY78XXlAB78yICKQcPgKXu9uaZBmJ27Yj4+pVWHt4wGvYMFg7OcFrxMNIvxIKu2pBsDbB+ChWtrYInDQJjk2bqWz3xM2bcenhh1F7+XKTzJ+IiIiosnNzc9MPLFsQe1trNK3ugd3nIvU10jWabOw+F4VHO9S8rf0dfq5YP6FLrmkfbjiNpLRMTB7QBEEeTrCzsYKfm4Oah65GekJqBg6HxuKRdrfPs7zw+kYiIiIiogLE/rocqceOwdrVFV4jR8LK2Rlpp0/j+quv4cKgQYjfuLFSZFgl7tiB0CeeRHZamqpN7vPE43C+6y71XPKBAyZbTsyPP6h7rweHqiC6LvDtUKe2yYPcnkPuR82ff4aNry/Sz51H7LJlJp0/EREREQHjOtXGkgOhWP7PVZwLT8BbK48hOT0TD7YOUc+/uPQwZv11Sj12tLNBg0C3XDd3Rzu4ONiqxxKYlys/x3SsjXmbz2LjiZs4dSMeLy47ggB3B/RpHGC298lAOhERERFRPjJjYhA+d64+QzvwnbdRb8tm+E2cqDKqJTh77bnncWn4cJXNXVHf47VXXkXo408g8+ZN2NesiWqzZqma4s5ttVnoyfv3m2RZaefOIWn3HlXCxevhh1EenJo2gd8Lz6vHkQsXQpOqHbyKiIiopCrDCXSq2kz9GR7Qohre6t9IjQnV/5OdOBEWj0Vj2qqscnEtNgXh8cUbJPSprnUwqkMtvLHiKAZ+tksF5heNbqsC8ebC0i5ERERERPkI/+gjaOLi4NCwIbweHq6m2Xh4wPfJJ9TfUd9+i+hFi5F65D9cemgYAt5+C55Dh1aY+umpp8/gyqhRyIqJUcFt7//9D37PPwdrFxf1vHNbbUZ6ypEjRa6THv/XX2oAUdvAQNgFBsEuuLqqdS6B+eic2uhuPXuoQUHLi+egQYha8KWqwy5Z6d6PPlpuyyYiosrDJqecW3p6OpxyrqoiqoiSk5PVvZ2dncnm+ViHWuqWl6VPti/wtR891OK2aXI8/WKfBupmKRhIJyIiIiLKQ8rhw4hb/pt6LPW2pfyIIRt3d/hPmADvkSNx/e23kbRtO268M0mVQQmaPFkfjLZUmqQkXJswQQXRHerVQ9D0aXBq3jxXGxlcVcqiZEVGIvW///SlXvIjAfRrEybeNl3K4jg0bKAG/RReIx9BebKyt4fPU0+q7SNZ6Z4PPcRa6UREVGy2trZwdnZGRESECkBaW5es0INGo1HB+NTU1BLPg8pWZd1GkokuQfTw8HB4enrqTw5R0TCQTkRERESUh4jP56t7jyFD4NyqZb7tbP38EPLFF4j65htEfPwJ4lf9CU1cPEK+XABLduO9aUi/eBG2AQGosXgRbL288swEcr6rDRLW/YWkAwcKDaQnbt+h7m2rBcGhVi1khN1QWeCaxESkHPxHPSdBe2cTDVxaHMxKJyKi0pL/i0FBQbh48SIuX75cqmBmSkqKymqvKFexVTWVfRtJED0wUDswKBUdA+lEVUiXLl3w1FNPYcSIESaZ34kTJ9CnTx+cPn0aLhaedUdERFQcUsZEVxfcZ8zoQttL2RLfxx+HU/MWuPLYY0jcvl3VHs8rOG0J4v74A3ErV6pyLtU/nF1gP13atlWB9OT9B4DxBc83cddOdS9Z+j5jx6rH2ZmZSLtwAWmnTqmMdbe+fc3yg5RZ6UREZAr29vaoV6+eylYuqYyMDGzfvl39RjdlaQ0yncq8jeT9MBO9ZBhIrwQK+yEyefJkTJkyBZVJrVq1MGHCBHWjolm1ahVu3ryJ4cO19V2FBMDHjBmjzqRLgP3tt9/O9Zp///0XM2bMUP884uLiEBISgm7duuGVV15B/fr10bhxY7Rr1w5z5szBO++8Y4Z3RUREVDZSDh1CdloabP39YX/HHUV+ncvdbeFQvz7SzpxB0u7d8Lj3XliatIsXETb1XfXY95nxhWaZ656XUjea9HRY29vnf/Jhn/bkg0unTvrpUhLHsX59dTM3w6z06B9+UCc/iIiIiktKfTiW4mSsBDEzMzPVPCpbkLay4DaivFSeIj9VWFhYmP728ccfw93dPde0l19+GRXlshnZSZWn0pxBrmg+/fRTjB49Oldtr2effRaPPPII/vjjD3XbvXu3/rnVq1erIHlaWhp++uknnDx5Ej/++CM8PDxyBc1lnl988UW5bzsiIqKyJEFw4dK+fbGzp106a4PISTu02dmWJPXUKVwZMxbZyclwbtsWvk89Vehr5ESCjbc3slNTkXr0aL7tUv75R7WRUjdyMsESSVa673PPqseRXyxAxo0b5u4SEREREVUQDKRXAlLTSHeTIKf82DOc9ssvv6BRo0bqLJpkEH/99df61166dEm1X7ZsGTp37qxqP9111104c+YMDhw4gDZt2sDV1RX9+vVTg2nojBo1CoMHD8bUqVPh5+engveS0WwYmJaBGWbOnInatWur+bZo0QLLly/XP79161a17HXr1qF169ZwcHDAzp07cf78eQwaNAgBAQFq2dKfv//+W/86yYiWDOqJEyeq1+t+3ErW/Z133plr3ciJBcleN+739OnTUa1aNTRooB35NzQ0FA899JCqEeXt7a2WL+smP7q+r1+/Hi1btlTvr0ePHmqwBnk/sr5lnUgJFd1IyEVZJ1lZWXjuuedwxx13qOelf5988kmuZevew4cffqhqs/n4+OCZZ55Rlx3lR7bd5s2bMWDAgFzTY2Ji1Lpv3ry5Wh+xsbFquvRZAuT9+/dXmey9evVSfb777rvVcr/88kv9PHr37o3o6Ghs27Yt3+UTERFVNEm796h7l44div1a186d1X3izp3I1mhgKRK2bsXlESORGRYG+1q1UG32bFgV4bJebZ10bVa6DKSan8Sdu/TZ6JZcS9Rj4EA4tWqlTibcnDXL3N0hIiIiogqCgfRKTjKJJ02apALHklE8bdo0Vapj0aJFt5V/kbIehw4dUqNQSwD41VdfVUHcHTt24Ny5c2o+hjZt2qTmKUHlJUuWYMWKFSqwriMB48WLF2PBggU4fvy4CnxL9rNxwPX111/H+++/r+YlAd3ExEQVwJX5S2mRvn37qgDwlStXVHtZTnBwMN5991191n1xyHylpMnGjRtV1rUEoO+55x64ubmp97pr1y4VwJflFpaxLsH7zz77TGVy64LxErz/+eefsWbNGmzYsAHz5s0r8jqRQLsEtJcuXarqj8s6f/PNN9WJDkNbtmxRJxzkXrbl999/r275kRMUMrK4BPgNyTqUILk8J5nqsh6EnCCIjIxUn4G8yAkHw/pwcgJD1h0REVFlILXNU0+cUI+d27Ur9uslSGvl7IysyEhVF9wSrvqLXrwYV8c/A41kordrh1pLf4FdgH+R5+HcVhtIj1r4NS4+MBRXxo5DxKfzkG1wrJSUcyzgmpORb6mknn3gpHdUfXg1iGrO1QeynpK2b4fn7t2qTA0RERERkSHWSC+qpKT8n5NMHsPaWAW1lbIaTk6FtzXRwI0SIP/oo48wZMgQ9XfNmjVx+PBhLFy4UGUc60j5F10Q9YUXXsDDDz+sAs4dO3ZU08aOHXtboFYCqN9++60KwjZp0kQFZaV29nvvvaeC0xKwl0zy9u3bq/Z16tRRAV3JZu7atat+PvI6yWrWkYxwydTWkfn9/vvvKjNaSpHI81KrSgLfJRlhWAbFlKx86b+QciUSwJZpuuyp7777TgWL5SSBDKaZHzkxYbiO3njjDRXglvcqhg4dqoLdr732miqRUtg6kbpbMg/JZpfAtmSB79mzRwXSJUiv4+XlpQL4sh4aNmyIe++9V22vx/Op8ykZ/JLhb1jWRcgJC8lWj4+PV1cW6Jw9e1bdy7yLQoL/pRmxnIiIyBRkQEtNSgqcmjQp1XyS9+2TqCoc6tWDnX/Rg806UkPc5e67kbhlCxJ37IRj48YwFxno88b06Yhd8ov62/PBoQicNAlWxaz16dq1G8JnfQBNUhJSjx9X05J2aTPQ/Z5/Dhk3byJNjh8kez3nOMeSOTZsCK+RIxHzww+48e57qPbBLIR/+JEaYFa2+NVjx1Ft1iw4NS3dZ4mIiIiIKg8G0ovK1TX/5/r3B9asufW3/OAyKOeRiwSQt2699beUHYmMvL1ddjZKKykpSQV1JcBrGGCVWtZSAsaQZILrSMBVNGvWLNc0KVtiSILdEkTXkeCwZJNLZrbcS3kQwwC5kAxvKYViSMrHGJLXSqa3ZHRLtrn0NyUlRZ+RXlryvnRBdHHkyBGVcS+BeUOpqalq/RXEeL3J+tAF0XXT9u/XDrolyyjKOpGTHFKOR96vvG953rhkjZy4MBxhWUq8HC2oZmlKSr4DoUhJHcMgui4jqzikDI1hCRsiIqLylhkVhUsPDVMZ0nds3AC7nOOZkkjalVMfvUPJA8JSJ10C6ZKl7fvkEzCHrIQEXJswURvwtrKC/8svw3vM6BKVXbEPro66W7cg/fJlZMXGIvX4CUR+9hkiFy6E2z33IPWY9jjEsXkz2Hp5oSKQEwDx69Yh/dIl9dnR1VDPkJMM58/j0rBh8HnicTg2bKTes9wMM/BtvLzgOeR+WBscDxMRERFR5cVAeiUmAWldYFZqWwvJvJbpxoF0wxGIdT+ujKfJa4u7bAmGV69e/bbArXGGuCHJjpeyK1KLu27duipIK5ndhZVZkWxr4wBwXnXDjZcnfZU64VIGx5hxgNmY8ToyHsnZcL0VZZ1IAF3Kuch779Chgwruz549G/skMy6f5RovJy++vr6qHnpR1c8ZIOzUqVP67PmCSI10qetORERkLpELvoQm539t4rZt8DK4kqs4VHkP3UCjHYpfH92wTvpNyW4/fFgFtG3c3FTWduS33yLgxAmE79unSoxI5rqH0RgmppBxMxxXxo5B+rnzsHJyQvXZH8CtV69SzdPW21vdhGu3bkg9eRKJmzYh7O23YRcUpJ3e0bLLuhiSbRLw6iu4/upr6m/3/v3h9cLz2LRrF+7cfwCJf/2FqC8WFDiPmJ9+QrUPZ5foKggpH6NJSICtr2+J3wMRERERlR8G0osq54dZnowHaTLK3M7FqLQGChjQsrQkG1pKbly4cAEjR45U0yTYKmU8pHRIaUkmt2Q6S6Bb7N27V9UWDwkJUeVXJDgsWdWGZVyKQmqUy4Ca999/vz4AbTzwp2SUy8CcxkHvGzduqB/AupMBUsamMK1atVI1yf39/U2yXvIjA70Wtk6k1nrbtm3x9NNP68uwFJYVXxSS8S7rRoLpUhamMFLORoLvH3zwgSqrY0wGJTWsk37s2DF1soOIiMgc0q9eQ8wv2tIlQrLASxpIzwgNRca1a3LWGs5GV80Vh31IiBrQU7Kdk/bsgVPz5rj86GPIuHIFks4Qf+Cgahf32wrY165j8hIiNyZPVkF0W39/BH8xv9Tlboypwe0nTcKF/fuRevSouukGGq1I3AcMgLWrG2z9/ODUrKlKwtC4uCBw9gdIuacPor9fpI7fJfvcxtMT1o7a5Ac53kzcvAXpFy/i0vCH4T9hArxHj1InR4pCBma9/sbr0CQlo/byX+FgcEVjWUg7d06VPpKTKUXtIxERERHlxkB6URWnZnlZtS0BGfzz+eefVxnoMnimBL6lJreULXnppZdKNW/JEJeyMTJIqQS6pR671DCXALBkUktmuQymKcH7Tp06IS4uTgXJJVj92GOP5TvfevXqqQFFZYBR+ZH2zjvv3JZtXatWLWzfvh3Dhw9XwWkJ+nbr1k3V+5bgrwR1//rrL6xbt67Q4LicZJCs70GDBql67TKQqdT7lj7IYJvytykUZZ3Ie5fBSGWwT8nw/uGHH3DgwAFVK720gXRZR7Ks++67r8h15B988EEMHDhQfYbk6gAZgFTqtcvJAMmeF7Ltr127pgYtJSIiKgvZcvLc2jrfkiSRMrB3RgbsatRQgWopzSIlOKRMR3HpstGdW7SAdSmP01w6d1aB9LiVfyDiozmqb7bBwQhr2gQNGjRA6r79SN67FzenTUPNn38qUoAzIywMcav+hNfwYbAxusJQJ2HzZiRKKUE7O9T47ls4lNFVYzJYqf8rL+PGpMnqb2t3dzg1v1UasCKQz5Rbj+55Pufer5+65Sfz+edxY9IkJGz8G+GzZyP530Oo/tFHsDa6+tKQJj0dEXPmItpg7KHYZb8i4HVtVnxZSD11CpdHjFQDzUrWfdDMGQX2kYiIiIjyxnSESm7cuHEqICqDZ0pt8O7du+Pnn39WgejS6tmzpwr8dunSBcOGDVMBV6ltbjhIqATBZ86ciUaNGqlAvpQ1KSwoPGfOHJU1LaVNJJgug6BK1rghCXhLAFeCzbryK7KM+fPn4/PPP1f126U2uQSuCyN1zSUoX6NGDTUoq8xHThDIyQZTZ6gXtk6eeOIJ9Z5lsFcpxxMVFYXx48eXerlST10Gl82rfE1+5MSCZMhLGZkRI0aogUelXxL8l0FWdZYsWaIy2GUgWyIiIlOTwPH5/v1xceAg7WCWRlLPnEHcqlXqcfUPZ8PG11cFDJMPHSrR8pJ271H3Lh1LXtZFx7WzNjs7cfNmVVvcrnp1VP/2G8R07w7vceNQbdb7sHJ2Rsrhw/r3UJiIT+chYu5cVU4lLzLY6s1p09Vjn1GjyiyIruP54INwzikhKKVwrGyrTp6O1IKv/umnCJw6VZ20Sfx7E64+/bT6/OVFSvtcGj5cH0R3bt9O3cf9+Sey8yhHaKoSP6FP3epT/Nq1uDJmLDKLUfKPiIiIiLSssos7qmAFd/XqVVV6RAbENM40lsDpxYsXVVAzv4EZKzrD0i660iElIaVXpLzHypUrTdq/qs5U2ycvUtpFBik9dOiQyYLeclWCnEyRkzMdO3aEqZjjuyiXcq9duxb9+/e/rQY9mR+3j2Xidim+uRvP6B9P7K0dj6KsVIbtI8G/SyMfQdrJk+pvCTpXmzED7n3v0bcJfeZZVadbBrwM/uRjXH/9DcStXAnv0aMR8Nqrxc58P9OhIzRxcaj1yxI4GQ32Xez+p6TgzN3tVHa8bVAQav7wA6wC/HNtFxmsU7LV5QTAHX+tg01BA9xLybd7+qqgvAieP/+2bOqITz9F5Pwv1PLuWLO6XAbCzAgPR/SiRaqcjn0FP7Fe0u9N0t69CB3/DLKTk9XnJuSrL2FjkJCRfuUKroweo8oGSZmYoOnT4NqlC852746siEgEf/4Z3Hr2NPn35/Ij/0PqiROwr1MHfhNeQNhbb6u67LKd5GoFu2rVUNFUhn1bUf9PlMf/ClOo7NukMuA2sjzcJpavKm+jgmKnVR0z0omqiMDAQHzzzTeqLIupyLzefPNNkwbRiYiofKUcP44bM2aoYKglydZoVFBcgug23t5wbttWBSmvTZiA62++hWuvvooLAwaqILqMV+P3wgvqda5du6j7xO3bS1RHWoLoUtLFsWnTUr8Haycn+Dz+uAqs1lz0PeyDcw82Lrwfe0wFNbMiIxH5+fwC55cVG6sPogspCWOY/SxlZKIWfq0eB7z+erkE0YWdvz8CXnmlwgfRS8OlXTvU/PYbVd5GrjC4+OCDiF68WGV+y5UUl0c+ooLodjVroNavv8KtRw+Vve8xcKB6fexvK0z+/bn2yqsqiC7fn5AvF8C9Tx/U+vkn2FYLUp+jiHmfmXSZRERERJUdA+lEVcjgwYPRuXNnk81P6qY/+eSTJpsfERGZTurxE/Bb9Sdif/oZyQcPIish4bY2CX//rQJ8MYt/QNRXC2FJIj/7HAkbNsDKzg7Bn81DjW+/gfeYMeq5uBUrEL/qT32pF98nn4BDndr68iISWE8/fx7pV68Wa5kp//2n7h2bNTNZiRK/555V2e32NWrk+by1vT0C3nxDPY7+4QcVzM+3f8eOq3sJhMot4/p1RH7xhZqW/O+/uPrCBFUixKVjR7j16W2S/lPRqRMmPyxWVxdkXL6CmzNm4myXrrg0bDgyIyLgUK8eav34Y64TKp5Dhqj7xG3bkBkZmed80y5cROzKlcUq/xL3++/qJJOUnJFsdxn8VkgfquWU6EvauVMNmkpERERERVN1ihiSSX1vMEASERERWZ7IWbPg9e+/iNy1C7rwnFPr1vC8fzDc+vZD3IrfcHPm+0BOIC1h0yYEvPVmvgN6lqf4DRsQOV+bnS31p51zxkoJePUVOLdpjYS/N8E+JBgOjRrBsVEj2AUE6F8rA3A6tbwTKQf/UVnp3iNGFHm5qf8dVfdOzcp3wEzXrl3h2r07ErdsQdg7k1Dzpx/zHHg09ag20O/cqjXc+/fD1fHPIOq775F28aKqzy2s3dwQ+M7bFrEdqyLHBg1USZ241asRt+J3pB4/Dk1GBhybN0cNKffi6ZmrvdSwd2zRHKlH/lODyPqMGZ3r+YStW3HtxZfU1RjpFy/Bf+KEQvuQlZiE8I8/Vo/9JkyAc8uWuZ6X/YCVg4MK7ssJJ4e6dU3y3omIiIgqO2akExEREVUymtRUpB7NCQp36KDqZYuUf/5B2Nvv4GyHDipbVoLoMlik1B7PDAtTWezmJlnkUsdZeI8aBc8h9+d6XkpiVJsxHb5PPw23bt1yBdF1XDtry7skbd9RrGWn5Kwzx+blG0gXEvyWUiwp//6LmJ+X5Nkm5Yg2kO7UvLlaD65SUzszUxtEt7KCxwNDUGfNatibYFB5Kjk5meM9ciRq/7Yctf/4Q9VDr/ndt7cF0XU879dmpcf9viJXhnj0zz+rkyUSRBdRX3+N1JzxAgoS9c3Xqu66XY0a8Hpk5G3PWzs4wLl1a/U4affuEr9PIiIioqqGgXQiIiKiSkYF0TMzkenmhmoLvkC9LZtRd+sW+L30Iuxr11aDXwr/V15G4LtT4dqpk/o74e+NZdovqcMet2aNfvnGpHTFtZdeUoMhSpkM/5deLNFydHXSZQBITVpakQcG1ZWKkUB1eZNBH2X7iIg5c1Q9bUMSYNUF+p1yAv2Bb7+lSnVIORsJ2labPl3VKyfL4digPjwfeEDV3c+P+739VYZ42tlziFqwAJFffoVrL7+Cm+++JyPRw2PIELj17gVkZamTTNmZmfnOS8r9RH/7nf77LaWD8uLSsYO6T9rFQDpVnkFadTciIqIqUdol+cABRH3zrboEUi41lHqYbr166Z+XAafiVq7M9RqXTp1Q42vLqulJREREZE7J/xxS9ym1aulLfNgFBsL38cfhM26cNtBuZaUvYSJBOqlHLjXT/ScUXjqiuCQIHL96DW7I4JhxcUh+6CEEvTv1tnYRn3yiSlzIgI3VP/pQ1UcvCYcGDWDr74/M8HBcf/llNQimjZcXXLt0UYHnvKhM36ws9bq8stzLg9fDDyN+zVqkHDqEsClTEfLVl/rtl3n9OrKiogBbW1XSRtgFBaHOn6vM0lcyHRs3N7j17o341asR8cmnuZ7zm/ACfJ58Ug1Gm7Rvvxo8NPr779X3OC/hcz9GdloanO+6K9fvKGMu7dur+6QDB9QJrJJ+14iIiIiqEosKpEsmkEPDBuqy1GvPPZ9nG5fOndXlvDoygA4RERER3ZL8zz/qPqX27SU+JDBrnHEtAWYJ0KafO6/qbTvU1g7caQqZ0dG4MWWqCtTrxP76KzyHPpCrH4k7diDq62/U46Bp78Gu+q0BGYtL3qNbr56qRErCxr/108M//gQBr76qyl0Y1xA3HGjUXKQuetC0abg4eDCSduxA/KpV8Bg0KHf/GjRQpTmocvF9Zry6EkMGypUSMHKTKw1cO3VUz9v6+SHgtdcQ9tZbiJj3GVx79IBDnTq55iEDlsb/+ac6Seb/+msF1sl3aNhQnVzKiolBypEjcG7TpszfIxEREVFFZ1GBdPkRp37IAch9MStyBc7lQJKIiIiIbpedlaXqbOsy0ota09mlbVtVLzlx0yY45JPtWuy+ZGfjyqjRSDtzRgXqfZ9+CumXLqtg342p76LWsqWwsrFRWbYyoKLwGvEw3Pv0KfWy/V58EY6NGyMzMhJZMbFIPXUKyfv24eb06Ug+eFAF6yUT2NwDjRpzqFMbvuPHI+Ljj1Xg371fP3X8m6LrX4vyLztDZU9OXoV8uaDANh5D7kf8mtVI2r0HFwYNhlv37vC4f7Aq9SLlXHTfezn54tSkSaEnbVzat0P82nVqfgykExEREVXCGunJ+/fjTIeOON+3H8KmTEFmTIy5u0RERERkMaTOtyYxEVYuLkgLDCzy61QNZqmTbpDBXVrp58+rILrUf669bCn8nnkGAa+9Cms3N1XKTzLT086fx5Wx47R10Vu1gv9rr5lk2TaurvAcOhS+Tz2FgDdeR43vv0PAm28AdnZIWL8el4Y+iKzYWH174/rj5uQ9ehRs/HzVALBxq7SlW1KO6jLmGUivqiTDPGj6dDjKyZSMDHWVx9Wnx6sreSWILuVZ5MregLfeLNL8JOPdeMBROfmVlZhUZu+BiIiIqCKrUIF0l86dUG3W+6jx3Xfwf/klJB84iNAnnlSZV/lJS0tDfHy8/pYgl0wSVSBbt25VP5xic37sf//99/D09CyXZUdFRcHf3x+XLl0y2TwXLFiAAQMGmGx+RESUd1kXxxYtVJmIonLt0VPdS5mHjJvhJulL0v796t6pVUuVHS5sfX3h98IL+nrOV0aPUeUl5HnJyC2rsiXyv9T70UdR66cfYRsYiPTLlxG9eLF6ThIzMkJD1WPHpk1hbrIOfEaPUY8jFy6EJj0dqcdPWEygn8xH6uLXXroUtf9YCe/HHoONt7cqA+Pz1JOou3mTGnDW8EqLogTS5SRSVkICNMnJ6rfVmbvuwtXnnkPyIW2GOxERERFVwEC6x733wq1HDzg2qK8GzwlZ8IUaLEuy1PMzc+ZMeHh46G+Nc37EVSbyw7Cg25QpU1DZ1KpVCx9//DGqomHDhuGMXCJfDqZPn45Bgwap9a2zatUq1K9fHw0aNMDq1atve81vv/2Gbt26qe+bq6srmjdvjnfffRfR0dHq+TFjxuDQoUPYsWNHubwHIqKqJiVnoFGnli2L9Tq7AH84SfBdai1v3mSSviTvP6DupWyMIa/hw9SAmTLwqAwIal/3DoR883WRA4ClIXXZA15/XT2O/vEnlX2rBl8FYF+7Nmzc3WEJvIY9pAKkGZevIHLePGSnpMDa1VX1kUhq5cuVFvV27UT9vXvUIMHFLX9pV62aGohXBtlN+HuTujJEavMjO1tdmXJ5xAhcGjYcKYcPl9n7ICIiIqpIKlQg3Zh9SIgaJCf98pV827zxxhuIi4vT306c0GbzVCZhYWH6mwSX3d3dc017+eWXURHIpaSZmZnlusz09HRUNE5OTipLvKwlJyfjm2++wdixY3Nd4fHMM89g/vz5+Oyzz/D000/nWodvvfWWCvTfddddWLduHY4dO4aPPvoIR44cwQ8//KDa2NvbY8SIEfj000/L/D0QEVU18r9Un5HeqniB9NzlXTaapi85yQ7ORoF0K1tbBE2epEq+2NWsgRrffAtbLy+UF3mf9rVqQRMfj9ilSy2qrIuOtYsLvB97VD3WDcLq2Kypqm1NpFPQgKJF4dJRm5Uug5hKeRhrDw9UnzsHng8O1dbmP3IEV8aMVfdEREREVV2FPhLPuHFD1ba09c8/+8LBwUEFlnU3t3LIdCpvgYGB+ptkAcsBteG0X375BY0aNYKjo6PKyP/666/1r5WSHdJ+2bJl6Ny5swrSShBUMp4PHDiANm3aqKzifv36ISIiQv+6UaNGYfDgwZg6dSr8/PzUun3qqadyBVU1Go26IqB27dpqvi1atMDy5ctvK1kiAdfWrVurbbVz506cP39eZUEHBASoZUt//v77Vr1WyXa+fPkyJk6cqM+6F5J5f+edd+ZaN3JiwTCbWtdvybSuVq2ayqoWoaGheOihh1TJFG9vb7X8gsqZ6Pq+fv16tGzZUr2/Hj16IDw8XL0fWd+yTiRgLAHpoq4TsWHDBjRs2FA9371799v6YVzapbD1JWQdzJgxQ2WDy3egRo0a+Oqrr1CQtWvXqm3Srl27XIF0GxsbtZ7lfdva2qppYv/+/WoZEjifPXs2OnTooJbbu3dvlaX+2GOP6ecjpV0ksz0lJaXAPhARUfFkXr+OzJs31cCeJSlR4pYzyGfS3n3qOKu09dGzoqNh5egIxzwG8HS6807U/Xsj7li9WmXDlycZ4NTnce2AqtHff48U3ckHC6s/7jVypMpClwxh4WRh/aOKz7l9e+0DjQY2vr6ouXixGuA26L33VKkY5/btVMmXK088idTTp83dXSIiIiKzsqhAuiYpCaknT6qbSL96VT3OuH5dPXfzg9nq0sL0q9eQtGcPro5/BvY1asClUydzd91i/fTTT5g0aZIKHJ88eRLTpk1Twc5Fixblajd58mS8/fbbquSGBEclAPzqq6/ik08+USU4zp07p+ZjaNOmTWqeElResmQJVqxYoQLrOhIwXrx4saqJffz4cRX4fuSRR7Bt27Zc83n99dfx/vvvq3lJGZDExET0799fzf/ff/9F3759VeD1yhXtlQeynODgYFUuRJd1Xxwy39OnT2Pjxo2qNElGRgbuueceFWCW97pr1y4VkJblFpaxLsF7yczevXu3Phgvwfuff/4Za9asUUHxefPmFXmdyDweffRR3HfffTh8+DDGjRun1k9BCltfOhLglhMj0mb8+PEqm1zWQ35kXcgJDkNycmD06NEICgpSJyJkHrqTU/JZk/Um886LYfBf+iFXH+zbt6/A90ZERMWTfEhb1kXqjVs7Oxf79XJc5XzXXSqoFvf776apj97yTljb2+fZRkpRyACJ5uAxYICqlZ4ZEYGk3XssLiNdSJkZCabrWFr/qOJzad9eBdDtgoNR68cfVAlNHRnPIOSzz1SZKCnDJJnpaRcvmrW/REREROZkCwuScuw4rhhkrYa/P0vdewwejMApk5F2+jRCV65Ug+HY+fnBpWNH+L3wfL4/zkwqKWf0evlRqruEUoKsGRkq6wuGA2Pp2jo5AbrLb6WdtJdBvxwdC29roh+VEiCXAOqQIUPU3zVr1lQB2oULF6qAqI6Uf5FgsnjhhRfw8MMPq8Bsx44d1TQp7yGZ0IakRMe3334LZ2dnNGnSRAW2X3nlFbz33nsqOC0Be8mMbp+T6VKnTh2Vcf7ll1+ia9eu+vnI6yRrWUcywiVTW0fm9/vvv6sM5meffVY9L1nREsCVjPvicnFxUVn50n/x448/qkxxmabLbv/uu+9U4FdOEvTJyc7Li5yYMFxHUkpIMsTlvYqhQ4diy5YteO2111TmdmHrRALskq3+4YcfwtraWmXMHz16FLNmab8LeZF1VdD60pFguy7ILf2ZO3eu6psuK9+YZP1LsDyvz9SECRNU/wyv8Dh79qx6P3ZF+OzKZ0aunpBlEBGR6SQf1GZWO7dqVeJ5SEmH5AMHELv8N/g8+WSJS4nkVx/dUkjZCp/Ro3Bz5vvaCXZ2cGjYEJZGyrvE/PgjsjMy9DXsiUzFxtVVXRki33P5TuRVYkgGAb782CiknTyJ0LHjUGfd2jIbFJiIiIjIkllUIN3l7rZodEqbjZ6XGt/cKklS7uSyWhEeDugG8pk9G3j7bWDcOGDhwlttpX61lPOQjA1dWZHPPwcmTgRGjJDU3Vtt5fnISODYMaBJE+00CVg//nipu5yUlKSCuhLgfdxgfpIJLEFMQ5IJriMlQkQzg8uwZZqULTEkwVsJiOpIcFiyoyWrWu6lpIlhgFxIhreUBDEk2cmG5LWS6S0Z3ZJtLv2VEiDGGdYlJe9LF0QXUr9bMu6Ny/6kpqaq9VcQ4/Um60MXRNdNk5InQpZR2DqRrHzjLHBd0D0/RV1fhn3Vlf8x3qaGZB5SDigvxp8fXS3c4pDSNYZlb4iIqPRSDmkD6U6tSx5Il/Iu1u9NQ8a1a0jeuxcuHbQ1lA1lazSI/n4RbH194DFwYLHqo1sSzwcfROQXC1SpQMeGDcsnOaOYbL29UeuXJdCkphZ7MEmiorDO53jP8MoI+R12cdBgdaWwDEjq1ks7nkJhNCkpiFu5UpWLkcFziYiIiCoyiwqkk2lJgFVI9vndd9+tHkvmtUw3DoQaZhHrsrKNp8lri7tsCe5Wr14913NSd9s4Q9yQZMdL2RXJyq5bt64KuEpmd2FlViRD2jiYK5nxxoyXJ32V4LWUJjEm9d8LYryOjLOxDddbcdZJcRR1fRXUt7z4+voiJiamyP2oX7++yq6XdV6UrPTo6OhC1y8RERVdVlwc0s6e02ekF+/0Zu6gmpQ9ifn5Z8QuX35bIF2C6DcmT0bsr8vVVXpS9kEGgDeUfu5cgfXRLYWUv/EeOwYRH83J84SBpXCoV8/cXaAqTk7ouN97rxpTIH7dX0UOpEfOn4+ohV8j+Z9DqP7h7ALbZsuxq51dqQdQJSIiIvNYvOcSvtx2ARGJaWgU5I6pA5vgzpC8T6T/dSwMn285j0tRScjMykYtXxc83rk2hrQK1rd5adkR/Hboaq7Xdanvh8VjzJeow0B6UeUEQVVpF51XXgEmTNCWdjGky/KVci06zzyjzTKX0i6GdANJGrYdNcokXZZsaCnNceHCBYzMqa8pgdP4+HhV67q0JJNbspYlcCv27t2ramSHhISo8isSHJasaMMyLkUhNcplUND7779fH4A2HnBTMsqzsrJyTZOg7I0bN1QwXXcALmVsCtOqVSssXboU/v7+Jlkv+ZGBXgtbJzJI6cqVK3NNk/Va2vVVEpIlL2Vvikrq6n/66aeYP3++Kg9kLDY2Vl8nXTL9JePf+OoEIiIquZT/jqp7uxo1YOvjk+fJ5OKUd5FAesLGv5EZEwNbLy81Xf7H3nj3XW0QXTsB0T/8gMA33yx2fXRL4TNuHFzuugsOjRqZuytEFs29X18VSE/YskVdIWGYyS4lOu0CA1RddcOTbnGr/lSPEzZsQFbsW3lmpUu7qC+/ROT8L9SYAAGvv1ZO74iIiIhM5c8j1zFt9UlMu78pWoZ44ttdF/HoN/uw+eVu8HW9PXnUw8kez3Svi7r+LrCzscamk+F4Zfl/8HF1QNf6t5Iu5fHsB29VWHAwjqtW5cFGLZpkMcvNMENCfhjKNONsYl1bw5qikqEr04wvncyvrYnI4J8ywKUEOM+cOaPqbUvmtdTHLi3JeJayMSdOnMDatWtV7Wypya2rnS2Z0jKYpgxsKoFTGchUBt40HujUWL169dSAohIEl2C9BGiNM6dr1aqF7du349q1a4iU0jgAunXrhoiICHzwwQdqeZ9//jnWrVtX6PuQkwySfT1o0CA1wObFixdVbfTnn38eV6/mPvNVGkVZJ08++aQ68SEDvcpAoDJoqXFt+pKsr5KQmvkyIGpRs9Llqgfp90svvaTu9+zZo2qgS639Bx98MNd2l/UsJXDuuOOOUveTiIi0Uo7+p+6dDEp5lZRjo0ZwbNJE1eWOX7VKTcvOzMTNadMR+8tSdTzkOWyYmh63/Dc1fk1Fqo9uSE6+O915J2s+ExXCsXlz2FYLQnZyMhK3b9dPT9q9G5eGDsWV0aNVUFwn+cBBZN68qc82j1u95rZ5ZkZHI/TxJxDxyadqfxO9aBFST58up3dEREREpvL1zosY3jYED7UJQb0AN0wf3AxO9jZYdjA0z/bt7/BB36aBqOvvhpo+LhjTqTYaBrrh4KXoXO3sba3h7+aov3k4my5mWhIMpFdy48aNU4NoyuCZUhu8e/fuKjgrgejS6tmzpwridunSBcOGDcPAgQNVrW7DQS/feecdFciXTOu+ffuqsiYymGZB5syZAy8vL3To0AEDBgxQAV3JGjckA5RK1rUEYnXlQWQZkg0tAXSp3y61ySVwXRipay5B+Ro1aqhBWWU+coJAMqZNnaFe2DqRPkjA+Y8//lDvQQYflQFKS7u+SkI+LzKfZcuWFfk1MiiqfL727dun+iGD0L744ouqPvtjBgMJL1myJFfdfiIiKr3UnIx0p+amKaXiOfQBdR+9+AeEPvMszrRrjxgpg2ZlhaDp09VA8PZ174AmOflWhnoFqo9ORMU/6eTet596nPDXX+peAufhH36kHktpqcTNm/Xt41evVvc2OSUlY1f8lmt+KUeO4OLg+5G0a5cqA6WuCsnORvicOeX2noiIiKj00jM1OHYtDh3r3royzdraSv196HJsoa+X3w+7zkXiQkQS2tb2zvXc3gtRaP3eRvT4cCve+v0oYpIKLvtc1qyyiztCYAUnGcZSekQGxAwOvlV3R0jgVLKRJaiZ3yCLFZ1haRfJHC8pKSUipTqMy5CQZWwfU5Eg/yuvvIJjx46ZrD+S5d6jRw91hUReg5aa67soJRDkyor+/fsXqcY7lS9uH8vE7VJ8czee0T+e2Lu+yeYrh3NnO3VGVlQUai75Gc4tW5Z6+2TFx+Nsl67ITk3VT5OAmP/rr8Pz/sHq75hly3Bj0mSVpVp3wwZY2doi5fhxXHpgqAqM1d+/z+JLu5Q3fm8sG7dPwVKOHsOlBx+ElZMT6u/ehcRt23BtwkT983J1hxocNz1d7ZM08fGo/vHHuP7KKyrjvPaK3+DYuLHKRL8wcBCyIiNhX6cOqn88V+0rzt83AMjMRI1Fi+Byd9squY0M/0+Y+n9FWbGEbVJW/18rC0vYRpQbt4nlq8rbSBc7lQoUhmP8OTg45DnG3834VNw9YxN+e7oDWtfUloQUM9eexN6L0fjjmY55Lic+NQPtZmxSgXgJvE8b1BQP3XVr7KVVR67Dyc4GId5OuByVjNnrT8PF3gYrxneEjbV5xlRhjXQiyte9996Ls2fPqhI6shM1hbCwMCxevDjfIDoRERVfxrXrKogu47ZIkMoUbNzdEfj2W0jYvEXVOndp1x6OjRvByqAuocfAgYiY+zEyr4ch4e+/YePtjWsTX1TPOd/dlkH0MsbAEZU3x6ZNYBccjIyrV5GwaTMi581T0z2HD0PcbyuQcvgwkg8dQlZMjAqi2/r7w613L7j26omEdX8h9rcVCGjUCGGTJmmD6HXvQO2lS2EtpS4BeD30IGJ+XoLwDz9ErWVLOfAoERGRGclYf4YmT56cqxJFabna22Lt852RlJ6J3eei8N6aEwjxdlZlX8TAFtX0bRsGuqNRoDu6zN6istQNs9/LEwPpRFSgCTKgrgn16tXLpPMjIiIgNac+umODBiat9e05dKi65UcGG/R6eLgaJPDmzPeRKeOWZGXBoWFDBE2aZLJ+EJEFlXfp1xdRC7/GzWnTkBUbCxsvL/i//IoaR0HGTIj65ltY5WTuud97rzr55vnAUBVIj1u9Gg5170Di35vUuFDVZ8/WB9GF7/jxiF35B1KPHkXC+vVw79vXjO+WiIioassrIz0vXs72KkM8MjEt1/SIxDT45THQqI5kodfy1R4HNKnmgXPhiZi/9Zw+kG6sho8zvF3scSkqyWyBdPPXjqAKSQbAZFkXIiIiy5CSUx/d0UT10YvD6+GHVdBMDSqYlQX3++5DrSU/w87goJuIKg+3nOC2BNGF79NPwcbVBT6jR6u/pU564qZN6rH7ffeqe5f27WAbFARNXBxuTH1XTfN7/jk1sLEhW19f/XzC585VwXkiIiIyDzc3N1V6WHdzyCeQLgOCNq3ugd3nIvXTNJpslWXeqqZnkZenyc5WZV7yExaXgpjkdDXoqLkwkE5ERERUwaX8p81Id2reotyXbevnB++xY2Dt7IyAN99AtdkfwNrJqdz7QUTlQ8pH2dWooR7L+Aiew4erxw533AHX7t3VgKFSD11qn+tKTams9JyxFYRTm9bwGTMmz/l7jx6tstwzLl9BwpYt5fKeiIiIqHTGdaqNJQdCsfyfqzgXnoC3Vh5DcnomHmytLRP84tLDmPXXKX37z7ecw46zEbgSlazaL9x+Ab//ew33t9Qm4ySlZWLG2pM4dCUGodHJajDSxxcfRC0fF3Spb55sdMHSLkREREQVmGRsph4/rh47mSEjXfhPmAC/557LVT+diCpveRfvRx7BzVmzEPDa67nGQvAZOwaJOcFvyUY3rHHuMWSIKglj5eCAau/Pynd/Idntng8+iKivvkLMTz/DvXdvlDcZwDl53z7ErfoTzm3awHPI/be3ycxUAywTERERMKBFNUQnpasxfCIS0tComjsWjWkLPzdtFvu12JRcxwUp6Vl4Z+UxhMWlwtHOBnf4uWDusDvVfISUijkZFo/f/rmqBiWVLHQJoL/YuwEcbM33m4P/+fM5cCIi8+F3kIio6NLOnUN2aqqqM2xfu7bZ+sEgOlHV4f3o/+A1fBisjAYUdmrdGi5duyDl8BF4Dr6VgS7sg4NRa/mv6ooV++CCSz/JvKO+/hrJe/eqfZxD3booD9np6YhZugwxS5Yg/cIFNS1uxQpkxUTDZ+xYbZusLER8/Amiv/8egZMnFTiOBBERUVXyWIda6paXpU+2z/X3y/c0ULf8SHD9h7F3w9KwtIsBu5xBcZKTk83dFaIqTfcd1H0niYiqGgnUpJ4+U6QTi7qyLo7NmsHKmod2RFQ+jIPoapqVFULmz0f9HdthV02bUWZIBkS2zykLUxB5rVvPHupxzM8/o7zcfP993Jw+XQXRpVyVS8eOanr47A8RueBLZMbEIPTxxxG1cKEqXxO38o9y6xsRERGZHzPSDdhI7T5PT4SHh6u/nZ2dc112UBloNBqkp6cjVTLX+GPb4lT17aMuo01OVt9B+S7Kd5KIqKqRcgFXn30OiVu3wmPoAwh6770Cj0du1UdvXo69JCIq4OoUExzDeY0YgYSNf6tgtd+LL8LG1RVlKTM6GrHLf1OP/V95GZ7DhqllRn7xBSI++RQRH3+M6O++Q1ZcnDqJINnrKUeOQCPH7Y7mG/SMiIiIyg8D6UYCAwPVvS6YXhkDlSkpKXBycqp0JwkqA24fLQmi676LRERVzc33Z6kguohb/hvsAoPg9+wz+bZP/e9oudRHl3qHOhN71y/TZRERObdrpwYslexwCaZ7PzKyTJcXu3SpCo47Nm0K7zFj9Mfivk8/DdjaIuKjOSqILgOtBs+bpzLTM8PDVRkbl3aWd+k5ERERmR4D6UbkgCkoKAj+/v7IyMhAZSPvafv27ejSpQvLZlggbh9tORdmohNRVRX9w4+I+fFH9dhj0CDE/fEHIj/7DHZBgfB84IHb2muSklT9YOHYjBnpRFS5fpd5jRyBm+9NU+Vd5DEyM5EVEyPZJ6avjf7zEvXY+7FHb0to8X38cdgFBCD1xEn4Pv0UbDw84Ny2LeJXr0by/v0MpBMREVURDKTnQwJ5lTGYJ+8pMzMTjo6OVTZQa8m4fYiIqq6ErVtxc+ZM9djvpRdV4MY2MBBRX36JsEmTYevnB9cuXXK9JuX4cakLptrZBfibqedERGXDY9BgRMyZq7LSz7S5S508FDX9/ZESEAC79rkHLiup+PUbkBkRofaz7vfck3dfBg5UNx3ntnfpA+lERERUNVS9IsxEREREFji4aNibb6mguNRF9xk3Tk33m/ACPAYNBLKycPW555G4c5f+NZqUFER9tVA9dmpWtmVdiIjMwcbVBZ7Dh6nHuiC6cAgPx7XRY3D9zbfUAKDFkXbxIq6MHYfIBQvUgKFSWjF68WL1nOfDw/McRDUvLm3bqntdnXQiIiKq/BhIJyIiIjKztHPnkRUdDWtnZwRNmqQvK6BKzr33Hly7dUN2Whqujh+PxG3bkJWYiNDHn0DSzp2wcnSE9+jR5n4LRERlwn/iRNT+fQXqrF2Lent2o/b2bYjNCWLHrViBC/3vRezvK1VAvDASjJfBnJN27ULEx5/g0vCH1TxSjx5VAXSvYdqgfVHY1awJW39/FYyXOulERERU+TGQTkRERFQKmVFRiPxqIW5Mm46MEg5WnnL4sLp3bN78tmxI+Tv400/g1ruXquMrQaBLw4Yj+eBBWLu6osbXC+HcqqVJ3gsRkaWxsrWFY6NGcKhTG7ZeXrDx8kL4A0NQffEiONSrp2qmh73xBq48NgppFy7kOx8JtF9/+22knz8PG19fWHt4IPX4cYS99bZ63v2++2Dr41P0fllZqTrpguVdiIiIqgYG0omIiIhKIOXYcVx75VWc69YdEXPmqEFCL9x7H2J+/VWfGZl++TKif/wJiTt2FDyvI9psRqc7W+T5vATTq8+ZA7e+fVX2owoEeXqixqLv4dymTRm8OyIiy+bUsiVqr/hNjSkhV+ZIMPvCoMG49tLLSNi0CZr09FztYxYvRsK6vwBbWwR/+inqrFoFl663xp3w/t8jxe6D890MpBMREVUlHGyUiIiIqJjSL13C5ZEjVbkV4diiOZCZpbIbb7wzCbHLl0OTmKQC3oq1NWou+l6GqyswI92pRd6BdGFlZ4fqH87GTW9vpBw7hmozpsOhbt2yeHtERBWC7BdlYGb3fv1w4913kbR9B+LXrFE3uWLHqXlzlcEuj2W/LAJee01/FU/IggVI3LwZsLJWWe/FZVwn3drR0cTvkIiIiCwJA+lERERExSR1yiWI7tCgAYKmT4dT0yZqwNDoH35AxCefIvXIf9qGtrawCwxExtWruPbyK9C8/AmsHZ1yzSsrLg7pOeUInO68s9ASB4GT3im7N0ZEVAHZBwcj5Msvkfrff4hfuxbxf61H5s2bSNq9O1c7Kd/i9cjIXOVZ3Hr2LPFy7WrUgG1AgFqW1El3aXd3qd4HERERWTYG0omIiIiKKWn/AXXvMXCACqILKxsb+IwaBbdevRC/eg3sa4TApXNnWFlb4+LQB5F+8SISN22G+739pbV+Xin/aYPu9jJwnZeXmd4REVHFJkFxuapHbv6vvaayxDOuXEFmTAyyYmNhZWsHn7Fj9IM5m2qZUic9/s8/VXkXBtKJiIgqNwbSiYiIiIohW6NRA30K3UBzxpmRvk89mWta9TkfqQFCpSSMZC0aZp6n/Hu4wProRERUPHIC07llS0BuZcy57V0qkJ60fx/88FyZL4+IiIjMh4ONEhERERVD2unT0MTFwdrFpcg1daWd/2uvqsdJe/YgMyoqj4FGCy7rQkRElselXTt1n3LwH8T9udrc3SEiIqIyxEA6ERERUTHI5fvCqU1rVbO8qLxGjIB9rVqAZLTnzEOy23WlXQoaaJSIiCyTfUgIvMeMUY+vv/kmkvbuNXeXiIiIqIwwkE5ERERUgvroLnmUdSmslq5L+/bqsQwumnr6jLrXJCTAytkZDvXrl0l/iYiobPm//BLc+vUFMjJw9dnnkHr6tLm7RERERGWAgXQiIiIiE9VHL4yNtzfs69ZVjyMXfIGUwzn10Zs2LVZ2OxERWVZN9mrvvw/nNm2gSUxE6BNPIjMy0tzdIiIiIhNjIJ2IiIioDOujG3Nu01rdJ/y1HrG/r1SPWdaFiKhis3ZwQPDnn8H+jjuQefMmor79ztxdIiIiIhNjIJ2IiIiojOujG7L18YV9nTpAdjZS/vlHO7+WHGiUiKiis/HwUGVeROyyZchKTCywfXZWVjn1jIiIiEyBgXQiIiKiMq6Pbkwu/zfEjHQiosrBtWtX2NeurUq8xC5fnm+7qO++x6lmzZG4a1e59o+IiIhKjoF0IiIionKoj27I1s8Prt27q8d2ISGw9fExSR+JiMj89dK9R41Sj2MW/4DszMzb2mRGRSFi3jxAo0Hcit/N0EsiIiIqCQbSiYiIiMqpProhv4kTYFstCF7DHjJJ/4iIyDJ4DBqoBpfOuH4dCRs23PZ81FdfITs5WT1O2rNHnaglIiIiy8dAOhEREVERJO7cWer66IYc69dHvc2b4TNunAl6R0RElsLa0RFeDz+sL+GSnZ2tfy4jLAwxPy/JaWiNrOhopJ05Y66uEhERUTEwkE5ERERUiKS9+xA57zP12LVTZ3N3h4iILJzXiIdhZW+P1KNH9QNLi8j5XyA7IwPOd90Fl04d1bSkXbvN2FMiIiIqKgbSiYiIiAqQcvgwQsePR3Z6Olx79oTX8GHm7hIREVk4GfvCY9Ag9fjqM88i8osvkHLsOGJXrNCX93Lp0EFf3oWIiIgsHwPpRERERPlIPXUKV554UtWylYBH9blzYGVnZ+5uERFRBeD7zHjY33EHsuLiEPHJp7g0dCiQlQWXLp3h3KqVPpAuA1lr0tLM3V0iIiIqBAPpRERERHmQOrZXxj0OTXw8nFq2RPBn82Btb2/ubhERUQVhFxiIOqv+QLUPP1QBdR2/F15Q9w716sHGzxfZqalI+fewGXtKRERERVH6kbKIiIiIKhlNcjJCxz+DrMhIONSvj5AvF8Da2dnc3SIiogrGysYGHvfdC/f+/ZC4bRusHRzg1KSJ9jkrK7i0b4/4VX8iafduuLS729zdJSIiogIwI52IiIjIQLZGg+uvv4G0kydh4+2NkC/mw8bd3dzdIiKiCszK2hpu3bvry7nosE46ERFRxcFAOhEREZGByM8+R8KGDYCdnSrnYle9urm7RERElZRkpIvUY8eQFRtr7u4QERFRAVjahYiIiChH4vbtiJw/Xz0OmjpVDQZHRERUVuwCAmBf9w6knzuPpH37Aeta5u4SERFRiSzecwlfbruAiMQ0NApyx9SBTXBniGeebf86FobPt5zHpagkZGZlo5avCx7vXBtDWgXr22RnZ2PuxjNYciAU8SkZaFPLC9MGN0NtXxeYCzPSiYiIiKQuelISwqZMUY+9HnkEnkPuN3eXiIioCtCXd9m929xdISIiKpE/j1zHtNUn8UKveljzXCc0DnLDo9/sQ2RiWp7tPZzs8Uz3uvh9fAf8NaEzHmwdjFeW/4dtZyL0bRZsu4Dvdl/C9MFNsfKZjnCys8Wj3+5DakYWzIWBdCIiIiIAEZ/OQ+b1MNhVqwb/FyeauztERFTFyrvIVVFAdq7nshKTEPX99wj/+GPcnPk+wqZORbyUHyMiIrIgX++8iOFtQ/BQmxDUC3DD9MHN4GRvg2UHQ/Ns3/4OH/RtGoi6/m6o6eOCMZ1qo2GgGw5eitZno3+76yKe61EXfZoEqgz3OcNa4GZ8GjacuAlzYWkXIiIiqvJSjh1H9A8/qMeBUybD2tnZ3F0iIqIqFEiX/zuZYWHIuHEDdoFB+uciv5iP6G++zdU+bvlvcNmzGzaurmboLRERUW7pmRocuxaH8d3u0E+ztrZCx7q+OHS58PE/JGi++3wULkQk4fV+3mpaaHQKIhLS1Dx03B3tVKmYQ5djMLBFNZgDA+lERERUpWVnZiJs0juARgP3e++Fa5cu5u4SERFVIdaOjnDt2RPxf/6JtLPnbgXSNVmIW/mHeujevz/sqldD3Oo1KuCetH27mqajSU1F1FdfIf3qVWTFxKqBS+1r10K1adNgZW9vrrdGREQVWEJCAuLj4/V/Ozg4qJuxmOR0ZGmy4eua+zk/Vwecj0jKd/7xqRloN2OTCsRL4H3aoKboXM9PPReRmKqfh/E8pQa7uTCQTkRERFVa9I8/Iu3ESVi7uyPgjdfN3R0ionIjA3gZmti7PirDe6lo70P6nl6vJ+IbpsH6/HmgUyfAygrpl68gKyoKNj4+qDbrfVjZ2QGwQtTChUj4e1OuQHrMTz8hcv4XueabevQobH39EPDqK2Z4V0REVNE1btw419+TJ0/GlJwxpUzB1d4Wa5/vjKT0TOw+F4X31pxAiLezKvtiqRhIJyIioiorW6NB9OLF6rH/iy/C1vfWpYNERETlxa5GDZU5LgNfZ4Rdh1216kg9dVI95zFwYE4QHXDr1VMF0hO3bYMmPR3W9vbqkvjY31Zo2z4wBM6tWquM9PDZsxH97bdwaXc3r7YiIqJiO3HiBKpXr67/2yGPbHTh5WwPG2ur2wYWlcxx44xyQ5KFXsvXRT1uUs0D58ITMX/rORVI93N11M/D3137WPd34yB3mAsHGyUiIqIqK/ngQTXAqLWrKzwGDzJ3d4iIqIqysrGBfZ066rGUd9GkJCP90mX1t+eQ+/XtHJs1g62fnwq4J+/br6al/HsY6RcuwMrJCQFvvAHPB4bAZ+wYeD3yiHr++muvI+NmuFneFxERVVxubm5wd3fX3xzyCaTb21qjaXUP7D4XqZ+m0WSrLPNWNT2LvDxNdrYq8yJCvJ3g5+ag5qGTkJqBw6GxaFXTC+bCQDoRERFVWXGrVql7t773qBq1RERE5uJQr666Tzt/HmmnTquxOyRw7lCvnr6NlbU1XHv0UI8TNv2t7mNX/Kbu3fv2zTUAqf+rr8ChcSNkxcTg+quvIjsrq5zfERERVRXjOtXGkgOhWP7PVZwLT8BbK48hOT0TD7YOUc+/uPQwZv11St/+8y3nsONsBK5EJav2C7dfwO//XsP9LbUZ8FZWVhjTsTbmbT6LjSdu4tSNeLy47AgC3B3Qp3GA2d4nS7sQERFRlSQDsyX8tV5/2TwREZE52QcHw8rREdkpKUg+cOC2bHQdKe8Su3QpEjdtRtbLLyNh7Tpt2weG5GonZV+qf/QRLj4wFMn79iH2t9/g9dBD5fRuiIioKhnQohqik9LVuB8RCWloVM0di8a0VVnl4lpsigqO66SkZ+GdlccQFpcKRzsb3OHngrnD7lTz0Xmqax2kpGfijRVH1cCkd9XywqLRbVV7c2EgnYiIiKqkxM2boUlMhG21IDi3aWPu7hARUVVnbQOHOnWQeuIEsjMyABubXAOK6jjffTesXVyQGRGB8NkfQpOcDPuaNeHUuvVtbR1q14bvU08hYs4cxK9dx0A6ERGVmcc61FK3vCx9sn2uv1++p4G6FUQC7y/2aaBuJZGRpVFB/ZSMLPi42MPT2R6lxUA6ERERVUlxf2jLungMGKgulSciIrKE8i4SSFeP69SBjYfHbW0k09y1axcVGJfMdOHxwAO5Mv0MuffvpwLpkuWeGRMDWy/z1ZYlIiIqS4lpmapEzJ9HruNIaKwKpmdLUB5AkIcTOtfzxcNta6BFSNFrtxuyqF+N8o899KmncbZzF5xs2AgJf2trvunIaOQRn36KM50741SLO3F59GikX7pktv4SERFRxZC0dy/O33cfIj6dp7L8MqOikLhzp3rOYxDLuhARkWWwq1Yd1s7O6rFjo0b5tnPt2fPWH9bW8Bg0qMCSMVIrHVlZSNy0ybQdJiIishBf77iATrM2Y/nBUHSq64uvHm2DtS90xpaXumHF+I54oWc9ZGqy8b9v9uHRb/fjYmRSxc5I16SkwKFhA3g8MATXnnv+tuejvv4a0T/8iGrvz4RdcDAiPvkUV8Y9jjprVsM6n5FjiYiIqGrLCAvDtQkTkRUbi8hz85G0axecWrVSAQXHpk1Vxh8REZFFsLaG+333ISsuFnYh2gHa8uLapQtgZwdkZMC1c2fYBfgXOFv3Pn0QceIk4jdsgOfQoWXQcaqqpB6yzsTe9c3aFyKq2o5cjcOyJ9ujfoBbns/fGeKJh+4KQdr9TfHrwas4cDEatX1dKm5GuhwM+E+YAPfevW97TrLRoxcvVvXd3Hr2hGODBqg2631khofflrlOREREJCT7/NrEF1UQ3b52bVi7uSHlyBFEf/edep6DjBIRkaWx9fODQ916BbaxcXODW48e6rHXIyMLnadbnz7qPmnPXmTFx5uop0RERJZj3sMt8w2iG3KwtcEj7WqqoHpxWVQgvSAZV68iKyISLh3a5zp4cGreHCmHj5i1b0RERGSZwufMRcrhwyqAHvLVl6iz8vdbg7HZ2cH93tsHcSMiIqoIqs2Yjtqr/lAZ6YWRq6/s77hDZbAnbt1aLv0jIiKqbEpU2iXt/HnEr1mL5H/+Qcb169CkpsDWy1vVcHPp1Alu9/RRA6CYUmZEpLq38fHJNd3G1xeZkRH59zUtTd10EhISTNovIiIiskwJmzbpM8+rzZwB+5xL5GsuXoS4P/9UGX+2RscVREREFYW1iwsc6xe9lIZbn96I+uK8Ku/CK7KIiKgyS83IwqLdl7DnQhSiEtOhyZYhR29Z83zhJ6FLHUhPOX4c4R9+iJR/DqnaopIN7tarF6wcHaCJi0Pa2bOI+Phj3Jw2Dd7jxsL7scdMHlAvrpkzZ2Lq1Klm7QMRERGVLykJd3P6DPXYe9QodbyiY2VjA8/Bg83YOyIiovInddKjvliApB07oUlOVmOURcybh8zwCJXdbuPpae4uEhERmcRrv/2HHWcj0a9pIFoEe8LKyjTzLVYg/drzL8B77BgEf/IJbNzd822X/O+/iPnhB0R/+x18n3rSFP2ErZ+vus+KioKd/62BVLIiI+FQwGjmb7zxBl588cVb7+HaNTRu3NgkfSIiIiLLlPrff+qqOStnZ/hNeMHc3SEiIjI7h4YN1QCmGaGhCJsyBYlbt0GTUy/9+ttvI3jePFiZKtJARERkRptPhuO70XehTS1vk863WDXS7/hrHbxHjCgwiC6cW7ZE9Tlz4DN2DEzFLjgYNn6+anAUnazERKT89x+c7myR7+scHBzg7u6uv7m5FV50noiIiCxbtkZT4PPxf61X927dusHa0bGcekVERGS5JEgu5V1E/Ko/VRDdQUrD2Nkh8e9NiPnp53xfm371GhJ37FRXfBEREVm6AA9HuDiUqKK56QLpVnZ2KMv2mqQkpJ48qW4i/epV9VhllFlZwfvRRxG5YAESNm9G6ukzuP7a67D19891uTYRERFVXvID/vJjo3C+zz1IPX063zYJ63MC6X3vKeceEhERWS6pjS6/02UQ7oB33kbt31cg4JWX1XPhs2bpf4sbnriOXvwDLtx3H0IffxwJ69aZqedERERF99a9jfD+ulO4GpMMUyp2aD5p717ceG8aai39BTaurrmey0pIwKWHH0bQlClwbtOm2J1JOXYcVx57TP93+Puz1L3H4MGo9v5M+Iwbh+yUFIRNmqzOnju1boWQhV/B2sGh2MsiIiKiiifl4EEk79unHl9+5H8I/vwzuLRtm6tN6tGj2pPwTk5w7VyyQWQqorkbz+T6+9lutc3WFyKiyrRPndi76AN6WjrHBg1QZ91adZW57kpzr//9D0l79yFx82Zcm/gigqZPg7WTE7KzshA++0Mk79+vf33s8uVw79/fjO+AiIiocM2reyAtMwtdPtgCJzsb2NrkziU/MrkPyiWQHr1oMTwfHHpbEF3YuLnB66FhiPr++xIF0l3ubotGp3KfATckWel+zz+vbkRERFT1yA94YWVvD01CAkLHPY5qH85WA6jpxOdko7t266oCAURERHSLfXDwbb+zJXh+8f4hSL90CZdHPpL7eScn+IwZg8jPP1elVjNu3IBdYGA595qIiKjonv/lX9yMT8Mr9zSEr6u9ycYAKVZpF5F6+lSB2V0unToi9fiJ0vaLiIiIKJes+Hh97fOQhQvh2qsnstPTcW3CRMStWnWrrEtOG/d7+pq1v0RERBWFrZcXgj/7DE5tWsOuZg1VQtXa3R0uHTuizsrf4ffcs+o5ZGcj7s8/zd1dIiKiAv1zOQafj2iFp7vdgQfbhGBo6+Bct5IqdkZ6VmQUrGzzf5mVjQ2yoqNL3CEiIiKivMStXo3stDQ41KsH57Z3wbl1K9yY+i5if/0V1994U/3gt/XxRca1a9qyLl27mLvLREREFYZT0yao9eOP+T7vOXgwUg7+g7iVf6iyq6bK7iMiIjK1O/xckZqZZfL5Fjsj3TYgAGlnz+b7vAz8ZevnV9p+EREREeVZ1kVKzMmPdzmxHzh1CtwHDgCyslRmesSnn6o2rl1Z1oWIiMiU3O65B1YODkg/fx6px46buztERET5eq1vQ0xfcxJ7zkchJikdCakZuW7llpHu2qULIj75FC6dO982yKcmNRWR8z6Da7duJe4QERERkbGU48eRduIkrOzs4D5ggH66lbU1qk2fjqzYWCRt34GkHTvUdPe+95ixt0RERJWPjInm1rMn4teuRdwff8CpWdMC22vS0hD52edwatUSbt27l1s/iYiIHvtOO1D2yK/35pqeLb8hAVyYeW/5BNJ9n34KFzduxPm+/eA9cgTsa9dW09MuXEDMz0tURpjvU0+WqDNEREREeYn77Td179a7t6rjakiC68Eff4wrY8Yi5fBhWDk6qhP/REREZFoe9w9WgfT41asR8OoravDv/EQvWoyohQth4+EB15071P9rIiKi8rDk8XZlMt9iB9JtfX1Ra8nPCJs6FeFz5qrBRhQrKzXQaOCkSaoNERERkSloUlIQ9+dqfVmXvFg7OyNkwRe4MX0GnFu3Vn8TERGRabm0bw8bP19kRUQicccOlaGel8yYGBVEF1lxcUjas4cnuYmIqNy0q+NjGYF0YVe9Omp89ZX6h5h+5YoKptvXrKnONBMRERGZUvz69dAkJMAuOBjOd9+dbzsbT09Un/1Bufatspu78Yy5u0BEVClV1P2rjE/icd8ARH/3HaJ//BGuPXrk2S7qy6/U/26d+DVrqnwgPb9tPrF3/XLvCxFRVZCakYVTNxIQlZgGTU4euE7vxgHlF0jXkcC5U7NmpZkFERERUYFil/yi7j2HDlU10YmIiMh8vB4ejpgff0Tynr1I2LgRTkb1z9OvXkPMTz+px77jxyNy/nwk/L1Jjalm7ehopl4TEVFVsvV0OF5adgTRyem3PVeuNdJlwBCpdaZJiIfX//4HO3//Ei2YiIiIyFC2lIvTaGBlY6OflnryJFKOHAFsbeE59AGz9o+IiIgA+xo14D1uLKK+WICbM99HDaOrxSI+/QTZGRlwbtcOvs8+g9iVvyPzehgSt2+He58+Zus3ERFVHVNWHUf/ZkF4vmc9+Lk5mGy+xU7rCnvrbaRfvqQun74yZozJOkJERERVuw76hb79cOnBh6BJTtZPj1m6VN279e7FMViIiIgshO8TT8CuWjVkhoUh+ittLXSRcvQo4nPGNfF/6SV1JZl7v37q7/i168zWXyIiqloiE9MxrnNtkwbRSxRIT963Dz6jRsFn7FikX76CzKgok3aIiIiIqh4ZsCz98mWknjiB8I/mqGlZiUmIX/Wneuw1/GEz95CIiIh0rJ2cEPD2W+px7KJFcLpwAREzZuLSiJFqDDX3/v3g1Kypet69f391n7hli/rfTkREVNb6NQ3E3gumj1kXu7SL8113IXrxD7CvVQt2QUGw9SmbUVCJiIio6kjY+Lf+sdRVdevVUwXWJTvdvnZtOLe9y6z9IyIiotxcu3eHa9euSNy2DSFffoW4nOkuHdoj4M039e0cGzeGfc2a6v964pbN8BgwwGx9JiKiquHdQU0x/qd/sP9iDBoGusHWRiqj3zK6Y+3yCaQHTZ+maqRLJnrN774t0UKJiIiIdLLT05G4dat67NSqFVIOHcL1N9+CtYuzmuY1fBisrHIf+BAREZF5yf9myUpP2rsX2WlpcGjWFAEvvQSXdu1ua+d+b39Ezv8C8WvWMpBORERlbtWRa9hxNhIOttYqM93w56Q8LrdAulzC5fvUkyVaGBEREZGxpH37oUlIgI2fL0K++hIX7x+CjNBQ9ZyVgwM8Bg82dxeJiIgoD/YhIQj+6Ufs3rAB3Z59Fvb29nm2k/IuEkhP3LULGdevq/rqREREZWX2+jOY2Ls+nu56B6ytTZeUVexAOhEREZEpJWzcqO7devaEjasrqs2cgcv/ezSnxmp/2Hh4oKKau/GMubtARERUphwaNEDK+fMFXj3mULcuHFs0R+qR/3Bl7DjU/PGHcisTa/i/WIIqlDeup6qH25wqs4wsDe5rHmTSIHqxBxsNmzwFGTduFKlt/Nq1iPtTO0AYERERUV6ys7KQsGmTeuzWu7e6d27TBn4vToRdSAh8xo01cw+JiIjIFILnzoVtUBDSL15UwfSsOF1VdSIiItN6oFUwVv8XZuK5FjMj3cbbCxfuGwCnVi3h1r07HJs2ha2/P6zs7aGJj0fa+fNI/ucfxK9dB1t/PwS9+67JO0xERESVR8q//yIrKgrW7u5wadtWP9338cfVjYiIiCoHKeci46xdeuR/SDt1CqFPPInAyZNgX6sWrJ2146IQERGZgiY7Gwu2nce2MxFopAYbzZ1L/s59jcs+kO7/wgvwHjkSscuXI+bnJSpwbsjaxQUu7dsj6N2pcO3cuUQdIiIioqojYePf6t6tezdY2dmZuztERERUhiRoXuObb3D50UeRcuQILg55QE23DQiAx8AB8H/ppQJfHz73Y6RfOA/3fv3g2rMnrB0cyqnnRERUkZy6EY8m1dzV49M3E3I9ZwWr8quRbuvrC9+nnlI3uRQrIywM2ampsPHygl2NGgXWRSMiIiLSyc7OvlUfPaesCxEREVVujg3qo8a33yB89odIO30aWTExyLx5E1ELv4b7fQPU83lJPXUKUV9+qT8Rb+3hAY8BA+A/cUI5vwMiIsrL4j2X8OW2C4hITEOjIHdMHdgEd4Z45tl2yf4rWHHoKk7f0Aa5mwV74JV7GuZq/9KyI/jt0NVcr+tS3w+Lx9y6kjk/vzzRHmWhVIONyuBfFXkAMCIiIjKf1BMnkHH9OqycnODSsaO5u0NERETlxKlJE9T8/jv1OCs2FtffeBOJW7Yg5scfEPTee3m+JnbFCnVvf8cd0CQlIfPGDcT8+COgyQLaDy/X/hMRUW5/HrmOaatPYtr9TdEyxBPf7rqIR7/Zh80vd4Ov6+1XD+29EIWBLaqh1UAvONjaqDIs//tmHzZO7IpAD0d9u671/TD7web6vx1sbGBOxRpslIiIiMhUErdtU/eunTrB2snJ3N0hIiIiM7Dx9NQPLh636k9kxsTc1kaTno74P1apxwGvvYq6m/5GtQ9mqb9jf10OTWJiOfeaiIgMfb3zIoa3DcFDbUJQL8AN0wc3g5O9DZYdDEVePhneEv9rXwtNqnmgrr8rZj3QHNnZwK5zkbna2dtaw9/NUX/zcM6/HOibvx9FWFwKihr4X/nvNZRrRjoRERFRSUltVOF8113m7goRERGZkVOrVnBs3FhdrRa7dBl8n3oy1/OJmzer0rJSS12uYrOysYHHwIEqiJ584ACS/zkE165dzNZ/IqLKKCEhAfHx8fq/HRwc1M1YeqYGx67FYXy3O/TTrK2t0LGuLw5dji3SslIyspCRpYGnUaBcMtdbv7cRHk52aH+HD17u0wBeLvZ5zsPHxR595mxH61pe6NkoAM2reyDA3REOttaIS8nA2fBEHLwUrYLo/u6OmDmkGYqLgXQiIiIyS3301CP/qcdOd7Ywd3eIqBKbu/FMvs9N7J13LWYq3+3C7UAy1pr3Y4/i+muvI2bJEviMHZNrEPLY5b+pe4/7B6sguo7vs8/iymOPIfXEcTi3bgVrV1ez9J8q977BEvtEVB4aN26c6+/JkydjypQpt7WLSU5Hlib7thIufq4OOB+RVKRlvb/upAp6S/Bdp2sDP/RtGogQbydcjkrG7PWnMeq7/VgxviNsrG8fo/OlPg3waPtaWHrgCn7ccxlnw3MPMuriYItOdX0xY0gzdGvgj5JgIJ2IiKgCy87IQMbNm7APDkZFkhEaqmqiyo9kh4YNzd0dIiIiMjO3fv1gM/tDNfBo/IYN8Lj3XjU9IywMSbt2qceeQ4bkeo3L3W21V7YlaJiVTkRkYidOnED16tX1fzvkkY1uCvO3nsOfR8LwyxPt4Gh362Sp1FDXaRjojkaB7ugye4vKUjcMuBvyc3PAsz3qqVtccgauxaYgNTML3s72qOnjrE7cmq1GenZmJpJ270bML0uRlag9w5BxM1wN/EFERERlK/nQIVwYNBjne/XGxaEPIva3FdCkFK0mnKWUdXFo3AjW9nlfmkdERERVhxwPeD2sHTQ0ZvEP+ulxK1fKpWxwbtsW9jVq3PY6yUoXkpXOWulERKbj5uYGd3d3/c0hn0C6l7O9yhCPTEzLNT0iMU1lpRfkq+3n8cXW8/hhbFs0CnIvsG0NH2d4u9jjUlTR4s5ST71xNXe0quGFWr4upQ6ilyqQnnHtGi4MHITQZ57FjffeQ1ZMtJoe9fXXuPnB7FJ3jIiIiPKWlZiIG+++i8sjRiL9wgU1LfXYMYS99RbOduuOuNVrYOlSdGVdmrOsCxEREWl5DRumrlaTE+6XR41G9OLFKlFAeD6QOxvdMCvdrlo1QKPNSiciovJlb2uNptU9sNtgoFCNJhu7z0WhVU3PfF+3YNt5zNt0DovGtEXz4Pzb6chAolJGRgYdNZcSB9JvzJgJx6ZN0GDfXlgbnJFw69ULSXv3mKp/REREZECTno5Lw4cj5ucl6m+PB4agzrq18H/5JdgFB0MTF4eoL7+EpUv5TxdIb27urhAREZGFsPX1hc8TT6jHyXv34uaMmci4elXVPnfr0yff1zm1bq3u0y6cL7e+EhHRLeM61caSA6FY/s9VnAtPwFsrjyE5PRMPtg5Rz7+49DBm/XVK316y0OdsOIMPhjZHsJcTwhNS1S0pLVM9L/cz1p7EoSsxCI1Oxq5zkXh88UHU8nFBl/p5l3UpDyWukZ5y8CBqLlkCK6PLse2qV0fmzXBT9I2IiIiMJB84gPRz52Ht4YHgTz6GS7t2arrDuHHwGDwYZzt1Rtq5c8hKSICNmxss9WRA2smT6rFTCwbSiYiI6Ba/556Fx4D7kLBlKxK3bEHKv//Ce/QoWDs55fsau6AgGbEU2cnJyAgPh51/yQaRIyKikhnQohqik9LV4LwRCWloVM1dZZpLzXIhtcoNS6v8uPcy0rM0ePqn3FcSvdCznhrUV0rFnAyLx2//XEV8aobKQpcA+ou9G8DB9lYd9QoTSM/OzgY0WbdNz7x5A9YuLqXtFxEREeUhaad2sC23nj31QXTDLC7JSpfMLcn4du3Y0Sx9TL9yBTFLl8Jn1CjY+vnd9rwE0WWQVBsvL9iFaDMUiIiIiHTsa9WCz+hR6iaxh8Lq2ko5GBsvT2RFxyD1xAkG0omIzOCxDrXULS9Ln2yf6+9dr/cocF4y6OgPY++GpSlxaReXjh0QvWjxrQlWVmqQ0Yh5n8G1C0fKJiIiKgtJO3eoe9fOnfJ83unOO9V9yuHDMFe2eej48Yj+5ltcf/Mt7Yn3fOujNzfJgC9ERERUeRX1WEF38l4C6URERBaVkR7w6qu48vjjOH/vfepH8/WXXkb65csqu6z6Rx+atpdERESEjBs3kHb2HGBtDZf2uc/oGwbS41evRsrhIzCHyHmfqdIzImnHDiSsXw/3vn3zrI/uyLIuREREZCK2vn5IO32GgXQiIoKUl5Ea61JbPSop/bYErwsz7y3fQLrUIKuzciXi161D6qlT0CQnw2PoA/AYMADWjuYbPZWIiKiyStq5U907NWsGG0/PgjPSjxxBtkYDK+sSX3xWbLLMqG++UY9dOrRH0u49uDl9Blw6dYKNq2uudqqvzVuUW9+IKjupR2lIaksSEVUlzEgnIiKdl389guuxKXiuZz34uznAVNdBlyiQLnVNz/e/FyELvlCBc7kRERFR2UrMqY8ugen8ODaoDytHR2ji45F+4QIc6tYtl75pUlNx/Y03AY0G7gMGIGjae7g4cJC6Wi3ik08R+Nabql1mdDQyQkPVY6fmzcqlb0RERFT52fr5qvvM62HIjImBrZeXubtERERmcvBSNJY91R5NqnmYdL4lSlOTgTyy09JM2hEiIiLKX3ZmJpJ27y6wPrruf7RT06blXic94tN5KnBv4+ergubWDg4InDxJPRfz009IOX48V1kX+zp1YOPuXm79IyIiosrNyt4B1h4e+oHNiYio6grydEIew3WVWomv9/YaMQJRC79WP+yJiIiobKUcPaqyzOUHomOzgjO5nVpqy7skl1MgXQL20d99px4HTX1XX3bGpUMHuN97r8pSvzJ6DMKmTkX8mrXaPjZnfXQiIiIyLZZ3ISIiMem+xpj11ymERifDlEpcIz3l2FEk79mLpF274FC/PqydnXI9Hzxvnin6R0RERGrgzp362uNWNjYFttXXSS+HQLpVejrC334HcrrfY9AguPXonuv5gNdfU2OppJ8/j9glv9zqIwcaJSIiIhNjIJ2IiMSzPx9CaoYGXWdvgZOdDWxtcueSH5ncB+UaSLdxc4dbn5ItlIiIiIoncZc2kO5aQH1040B6+rnzyIqPL9MSKr7r1yPj8mXY+vsj4M038vxBW2fVH0jauxdxv69EwsaNarpLx45l1iciIiKqmmx9tXXSU48zkE5EVJVNGtCkTOZb4kB6tZkzTNsTIiIiypMMmJX639FCBxrVsfXxgV1IiBrUM+XIfwXWVC+NlH/+gecubd32oPfehU1OXVJjkkHv2rGjumUlJiI7PR223t5l0iciIiKqunQZ6TLYuRxz2Li6mrtLRERkBkNbB5fJfEtcI52IiIjKR/KePap0ikO9erALCCjSa3R10suqvIv8OA1/ZxKssrPhdv/9cO3atUivkx+0DKITERFRWbB2coJtUJB6zAFHiYiqtixNNtYdDcO8TWfV7a9jN9Q0s2Skn+vZC7Cyyvf5un9rL90mIiKqSOZuPKN/PLF3fViChE2b1b1Ll85Ffo2Ud4lf9WeZBNLTQ0MR+vTTKuM9w8MDvq+8bPJlEBERERX1mM2QY+PGSAwLU3XSne+6q9z7RUTl//23lN9tZDkuRSZh9PcHcCMuFXX8XNS0+VvPI8jTEd+Nugs1fbTTyi2Q7v3Yo7n+zs7IROrJk0jasQPeY8eWdLZERERkQJOejsStW9Vjt169ivw6Z92Ao//9h2yNBlbWprkILWn/flx7/gVkxcbCxs8Plx8ejkZubiaZNxEREVFpOTZuhMRNm5B6ghnpRERV1ZQ/j6OGtzN+H98Bns72alpMUjomLD2MKauO47vRbcs5kP5o7kC6TvRPPyH12PGSzpaIiIgMJO/dC01Skqr56dSiRZFf51C/PqydnaFJSEDa6dNwbNSo1H2JW7UK1998C8jMhGPTpgj8eC5O/vNPqedLREREZCqSkS4kI52IiKqmfRei8fszt4LowsvFHq/1bYihC7TjfFlEjXTXLl2QsGGDqWdLRERUJSVs1JZKc+vdq1hZ5Va2tnBuqz3LnrhzZ6n7kbh9O66/8aYKorv374eaPyyGbRHrtRMRERGVF8fGTdR92vnz0KSkmLs7RERkBva21khKy7xtenJ6JuxsrC0nkJ6wfj1sPDxMPVsiIqIqJzsrCwl/b1KP3Xr3LvbrXTp3UvdJO0oXSE85dhxXJ0wEsrLgMWggqn30kRrMi4iIiMjS2Pr7wcbPF9BokHyQV84REVVFPRv6440VR/HvlRhkZ2er26ErMXjr92Po1ajkCWElLu1y4f4hgOFYo9lAZmQEsqJjEDhpEixecjKQlHT7dBsbwNHx1t95tdGRzEDDQEJx2srys/MZKVYGcXV2LllbOeOu0eTfD3v7ord1MSi8n5qqAigmaSv91Q1Um5amshtN0lbWry5bMz0dyMgwTVv5PMjnorhtpZ20z4+DA2Brm7ttRgZsZP3JZ8nOLu+2sg5kXRS0jXWvLU5b2Way7PxIO93npzht5TNWUCZIcdrKOpB1IeQ7Id8NU7SVbabbboV9lyv7PsLwu2xJ+4j8vhtlsY/ISAds7W7N14z7iORDh5AVEwMbNzc4S2mW/D5D+ewjXFu1QrhGg5R//kHWzXDYuLoUex+RfvMmQp96CtlJSXBtexeCXn8dVrrvk+F2kW1RmfcRRf3eG7eVz1N+5L2Ych+hX5ZV7u+JtNV9Poq7jzDuvx2PI4rd1ngfkZyc9/6sJMcROpqs29eZ4eepqh9H6D7Hss1sdN+FbO06Nv7e6fZr8r51760s9xGWcByhPr/ZeS+jLI8jDBVzH5Hnd0i3nQ2nlWYfYbj/k2WZeh+hm798N61y2so6kO+zIcNtUtrfGkVpW5J9RH7HaeWxj5DPeWbu9SvHKR7duiNm6VLE/PwTMGTirbYFfY/K6zjC+H+rYZ/Kah9h/P0q7DiisLY6uu+PKfcR+u+yvWUdR2Rlavub33ou7j5CR9oW9P0sy3iEjux3Cvr8WOJxREHfI1MdRxjv2yzxt0ZZHUdUgqt5Jg9sgpeWHcGQL3bDLue7manRqCD65IHaEmAlkl1C4Z/Oyw6f99mt2+efZ0cvWZKdev58tiULDQ2V/wDZodqP8u23/v1zv8DZOe92cuvaNXdbX9/827Zpk7ttzZr5t23cOHdb+Tu/tjIfQ7Kc/Nr6+manp6dnr1y5Ut2r/ufXVt63IVkv+bU1/hgNHVpw28TEW20fe6zgtuHht9qOH19w24sXb7V9+eWC2x47dqvt5MkFt92//1bbDz4ouO2WLbfafvZZwW1Xr77V9rvvCm67bNmttvK4oLYyLx1ZRkFtpY860veC2sp715F1UlBbWac6sq4LaivbSke2YUFt5TOgI5+NgtrKZ0tHPnMFtR06NPd3o6C2lXwfkUsV3UfM6Tgie85PO7LnbDht9n1E2LTp2ScaNMyOLmz9ltE+IuvDD7PP9e2n+nCtQ8cqvY/IpRj7iDndHtN+pvK4mXofoZ/34BfU51e3X9M0alTifUSuPvcep+ar/25U0X2EJR1H6LbHnA+W3v75MmxbxY8j9Otlwtxb62zlodvXk8Et63//K5d9hLmPI9S6kH1GXp+bMj6O0G8L2acUYx+RNWRIwdt5zVGT7CNu+z6ZeB+hn//3m2+tiynfFfxd5m+NXPsItc7kmK2AdRbp7ZP94YqD2rbL9pn1OEK/nQvor6ZPnzLZR2S1bn3rt04RjiOK81sj13fZBPsI1Qc5ftIdb1jAcYR6f/I/pID/G8XdR+iO0zLfftsijiMq2j6iwH1lFfqtUVbHEaHVq2tjp6Gh2RXdhYjE7I3Hb6jbxQiD738JlTgj3e+5Z0sevSciIqICySFUwt9/q8eOTZoAa9eWex9if/8d6ZFRsA0MhP/zzwG7d5V7H4iIiIhKLDsbKcdPwOXuu1ERJO3ahRu9+8CpeXP4v/YqjK5bIiKiYqrt66JupmIl0fSSvPBk4yaot2M7bH18ck3PjInB2Y6d0OjEcViiq1evIiQkBKGnTyO4evUqV7Yhw94ea9euRf/+/WEnl9nwkmyLKu2SkZGB9evX45577oFdGZd2mbvtorav1jaY2Lu+ZV+SrVOGl1Jl2Njc+m4UtN0q+T7CUku75PvdKIN9hPpu5JR2Ud8NM+0jUs6cxaWHH4aVszPqb9sK64IGGi1gH5GwdRuuTZwIu+Bg3PHnqlz7iOzUVFwdPx5JO3MC5La2qP7BLLh1747wzz5D1LffwcrRETV//glODRve9r3PtV1Y2iXPtnPXHsu36cTud5h0H6E+uwalXZ7tVlu7X+vWDXYlLO1ya57IdZm1+m5Y0D6iIh1HZCQn570/K8FxxNwtF/It7TKxa23LviS7HPcR+s9xHqVdcq0nw/3avffCztW14l6SXcRjg7kbz+Qq7WK8PsryOGLu7mv6xxM71yjyPiIjIQHr16697Tuk385qWu5SDLe9ryLsIwz3f+r1Jt5H6OdfSGmXXH230NIu+R6nlfE+Qn1+8yjtoltn8Rv/xrXXXsNPre+Hz6OPqm0ysWOw2Y4jVH+FQUmK7LQ0DPrsVWSEXoWVkxOyU1KQnfPZ8X3+Ofg99phJ9hEZWVlYu2WL9reOrL9CjiMm9tcO2FqU/cncXVf1f07sFFLqfcSt77K99njDAo4j1LYrbH9SzH2E2iZynNarV8EnTMowHmF4HDGxU40C21raccTc9SdzPZ1ru5joOOK2fZsF/tYoq+OIq2fPIqR+fYSGhiI4uID9poV5b/UJvNSnPpztbdXjgrxzX8nKu5Q4Iz2/HWl2egasjH8UWCLZIRrubPNTlDYlaWt4QGrKtoUN/ma40y3OQHGGX1RTtpUdi2FtLlO1lR2hYT14c7SV70FRvwu6thkZyJL1J5+l/F4rO+T8AiLFaWtYc063Qy7qZ7g4bWWHXBZt5eDHlG0Nvxtl9b2vCPuIkrYt631EUb4bptpHGH83zLSPSNiyRd27dukCazc3FJnR996lW1dkOzgg/fp1pEdGwr5mTf1zN2d/iMTde1Sw3rntXUjavgNX33gT3iNGIHrRIvXdCZr2HpwkIz6vz3B+26Uy7iMMFaet8eepoO9YafcR+S1L2hb1/5Fxn4rT/4LwOOJWWyurwvdnxT2OsNaeGC/S58lUxxHGLPk4Is/PsZxwss9/v2b4WSnLfYQlHEcYfs4KW4aFHEfk+R3KazvLiRObIq47432E4fyMX2+KfUSe/TUatyevZZfmt0ZRlGQfUZTjtLLaR8j303hd5rzW7d7+sP3oI2QnJyPtwgU41Kunf06TloaEv/5CzM9LkC7JdvM/h1OLFuVzHKHrb7YG8evXI/3adZXwUGv5r7Cytkbkgi8R/f33SDtz1nT7COPga3GPI4rKFPuIvPphCccRxdmfFGUfoQv2GwaTTTHfkh5HFPWzZinHEfl87016HFHQvs1SfmuUVdvifJctyPHrccjIytY/LgvFDqRHL/5B+8DKCrG/Loe1wU41W5OF5IMHYV+njkk7SUREVJVoUlIQt2qVeuzWq1ep5mXt4gLnVq2QvG8fEnfuhHdOIF3+n8f89JN6XG3WLLj17IHrr76K+LXrtEF0AN6jRsFjwIBSvx8iIiKi8iYJfp4PPQRsOouUY0dVID3t/HnE/f47Yn9boQZ017k28UXUXvk7bNzdy61/SXv3I+PyFXX1X/Bn82Dr7a2mu3TsqA2knz1b4OtTjh7FzZnvw//FiXBu06acek1EZLl+eaJ9no9NqYDrxPMmP67VD+zsbDUKtu5vucX+shTZKakImjK5TDpLRERUFUQt/BqZN27AtlqQCnCXlkunjuo+acdOZGs0KtPp5syZapr/yy/B/Z4+sLK11QbU+/RR053bt1PPEREREVVUng89qJIAM6+HIXbZMly49z5Eff2NCqLbBgXB74XnYRcSgozr1xH29jtqjJrykH7pElIO/aMeB733Hhwb3yox4FC/nrbN5cvQ5FOaQ47nwiZNRsqhQ4hZtqxc+kxEVJG88usRJKbdXropOT1TPVduGel1N2kHPrv86GMInvcpbDw8UCHp6nzpamPpak0Z1jEyrCFkWO9KV2sqv9pERWmrW75hDStd/aj8ahwWpa2uzphhDStdrSlpa3hZTUFtjesh6uqM5VXDqihtDWtNGV5OoqtJll9dqsLaGtaaMqx1ptuexWlblG1vis9JXttT19a4RlxJtn1R20ptPrk8Tdff/LZnaT8n+W3P0n5ODLdnaT8n8r4M60/rtmdJPycVeR9R1LblvY8wVNb7CPluGNZXLed9RPrZs4j+6ivVn4BXX4O1vKaUnxPXzp0ROftDJO/Zg6vPPovEzdqyMV4jR8B7+HDt+nRyUplb1efOQcq+/XBq1FC3BgrcntayLHl/Uku4Mu8j8tqeRWmrq4OaU3c/Vz1reY+m3EfI+pH6nbIcWZ5hW+lXSfcR2Rpte+P5WtI+oiIdRyQnw9r4EvuSbnsd3WfKyuhYryyPI4q67S3hOCKnrq26dF1fNkNbI12te6PPiY3MW9a9br5luY+whOMIXY10w89OeRxHGCrmPkJtI913VMhydPtbw8v9ddte1lFJ9hGGnxNT7yPy+v+gq5Geq56/CX9rlOZzUtA+wrgedXnuIwxrpBtu+5y2dt7e6or59PPnkRkeDisrK7h26gSP4cPg2rWrSiRwadtWxTcS1q9H7NKl8JJjozI8jshOSkLi1q3qdY4tWsBjwH252tr6+6uyfpqEBKQfPwFHCawbbfuENWuQfvy4mpZxJbTwz0lRfmcaHkcU1tbwc1LUbV/UfYT6bmjHe7Go44i89ielOY7QkbZyM0c8Qkf2OzKPstpHlMVxRFE/J6b6raE7LrC03xpldRxRUF35CuK3Q1fxWr+GcHXIHfpOzdBgxb/XMPtBg3JeZZmRrlNz8aKKG0QXDRoAkZG3/p49WxsEePbZ3O38/bXTr1y5Ne3zz7XTxo7N3bZWLe30kwaDHnz/vXaa/DM2JGecZfqhQ7emLV2qnTZwYO62d92lnb5jx61pq1drpxlf8t+li3b6+vW3pm3erJ3W3uiyhn79tNN///3WtL17tdMM68OJBx7QTs8pA6AcPaqdJrXmDP3vf9rpEgjSOX9eO814gNcnn9RO/+STW9PCwrTTPD1zt33xRe30GTNuTYuL006Tm2Gw7a23tNPkXkee17WV1+nI/GSazN+QLF+mS390pJ8yTfptSN6XTJf3qSPvX6bJ+jAk60umy/rTkfXq6gqbYcNyt5XtIG1lu+jI9pJpsv0MyfaV6bK9deRzINPkc2FIPjczZgJncga8EfL5krbyeTMkn0eZLp9PHfncyjSDzAlFPucyXT73OvJ9kGny/TAk3x+ZLt8nHfmeyTT53hmS76VMl++pjnx/ddvT0GuvaadNnXprmvzT0rU1HORD2sg0eY0hXVvuIyxmH2E9b1757SPku5GaZrZ9hHXLlmhw/Bg8GtSH2z19cu0j1HouwT7CoUED1Lp+DQ3+O4LsP1ergHnge+8isFUrWEn9dYN9hJWNDZxfeRlWcnmxfI4K2UfcPWMG7Ly8uI/Ibx8x+0PtZ8rw/87+A9pppt5HyA9qme+SX3I1tdX9fyjpPuLiRe18v/nGYvcRFek4Qr4vLebPN+1xxH9HtdvIOCuxLI8jZHoR9hEWcRyxdp12/ezefWuafNdlmtE+wvrNN3Hf8OGwfu+9qnMcsXChdl1cvlIhjiNsRo3SbqOvv741Ub478h7mzMk9X3kfMr2k+wg5HtB9Tky9j3h/lnbeiQm3pu3bp51m+N0y4W+Nkh5HFLaPsOnRw3z7iMgI7Tr72GAbG+0jXDq0V2VdXFu2QsNTJxH8809w69lTBdGF04IFaHjiOHyio3Bzxkyknj5dpscRVh9+CO/Ll2Hj6gqXdu1u20dIsF/Vc5djuPbtbttHZM+bB/f770fQjRvq7/TQ0EL3ETYjR5b4OKLcf2tIHxYssLzjiPUbtH0z8XGE9fvvF+s4okziEXIcUYb7iDI5jpBtMd/gGKAMjyNsXnjBcn9rlNVxRPfuqKgSUjMQn5qhhlFPSstUf+tucckZ2HIqHD4uRRxrwKSDjcqJixs3kLB5MzLDwtQgo4YC3ngdZSFi3meINPygy3gLtWvjjnVry2R5RERE5SVx5y445Ixs7zt2rPohZQoyHxvJlEhKgo2XF2r++AOcmjcH1qwxyfyJiIiILJWNu4e2dF1sbIHt7GvVRnZCAq6//ApqLfii5FmHBcgMv6kPwrh06KCSG/IigXQp26IyWY2kHjsOye21stPOKSsqClmJSWocTCKiqq751A3qymq5df9wa56/jSf2MjoBVwxW2SUsApa0Zw9Cxz8D++BgpF28qHb0GdeuaS9PatwYNRcZnAEycSA9YcN61Pj221sT5fInyYYrgqsyIndICEJPn0awnImrYmUbMmxtsXbtWvTv3x92Mg9ekm1RpV0yNBqs3bxZu32k72V4KdXcLef1pV0m9q5v2Zdkl0PZhgxr61vfDV0twopySXYVKO0ip2rX/v23dvvIeyzDfcTcbRf1pV3Ud6Oc9hGatDRcHHw/Ms6fVyVXAt5+26SXZGdeuYL49evhPmiQumS4xJ8Tg+2ZkZGBv37/HX379IGdZDJU4n1ESS+3nLv2WL6lXSb2qGvSfcTc9adylXZ5tltt7X6tWzfYlbC0y9yNZ/Is7aK+Gxa0j6hIxxEZycn46++/0XfQIO3/+lJs+7mbz+db2kVtI0u+JLsc9xFz/zqRb2mXiV1r52qbkZiI9WvW4J777oOdbnpFvCS7iNtefccNSrtM7NOw5Nu+mJ+Tubuu6ptO7FyjyPuIjIQErF+7FvcMGAA73XSNRrud8yntMrFX/WLvI9S6MfycmHgfkef/hzxKu6jvsoWXdsnIysLaLVtu/YYpp32E9n/U7aVd1DozaDt360X9NprYMTjfbZ+ZkIALQx5AVnQ0fJ9+Cn7jxhX6OSnOtp+7/iRifl2OrIgIONStC7e+9+R7vBn940+4OW0a3Dp3RvDHc/XbPjs9Hefv6YvMa9fgN3ECor5fhKy4ODVQqmNISL6fk6L8zjQ8jpjYr0mRPydzd+ZkxMu67xRS6n2ErCddyQ61bvLY9sX5nJjiOEJ91vLan5TiOCIjM1N7nNarF1QvzRCPMDyOmNipRoUq7WL4Ocnre2+K4wj5raO2Uc+esJN+WeBvjbI6jrh69ixC6tdHaGgogoNz9psVxN4LUWqVj/h6L74Y2RqezrdOWNrZWCPYywkB7gbrpbwy0sPnzIXP6NHwe/45nG7VGsGffqJGmb72yqtw7dwJZcrGFrZ+fqWbh+EHUsgHXF8Lz4DhF0JHvhB5nTkuTlvDHYOOfCEMaxOWpK3hzklHvhC6vhnW5CysrSHDL19J2sqXNK+2sgMw3AkUt61sw7za5rU9i9NWlLZtcba9rq1xzdTSbvuC2hr+yChoe5b2c5Lf9izt5yS/7VnSz4nhui+rbV8R9hElbVvW+wjD7VPW+wjj70Y57COys7Jw/eWXkX7xImz8/OArl3bqgz2m+ZzY1qgB78cfL1Lb4mx7jaxzmW44n8q4jzBUnLbGnyf1Pmy0N+P3WNp9hKwfa/u82xrPozjbXoKzeb0PS9pHVKTjCCsraIy3R6m3fc5nyoA2CKilD0SY8jjCmCUfR0hA8rZUTflBbH97ewcHZMm8DbeppRxDltVxRF6vt4RtX0BbtY0M+22dz35Kt+0N131x9hH5fU5MsY/Is7+GJ3vK4LdGUdqWZB9h/BumPD8nKrhlX/S2BWx7WxcXBE6ahGsTJiDyq4Vw7dULTk2a5Nm2uNs+OzMTSXv2IisyElaOjnDpKqUu8o9HSKBdpF6+nGveMcuXIyMsDDYB/vAaNQrxm7cg6+hRpF+5AseGOSfCivE7MyM8HImbNsFj0KCCjyPKcx9R1O1Z3scRee1PTHUcUdR9flnFI+QYIq95lGU8orw+J6b6rWG8Li3lt0ZZHUfktd4riHZ1fNT9jle7o5qHE6ytTXOVt06Jr1aSwTo8Bg/S/mFri+zUVFi7uKjAetRCg3p1ZUBGrz7buQvO9eqNay+/okbYzk9aWhri4+P1t4QEgxp0REREZiYXht2YMgUJG//WDvb50UewkbrlRERERFSu3PveA7d77lGZqmFvvqUywEsr5fhxXHzoIaQcPqz+dunYEdZOeQQoDTjIAKMS6A4NhSYnk1WOGaO/0V6Z7/vkU2pAevucLHRpVxLhsz7AjanvIuydSSV6PRGRpQr2clZB9JT0LJwLT8TJsPhct3LPSLdydkZ2zllNyQ6XAS50A2JkFlJ7rDScWjRHtZkzVF30zPAIVS/90iOPoM6qP2HjevvZlZkzZ2KqYZF/IiIiCxLx8SeI/XW5yoCo9tGHcGl3t7m7RERERFRlBU56B8n79iHt9Glcf/tt2AVVQ0bYdWiSkuHcqhVce3SHQ+3ahc5HAt+R8+Yh8suvVGDeqkVduHTsBMdGDQp9rVztb+Pjo+qfp52/AKdmTZF67JgqpyuxGM+h2kEh7WpoA+npV4ofSJcs+cScAUTj16xBWt0e+kx4IqKKLioxDa8s/w9bT4fn+fyFmfeWb0a6U4sWSP7nH/XYtUsX3Jw1C5ELFqizthLsLiuyLPe+feHYoIEqIRPy1ZfQxCcg4a91ebZ/4403EBcXp7+dOJFTO4+IiMjMYlf8jqgvv1SPA6dMhrsMhEVEREREZmPr46OC6SJ+1Z/qWE3upQRK+OzZuNCvP8737Ye41QUP2p64bRsi53+hguhu/frCa8QIODaS8itFKzOgS1RMO3tW3Sds2KCPiVjnlKWwD6mh7jNCrxT7fab8dxSa+Phc/dVlvxMRVXTvrj6B+JQMrHymIxztbLBoTFt89FAL1PJ1wdePtSn/jPSA11/T72T9nntWPY5fuw72NWuq58qLjbs77GvVQvrlvP9xODg4qJuOlHchIiIyN7lUOGLePPXYd/x4eD30kLm7REREREQA3Pr1g++lS0g9fgJ2AQGwDQqElY0tknbuRNKBA0i/dEkNBiqlYKzyqAGdrdEg4pNP1WPvxx5DwBuvw9pg7IqikOzw5L17VSBdstvjcwLp7n1669vYlyIjPWmnNhvdrXcvpF+9psr1Jm7dCvf+/Yo9LyIisXjPJXy57QIiEtPQKMgdUwc2wZ0hnsjLkv1XsOLQVZy+oS3B3SzYA6/c0zBXe9n3ybg/Sw6EqqB4m1pemDa4GWr75lHv3cju81FY+GgbNA/2hLWVFap7OqFzPT+4Othh/pbz6NEwAOUWSJdB0TJv3IBDA+0lSdbOzgiaOgXmoElKUmVlPAYONMvyiYiISiLuz9XIlMGi/Hzh8+QT5u4OEREREeWwsrKC3/jxt033GTMaWQkJON+7D7JiY5F88J88y/JJ9njayZNqHDmfp54sUR/0GennziHtzFlkXL4CK3t7uHTpqm9jVyMnIz0sTJXelfF2iipxuzaQ7tq9BxxlUNU3vlAD36eeOg30Lrz8DBGRoT+PXMe01Scx7f6maBniiW93XcSj3+zD5pe7wdfVeDBvYO+FKAxsUQ2tBnrBwdYGC7adx/++2YeNE7si0EN71c2CbRfw3e5L+OjBFgjxdsZHG87g0W+1bSTLvCBSG93HRTtAq4eTHaKT0lHHD2gY6IZj1+NQUiUq7WJlY4MrY8chywzZ3TdnfYCk/fvVGdPkQ//i6nPPwcraGu73lay2DRERUXmTE9JRX2sH5vYZNQrWxiO7ExEREZFFkkHhXXv2UI8TNm7Ms/Z4xKfaqw69R4+GrZdXiZZjWNpFV9ZFBio1HBtOxquzkuPIrCxkXL9e5HlnRkWpmutqnp06wrFBfTi31Z4QSNq9myVeiKjYvt55EcPbhuChNiGoF+CG6YObwcneBssO5n3FzCfDW+J/7WuhSTUP1PV3xawHmiM7G9h1LlKfjS7B+Od61EWfJoEqw33OsBa4GZ+GDSduFtqfOn4uuBCZpB43CnLDz/uu4EZcKn7cdxn+btpAfbnWSJedeklHhi6NzJs3cP2ll3GhXz9cmzgRNp6eqLX0FzUYBxERUUWQ8PcmlfFj7e4Oz2HDzd0dIiIiIioGt97a8ioJf/+tyrgYilv1J9IvXFCxCu9Rj5V4GQ71tAN/SjWAuD/+0C7XaDwdSSq0CwkudnkXCZarZTRqBDt/f/XYueWd6tg0OyUFMcuWlbjfRFR5JCQkqBLZultaWlqe7dIzNTh2LQ4d6/rqp1lbW6m/D12OLdKyUjKykJGlgaez9sqa0OgURCSk5Zqnu6OdKv1y6HJMofMb3bEWwuNT1eMXetbH1jMR6PD+Jny/6xJeuadB+ddI95vwAm5+MBt+zz+nLgOS8i6GbFxdURaqz5lTJvMlIiIqD3JmXTfAqNfIEbmyioiIiKhikdqthib2rm+2vlD5bfPsLH9EN7sXI4+uQerRo3Bq0UI/Bk7k55+rxz6PjytVXEQy320DA1UgPePqVcDWFm49ut/WTgYcTT93HunFGHA0cUdOWZdOnW5NtLaGc+vWSNyyBVHffAOv4cP1g5qWBL8bpme4Trk+qTw0btw419+TJ0/GlCm3l/aOSU5Hlib7thIufq4OOB+hzQovzPvrTiLA3VEfOI9ITNXPw3ieUoO9MPe31J5k1NVf3/VaD5yPSEQ1Tyd455R8KddAeugT2jpfV8c/IwXEbj0hefhWVmh04niJO0VERFRZJe3ajdQTJ2Dl5ATvRx81d3eIiIiIqJhk4FH7WjWBo9ryLrpAevTPPyPj2jU1Bo7XiBGlXo5UApBAunC5+27YeHjc1kY34GhGETPSJYM+aecu7Tw7GwTSATg2aIDkgweQdSoSsct/g/cjI0v9Hoio4jpx4gSqV6+u/9uhjEqSzt96Dn8eCcMvT7QrtPZ5UX3y91k80aWOKi8j5L5pdQ+kZmSp517opS2fVW6B9BqLvi/pS4mIiKqsqK++UveeDw4tcc1MIiIiIjIv+zp11H38xo3we+klpF+8hIi5H6tpfs89B2snJ5ME0pNysseNy7ro2IVoBxxNL2Lp3dTjJ5AVHa0GQnVu2TL3kzY2cG7VGjiwAlELF8LzoQdhbV/yzE0iqtjc3Nzg7u5eaDsvZ3vYWFsh0ihTXDLHjTPKjX21/Ty+2HoeP427W9VB1/FzddTPw9/91tUx8ndjg3b5+WTTGYxsV0MfSDcchFSeK/dAukvbtiV9KRERkUVJOX4cWTGxcO3UsUSv16Sn48bkKeqqLN9nxsM+RJsZZCz533+RvH8/YGcHn9GjS9lrIiIiIjIX+xo1YWVvj4zLV5B26hRuTJmK7LQ0uHToAM8HHzTJMnQDjspV/245A5zmn5FetNIuSTu1gXmXDu1hZWd3+zIbNYJtQAAyb95E3IoVqsQLEVFB7G2tVbb37nORuKdJoJqm0WRj97koPNqhZr6vW7DtPD7ffA6LxrZF82DPXM+FeDvBz81BzUMGJBUJqRk4HBqLR9rlP0+dbNl15jH9ZFg8PJ3NUNpFJB88iJily9Sgo9U/+Rh2AQFqEAy74GBVW4uIiMjSSS3LK2PGQhMXB6+RI4G2Q1WNyOK4OWMG4n7/XT2OX7MGXo/+D75PPaVqWxqK+mqhuvcYMAB2QUEmfBdEREREVJ4kiO7SsaOqKX51wgQVULd2dUXQ9GmwMix/Wwou7e5WmeOu3brB1vfWgHuG7HISONKvXlVj8RS27MQdO7Xz7tQ5z+etbGzgM24cbk6fjsivvoLnkCHqvRIRFWRcp9p46dcjaBbsiTtDPPDNzktITs/Eg621+6gXlx5GgIcjXuvbUP0tWehS9/+T4Xci2MsJ4Qnamugu9rZwcbBV+7IxHWtj3uazqOXrogLrH204gwB3B/RpHJBvP5pPWa9eK3vC7h9uzbVPlOB+UnomRt5deCDe5IH0+PUbcP211+Ax4D5V61UCESIrIRFxX36JGjmXrhMREVmy5EP/qiC6iPnpJ8SFO8D9nntg5VC0wZVif1+J2F+WqkwhqY+Zcvgwor/5FnEr/0DIV1/CqUkT1S71zBn1Q0vayY8TIiIiIqrY3Hr1Usd3EkQXAW+9ZdJkCZlX/b17CkzysJf6xdbWyE5JQWZEBOz8/fNtm37pkjpWFQVdiSklCCO/+AKZ18OQ/M8/cGnfvpTvhIgquwEtqiE6KV0FxyMS0tComjsWjWmrssrFtdiUXEHtH/deRnqWBk//dCjXfF7oWU8/mO5TXesgJT0Tb6w4ivjUDNxVywuLRrctsI76pAFN1EnFV3/7T83HzfHWlTd2NlYI9nJG65pe5R9Ij1ywAIFTJsNz8GDEr1mrn+7cqqV6joiIqCLQXd4ql7GmX76MjNCranAl9359C31t6smTuJEzarnvM8+osi6J27YhfNYHSL94EVeffQ61l/8KWx8fRC38Wl/f0qFO7TJ+V0RERERU1lx7dFd1xZGVBdcePeAxeJDJl5FX+ZVcz9vbwy4wEBnXr6tqAQUF0mMk4VGjgWv37rAzGEDQmLWjo8qGj1+7TgXeSxpITzt7FtkZGXBs3LhEryeiiuWxDrXULS9Ln8y9H9n1et7lqgxJ4P3FPg3UraiGtg5W9yHe2oC5nU3xrjYvs0C6BAic29x123RrNzdo4uNL2y8iIqJykbhzl7r3GTMGDvXqwnr6D8iKjUXMsl8RnXURXg8/rP6BS0a5BMNTjx+HrZ+f+sGSfOCAthZm1y7wHf+0aufWrRucW7XCpQcfUoH5axMmIvDdqYhfqz3p7PPE42Z+x0RERERkCjJwvM/oUUg++A+C3p1qspIuxWVXs4YKpKdfCc23zK5dRAQScpIgJQGkME533qkC6ck5GezFJVULEjZuVGMISc11IqKyJjXUdRnoTaq5IzUjS93yYpipXi6BdKnPlXHlMuyDc5/FlMt+dDW6iIiILFlGeLgaHErKrbh07ABbb281OFTC35vUgE03330PSdt3qEyfhA0b9K9Lv3BB/1jGBak+axasDC65tXF3R/D8z3HpoWEq2H75kf+pTCWpo6kr9UJkLnK5pSHdpZNUdFyHlr9duE2IqLz4v/yyubsA+5AaSN6zFxmh+Q846rNpsz4b3alpkyIF0kXq4SNFqr1uLDMyUgXRRdoZ2T+3v+04XI6ZJfudiMgUWkzdgP1v9YKvqwOaT92Q52CjukFIL8y8t3wD6RJouDFjBqpNn64CEJnh4eqSn/APZsP36adLOlsi+j979wHdxJm1Afiqy71gGzCY3iEQEkISICG9k5CebDa9bU02fbPZ3fT2p7fNpve+6RUIhDRKILTQMdUYcC9yUdd/vk/6xiNZkiVZGo2k9znHR7Isy6NiaebOnfcCgGLaf17ET83jx/MiOqPNyqaCU06hzjVrSLP1O2pbuFC6ft7xx1PB6bP5kVeOvfvI1dREheecQ7pC/wnjjGn4cCr/vwdp95//Qq6GBn5Zn6uvUuy+AQAAAEBmMA7yDRzdVRUyUSDP11keSTc6Yx4zhjQmE7laWsi+fUfU0YTOunrpvG3LZvK43VLjSedva2nnBRdQzowZVPGfZ6K6XQCAUN6+8hAqzPJ2mr9z5SGUCDEX0vmh6R437bz0Mj7UgnXbsY694ssupeILfx/fpQQAAEiA9h+9+eg5gcOWfINDh3zwPtXcdz8/HLXkqivJNHJkVLefd/TRVPKXv1D9009T1oEHUvZB3SPRAAAAAAB6w1AxiJ/aQ3SkNz3/Amk8Hso+YmZE3egMq++wZpPOFSt402TUhfT6Oum829LGbyd7yhT+PRtkyqJf2n78kdw2G2lN3mGEAAC9cciwPkHPq6KQzg7rKfnDH3imrH3XLnJ3dPDuO21OTnyXEAAAIAE8Lhe1L/J2pOcedljITpzBr7/Wq7/DBpBmTzmQTKNHJy03EwAAAADSvyPdsWNntxgW2/btZPHN6in+Q3TpASzeRRTSC884PfpoF3a0Z04OudvbqeWLL3ghnc0daluwwHslh4PPH2LzhQAA4q2lw0HvLd9FlbVt/PuRZXl09pSBVJhtjPk2ez26lO2lZG+MbPAaiugAAJAq2Eo7Gyqqzc2lrIkTE/Z32IZMziGH8GFUAAAAAADxZhw2rCuGRTbLh+ED791uah81iszjx0V1u1n7T+KnrJAeDdZt7mps5Oezp07lp5avv+GXN7zwot91O1eujOq2AQAisXRbA814cAG9+vMOaul08K9XF+2gwx78jv9M8Y50j9NJdc88Q01vvMm70RltdjYV/f4CKv3zn0ljiG36KQAAgBLafvqJn+Yceig+swAAAAAgZbFolKwDJvOBo+2Ll/C0AKF90WJ+2hZhpEuwgaO2LVvI1dZGutzciH7PVlnJi/esuM+O8GxfupQX+Zvee99b2Cei/JNPptYvv6SOlSspMQEMAJDJ/v3pOjplUn+6Z/Z+pNN6j9JxuT30z0/W8p/Nue5wZTvS991zDzW//wGfUD3044/4Fzvf/OGHtI8NIAUAAFCx9h99hfQZM5K9KAAAAAAAvZJzyKH8tH2Jt3DOsOJ35+rV3sujnPXDGMrKyFBeTuTxkHXNmoh/z7phAz/Vl5QQabVk9v3tmgceIHK5KGf6dN6EyXSuWMnjaAAA4mlHQztdcdgwqYjOsPNXHDaU/yxWMRfSW7/4ksrvv4+KzjuXzKNH8y92vvyee/jPAAAA1Ip1xIiNitzAQaMAAAAAACkm59BD+GnH0l94ggA//8svRE4nGSoqyFlcHNPtiq70jijiXazrRSG9lJ+aRvmK+C4XP+lz9VV8kCk7KpRFwDh2BR+SCgAQqwkDCqRsdDl22dj++coX0lk2umHAgG6XGwYOxCHyAACgau2LF/PDTVmeZLDPMgAAAACAVMIK09q8PHJbLGRdv55f1v7zIn6aNc3brd6bQno0OenWjRv5qb60xHtaVkbGwYOl28s+6CDSGo1knjCBX8biXQAA4umSaUPors/X0/M/bKVlOxr5Fzt/9xfr6fIZQ2nD3lbpS5GM9KILfkf1/3mW+t9/H38DZNx2O9X/9zkqusB7iA4AAIAatS38np/mHh5bLhoAAEBvPDZvs9/31x07itL9fqbrfVSjTHl9pYt4PV8anY6yD55Kbd/O5znpWRMnUvuiRfTmmOMot9/BtLPKRSfFsExO3RA6hRXSV68hD8s914bvx2TXsbFol0EzSMeiXbxLRyV/+iPVPvY4ld18E2k03qiFrMmT+bDRzpWrqHD27JjuNwBAMNe8691Bd//XG4P+jL0LsVApdrrt/pMp4YV0lnnFBllUzjyCTGNG88tsGzeRx+HghxTt/utfpesOfOqpWP8MAABAXLGV+7Yff+Tnc4+YmezFAQAAAACIW046L6QvWUwFp84i+/btRGNHkX5AOdGuqphuk+Wca8xmcre08NuTDzINhsW0uDs6iHQ60hcVSZcXnHYa/5LLmuzrdkdHOgDE2Y83H0mJEHMhXZeXT3nHHed3maFf/3gsEwAAQMJY164lV0MDaXNzKfuAA5K9OAAAAAAAcc1J7/x1BVkWLJBiVbQmU+w3qtWRecJ46lz+K4936amQLg0a7dOHDxoNJ9sXG2PbsoVcFgvp8vJiX04AAJmBRdmkqkI6GzQKAACQatoWLuSnOdOn83kfAAAAAADpgM3/0ZeWkrOujhpeeNF7WcWgXt9uNotgWf4rWRZ8R4VnnhnVoNFw2LKyQaiOqioeHZM7Y3qvlxUAMte89TV0xOhSMui0/Hw4x47rq2whHQAAIKXz0Y84ItmLAgAAAAAQNyx7PGfaodTy6Wfk3LePX2YYNLDXt1swezYvzLctWEC2bdvINGxYxINGe8LiXXghfeXKqArpHStWUM2DD1Lx739PBbNmRfx7AJC+rnpjOS277RgqyTXx86FEm4sel0K6s6mJ6p96itqX/sIPkfd4WER7l9FLl8R60wAAAAnhqKkl6/r1bCuDcg8/LNmLAwAAAAAQV9mHeAvpjDYnhwx9+5K7l7fJ4lxyjz6a2ubPp4aXXqLye+/tOdolwkI663Zv/ezzqHLSWWxN9XXXk8dmowbrSyikAwC3XVYcl5+Pp5gL6XtuuYUcO3dRwVlnkr5PCS9KAAAAqFnbD95udPPE/by5jQAAAAAAaZiTzmQffDDPOCe3q9e32+eKy3khveWzz6n0mmt4gT6Qo7aWXPX1PBtdF+G6dtbkyfy0c/Vq8rh6Xs6mDz6gfbffQeT27h6wbdrEGz3lg00BABIl5kI6y8ca/PZbZB4zJr5LBAAAkCBt3/tiXWbOTPaiAAAAAADEnaFfPzIOGUL2HTsoZ9q0uN0u6xzPmnIgrwU1vvoa9b3l5m7Xsfm60Y3DhpJGb4jodk0jR/LOeXd7O+255e/kOeJC0pjMQa/b9O57tO+OO/j5gjPPoM6Vq8i+bRt1LF9O+cce26v7BwDp5Y7P1tHgPtl06fShfpe/tmgH7Whop9tnjVe2kM6GWHis1lh/HQAU8Ni8zdL5644dldRlAUg2t91O7YsW8/N5yEdX9fsVg/csUPL1JuB1l/7PcSrC+hykI7yuE6vvbf+g1jlzqPD02USLqqXLn1xQSVrWoR7jY9/niito9/Jfqfm996jkD1eTrqDA7+dtP/3MT7MmTor4NjU6HZVefx3V3HsftX7xBTXt0VPuUUeScfCQbtdteOEFflp82WVUdtONVHP33d5C+i/LUEgHAD9fr91LL150kP+FRHTg4CJ6duHWmAvp2ph+i4j63f5vqn38CWr/5Rd+GI2rrc3vCwAAINlav/6aGl5+hdoXL6a2b78lT0cH6cvKyDR2bLIXDQAAAAAgIXIPO4zK77mHd3rH9XZnzuQd5O6ODmp6513/H3o8ZJk3j5/NO+aYqG63+IILaMg7b5Nx6FB+261ffMkjW+TsVVXkqK4m0uup9M9/4oNVs6dO5T/r+OWX3t41AEgzTR0OyjN37x/PNempscMe8+3G3JGuy8sjd1sb7brkUv8fsKGjGg2NXb8u5oUCAADorbYffuBDiALlzjycr3gDAAAAAEDk2Do0y0pnESyNb7xBxZd11YOctTXk3LePtNnZlDN9GtEPO6O67axJk2joxx+R6Y5XybZxA3WuXUtEXUNEWWOMuJ7YQZB9kLfbFDnpABBoSJ9s+n5zHQ0p8d+huHBTLQ0qzibFC+nVN91MGr2eBjz8EOn4sNGYlwEAACCuXG3ttJcNIWK5i+PGkrutnRy7dvHvC049NclLBwAAAACQmvJPOolqH32MnDU11PrlV0S54/jltq3b+GnuEUeQ1mSK6ba1ZjPlHDKVF9JZUd5ZX0/6khL+s44lS/hpziFdw1T1ffqQccRwsldupY5lyyj/uOPicA8BIB1cMWMY/fuztdTQbqdpw73DjxdV1tMLP26nf8/yvm8pWki3bdlCQz/6iEzD/EPbAQAAkq3u0UfJuXcvGSoqaMibb/LOGBY7xg4VNZSVJXvxAAAAAABSksZgoKLf/Y7qHnuMGt94neiP9/PLbVu38tO8XhaztTm5PIrRWVtLbQsXUuFZZ5HH7ab2xb5C+qFdhXT+/dSp3kI6y0lHIR0AfM45qIJsLjc9s6CSnlqwhV82sCiL7pk9gc48cCApXkg3TxhPzn17UUgHAIBuPCzmy+XiRy4lWs39D5Bl4XdUdM45VHTeeWTduJGa3nmH/6z/XXfyIjqjy83lXwAAAAAAELvCc86m+v/8h2zrN5Bjz17SGI3kbm0ljclEuYcf1uvbNw4ZwgvplgXf8UK6bfNmcjU1kSYri7ImTvS7bvbUg6np7XeQkw4A3Vx4yGD+1dBmI7NBRzmm3tcnYh42Wvz739O+++6j5o8+ps6168i6aZPfFwAAZK7q66+nzdNnkHX9+oT+Hfb50/jaa+TYuYtqH3qYKo8+hqpvuJHP6yg460zKOfTQhP59AAAAAIBMw7LIRVxi5+rVZPd1o+ccNkNqYukNNnSUaV+0iNydnVI3evZBU3jRXo5dxrBiO8tJBwAQnC43/bSlnr5Zt488vstqWq3UbnOS8hnpvgFue2+7retCNrwNw0YBADJax8qVZPn6G+mzYsiHH5Iu1zvgw+NwUP1/nyPSaqj44ot73SFe98QT/DTrgAPI2VDPC+qMvrSU+t58c6/vCwAAAAAAdFd04e+p+YMPyL59O+8eZ+IVraIv6UPavFzyWK28iN6+xDtoNOeQ7k0yLCfdNHIE2bZUIicdACS7mzro4pd/oT3NVrK73HTYiFLKNenp2YVb+ff3nb4fKVpIH/HtvFh/FQCS4LF5m5O9CBlL/thfd+woSnf1zz4rnbfv3Ek1d99F5Q8+SG6bjaqvv4Ha5s/nP2t6620qveYaKjzrzG4RMIGv178c0T1GrGP5cmr/8UcivZ7KH7ifDOXl1Pr119Q6Zw71ufRS0uXnJ+w+gnr+b1L5/yuVlz0R8HioG56f2Nax4v1Y4XnIvMcwls/DWG67p9sHCGQeNYpyph1K1Oghd1sbkVbLB43G53WtIeOQoUTLiCxz51LHsuVB89GF7IOmegvpyEkHAJ87P19PEwcW0tfXTqTJd80VF9Px4/vRrR+toVjFXEg3DBgQ8x8FAID01Pnbb9T+w49EOh31v+ceftRSy6efkXnSJGr79ltqX7SYH46p79+Pd4/vu+MOanj5ZTIOHEAak5m0ublUdP55RJTbYwZ77eOP8/OFZ55JxkGD+PmCWbP4FwAAAAAAJFbRhRcSPfEJP2+oGBjXRhbj0CH8tOXzz/nsJV1REZlGjw563eypU6np7beRkw4AkmU7GunDP04jo94/1ZwNHN3XaiXFM9KZlk8/pR3n/462HHY4Oaqr+WUsq9bi6zYEAIDMUv8fbzd6wSmnUOHps6n0r3/h39fcdbe3iJ6dTRXPP0/Dv/iC+v7jH6QtKCDHrl38Z23ffUetn39Ouy6/gpwNDWH/TvtPP1Pn8l95Ub7kj39Q5L4BAAAAAECX3JkzSVdQwM+bho+I620byweQNieHF9GZ7EMOJo02eAkre+pB/JQPJW1pietyAEBqcrs9/CsQK6KziBfFC+lN77xDNQ88SLkzDyeXxUIet9t7g3n51Pja6zEvEAAApCY2WJQVw9lhnX2uvppf1ueqqyj7EO8hmKxoPviVlymHrQQbDFR80YU0Yu4cGvifZ6j8oYeo3913UfaUKeTp7KTWr77imYihutHrfN3oReefT4Z+/RS8lwAAAAAAwLDCdt6JJ1LOjBlkHhO8WzxmOh3lHH6Y9G2wfHRBX1zMYx5FMR0A4LBRpfTyz9v9xnqyIaMsWuqI0WUx327MJfjGN9+i/nffRXnHHEMNz78gXW6eMJ5q/+//Yl4gAABITfXP/pef5p90EpmGeTPNNTodDXz8MWp6/wP+eSEuF1gHS95RR0nfs+vsOOtscre2UuvcubyznRXm5RpfeZWs69bx7vY+V12pyH0DAAAAAAAKOuyTfSUC206wfP1N2Hx0gcW+OPbsIeumzZR9kLdDHQCU9friHfTc99uors1GY/vn052njqf9KwqDXndzjYUenbuZfqtuoermTvrXKePo8hn+9QJW9H5i/ha/y4aV5tCCG3qex3DbSWP5sNFjHv2ebE43XfPuStpR305FOUZ68vzJyhfSHbt3k3ns2G6Xa41Gcnd2xrxAAACQWtx2O9U/9TRZ5s3ju3lL/uDtRhd0hYVUEmHBW19URAOfeZrony+Qo6qKR77kzJgm/bxz2XKqfeQRfr7shusTttIOAAAAAADJxYaXsk5zNqPPUFER9rqmUaP40bHoSAdIjs9X76F7vthA95w+gSZXFPJu8IteWkoLbjyCSnJN3a7faXfRoD7ZdNLE/nT3F+tD3u6ovrn05hUHS9/rQ0Q8BSovzKKvrz2MvlizlzbsbaV2u5POnVJBsycPILNBl4RhowMHknXjxm5DR9t+/ImMw4fFvEAAAJBacS57bvk72bZ49xIXX3opmUb0Lh/RPGYM5R19FFnmzKXO1avI1dxEzvHnka61lfb930M8JzH/1FlU9LvfxeleAAAAAACA2ujy8mj4vLn8CFUNy2UIwzx6FD+1bdqk0NIBgNyLP22n86ZW0DlTvDu97p29Hy3YWEvvL6+iPx3RvUYwqaKQfzEPfr2RQtFptVSWZ6ZoOFxuOvqR7+nlS6bwwjn7ipeoC+l1zzxDfS67jIovuZj23XU3eWw2YtHtnWvWUOuXX1L98y/wyBcAAEhvLMe8+uZbiJxO0hUXU78776D8Y4+Ny22bRowkd4eV2n/+iew7d9Ku2afTwOxscjU08MM2+995Z48r0wAAAAAAkNpYVGQkWEc6Y92yhc/wCzWYFAAiZ7FYqLW1VfreZDLxr0B2p5vWVrfQn44YLl2m1Wpo+ogSWrGzuVfLwOJYpt77LZkMWjpgUBHdfMIYGlCYFfZ3DDot2ZzeQcXxFnUhvf6Z/1DReedR0dlnk9ZsptonnuCD4fbceBPpy8qo3z9upYKTT07IwgIAgDo4qqtp77/+zYvoecceQ/3uvJMP+YmnrIn7kWFAObXNn0/uja1kam0lbV4eDXzyCdJmhf/ghMzEMvTkrjvWu0EFAAAAkOz1Ekjsup1xyBDSGAzk6ejg2yrGHqJgAKBn48aN8/v+9ttvpzvuuKPb9Zo67ORye7pFuJTmmmhrXXvMf3//QYX08NmTeC56rcVGT3y7mc7572Kac93hlGsKX9K+6NAh9OzCbfTgmfuRXhe/HWvRR7t4WP+5V8GsWfyLZaK7OzqQVQsAkAFYh8ee2/5J7vZ2ypo8mQY8/njEnSLRYp8rhWedScX7FdDeDz+kIXfeQcbBgxPytwAAAAAAIDVp9HoyjhhBtg0beLwLCukAvbd+/XoaIIv0NgXpRk+kI0eXSefH9ic+uHTGAwvoyzV76NyDBoX93dVVzbRoawP9uKWORvfLo2yjf83iuQunKJiRHnA4PesMRHcgAEB6aF+8mJo/+phK//oXMg7q/uHU9PY71LFkCWmysqj8gfsTVkSXaHVU/Mc/0JLBg2j89OmJ/VsAAAAAAJCSzKNG8UK6dfNmyjvmmGQvDkDKy8vLo/z8/B6vV5RtJJ1WQ/VtNr/L69psvCs9XgqyDDS0NId2NHT0eN38LAOdMKEfxVtMhfStJ5zYrZgeaPTSJbEuEwAAJFHtI4+Sde1aal+0iCqef46yxo+XfmbfsYNqH36Yny+78QZ0hwMAAAAAgCqInHTbJsTqACjJqNfShAEFtKiyno4f7y1eu90eWlTZQBdNi1/NoN3mpJ0NHXT65J6L8ywSJhFiKqSX/uUvPKcWAADSi8tiIev69d7zDQ2068KLaOAzT/MBn61ffEGNb7xJHquVsg89hIrOPz/ZiwsAAAAAAMCxbRbGthmFdAClXTFjKN3wwWrab2Ah7V9RQC/9tIM67E46+0BvzNL1762ivgVmuuWEMdKA0i21Fn7e4XJTTauV1u1poRyjnoaU5PDL7/1yPR09ti8fLlprsdJj87bwzvdTJ5WHXA5WwH/uh2307YYafrvThpfQ344ZSWaDLnmF9PyTT0IeOgBAGupYvpx98pBh4EAyDBhAHUuX0q6rrvb+0OHgJ7riYiq/5x7SaOM3sAMAAAAAAKA3zKO9Hen2nTv5LD9EEAMoZ9akcmpst/MhwXUWG40tz6fXLptKpXne7vHq5k7SyNJNWOH85Cd/kr5//odt/OvgocX03tWH8sv2tljpmndWUnOHg4pzjDRlSBF9/Kdp1CdMXMzT31XS499upukjSshsMNIrP2+nhjYbPRSnDvXoC+k9RLoAAEDq6lj6Cz/NmTaN+v7zNtpz8y1k+eYbfpl5wgQqOON0Kjj5ZNIVFCR5SQEAAAAAALroSkpIV1RErqYmslVupaz9JiR7kQAyysXThvCvYERxXKgozqYdD5wc9vae/t0BUS/DRyt2092zJ9AFB3sjZX7aUk+XvbqMHjxzImm1miQU0j2eXv9RAABQp/ZflvLT7KlTSWs00oBHHqa2WaeQoaKCD+8BAAAAAABQI9btyuJdOpYs4fEuKKQDZJ49zVY6cnSZ9P2MkSVEGqIai5X6F2QpX0gfu8GbnQsAAOnF1dJCtg0b+fnsqQfxU41OR3lHH53kJUs97HA24bpj03MHBLuPbreLtlRp6aRkL4yKn39IrEz4X4PM+z+P9LYDr4f/gcTJxMc6E+8zpMf6kWnUSF8hfZMifw8SB+9DEAun200mvX8MrUGrIafLk7yMdAAASNN8dI+HjMOGkaGsaw8uAAAAAABAKjD7Bo5aMXAUICN5iOjGD1aTUVZMtznd9I+Pf6NsY9fA0ecunBLT7aOQDgAAXPvSpX7d6AAAAAAAAKnE5IujtG1CIR0gE515wMBul82ePCBut49COgAAcB2/LOOnOQcfnOxFAQAAAAAAiJppxAgWlk6uxkZy1teTvqQk2YsEAAp6+OxJCb19/9CYFNL41ltUedTRtHHiJNp+zrnUuWZNshcJACBluCwWqv/vf8m+Ywf/3skm228U+ehTk7x0AAAAAAAA0dNmZZFx0CB+3roJOekAEF8pWUhv/eorqn3gQSr5859p6Ecf8gysXVdcSc6GhmQvGgBASqh77DGqe/wJ2nHe+dS5dh11LPN2oxtHDCd9nz7JXjwAAAAAAICYmERO+tp1yV4UAEgzKVlIb3j1NSo8+2wqPPMMfthOvzvvIK3ZTM0ffpTsRQOAJGj78UdqX/pLshcjZbBDHMX7pau5mXZdfDE1vfkW/z5nKmJdAAAAAAAgdWUf4t2mafvhh2QvCgCkmZTLSPfY7WRdt45KrrpSukyj1VLOoYdS56pVEd9OR0cHtbe3U6ZxOBxktVr5fTcYDMleHEjw8+Nw2CO6Xir/Lzj27aOtV11NGr2ORnw7n3S5Oar735A/D2p4rGuff4HaOzvJPG4cP/Sx7ddfqW3JEv6zwkmTVLGMga9dtkxKvXfF4/lS23OeCOw+ulxucjqdcXlewr1fhXsMY/29RIr0vTfeyxrp/02w60V6m/Fc3nB/K9Lbj/V/rbf3K5rHMJGfN0p+zqfC+1o8/vcifX56+9iHew3Fcj/C/a1EvZajvf3uj3Ws/7/Bn6NIPw8i/bux3F5Ptxnp7Ufyd6O5vXi8DsP/7ejf1+K9viUXr9daJH831ucknET8H4p1NrvdQTqdK+jfise6WCzvZeGer2iWQ0570EHU4XZTx6+/UtHu3aQvKiK1fQYm6/8mkbcXb/F6j4r972du/YzVTCE4jcfj8VAKcdTUUuXMmTT4nbcpe/Jk6fKahx6ijmXLaej77/ld32az8S+hurqaxo0bp+gyAyRLwfTfRXS9lp/fTviyZDL584DHOrbXrpKPWzyer1huI5n3WQ2v63DvV+FuP97vc7EuRyzLFMttR/N3Q91mNK+1UPclEa/P3v7fRLNMvb1favl/VfJzPhU+y5T83+vtYx/uNRTL/Yj070azHNH8XqjfD/e6UfJzJFKRPg/hrpesz4pYPr+ieR3G8hwl+vmPx+swluUN97ci+Z2exPs9NtbXciKvF+p3orn9cJR8fSkpke+bavxsT/R7FPSsqqqKBg4cmOzFUJWUjHaJxv33308FBQXSF4roAAAAAAAAAAAAAJDWHeks2mXj5ANo4BOPU94xx0iX77nl7+SyWKjiP89E1JG+adMmGjBgAGUadmjKnDlz6Pjjj8+4Q1My8fl55vvtEV3vzzOHUiryOBy05cijyO07jCtr4kQa/NqrcX3sbdt30O5rryFH1W6/6/e58koq/dMfo34ekvlYuzs7aevJp5CrqYn633M3FZx8MqlV4Gv3qmkDFXvvisfzFcttBN5ntf9fsuVlhwlv3bqVHr7kyF4/L+Her8I9FvF+n4t1OWJZplhuOx7/N9G81kLdl0S8Pnv7fxPNMvX2fvXm/zWen/VKfs6r5bMs0f97kT4/vX3sw72GYrkfkf7daJYjmt8L9fvhXjexvqZCPUfxftwi/TyI92MY6fJFc3vxeB2G+9uRPCfxev7DLX9v/1akyxvub0XyOz2J93usfJ1t+PDhpNNp4/qaj+V6oX4nmtsPh92GY18NtXz6KZ1f9TONXDCfNFF+5sqXwzJ/AdkqK/n5a889lApPO5V6K5b1gXh/Fqv9sz1e71GxyuT6Gaudjh49Gh3p6ZCRrjEayTx+PLUvXiIV0j1uN7UvWUJFF1zQ7fomk4l/Ca2trfw0OzubcnJiy1JOZeyNwGw28/ueaW8Emfj8GAzGiK6Xqv8LLPPO3NlJmuxs8litRBs3UpZGQ9rs7Lg99k3PP0+G6j1kys+n/BNPJMOAAVT3+ONkfeMNMpx/Hhkj+FCRPw/JfKwbP/6ETC0tZKiooP5nnEEavXo/AgJfu+xxU+q9Kx7PVyy3Eew+qxlbXpaxqdfr4/K8hHu/CvdYxPt9LtbliGWZYrntePzfRPNaC3VfEvH67O3/TTTL1Nv71Zv/13h+1iv5Oa+Wz7JE/+9F+vz09rEP9xqK5X5E+nejWY5ofi/U74d73cT6mgr1HMX7cYv08yDej2GkyxfN7cXjdRjub0fynMTr+Q+3/L39W5Eub7i/Fcnv9CTe77HydTaj0UBarS6ur/lYrhfqd6K5/XDYbRgGDqDOrCwyd3SQZtNmyjl4akS/G3Q56uvJoNHws50vv0zlZ58VdWE+HusD8f4sVvtne7zeo2KVyfUzVjOFNIp26XPJxdT8wQfU/PEnZNu6lfbdcSfvtCw84/RkLxoAKKjtp5/4ad5RR5K+vD+R00kdK1fG7fYde/aQ5dtv+fnBb79F/e++i/pcfRVlH3wwPzqm9sEHKVV4nE5qfPllfr748stUXUQHAAAAAADoFY2WjEOG8LNtCxfGfDNuaye5W1q8N2k2k2P3bmr++OO4LSYApJaULKTnn3QSld18M9U99SRtn306WTdupEEvPE/6kpJkLxoAKKj9R28hPWfGYZRz0EH8fMeyZXG7/aZ33iVyuyn7kEPIPGoUv0yj0VC/f95GpNORZd631Pbzz6Qm9p07ad+995GjpsbvcsvcuXzHgK6oiArPOCNpywcAAAAAAKAE4+DBvS6kO33bVbrCQsqeMoWfr//vf8ltt8dpKQEglaRkIZ0p/v0FNHLBAhrz2xoa+v57lDVpUrIXCQAU5GxsJOu6dfx8zozplD3Ve6hexy/xKaS7rVZqfv996f1GzjRyJBVd4J0SXnPvfbw7XS323XkXNb3xBu299VYSIzDYacMr3uz4ovPPJ63ZnOSlBAAAAAAASCzjoEEsA4Ts27eTfceOmG7Dua+Wn+r79uUxw/qyMnLu2UvN//tfnJcWAFJByhbSASCztf+8iFWIyTR6NBnKyijb15He+dtvPOqpt1q/+IJcLE+8vJxyjzyy289L//IX0hUXk33bNmp6z1twTzbbli3UvmgRP9++aDFZ5s3j5ztXrCDrb7/xGRNiBwAAAAAAAEA6Y9s/OQd5u8gtMXalO2prpEI6i8dkUZ9Mw3+f4/GZAJBZUEgHgJTU7stHzz1sBj9lAzT1/fqxiSDUuWpVr26bdXA3vvkWP88Kzxpd10AeQZefT6XX/JWfr3/uOXJ3dPj93LLgO15gZ8OQldL4xpv8VAxbrX3gQb5ToeGVV/j3BaedRvo+fRRbHgAAAAAAgGTKPeIIftr2/ffR/7LHI0W7GPr25aeFZ59NmqwsctbWkr2qKr4LCwCqh2lzABB3j83b7Pf9dcd688XjhRWnRTZ5zowZUnY560pv/fxznpOec+ihMd9+5/LlZNu4kQ+TKTzzzJDXY1njDS++xAfONL71FpVceSW/vH3JUtr95z/zFS8ePzPjd2wBKZFczc3U8tln/PyAJx6nvf++nWei77vjDmqbv4BfXnzpJaS210aknlxQSVuqtFS5oJJuOH5s3JcL1P8aSPf3uWhuT37dSP9uvB/3RL/PR/O31SCW5yRTlj3S20/WY6jk/QeA9P9/SvTnrZwaP2+UfI4iff8Wuea2jZti2sby2Gx8Ppa+xNuQpDUaefY6215k86lMQ4dSJkvldaBwWEOa2+FI9mKACqEjHQBSjm3TJnLV1/NOgKwDDpAuz57qjXdp/+WXXt1+49tv89OCU0/lQ2XCHSpY8pc/8/OsoO6yWPjK1p5bbuFFdIblrLf98AMr/1MiNX3wAXmsVjKNG8t3LvS95WZ+ecunn/FlyZ05k0zDhiV0GQAAAAAAANTEMMg7cNTV1ESu1taoftfh60Znueik1flnr7Of79oV12UF9Wj96ivaftjhVPLlV8leFFAZFNIBIOWIw/Jypk7lHQFCji8n3bp6DR8WGmusC8sXZwrPPKPH6xfMmkXG4cPJ3dJCja+8Snv/9W9++B/rUuh3+795J7p17Vpq+/GnuBbTWR66s6nJu8wOBzW95S3+F194Ee/Ozzv+eMo++GDp+sWXXhq3vw0AAAAAAJAKdLk5pCst4eftO6MrfEuxLmXeWBfBOHhQTLcHobfBxbatWrCoVnY0gttkSvaigMqgkJ5hb04s6sFY4506DZCqWufO5ae5xxztd7lh8GDeLeDpRU66s7qaF8U1BgOZx/YcIcLy00v/2pWVzgd8GgxU/sgjVHT++dT/nrv5z6xr1lDr19+Qs6GBeqt98WLaNutUqjx8JlXffDPVP/c8OfftI12fPpR/8kne5dJoqN8/byNtTg5lT51K2QdP7fXfBQAAAAAASDVGX1e6fdfOmArp+n5lfpcbfB3pLNoFeq/u0Udpy6HTePFaDVhTXrsvSrZtHGJFwR8K6Rmk+b33aefxJ1DJV18me1EAYsYGutjWb+A5dXnHHOP3M1Y8FpnpzR99FNPt29av56emUaN4dEsk8o47lkeqkMvFvy+79hrKmjCen2cZ67lHHkmk1ZJ92zZeABc7AmLV8skn/JTtMGj97HOqf/pp/n3Ruef6deibRo6kEd8vpEEvvsAfGwAAAAAAgEzDjhaOtvDtcTqlJigxaLTb7SHapdds27ZTw8uv8PNN771LasAa11hsqr5/f7L375/sxQGVQSE9g5hGewc/mKv3JHtRAHrkcbn40FDHvn1+l1t8RWiWh64vKur2e0W/+x0/bf3qaynTLhq2DRv4qXm8txAeCY1WS31vvJEXy3MOO4yKL7vM7+fmceOo8KyzeMe4q7GRqq+5lrafcaa3m/zZZ6l90aKI/5bbbpf21LPomILTTyeNycSz3IvOP6/b9XW5uRHvEAAAAAAAAEg3UqZ5FFEszro6IrebNNnZpM3LC1pId1RX8+YmiF3to49IDWksYrVbjr3HLc0fU0qbb3s754gjeFQrgBwK6RnEPHo0L/TpLRZy1tcne3EAQk7HbnrnHdp20sm088KLaMf5v+OXCa1zvIX0/OOOC/r7rBM8a8qBRE6nlBseKmO89vHHu/0vWFm3u6/4HY2cadNoxHffUcWz/+GF9UD60lIqPPts6nPVVfz/0Lp+Pe8mr3viSdp12eXUsXx5RH+nY/Ficlss3ts791wqv/8+GvnzTzR87hx+GQAAAAAAAHQxDom+I13KR+fd6P7FVLbdpTGbeQGYFdMhNmwbuO3b+fxocz17nB0OsixYILuGh1q+/JIaXnmF3NaumkAiedxusiyUFdIBAqCQnkG02dlkGDLEr+sWQE06VqykyqOOpn133iWt5Dj37qXGN9/k59lKCssaZ3uFA2Nd5IovvpifNr/3nl8R3m8C9znnUsN/n6OGF17o+oHHI0W7RNORLhj6lpFGrw+bp152/XU0fO5cGvDEE1R63XVknjDBu6wffRzR3xA7EvKOO04q2LOuc11+ftTLCwAAAAAAkCkd6dFEsYijm3mBNwDbDovlNsG/YF3z4P/x8+zobdZ0xli+mSNdx76rih9F4Ons5DPBlGBdu5ZcdfV81ljWQVMU+ZuQWkJXfCAtmcaOJce2bd5C+lFHRf37j83bLJ2/7lhvVAxAvNQ99hi5mprIMGAAFV9yCWkMetp3x53U8PwL/MO1lQ3yZLEuBx4Ytvs676ijyFBRQY6qKmr59FMqOu88Keeu9pFHqfEVbwYb07bwe+p76638vL65mdzNzUR6vRSFlAjGgQP4F78vB0zmnfeWOXPI/a9/kjYrK+TvscMGLfPne+/j8cE78kG59y+8H0Ko1wOkz/MYy/92PG4jkbcHmfcekq6voScXVJJWq0v2YqTVay1dPsvS5X5A/Bh8w0ZZzKbLYiFdQFRLMKJwG5iPLhgHDyLb5s1kjyIuBrq0fv01WX/7jTd8lv7lz+Rqbuazv9iQT/Ecda5YIV3f1dSsyHKJjvicww8jjcGgyN+E1IKO9AxjGjuGn6IjHZTE9tI3vvEmeez2kNdx7NnDM9GZwW++QcUX/p7vlTaNHs2jTFgx3TLXW0jPO/74sH+PdX4XX3ghP9/42ut8b3fbzz/Tzgt+LxXRiy++iBfMWee76H43+w7LY0M65UM7EynrwAPJUF5O7vb2gMPYumv/5Rdyt7TwrHW2MwEAAAAAAADC0+XmkK6khJ+PpPDt2LuX3G1t/EjoYB3pjEF0pAfExbDtTrZtC6F5PB4eccoUX3E5b5Jj2+DG4cN581jbggXUuWqVX2yOs6lJ0Xx01pwHEAwK6RnYkc7YNmxM9qJABtn779up5t57qV4eoxKAZZ8x2VOnksE3GZtHodx4Az/f9Oab0h7pvOOO7fFvFpxxBmlzc8m+fTttO/kUqrr8CupcvZoPixnw+GO8C10Uo9t++JGfmnwf1Obx0eWj9wY7LDD/1Fn8fMtnn4W9rkXEuhxzDH9sAAAAAAAAoGdiQKh9544er9vh2+7Ul5SE7Eo2+rrc7bt2+mV+s+3OnZdcyo+GhuBYfKuDReIYDNTnkkuky/N9DXOt38yh+ue9tQPWsc6wI9cTzb57Nz/KgGW25x52WML/HqQmFNIzjGm0tyPdWV1NrpaWZC8OZADWhS4GaTa9+VbQzHK2R7rVV0TOn3WK389yZsyg7IMPlqahZ02eHPLwusCuA5GzxorpGpOJii66kIZ//RXln3ACvzz38MP5adsPP/BT825vIT0rhnz03ig49TR+2v7TzyEHAbMVMcu33/Lz+Yh1AQAAAAAAiJjINOcF3B50rlzFT/X9+vdYmGcZ3oLF183M/karr1EMurOyYjWrTw0dKhXKmbwTvIX0th9/5F3pTI6voM0K6axuoEQ3Omu40xUWJvRvpavXF++g6Q8soFH//JpOe+ZnWlUVOpJnc42F/vDGr/z6Q/7+Jb300/Ze36YSUEjPMLqCfLIXF/PzVnSlgwLsVVVEvr3x7MOv+cOPul3HtmkT2bZU8r39Yi+0oNFoqOzGG6Xvo8kG73PlFZR37DFUfPllNOLbedTvH//wK8LnHu79UO5YupQX+KWO9HHKdaQzpmFDybzffnzqOxuEGkzH8l95ph/7QM8+6CBFlw8AAAAAACAtOtJ3+EexBCOOhDb07xfm9nzRLtXVUvd5+08/ST9nHdUsYhS6s23Zwk9ZnIscj3cZNkyqH7CoF+PQIfy8x2YjV0NDQpfL8p23eJ971JEJ/Tvp6vPVe+ieLzbQtceMpC//OoPG9c+ji15aSvVttqDX77S7aFCfbLrlxDFUmmeKy20qAYX0DGQr9+5Vta5fn+xFgQwg9viL4aAsozzwMLeWzz/np7lHHkm6/Pxut5G13wTqc8XlZBo3lgpOPTXiv60vLqaBTz1FfW+6KehwUuOIEaQv78+75i1ffEn69nZ+GBfLZVeauF8tnwaPdxGxL7lHH4WhJwAAAAAAAFGQCt89dKSz2VXWTZt6LKSz7HQNm6vldPJMdEdtrTcWRKPxRoxu3UqWed4jisGfbbOvkD5qVLcmunxfVzqTfeABpNHpSeurEdi2bkvYMrGdHp2rVvPzuTNmJOzvpLMXf9pO502toHOmVNDIvnl07+z9KMuoo/eXVwW9/qSKQvrHSWPp1EnlZNRp43KbSkAhPQPZBgzgp1YMHIWE80jDV/r++1+kKyriA0Nav/6m6xqsC/sL72FvBb6s8GBYV/qwjz7ixfF4YR/UIt6l6aUX+SnbA641m0lp+SefxIefWtetI9vWrX4/a/vpZ2r5yNvJX3CaNwYGAAAAAAAAos1I39ltsKg8MqTzt9/4kcKsGK7NzQs768owqMJ3m7uo/edF/Lx5wgQqvuhCfr7+uf8mPI4knTrSmYLTT+ePff4pp5C+tIxfpi8q4qf27YkrpDv27CUPi6E1GMg4xNsFD5GzO920trqFpo/wDvVltFoN/37FzmbV3GY8oJCegazlvkI6OtIhwZwNjXyPPssnZ8M6xApFw0svSSsUHcuWkbOmhu9lzvEVtZWUe/hM77JWeyermxSOdRHYDgKx57vu8cfJbbd7l6uxkfbc+nd+vuh351PO1KlJWT4AAAAAAIBUZfANB2VxmS6LhZ9vevddqjzyKGp47jnpep0rV/bYjS4YBw+RBo6KWJec6dOo6MILSZOdTbb1G6jdN48LvNjR6axbnzGN6l5IN1ZU0KilS6j8/x6ULtMVFSe8I92+zbdMQwaTRq9P2N9JNRaLhVpbW6Uvmy14pEpTh51cbg+V5PpHtJTmmqguxhiWRNxmPODVkYFsA8r5qX3bNnJ3dPgNdwCI1WPzvAND5By+vf3ZB0/lXd5F559P9S+8SLaNG6nhhRfJ0LeMWj7zxrqwAaBadmicwnIOOZhHpYhhpskqpDPFl1zMB6uwQwB3XXQxDXz6Kdr7z3+Rq66ejCOGU9nNNydt2QDi+d6QqpS8L/K/dd2x/oe9Qmq9DiN9LhP5nAfef7ymQj9ObreLtlRpqXJBJd1w/NhkL1JaifX/UI3vh+HuS6otrxrgPSp51P7aiCddbg7pSkrIVV/PO8jNY0ZT/fPP85+xbVO2raorKKCOFSt7HDQaOMDUvn0HtS/ydqSz5ijWQV103nnU+PLLVP/sf/nATNbBLrBtz9aPP6Gsqp4Hn6YbdkQAu/+sDmUo99amenpN6oq8gz9FAT4RRJHeOGx4t3WCkyhzjQuoj9x+++10xx13UCZDR3oGcuXlkY7lRXs8UvYXQCKI/Lncw7yd5mxQZtHZZ/PzdY8+Sntu+Tu1//wz/75g1ilJWUb2AS4f3sly2JMl55BDqOL553h3fueqVbT1hBOpbeFCXugf8MgjSYmcAQAAAAAASAei8O3YtZMs384n5569/Ht2FHXjW2/5crJX8csM/SLpSPfenuXbb8nV1ETanBzKmjRJapJiGers9nZdfAnZtm/nl9sqK2nHeedT7b//TQNffoU3OGZirItx5Ai/nQvhsIhY/ru+xzAhy7W1kp+ahnsL6eC1fv16amlpkb5uvfXWoNcryjaSTqvpNgSUdY6zDvJYJOI24wGF9AxlGjMmqfEurBMe0hsb4Mny5pjcww+TLu9z9VWUM/NwyjrwQMqZNo1yjz6aSq75K2VNmZK0Zc2d6S30ezSapAwa9VuW6dNpyHvv8lw2d1sbv6zsphvJnOTlAgAAAAAASJec9MY33uDnzb6O26bXXifrmjXktlhIk5VF+pKSiG/PuW8fP80+9BDeBMUYysqo31138tticabbT5vNG8m2n3Emn4vFaFwuqrvn3ozKUecDWUPko4ciMtKde/fynR6JYBcd6cOHJeT2U1VeXh7l5+dLXyZT8AK2Ua+lCQMKaFFlvXSZ2+2hRZUNdMBg7xEF0UrEbcYDCukZyjR2bNIGjjb/73+06cAp1PpN18DJdMSGarLDuywLFlDrV19R+y+/UCZx7N7N3uVIW1AgrWCILPBBzz1HQ956kwa9/BJVPPM0lf7pT3zwZ7LkHXssafPyqGPkSNJmZVGymYYO5cX0wrPPouLLLuMZewAAAAAAABA70UHeOmcudf76K5FeTwP/8wzfXnW1tNDef/2b/zxr4kQ21TDiDnd5U5Rc4ezZNOzzzyhn+nTeaNby6af8lDWWDXjjdXIbDNS5bBm1fvYZZVpHunlU5BFOGrOZ75Dgv78t/l3pbEeGTeS2oyM9ZlfMGErvLKui//26myprLXTbJ2upw+6ksw/0DuW9/r1V9OA3G/2Gia7b08K/HC431bRa+fkd9e0R32YyICM9Q5nGJq8jnReUPR7qWP4rz8VOR6wTu/KEE4l8udvCkP/9j7ImjKdMwHLnGKNvqIuasWy2wd98TXMXLiTvgXjJx/L5+t99d7IXAwAAAAAAIC2IBi82s4vJP/FEHuHS56qraO9tt0lF3qwDJkd0e/p+/fzmbeXMmNH9bw4cSBUvvsCL6C3/+5AKZp9GBWeeSU6nkxqOOZpKv/6Gah78P8qdOZNHoSaCZeFCvn2ZPTmy+5VIts1bou5Il3el27dvo6z9JsR1mVhuvru1le88YUeGQ2xmTSqnxnY7z5evs9hobHk+vXbZVCrN83axVzd3+jVQssL5yU96h/Qyz/+wjX8dPLSY3rv60IhuMxlQSM/wjnTblkq+R5RldynFWVfnd5qOOlas4EV0lpHGhkQ6dleTq6GBOlesyJBCuodPLpfv9Vc7XX4+eTCdGwAAAAAAIC0ZAjrIiy/yHvlbcOosqnvmaSkznRec/WOZg9LodGSoqOA554bBg8hYEbxLlhUPWXc6+5JrOuwwGrBlC9krt1Lto49R/7vupHhjzZO7//BHb/f9U09S3pFHUrK4OzulOWrRFtKlnHRfBEs8ids0DByIuWS9dPG0IfwrGFEcFyqKs2nHAyf36jaTAdEuGUpfXs4HGrJir03h4RbOWl8hvb4r5yjdiL2s+SefTEPfe4+Kzj2Xf2/17flOd7ZNm7353gYDGQYMSPbiAAAAAAAAQIaTR45m7b8/Ze23Hz/Pusr7XH6538+ivc3AWJeI6HRU+s9/8rPN77+fkHpB0zvves84nVR97d+ofclSShZesPZ4SFdcHFEGfbBCun3b1sQNGh2GfHToGQrpGYrtERXZTyILSimZ0JFu27SJn5p8uV9SlM5G5TPpleaxWqnt55/5+ewpU0iDLm8AAAAAAABIMl1uLunLyvy60YXCs86ivOOOoz5XXM6PVo5U0QUXUNaBB8Y814r9bu5RR/Hzbd//QPHkslio5csvpaGqLI2g6k9/os5VqyhVBo0q0ZEuBo2aRiAfHXqGClcGY28SnStXkj1OhXSWWSRcd2zwwRFuq9WbPZX2Henex8I82vs4mH1ROnYWpeNwSJO8k8tDHpudNCZTRM9dMPLfE9oXLyFPZyfpiosoe5JaEscBoDf/17G8P0Dyny9QtycXVJJWq0v2YkAGvjdE+rNkvecn830N76nqe2zV/pyoffnSTTwe7/733sMb3/KOP97vcq3JRAOffCLq28udMZ1/9WadOufgqdS2YAGvz8RTy2efkaejg8fNDn7nbdr9xz9R+6JFtOuqq73zuLSsm96bWe1xOqn162947G/+8cdRIogM+lgK6fpiX0f6rl1SJn3clstXEzMOQyEdeoaO9AxmlDrSlYt2kRfP2Ru6q61rGm+6YHt9HXv2+HWks3gTbW4uf8NPxJTpWLT/vIgaXnqJrGvXxXXIqnW99/bYsBR2qBoAAAAAAACAGuQedhj1ueIKnm+uFlm+IaCskO5xu+Nymx6Ph5rffY+fLzr3PO+Ogqef4h3wrLmx+tprqfXrr3kkq62ykradMov23HQTVV93HTmbmiihhfRR0RfSWT1Fk53NI2rsVVXxXS5fXAw60iESKKRnsK5oF28elBKctbV+37vq0y/eRXw4sAnebDK2iNIxj/HGu9jUEO/i8ZCVdc17PNT2/UIpiqZX3C5q+/57ftY0ZiwZypGNDgAAAAAAABAOO4JdYzaTq6WF7Dt2xOU2O1es4LUJTVYWFZx2Kr9Mm51Ng15+iUr+5B0+at+2nRpff50sc+Z0/V23mw9PVVu0C+ucNw0dGvd4YvaYu+q8DZ9GZKRDBFBIz2CikG7fsTPuh8b0NGhU+j4N41268tH9PxxMvkK6dUPyB446G+r5EQGCZf58aS9srKybt5CroYFHxeRM95/GDAAAAAAAAADdsejXrAkTpAJ4PDT5utHzTz7JL/OddaaXXnMNDf3wQ9L37cub69jfL/nLX3i3OmPfHttR9B6Xi/b8/Vaqe+rpbj9zNTdLjZWxFdJZqsIwv0zzeBAJDeyxYBn6AD1BIT2D6fv353skE3FoTCiBA0bTceCoVcpHH+13uVkaOJr8Qrp9l/f5Ngwe7C3wezxkmTOXHLt3h/09t81G1TfcyPdaBxJxNubxE0hrzkrQkgMAAAAAAACkl6wDDuCnHXHISXc2NpLlm2+kWJdg2Dy3wjPPoILTTqOiiy6k0r/8WZrtZouxkM6aBls++YTqn3mmW9Mki49hDOXlMResRY0lnlnydhHr4ms0BegJCukZjMWNiENXxJua8oX0dOxI3+yXjx7YkW7bsIHnlSWTw7fjxDhoEOUdeaQ3L9/tpvYlS8L+Hotuaf3yS6p97HE+jCTYc6vvW5rAJQcAAAAAAABIL1mT9+ennSt6XyRu+fQznjpgnjCBsvbzdroHpdGSYeBAqRHOOHQIP7Vvjy1eRh5L0/bDj34/EzsITAENh9HImXEYP21furRbPaK3HelihiBAT1BIz3BSvEscM6YiykjXaNKyI50VyKXcr1H+HxCmESN4DhnL4HLu25ekJST+gSq6x42DKoi0WsqdPl16PtydnSF/t33xYu9tdHZKWfD8e5eTXI2N/LyhtCzB9wAAAAAAAAAgfWTtv78Uq9LbYZ+WefP4acHs2VH9nsggjzXaxa+QvnCh/zLNmctPc2fOjOm2+fKNGsln0XmsVnJUhz+aPlJiZqDJFxsD0BMU0jOc2Osm9sIlmiicGwcPTsuMdOeePXzqNRkMZPLtzZVnkZl8RwAkM97FUV3Nu8+1eXmkKyz0LlteLmlzcvjl1rVrQ/5u+6JF0vnO1Wuk8ywbnf0uG5DCbgsAAAAAAAAAIqMvKpISAzpXror5dpwNDVL0Sd7RR0X1u0ZRSK+qimmOnrwA3/7zz+Sx272X797trTNotZR37DHUm1QFUYi379jl97Oahx6izdNnkC3KQakibx3RLhApfcTXhLRkGiEK6VsVLaSbx43jeyvTrSNd5KO/M/UsKvq+a2/sdceOknLSWce6beNGHqmSDCIP31gxiE++9tLwzHx7ZSV1rFhJ2Qcd1P33dleTY2fXh1XnmjVER072GyKrLy2V3WbqeGzeZnK7XbSlSkuVCyrphuO92XCQGdjzH+nPxP9yNLcB8RXrYy3/vVDPo1qlwusr1DIq+VhH+v+aChL9nMf79pP1/6Xk/0Yq/B+qAR6nzHhsAu+LfD1aq9XF/fYz7bNCja8VJZ+TTJZ1wGSyb9vGC+F5R8VWL+Cd4B4Pr7kY+veP6nfZwE1NVhY/Ap0Vv0WHeiwd6e72dur49VfKOfRQssyZwy9jdQZ9nz7UG7kzD6fm994j+072t1jUi4bc7W3U+NrrfP5f4yuvUP+7747ottwdHd5GQ0S7QBTQkZ7hpGiXbdv4hGXFCunjx6VlR7rIRw/14WAa7Rs4uiGJHem7vMVwA4t1kTH06xd2cEf7Ym83usZo9F5vzeru+eiIdQEAAAAAAACIWvZkb6Nax8oVMd+GZf4CfpobZTc6o9FqyTgk1px0j1RIz5o0iZ+2Lfyen7Z+4y2k559wPPVWziGH8JqE22Ihly8Cp/O3tbyIzrR88SW5LJaIbksMVdUVFZG+uLjXywaZAYX0DMcGS7A3IY/NJuVmJwo7rEe80Ylp0GlXSPd1pOtCFNJZR3oyo13cllZyNTfzjHpjxcCQhfRgw1BFrEvBmWdIh0B57Db/QnoZBo0CAAAAAAAARCtr8gH81PrbWikWJRps3pnYbs87+uiYlkFE1Eabk+5u7+Bd6Cy+pejCC/llbd9/z49st/72my/W5VjqLW12NmVPnepdxh07+bw267p1/HsWNcu66Vs++yyi27Jt3tI1zw4gQiikZziNTiflYNkqvUMWEkUqmhsMZPS9UbFs7XhNW1YD6+ZN4TvSx4yRusJdLEtdYfZd3lgXNqBDYzT5/UxfUkKk0/FhqIF7nz1uN3UsXsLPF8yaRYYBA/jhYs6aWn4kA8th64p2AQAAAAAAAIBoGIcO4XPMWKOjdcOGqH+fFdHZIE5DeTmZRo+ObRmG+HLSd0RXSOcNe75mzdwjZvK6D+tQb3j+eX559pQp3ppDHOQefrh3GXfu5MVwdp/15f2p7Lq/8cub3303aHNgIBa5K6/TAEQChXToindJcE661LVcUuItNGu13mJsYyOlIvbGvOfvt9KO313As9HddrtUgA5VSGcDRFgRm7Ft8hbdk5OP7h/rwul0pO9bFjTehX2Isw9GNpA0a7/9KGvSRH65o6aGXI2+QaMmE+ny85S4GwAAAAAAAABphQ3TzBLxLiuCR65GFutyNL+tWEiNlttjK6TznQG5uZQ95UD+ffP77/PTvDjEugi8UM/qEXv3SrWL4gsuoIIzzuAZ77YtldS5oud4HKuvJmMeE9tOB8hMKKQDGYd7J0PbfNOKE0Ue/8E64XV9vBlUqTpwtPXLr6jlk0/4G/SO886nhv/+l8jlIm1BAWlzc0L+nnlMkuJdXC5y7N7NzxoD8tEFQz/vMJLOVf4f2uLwMHYIlcZgIPNEbyHdWVPTNWi0LDUHjQIAAAAAAACogSikh5pdFgo7UpwPGuWxLtHnowcW0qPNSBeFdJMvYz3viCO6fqjRUH4cYl2kZRw0iHfus4Y+Hh+s11PhWWeRLi+P8k8+iV+n6Z13e2yMtPm6/sUsO4BIoJAOZBrujVmxKdWR7ov/EKeuFMxJZ9Odax9+mJ/Xl5WRp6OD6v/zLP/ePHJk2IKyyZeTbvn2226HG7HvtR0dCVlmtreVHSLGMsXYMgcjctI7VgYvpOdMm8ZPsyZOkjrSu440QKwLAAAAAAAAQKyyJu7HT0XudzjtS3+hzlWreB2BnboaG0mbn0/ZB3q7wWMhho2yGF5Xa2v0Hem+38+d6e0al2Jd4hwDaxw8WDpvHj2adAUF/HzReefzU8ucOWHTD1hTIIu1ZUfmm0YiIx0ih0I6kGlEV7RLJDlSsXLU1voX0n35WKnYkd7w0svk3LePZ48N//or6nPF5dLPTKNGhf3dglNO4QNeWeZ442uvSZezaJi911xDI+68izqXLY/vArtd1PHrr117uDXB//VF7Iy9cqv3Q4X9qtVKnb96D4vKmXYoPzWPG8szz9ggDzGEBINGAQAAAAAAAGJnHjeOnzqqq8nJuq1D6PztN9p18cX86PjKo4+mmvsfkArY7CjyWOlyc6TGu2gGjnZFuwyVCuqiqB7PWBfBOKSrkC6iZ/n5CePJPGECeRwOavnoo5C/LxICWBSN1uQ/Pw4gHH3Yn0JGYIfFsL1wbMIy2ysnupKV6kiXhpCmCMeePdTw4ov8fNnNN/Pc8LIbbyTzfhOp+X//o8LzziXa6f87j83bLJ2/7thR1PfWv9O+O++i2kcepewDp5B59CiqvuZa6lj4Pb9O66efUr6vaB0P1s1byN3ayvPCzOPHh7yeNiuL3jn4bF5Ez//gF76X1161i1qHHcHvZ/E2J9E2731pPvRcotpa3p3P6EuDd7lHI/BxivZ3evN7AMmQrNdhvP9vnlxQSVqtLurbS5ZY73+6UvJ1GOnfiuXzAJSDz9DMgOcZMlmqv/5TffmVosb1DV1+PhkGDyLHzl1kXbeecmdMD3o90SjHOPfs5V9M3lFH9noZWDHcWVvLc9KzJnmPRg/L7eLd62+OOY6K9xpJ63tcr77nbrJ89x2PXYk3w4ABvLahzc0jXZE3NlgoOv982nvbbdTwyqtUeN75fOdAINtGkY8+Nu7LBukNHenAu6PFYTG2ysTFu4hCusG3d1NEgTjrUquQXvvwIzwihR2elHf8cdLl+ccfR4NeeJ7MPXSkM4XnnUd5xx1H5HBQ9fXX0+7rrvfmmbEBrOwQre+/J4/TGZ8F9ripc7m3wz17//173Dut7+/NSXfs20futjbqWPoL/97AB5R2Rdboy/r6vYZ0BfnxWV4AAAAAAACADJXla34LF+8iCsF9rryCBjz5BOWfdCLln3IK5R4Vez66wLq0o8lJd7VaeF45yypnDXgCq5n0vemmxHR8a7SUe8QR0lBTuYJTZ/GdESyepvGVV4L+unWTtyMdg0YhWiikA2ca7o13sW1O3J7rbh3pKRjt0vrNHGr96is+LKPvbf+IeRI2+73+d9/Fo2EcVVXUNn8+L0b3f/opcmVnk7u5mToimDIdCTaxmnWYa0wmfohTT8QRCbYtW6jpvff4UQqs+J61334B1+sqpHufUwwaBQAAAAAAAOgNcwSFdBFNkrX//pR/3HE04NFHacDDD8WlaG2SBo5GFu3iavZG0PABoDHWSOKJ1S/KrruOn2945ZWgKQhiRwQGjUK0UEgH6c2Xafnkk4TlpDtrUzvaxTJ/PlXfeCM/X3Th78k8tneHALFhGOWPPMz32rI3+oFPPUk5hx1Gbb5hpKy43mseN3X4utHZc8yK9T0ROenulhbyWK2kKy2hwnPP6TagVN+36/t4Dw4BAAAAAAAAyEQ9FtJdLrJt3ZqwQrAx6kJ6S1chXSXyjj+ezBMnkqejg+r/8x+/n7nZrLed3jxedKRDtFBIB67wrDNJm53NO9Lbf/gh7rfPYkrYYTX+hfTU6UhnuV67/3YdkdNJ+bNmUd9bbonL7WZPnkzDPv2Ehn3xuTTVus33oWn5dn6vd2qwQ7FcTU28G11M/+6JvriYNNnZ/DzrYC8880zSFXT/QGQfkux245WPDgAAAAAAAJDpeho4yi9zOEibl0eGAeWJK6Tv3EkelyviQaNqKqSzFICyG27g55ve/4DsO7piatjR9yyKRtenD5oCIWoopIPUHV14zjn8fMML3kGa8eRsaCRiRWGtlnTFxd060hPVBR8P7YsX80Gg7IOK5Y6V338faXRdQ/XiEasjMuqZjpEjSWM28w9N2ybv4Ua9GYzK/8bIUaQxRniIl0ZDhbNnU8EZZ3gnfutCzSTWUPZBB/HsdPnEbAAAAAAAAADoxcDRQYP4eev69d1+Lo7qN48eHXPcbDgsgpYdze6x26WaQiSFdL2KCulMzsFTKWfm4bwhsvaxx6XLrRt8+eij0Y0O0UMhHSTFl1xMZDDwKJDOVasSk49eUiIVoUVGuqezk9zt7aRGrMBfc9995HE4+HDQ8v/7P9Lo9Yn9m0YjZR96qNSV3htO6SgA72MdKV1RERl8Q0fDYRO8C049NaLIGAAAAAAAAADomXm8tyvduq57Id3lK6Sbehk3Gwqr2RgHD4o43kWNHelC2fU38GZBy5w50hw6m2/QqMkXqwsQDRTSwW/IZMEpp/Dz9S9G35XODvlhMSLBOGtr+an8sBkWJSMmOqs13oXtUGDDOlmHeP977k54EV3IOfJIKZe9N5yNjfxU36dPXJYLAAAAAAAAABIrK0xOumiYS2S+t3GIN97Ftm1b2OuxrnXRGKnGQrp59CgeZczU3HsfedxusvoGjZrHoJAO0UMhHfz0ueJyfto2f0GPb5iBLPPmUdPbb1PnmjWhO9ID8qdEV7rYo6o2ze9/wE/zTziBH16lFH74kVZLtg0byL57N7V+M4e2n30O7fj978lts0VcRGeDNRgRpwMAAAAAAAAAqTpw1CPVV0wJLAQbRwznp7bKyrDXc7V4u9E1WVnSDDW1Kb32Wt7EyR7Llo8/liJ0TYh2gRgo014LqvDYvM3kdrtoS5WWTgryM6H1xKv54TumF+ZS3lFH0XXHjurxttt+/JHsvqnR7T//TJ3HjOSxHz0V0nUscmTnTlV2pLssFmr9+mt+vvCcsxX926zw/d4RF/E8Ms0NT9IFqz+Xfta5YgXl+KJfghHPpWP3bn6qzc8njcFA6UT+egV1PA+RvE8AgLKeXFDJP/MrF1SSVhu/2R6Z9FkR7/c5+brYyJG9X6Z0/XwN97irZRkhOeLxPwSxwf+e+mBdPL1f49LA0d27eXSK6PZ2t7WTx2ajN8ceT32qNKTZszkhz7951KiuwZxhuJpbou5GV/qxZg2cJX/6E9U+9BDV3Hc/76BnNRKTb6hqMpYJUhc60qGbrP29BXA770jveQgoO5SHHSLD8D2Qbjftvu46KSfLr5BeVub3u/KBo2rT+sUX5LFa+Z7YrMmTFf/7YlI2+5Dk07h9GWWR5tfzAa+IdQEAAAAAAABIKbqCgqADR531ddJcM40ucb2xJt/eShZ1y+JQQnH54mTVGOsiV3zh78k4eLAUQ2McOSLtGg5BGSlXSK886mjaMGas31f98y8ke7HSiih2swKuu9Pa4/Ub33iD7Dt2kCY7m4rOO5e0BQXk3LOX9vz9VukNN3S0i6+QHqQjnb3BNbz6akRTohMxZLTJF+tSdPbZCZmEHckeaDY8JPvgg2nEgvlU/PsL+eUdK1dG9PuuRm9umg6FdAAAAAAAAICUHDjaKYt3cdY3+MXkJgorOrNCM4uLDVeTET8zlPUlNdMYjVR2yy3S9+YxiRnUCukvJaNdSq75Ky9uCmJgJcSHRm/gHdBui4VczcGHhwqOmlqqf+Y//HzOIYeSNjeP8o8/njQrP6W2hQup+tq/Ud6xx5Cjahe/jr6sNHhHel33jvR999zrza/auInKH7iflGRdu47nk7MPjvxTT6VkvdGzaB1Gl5dHWfvvz893rl7Dd1BotOH3g4kBJPo+yEcHAAAAAAAASLWBo5avvyHrOnlHer0ihXRWCzEOG8bzxG2bt5Bx4MBu13F3dpJj3z5+3jBwAKld7pFHUM6MGdT+00+UfYDyqQOZ4PXFO+i577dRXZuNxvbPpztPHU/7V4Q+WuHLNXvpkXmbaHdTJw3tk0N/P3EMHTmmK8nihvdX04crvLHFwuGjSun1y6ZSsqRkIV2Xk9Otsxniix2WwwvpTV3xLMHUPvIwuTs6eB66mBjNnpu+t91G+26/nQ8gZV9CqGGjgR3pLL6EFdEZmy97XUnNH3i70fOOO470RUWkBuzx1ZjN5G5p8WbYD/cO/2BYlruhYhBlTfAOJCGPRzrESl+MjnQAAAAAAACAVB846vIV0nUlid/OZ/Eu3kL6Zso76shuP+9kR8u73aTNzSVdYQGpHUsaGPjE49S+dCnlzpyZ7MVJO5+v3kP3fLGB7jl9Ak2uKKSXf95OF720lBbceASV5HYfRPvrzka65t2VdPPxo+nosWX06ao9dNUby+mLvx5Go/vlSdebOaqUHjp7ovS9SZfc2U8pF+3C1L/wIm0++BDadvoZ1PDSS+RxOkNe12azUWtrq/RlsVgUXdZUpSv0Fo/DFdKdTU3U+pl3CGbff97G3pWknxWdew4Nfvst6nPlFd43f42GF+eNQ4f53YYorDv27pViYNgp60YX7Lu83exKYXtVWT46U3jOOaQWbI9w1oQJ3XLS25f+QtXXXU9VV19NHodDGpTKz2u1KfGBBgAAAAAAAABBBo5WVVHTu++Rx2EnV0uLIh3pjKmHgaPtS5byU8MA1o2ufBxuLFiiBTvyX5PkYmw6evGn7XTe1Ao6Z0oFjeybR/fO3o+yjDp6f3lV0Ou//PMOXiS/euZwGlGWRzccN5rGlxfQa4t3+F3PqNdSWZ5Z+irITm62fcoV0osuvJAGPPIIDXr9NV6srX/ueap96OGQ17///vupoKBA+hrneyOC8HRF3kMvwkW7sMN7GMPAgZS1337dfp59wAFUdsMNNPTD/9GoxYt4zrcu1z+GxzR8GC/2ssGme268kdw2GzV/+CFZ166VIntYB7Z8cGmitS9axLvs9eX9KXvqQaQmYuipPCe95fPP+KmroUH6IGPnGV1xMZEWHxAAAAAAAAAAqTZwtPjSS/n5fXfcQW0Lv+fntdnZpM3KTvjfN40cwU9ZR3ow7UuXSDUhyGx2p5vWVrfQ9BFdO3i0Wg3/fsXO4PW8lTub/K4vYltW7PSvQy7Z1kAH3j2Pjnp4Id328W/U1G6nZFJFtEvtI49Qwwsvhr3OsK++JNOwYdTn0kuky8yjR/Mu3b2330GlN1xPWqOx2+/deuutdP3110vfV1dXo5geAb1USA9dwLZtreSnphHeN9dwQk1wNpSXU//77qW9//wXtX71NTn21fDYEqbkr3+hxpdfIWdtLdl37qQshaZAW+Yv4Kd5Rx2dlCGj4WRN3t+vI53teLDMmSv9vPXLL4mOvpScDSLWBfnoAAAAAAAAAKmo7OabSKPXU8MLL0gFbV1p4rvRGbPoSN++nTx2O5/jJrCj4K2/rSUa1Y+MvCMd0hFL9WDpHoLJZOJfgZo67ORye7pFuJTmmmhrXXvQ22Y56iW5/nXc0lwj1bfZpO9nji6lEyb0o4riLNrZ0EEPzdlEl7zyC330p+mk02oyt5DO9rAVnH562OsEG2zAZE2cSOR0kmN3NZmGDe3288AnWf4CgAiiXVpaur1hCs+sbyfrmOMoq/wAypkXfA9lMI/JrnvdsaOocPZsMvTrR7v/eg11rljBLzeOGE7FF1xAbfMXeAvpu3bxHPZE87hcfEgqk3e0d9CnmoiBo/bKrfy5af/lF55lz54f9jxZvv2WPEdcSK5GX0d6H+SjxyLwNZqo2w68/Xj83UTeRuCyq50al1eNywR4XhIJjy309vWA1xAAAKTbZwVbXrfbRVuqtFS5oJJuOH6s38/k22Ksua+MNY7m5RF9tZZfru9Toshjoy8v50kB7vZ23tzIMtOFjuXLvfnoBQXeZUuySLdh4719n+4CG5Fvv/12uuOOOxT7+6dOKpfOj+mXT2P75dPhD33Hu9QDu9kzqpDOumZj7Zy1btzIo0H0fdB5G09aFsFiMBA5HGTfvZsfDRBIDLPUxWEYZ84hh9CQt9+iXVdfTc7aOur3z3/xow0MgwcRLVtG9p3K5KSzTm92v7T5+ZQ9ZQqpDfs/YY+JY+cu6lyzhlo/92a5F11wAbV+9RU5a2r4z5y+aBf8XwAAAAAAAACktpKrrqTczk/Iun49T2dQAivis+I5q5NYN2/2L6T7YmWNAxDrks7Wr19PA2RHHJiCdKMzRdlG3iEu7yYXXeesKz0Ydnl9m39MS12bPehgUmFQn2wqzjHSjob2pBXSUyojneVCN772Gi+e26uqqOXzz6nm/geoYNYsnh0F8aQhvS9KRUStBHI2xjc+hL0pD//qKxoxdw7lHHIwv8w4aLB3GXbtJCVjXXIPP5wX8tUoe39vTnrbDz9K3fMFp86i/BNP5OetmzZJkTz6YnSkAwAAAAAAAKTD8NHCs87yzkJTiCieBw4cbV/qGzQ6ELEu6SwvL4/y8/OlL1OIQjobCDphQAEtqqyXLnO7PbSosoEOGBw8pnny4CK/6zM/bamjAwaHbtbd29LJY2TY0NFkSalCOouvaPnqK9p54UW07ZRZVP/f56j44oup3913JXvR0pIuTCHd3dlJHqvVe73i3nekC1qzmeemC8ZBg/gp67IOxdXWTtU33Eit8+b1+u+3LVig2liXwJz05nff5XEuLAbHNGYM5Z98Er+cDW5lh1ix/xdtXm6SlxYAAAAAAAAAUlFXId07I49xNjWRjaVDsEI68tHB54oZQ+mdZVX0v193U2WthW77ZC112J109oEV/OfXv7eKHvzG+7phLps+hL7fXEcv/LCNKmvbeAzPb9UtdPGhQ/jP221Ouu+rDbRiVxNVNXbQz5X1dOXry2lInxw6fFRyutFVE+0Sqazx42noe+8lezEyLifdtm17yFgXFoGi0Seuc9vIol14R3roQnrrF1/wIZtt339POQcdFHKwaU9s27aRfccOHmmTc9hhpFYiJ93jcPDTglNO4YdcmSdMIINvx0NXPrq6hqUCAAAAAAAAQGowiYGjvkGnTMfSX7w/GzmStNnZSVs2UJdZk8qpsd3OC+J1FhuNLc+n1y6bSqV53i726uZOXrsSDhxcTE+cN5kembuJDxEdUpJNz184hUb382bus6iYDXtb6cNfd1Or1cG70FkB/fpjR5NJr0va/UypQjooS1cUuiM93rEuoRgqvIVhV1MTuVpbSZef3+06LK+Lcbe1UcOrr1LZ3/4W0W2zQ5M6166jgpNP4t3blvnz+eU5Bx9Mulz1dnKLDyt3Rwf/Pv+UU/gpe0PKP+lEooXbFXluAAAAAAAAACB9mUZ5O9IdVVW8BsFqEe1Ll/DLsg85JMlLB2pz8bQh/CuY964+tNtlJ0/sz7+CMRt09Mbl3thnNUmpaBdQTyFdGjSa4GKtLjeHdCXeQzbsu6qCXkcU0pmm19/ghxlFovrmW2jvrbfS9nPP47nibfPVH+vCaHQ6Mk+aKHWnGwd2DffIP8kb79LVkQ4AAAAAAAAAED3WoCdqMrbKSp4WYJnrjdUVs+0AMgkK6RCSrsBbSGeDKwOL06KQrkTXs3Gwd+CoI8jAUbZcPI6FXW/4cL6HtPGll3q8TbfVSrZNm/h524YNtP2ss6lz9Wr+fe5R6i6kMwWzTmUt6FR82aV+l5tHjSJ9WRk/b+jfL0lLBwAAAAAAAADpwDRyBD+1zJvHZxa6GhrIOGwY5UybluxFA1Acol0gJI3BQFpfxAnrStcXFXWLdtHJLosHlqUkXHfsKGng6AvtfSh7dTNlGzb7/YwVv98ccxzPRc+ZPp1OfeRaanzrbSq+5BLS+/aaBsMnTrvdpCsooKwpU6jNF+vCc8b79o16WeXLFMt9jFbhGadTwamzSKPv/i+cf/LJ5G6zkL6klNJJ4OOt1GMd6W3E42+lq1ieu0T/LTUuU7xfU7G+R6mRks8XqA+e/9SSTs9XOt0XSI/XUDp9tkN84f2KkradpsbtwHi/Hl6vmEHWpnyiH3cRFU0i3fAiKjhtNml/Cp4akCrwfwOxQEc6hCUK5fJ4F3dnB3msVu/Pi+NbSA83cNTV0hIy1kXfrx8ZhwzmkSeezk5qeOGFsLdp9U2YNo8fRwOfforKH3yAx6SUXnstpYpgRXSGZZbpyyLbGQAAAAAAAAAAEIpeFhvLImQLZp+OIaOQsVBIh7BYp3dgId3V4O1G1+bnk0ZvSPgysI700IV0bxyLoR+LMdFQ6V+v4d83vfMu2XdXh7xN2wZvId00Ziwf0llw2mk05N13KPewGQm6FwAAAAAAAAAAqcUwYACRVkv60lIqmH0aabOykr1IAEmDQjqEpSv0dpzbtntzyBmRl65EPjpjGDQ4aCHd43KRdc0a77LwQjpRzvRplH3wweSx26nmnnvI4/GE70gfOybBSw8AAAAAAAAAkJpYJG6fyy6lwrPPIq0ZRXTIbCikQ8/y0JIAAQAASURBVFi6ogJ+at+2rdugUZ1ChXTjoAp+6uno4AVyec45Gy7Kstz1vogZ1l3e79//IjIYqG3hQin7XM7jdpPNV0g3jR6tyH0AAAAAAAAAAEhFGpOZSIMSIgD+CyAsMWDUXlVFHofDr5CuVEe6jkXImM3ev93aEiQfva/fG7pp+HDqc9ll/Py+e+4ld3u73+05du/2FuCNRjINHarIfQAAAAAAAAAAAIDUhUI6hKXNySUNy79yOslWWckvc0od6YkfNBqY1e5qlhXSV3oL6Ya+3lgXuZI/XE2GgQPJuW8f1T39jN/PrCIffeRI3s0OAAAAAAAAAAAAEA4K6RCeRkNZEybws7suuZSs69aRx2rl3+t83epKZXIxrpbWIB3p3QvpbPhFv3/9k59vfP11sm7aJP3MunEDPzUhHx0AAAAAAAAAAAAioI/kSpB+nlxQSVqtLqLrfnDaX8linkPOujqihQv5ZVoWt6JPbDf3Y/M2BymkN/PTRz5fTY1Zo4nGjKY+LNoliNyZMynvuOPIMncuNTz3PA149BF+uc3XkW4eMzZhywvqezzjcXuBt3HdsaMS9rciXY5QyxBsOcJdN57LpDQl/7Ya/s+VfF5T+XECiDe8rgESB/9fscHjBhAdJbfTlPi9eP1+vG4j0bevltuAzIaOdOgRK2IXnnkmZU2eLF2mVD66fBkYd4s32oVFtvDLi4q8Qy9CYBEvTOu8eeRsaODnRXe6eQwGjQIAAAAAAAAAAEDPUEiHyOh0lDNtGhWcdioZBg+irEmTklJIZ13xlm+/pY5flvHv9UHy0eXM48aReeJEIoeDmj/8iJxNTeTcu5f/zDQahXQAAAAAAAAAAADoGaJdICqGgRVUMLBC8b/Lh41qteRxOMgmyzs3DCjv8XeLzjuP9q5ZQ83vvUdZE8Z7f6+ignR5eQldZgAAAAAAAAAAAEgPKKRDStCYTFRw6qnkrK3tusxsJvOonrOB8088gWoeeIAc1dXU8OKL/DLzGAwaBQAAAAAAAAAAgMigkA4pwzBgAP+KljYriwpPn02Nr71O7YsW88tMY1FIBwAAAAAAAAAAgMggIx0yQuG55/p9j450AAAAAAAAAAAAiBQK6ZARTMOGUfbUqdL3KKQDAAAAAAAAAABApBDtAgn32LzNpAZF559HHb/8wgeX6vv3D7lc1x3bc+56vAQuw1+OGErpSH4/lXx8M+G1HesypOtzAup+vQIAAACoCdaPQM2vmVR/fSZr+VP9cQN1QyEdMkbeccdR6bXXkGn0GNJoNMleHAAAAAAAAAAAAEgRKKRDxtDodFTyxz8mezEAAAAAAAAAAAAgxSAjHQAAAAAAAAAAAAAgDBTSAQAAAAAAAAAAAADCQCEdAAAAAAAAAAAAACAMFNIBAAAAAAAAAAAAAMJAIR0AAAAAAAAAAAAAIAx9uB8CxOqxeZtV8XevO3ZUXG8zHrcXzpMLKmlLlZYqF1SSVquLaJkgMx6beNyvULcR7rbV+HiqcZkSLdHPUSY+pgAAAAAAAADRQEc6AAAAAAAAAAAAAEAYKKQDAAAAAAAAAAAAAISBQjoAAAAAAAAAAAAAQBjISAcAAAAAAAAAAACAmL2+eAc99/02qmuz0dj++XTnqeNp/4rCkNf/cs1eemTeJtrd1ElD++TQ308cQ0eOKZN+7vF4+Dyvd5ZVUWung6YMKaJ7Zu9HQ0tyKFnQkQ4AAAAAAAAAAAAAMfl89R6654sNdO0xI+nLv86gcf3z6KKXllJ9my3o9X/d2UjXvLuSzp1SQV9dM4OOG9+XrnpjOW3aZ5Gu89/vt9Eri3bQvbMn0Cd/nk5ZBj1d9PJSsjpclCwopAMAAAAAAAAAAABATF78aTudN7WCzplSQSP75tG9s/ejLKOO3l9eFfT6L/+8g2aOKqWrZw6nEWV5dMNxo2l8eQG9tniH1I3+8s/b6a9HjaDjxvfjHe6PnjuJalptNHd9DSULCukAAAAAAAAAAAAAEDW7001rq1to+ogS6TKtVsO/X7GzOejvrNzZ5Hd95vBRpbRiZxM/X9XYSXUWm9918s0GHhUjrpMMGZeR7na7+enevXsp07Q0NZDb7aJ2Sws/r9Xqkr1ItHv3br/v2XIl8vYj+Vvhlkn+s3gvKxPq+Un046SkWJ4TJSTrfyPUayqdnvN4UNt7F3jheVE3PD/qhOdF3fD8qB+eI/XBc6J+eI7UB89J6jxH1dXVpNdnVvlU1ExbWlooPz9futxkMvGvQE0ddnK5PVSS6/+z0lwTba1rD/o3WI56Sa4x4PpGKQqmrs0q3UbgbbLfTZbMeiUQUU2Nt/1/6tSpyV4UIKI7VXj7dyZxedX2dxMhne5LIh8PPE4AAAAAAAAAyfXmPyhjTZgwwe/722+/ne644w7KZBlXSJ88eTL98ssv1LdvX9JqMy/ZxmKx0Lhx42j9+vWUl5eX7MWBAHh+kgePvbrh+VEnPC/qhudHnfC8qBueH/XDc6Q+eE7UD8+R+uA5Ub9Mfo5YmseuXbv4/Zd345uCdKMzRdlG0mk13QaLss7xwI5ygV1e32YPuL5d6movzTVLt1GW7z0vvh/Xv6tLXmkZV0hnL4CDDjqIMlVrays/HTBggN/hGaAOeH6SB4+9uuH5USc8L+qG50ed8LyoG54f9cNzpD54TtQPz5H64DlRv0x/jgYNGhTxdY16LU0YUECLKuvp+PH9+GVut4cWVTbQRdMGB/2dyYOL+PUvnzFUuuynLXV0wOAifr6iOItK80z8NtgQUsZiddCqqmb6/SHBb1MJmdeSDQAAAAAAAAAAAABxccWMofTOsir636+7qbLWQrd9spY67E46+8AK/vPr31tFD36zUbr+ZdOH0Peb6+iFH7ZRZW0bPTZvM/1W3UIXHzqE/1yj0dBl04fSUwu20Lz1NbRxXytd//5q6ptvouPG9U3a/cy4jnQAAAAAAAAAAAAAiI9Zk8qpsd3OC+J1FhuNLc+n1y6byrvKmermTl4cFw4cXExPnDeZHpm7iR6as4mGlGTT8xdOodH9umJ0/jBzGHXanXTrR79Rq9VBBw0potcunUpmQ/IG9KKQnmFYnhEbDhAq1wiSC89P8uCxVzc8P+qE50Xd8PyoE54XdcPzo354jtQHz4n64TlSHzwn6ofnKHoXTxvCv4J57+pDu1128sT+/CsUVni//rjR/EstNB6Px5PshQAAAAAAAAAAAAAAUCtkpAMAAAAAAAAAAAAAhIFCOgAAAAAAAAAAAABAGCikAwAAAAAAAAAAAACEgUI6AAAAAAAAAAAAAEAYKKQDAAAAAAAAAAAAAISBQjoAAAAAAAAAAAAAQBgopAMAAAAAAAAAAAAAhIFCOgAAAAAAAAAAAABAGCikAwAAAAAAAAAAAACEgUI6AAAAAAAAAAAAAEAYKKQDAAAAAAAAAAAAAISBQjoAAAAAAAAAAAAAQBgopAMAAAAAAAAAAAAAhIFCOgAAAAAAAAAAAABAGCikAwAAAAAAAAAAAACEoacM43a7ac+ePZSXl0cajSbZiwMAAAAAAAAAAACgCh6PhywWC5WXl5NWix7sjC6ksyJ6RUVFshcDAAAAAAAAAAAAQJWqqqpo4MCByV4MVcm4QjrrRBcvhvz8fMo0DoeD5s6dS8cddxwZDIZkLw4EwPOTPHjs1Q3PjzrheVE3PD/qhOdF3fD8qB+eI/XBc6J+eI7UB8+J+mXyc9Ta2sqbkEUNFTK4kC7iXFgRPVML6dnZ2fy+Z9obQSrA85M8eOzVDc+POuF5UTc8P+qE50Xd8PyoH54j9cFzon54jtQHz4n64TnqqqFCFwTdAAAAAAAAAAAAAACEgUI6AAAAAAAAAAAAAEAYKKQDAAAAAAAAAAAAAISRcRnpAAAAAAAAAAAA4M/tdpPdbk/2YqgmI12v15PVaiWXy0XphGW+63S6ZC9GSkIhHQAAAAAAAAAAIIOxAvr27dt5MR2IPB4P9evXj6qqqtJy6GZhYSG/f+l43xIJhXQAAAAAAAAAAIAMLhrv3buXdylXVFSQVoskaLZDoa2tjXJzc9Pq8WDPdUdHB9XW1vLv+/fvn+xFSimqKaQ/8MADdOutt9K1115Ljz/+eMjrffDBB/Svf/2LduzYQSNHjqQHH3yQTjrpJEWXFQAAAAAAAAAAIB04nU5eXC0vL6fs7OxkL46qYm7MZnNaFdKZrKwsfsqK6WVlZYh5iYIqXgnLli2j5557jiZOnBj2eosWLaLzzz+fLr/8clq5ciXNnj2bf61du1axZQUAAAAAAAAAAEgXIgPcaDQme1FAIWKHCcuChxQqpLPDJC644AJ64YUXqKioKOx1n3jiCTrhhBPopptuorFjx9Ldd99NBxxwAD399NOKLS8AAAAAAAAAAEC6QV525sBznaKF9D//+c908skn0zHHHNPjdRcvXtztescffzy/HAAAAAAAAAAAAAAg7Qrp7777Lq1YsYLuv//+iK6/b98+6tu3r99l7Ht2eSg2m41aW1v9vgAAAAAAAAAAACCzLFy4kHdjNzc39+p2LrnkEh433ZMLL7yQ7rvvPlLS3//+d/rrX/+q6N/MFEkrpFdVVfHBom+99RYP7k8UVqQvKCiQvtj0YQAAAAAAAAAAAEhN//3vfykvL48PSpXHRxsMBjriiCOCFs+3bt1K06ZNo7179/IaYaKtXr2avvrqK7rmmmvicnvff/99RHXNG2+8kV577TXatm1bXP4uqKCQ/uuvv/LpsCzjXK/X8y/2gnjyySf5eTHoQK5fv35UU1Pjdxn7nl0eyq233kotLS3SFyvgAwDIOewu+vihldSyCYNVAAAAAAAAANTuyCOP5IXz5cuXS5f9+OOPvEa4dOlSslqt0uXfffcdDRo0iIYPH84HqrLrKJER/tRTT9HZZ59Nubm5cbm9Tz/9lGbNmtXj9UpKSngU9rPPPhuXvwsqKKQfffTR9Ntvv9GqVaukrylTpvDBo+y8Tqfr9juHHnoozZ8/3++yefPm8ctDMZlMlJ+f7/cFACDXUN1GdbvaqKPakOxFAQAAAAAAAIAejB49mvr378+7zQV2/rTTTqOhQ4fSkiVL/C5nhfdg0S6vvvoqFRYW0pw5c2js2LG86H3CCSfwrnWBNftef/31/Hp9+vShm2++mTweT9jlY7/zv//9r1vhe8iQIXTPPffQRRddxP/W4MGD6bPPPqO6ujq+7OyyiRMn+u0gENj1Tj31VH6e3fZ+++1HWVlZfJnYTMn29nbpuuzvskhtSJNCOjv8YsKECX5fOTk5/Mln5xn2omId5QKLgvnmm2/okUceoY0bN9Idd9zBX1h/+ctfknU3ACANuF3eD8AePgcBAAAAAAAA0h4rEjtsrqR89VSglmPFcdZtLrDzLNZl5syZ0uWdnZ28Q10U0oPp6Oighx9+mN544w364YcfaNeuXXTTTTdJP2d1SFZwf/nll+mnn36ixsZG+vjjj8Mu25o1a3gyBmsaDvTYY4/R9OnTaeXKlXTyySfzHHVWA/3973/PZ0myznn2vfyxWLduHU/2OOqoo3iR//zzz6fLLruMNmzYwHcOnHHGGX7Xnzp1Ku3evZt27NgR8eMJPdOTirEXrlbbVetnOUZvv/02/fOf/6R//OMfNHLkSPrkk0+kwjsAQCzcTjc/9XgSf2gXAAAAAAAAgJo57W56/trvk/K3r3piJhlM3VMqgmHF8b/97W88J50VzFlhmhXRHQ4Hz1BnFi9eTDabLWwhXVyfFbAZ1rB71113ST9//PHHeaMvK1Yz7Lqsgz2cnTt38rSNsrKybj876aST6Oqrr+bn//3vf/MIloMOOojHwDC33HILT9+Qx1mzWBcW18KiaVghnd1ntjyso51h3ely5eXl0nKwLnhIw0K6/HCMYN8z7EUlXlgAAPHsSCdvPR0AAAAAAAAAVI51n7M4k2XLllFTUxONGjWKSktLeTH90ksv5TnprLY4bNgwnpEeSnZ2tlREZ1hkDOv+ZlhXOStcH3zwwdLP2WxH1mkernueFfZZ3HSwLHYW3SL07du3WyFcXMaWQV5IF4kckyZN4pHZ7HdYcf24446js846i4qKiqTbYJEvotse0rSQDgCQ1GgXFNIBAAAAAAAgw+mNWt4Znqy/HakRI0bQwIEDeYwLK6SzArroxq6oqKBFixbxn7E4lHAMBv95aaz4HU3ETKiBn6yIbbfbeRd5qL8nCu3BLnO7vUUKVsgXMTAM63RnMyPZ/Zs7dy4fanrbbbfxCBuWD8+w+BmG7ViANMhIBwBQC5fLV0H39P7DEgAAAAAAACCVsUIui1dJxlewDu5wWGQL6zpnX6xDXTj88MPp66+/pl9++SVsrEtPCgoKeIc6K1ILLFbl119/Dft7+++/Pz9dv3499dbnn3/O466Li4uly9jjxHLW77zzTl5kZ8V6eW772rVreXF+/Pjxvf770AUd6QCQ8aRoF96VjkI6AAAAAAAAQCpgRfI///nPPOdcdKQz7DyLQmEd4b0ppDPXXnstPfDAA3xW45gxY+jRRx+l5ubmsL/DOsEPOOAAPpxUFNVj9dlnn9Gpp54qfc+K+vPnz+eRLiyDnX1fV1dHY8eOla7z448/0mGHHSZFvEB8oCMdADKevJAuPw8AAAAAAAAA6sWK5CyPnMW8iGxxUUi3WCw0evRo3lHeGzfccANdeOGFdPHFF/MhoHl5eXT66af3+HtXXHEFvfXWW7362ywDnhXN5YX0/Px8+uGHH/jQUpYL/89//pMeeeQROvHEE6XrvPvuu3TllVf26m9Dd+hIB4CM53J2haO7nCikAwAAAAAAAKSCIUOGBI1oHTx4cNDLWfyL/PJLLrmEf8nNnj2bXC4Xtba2SsNFH3/8cf4VDXa7999/Py1evJgX4JkdO3Z0u17gcsrv00cffcRzz9mOAoF1nn/zzTch/y6LtNFqtXwAKcQXOtIBIOP5d6Rj4igAAAAAAAAA9A6LVXn99depvr4+5tvIzc2lBx98MOou9ldeeYXvAID4wiMKABkP0S4AAAAAAAAAEG/yAaixYDno0UIneuKgIx0AMp68Cx2FdAAAAAAAAAAACIRCOgBkPHnx3IVoFwAAAAAAAAAACIBCOgBkPL+OdAwbBQAAAAAAgAwUbDgnpCc817FBIR0AMp5LVjxHtAsAAAAAAABkEp1Ox0/tdnuyFwUU0tHRwU8NBkOyFyWlYNgoAGQ8/2GjiHYBAAAAAACAzKHX6yk7O5vq6up4YVWrRd+t2+3mOxasVmtaPR6sE50V0Wtra6mwsFDaiQKRQSEdADIeho0CAAAAAABAptJoNNS/f3/avn077dy5M9mLo5qCc2dnJ2VlZfHHJ92wInq/fv2SvRgpB4V0AMh4LvmwUWSkAwAAAAAAQIYxGo00cuRIxLv4OBwO+uGHH+jwww9Pu/gTdn/QiR4bFNIBIOMh2gUAAAAAAAAyHYswMZvNyV4MVWCFZqfTyR+PdCukQ+zSJ+QHACBGiHYBAAAAAAAAAIBwUEgHgIznlsW5yGNeAAAAAAAAAAAAGBTSASDj+XekI9oFAAAAAAAAAAD8oZAOABnPLyMdw0YBAAAAAAAAACAACukAkPHkcS5uNwrpAAAAAAAAAADgD4V0AMh4ftEuTkS7AAAAAAAAAACAPxTSASDjyaNdMGwUAAAAAAAAAAACoZAOABnPJetClxfVAQAAAAAAAAAAGBTSASDj+Q8bRbQLAAAAAAAAAAD4QyEdADKeXyEdHekAAAAAAAAAABAAhXQAyHjISAcAAAAAAAAAgHBQSAeAjOd2ISMdAAAAAAAAAABCQyEdADKevAtdXlQHAAAAAAAAAABgUEgHgIzn15HuREc6AAAAAAAAAAD4QyEdADKevHiOaBcAAAAAAAAAAAiEQjpAhtpT2UzfvbGBrO0OynT+w0YR7QIAAAAAAAAAAP5QSAfIUCvn7qL1P++lbavqKNNh2CgAAAAAAAAAAISDQjpAhrJ1eDvRbe1OynQYNgoAAAAAAAAAAOGgkA6QoRw2Fz+1W1FI94t2wbBRAAAAAAAAAAAIgEI6QIYX0m2dmV1I97g9/Ev6HtEuAAAAAAAAAAAQAIV0gEzvSM/wQnpgJjqGjQIAAAAAAAAAQCAU0gEyFArpwQvnGDYKAAAAAAAAAACBUEgHyEAejweF9BCFcxTSAQAAAAAAAAAgEArpABnI6XAT+erFmZ6RjkI6AAAAAAAAAAD0BIV0gAzksHq70Rl0pPtHu7icyEgHAAAAAABQs9b6Tvrg/mW0edm+ZC8KAGQQFNIBMpDD1lU8t3d2FdUzETrSAQAAAAAAUkvVhkaq3WmhTUtqkr0oAJBBUEgHyEAiH110pLPM9EwV2IGOQjoAAAAAAEBqbMe5nJndGAYAykIhHSDDo13cbo83Mz1Dde9Iz9zHAgAAAAAAIBWIbVhXBm/LAoDyUEgHyPCO9EzPSUe0CwAAAAAAQGoRBfRMbgoDAOWhkA6QgVBI7+LqNmwUhXQAAAAAAICUiHZBIR0AFIRCOkAG6l5Iz9xcOdGBrtFqfN9jRQwAAAAAAEDNRAE9cOYVAEAioZAOkIHQkd69kG4wed8OEe0CAAAAAACgboh2AYBkQCEdIAMFFtJtmVxI93Uw6I067/cuD3k8KKYDAAAAAAColRPRLgCQBCikA2Sgbh3p1gwupIuOdF8hnV/mRiEdAAAAAABArZCRDgDJgEI6QAZyWBHtElhI1/uiXfhlGDgKAAAAAACg/mgXpxtHFAOAYlBIB8hADpt/4TyTo11cvuGieoOsIx0DRwEAAAAAAFRL6kT3oBEKAJSDQjpABke76AzetwB0pLOM9K63QxdWxAAAAAAAABKmfreFrO2OXke7yPPSAQDSupD+7LPP0sSJEyk/P59/HXroofT111+HvP6rr75KGo3G78tsNiu6zADpVEjPKTTx08wupHtXurQ6DZHG41dcBwAAAAAAgPhq2tdO792zjOa+tC7m23DKstGRkw4AStFTEg0cOJAeeOABGjlyJM+0eu211+i0006jlStX0vjx44P+Diu4b9q0SfqeFdMBILZCem6hiVrrOsne6Z+ZnklE97lWpyWNlsjjQrQLAAAAAABAolgarPy0tb4z5tuQF8+djszdngWADCqkz5o1y+/7e++9l3epL1myJGQhnRXO+/Xrp9ASAmRGR3omZ6SL7nOdnnWkdz9MEAAAAAAAAOJHbG/1ppNcvs2GjnQAyLiMdJfLRe+++y61t7fziJdQ2traaPDgwVRRUcG719etC38okM1mo9bWVr8vgEyHaJfg0S4aLaJdACCzsSME1/1YTTXbsb4EAAAAiT0quDcNTPK5VmiEAoCMKaT/9ttvlJubSyaTif7whz/Qxx9/TOPGjQt63dGjR9PLL79Mn376Kb355pvkdrtp2rRptHv37pC3f//991NBQYH0xQrwAJlOHu3CZHYh3RftomVzF/wvAwDINA3VbbTwrU303Zsbkr0oAAAAkKbi0ZEuj3OR56UDAKR1IZ0Vx1etWkVLly6lP/7xj3TxxRfT+vXrg16XdapfdNFFtP/++9PMmTPpo48+otLSUnruuedC3v6tt95KLS0t0ldVVVUC7w1AinakWzO5kO7rSNdrpXdEFzLSIY27jQHCsbY5+GmnxXsKAAAAkKhCurM3HekYNgoAmZaRzhiNRhoxYgQ/f+CBB9KyZcvoiSeeCFscFwwGA02ePJkqKytDXod1urMvAOgqpDmsgdEumTucxSU60uXRLrLDBAHSxZblNfT925vo+KsmUMWY4mQvDqiU6Ohy2DP3cwEAAAASy+0roLPtLrZ9ymbh9SraBYV0AMiUjvRALK6F5ZpHmqvOomH69++f8OUCSBdsZcXt9q505BQapY6ATF35kKJddLJho+hIhzS0a20D2TqcVLW+MdmLAqnQIWZz4QgGAAAASIh45JvLt18R7QIAGdGRzmJXTjzxRBo0aBBZLBZ6++23aeHChTRnzhz+cxbjMmDAAJ5zztx11110yCGH8A725uZmeuihh2jnzp10xRVXJPNuAKRkrAuTU9B1tIat00nZBm9hPRO7IbQ6LWl8uxaRkQ7piP2PM52+6A6AcBulrIbONmz1Bl2yFwkAAADSjLx4ztY9ol3fYDv7/W4Dw0YBIBMK6bW1tbxYvnfvXj4IdOLEibyIfuyxx/Kf79q1i7Tarqb5pqYmuvLKK2nfvn1UVFTEo2AWLVoUcjgpAHQn8tB1Bi3p9FoymHU86oUNHM3Oz8BCujzaRQwbxYoYpCHWjc50WuzJXhRQMXlHl9OGQjoAAADEn7zwzdY9og3jDYzizNSjqwEgwwrpL730Utifs+50uccee4x/AUDvO9INJm9xxJSl9xbSM3TgqF+0i8hIR0c6pHNHOoZIQhjyDVGWk24mQ1KXBwAAANKPfHsrlm7ywCGliHYBgIzNSAcAZQvpxiy9X5Et1bC8948e/pW+/M+amPJ8RR66jg8b9b8MIJ3Y0ZEOEZBvzMqjwAAAAAASseM+lm7ywN9BRzoAKAWFdIBML6Sbvacs2iUVtdZ30t7KFtqxpj6mboaujnStNGwUHenKqd7URN++up6s7eiSTjRkpEPU0S52FNIBAAAg/nqbb+50uMJ+DwCQKCikA2RoIV0U0EVHeqoW0tuabNJ5FlHTq4x0Ee0SkLkHibNy3i7atGQfbV9dl+xFSWset0eKb3LaXDyyAyAYeUcXCukAAACQCC55tIsj+m0vZKQDQLKgkA6QYUJFu9g7U7Ng0tZolc7HkvMuBovKh41i6rvyr0fkdicW/9+QbW8g3gUiyki34b0QAAAAEt2RHv12aGAmOrbfAEApKKQDZGwhXZ8WGekWeSE9hp0BLr9ho97LEO2iHLHSi2iXxLL58tEF7LiASIZ3ISMdAAAAEn4EXBwy0jFsFACUgkI6QIYR8SeiI91kTvFol952pMsy0jFsNHmFdBsK6QkVuKMMHekQCqJdAAAAINHcrl4OGw3oQEe0CwAoBYV0gAzjsDlDRLukZiHd0uuMdHm0iy8jHR3pihErvdb21Hz9pQo7OtIhpmgXFNIBAAAg/lyyjHP5+Yh/PzDaBYV0AFAICukAGSZkRnoM3dzp1JGu08uiXZCxFxFbh4M2L9vXq8GViHZJUkd6W/I60ptrOjBcVsXkh0ZjKC0AAAAkPCPdEUNGesD2WuD3AACJgkI6QKYW0s2+aJcsXcp2pHs8Hv+M9N50pGu7ho2iIz0yK+buonkvraffFu6OQ0c6CumZkpH+7avr6atnf6O6XZakLQNEtmHrREc6AAAAJIC8cSkeGenoSAcApaCQDpBhQnWk22IY1KmG4qDT7u5VR7o4lJBlpIt3RDGAFMJra/LuxKivaov5NsTjj0J6YgXuKLMmMSO9vcUbx9S0rz1pywCRFdIdsvdXAAAAgIR0pMcS7YKMdABIEhTSATJMyGiXFOxIl3ejx56R7iuk6zWk0foy0nFoYETsvp0vLbUdMd+GOAzT1u7kRxhA4mJ4GJ3e+7HfkcSOdLHzK/D/F1Q4bBQd6QAAAJDojPQ4dKTH0tUOABALFNIBMkw6FdLl+eix3gf/YaPiMhR0oxlcyzKvYy2Cu30rvayrRH50ASQmI72gLIufWpOYkS42dNoauwYFg3rIN0SdyEgHAACAhHeku2JeX9EZtEE71AEAEgWFdIAML6SbUriQbgkoxMUU7SI60nVdw0ZdvuI6RNaRzrLpY8ncdrs9/EtAvEvi2H0Z6YVl2fy0I0nRLmyHiyjOWnzRQKAu8g4vDBsFAACAhM9kiaUj3ff7oikMHekAoBQU0gEyvSPd3LXykWoFZNGRLjoRYot2ER3pWtJofNEu6EiPiHzHBetKj1Zg5wgK6Qp2pFscSYnS4c+578+iIz0FMtJtqfWZAAAAoMZtr1TbxkqJjHRf4Vw0hak1I501DcXS7AUA6oVCOkCGEcVmg8m70mHI8hbUU7ErXXS0FvXzdtnGspLiDtKRjoz0yMh3XMRUSA9Y4bWhkJ7QwbzyjnS240zsVFOSPL5HDKsFdXE6ul4XiHYBAACIHTuy641/LaaPH16R7EVRHXdvM9J922umbNEUps51li+fWUOv/v1n6kxirCIAxBcK6QAZ3pGu02lJb9SmZCFddLT2Kc+VIkZiXYmTZ6SLuBdQuiM9tV5/qdiRnlNoko7gsLYpv+NCXphlxX35e47H7aFvnv+Nvn9nk+LLBSGiXTBsFAAAoFdHz3a22qlmR6tfnCEEdKTHUARPhY50dvRn9eYm3nzUXNOZ7MUBgDhBIR0gUwvp5q5O9K6Bo6lVNBEdrcXlOb0eNsp2KGhERzoK6RE9bvLu4uba3nekI9ol8RnprGsnK8/Az8eSa99bgQNl5TnpTfs6aOuKOlr7fbX0f5nJ2P/Uog8rqaNV2Q4m+f8lOtIBAADisN7j6VoXg/hEuzhFRnq2egvprGlFLBfWqQDSBwrpABmE5fOJlRbRkS7fky+6VlPlvrQ32/wK6bF0T/pHu/gy0hHt0qPA7n9kpKfG0QO8kJ5r5Oc7kzBwNPCwW3lOetO+dul8LEeXpJvV86to5bxdtO7HakX/rtgwZdCRDgAAEDv552g067lsvW3Xuoa0zlaXR7vENGw0oCNdvv6iFhbfPC8G61QA6QOFdEgK7JFNDqfsA1xeSO/qSE+dQjororNZiVq9hgpKs2JefhHjgmiX6ASuDLbUdUZ9yGpgIR0Z6YnBIlPETjL2v56V5yukJyGrsVtHeqN/R7qAoUxdOzrY/5aSrxX5hi3LdgUAAIDeb/NGU0hf8uk2+vyp1bR5aQ2lI76+IdtuCNwmiKqQ7utIZ+sv7HbVRN4wotYMdwCIHgrpoLiNi/fS83/7gbatrEv2omRs8ZMVjXV6bUoX0sWKSW6RuWv5bS6eRRcpdl2xwuU3bDSNuz/iRbxWzDkG/lpinf2WhuiGR7oc/s8VOtITg/1fsEOK1RDtEliYZdmhQlNNe9BBtpn+Pxbt/1VvBG7IOm14LwQAAIjHek8067nVm5r4qTj6Nt0Erm/ElJEuol1824HBbjfZ5A0jWKcCSB8opIPiara38uLlvu0tyV6UjCPiEuTd6IzRrE+5LlCxYpJXbOpagfJEd9icPAtdyzLSNb5oF3SkR/xaYrmEBWVZMeWkY9ioMmwd3g03tsNDb9B1daRbkt+R3tYki3bZ2/X6SaWYqURhw1gDN8ISLfDQavY/iuFoAAAAvV/vifTIS7Yt07S3XZWF4XgJPPo3poz0gGgX+WVqm+fF4Cg/gPSBQjooTmS9qe2DLqMGjQYU0k1ZutTrSPetmOQVmUlvYEXw6DtZ5SunPNrF946Yriut8SR2uhjNOirsm83PN8uiOSIROBQI0S6JIf6vxTCmrNxkDhv1//8URWJ2dEiTLGc/ld6LEkXsTGhvsilWzA723ocoNgCIJzb3YftqHJUKmZiRHtm6Td0uC4+vVOsAzXgIvF8xZaTL5n5ptBpVbsNZ5NEuWJ8CSBsopIPixAecCx8mqimki45uW6cr9aJdis2k0Wi64l2i6KqXd57r9PJoF3Rg9kTssGBHMxSWZcepI10dhXSWYbhnS1PaDHgSnc2iY0eKdkliRjrbASPfIcYOXZbPcEC0S9fOBFZEV+rQbrFhy3ZOktg5ieFYABAn7S02WvjWJpr3yvpkLwqAajPSa3e2dv2+ygrDiYt2iT0jXWfQkY6tt6hwx4NfRzrWpwDSBgrpoDgxyAwd6eorpKdSF6jFt2KSW2TipwZfYc4exc4AecGcdTKIrnYU0qPtSPdFu8g6iqPKNvQ9d2oppK+cu4s+fmQlbfh5b69uRy2FeKmQLjrSpWiX5HWkF/bLkaJdWKFYPmiUQbSL/2OgVE66+FzWGbVkMHr/L9FBBZCekvEZJT7n2c7SdBu8xz7L1DboEFK1kG6RzivVYa30+0HgPKqYho36foc1Q+l9s7/UVl/wy0gPiDcEgNSFQjooTnzo4cNEeQ6b06/onMqFdDGkMK/Y7J/z7ruP0azEaXkRnXWke1R5WKAaideKoRcd6WJlN6fQuzPE1u6MalhsorTWd/LTlijvj9yyL7fTi9f9QPW7uzaGkv1cSR3pucnPSC8ozeI7rthOq85WOzXta/df5hSa15AIrMAkdjormZMudaSzPH3fDlcHhmMBpJ2d6xrohb/9QBsW7VH078o7MsVO3nTA3jvfvn0JffDActU0BYA6yD9DI40wrN3R1ZGuRIf12h+q+fvB7o2NpBSXIyAjPYb7Ke38N2hV2ZHOtic7WrvWtZGRDpA+uiYzAChEdPumWydKKhBxCQaT/7++VIROoUK6RRbtIu9qdsTQka5lsS6sKx0d6dEPG5VlpLO4HdZ5o/d1svZE7LDILjDyjmTWzcVeo9Lw2CQRxd7edEVXrW/kt7NvWyuVDMyjZBLFCikjXUS7WBx8xwXfiaQQ8b7PnmO2A4V1pLMicWBHejpHu2xbWUfLvtre9f6j09CUE4fQ8APKQhaYlOpIl7q72EYpe42gIx0gLe2tbOYFp92bmmjstHLF/q78vZ2tc+YUeHekp7qW+k5qqfPuhP/ymTV02t/2j3hdCOKHfV7NfWkdDZ7Qh8YfNoBSsSOdXUe8lpRq7mEFdPZ+sGdLMw0cU0xKCLxfsUTYyOPoRCFdTR3pPJZPtkmJ9SmA9IGOdFAcOtLVOGxUZKSnRiGdLaco+otoF2lnQAwZ6Vqd961QDBsNPNwQunNI0S56MucapNgQ+cp/pCvApmyDN5NZJfEuYkW3NzuWRAeKGjqrxf91V0a6UXovVjqvUTy27PkWR5PIC+ni/zmVdupFa813VVRf1UaNe9r5Fzu/ekGV33UC779SHeld3V066XMCmZ4A6UfaYaxwV3i6dqTL37P3bWvhxVylhkTHm7XNQb9+s4Pv6E41rBC8fXU9rV6wm9RC3oUcybDROlmsi1Id1qI5JtJhqImIkokpI91XU9Cyo+ikjnT1rLMErrs5cYQfQNpAIR2SV0hX0R7jjCukB0S7GLJSq2AiYl1MOXqpgM4iRqItXEorYDpfR64v2gUd6VF0pGfpeEez6EqPJie9K9tQy4vxaimkO+JQYBCxKWooCNsDMtJZgVRv1CYl3kUUb9jfF0eTsCMZRLRL2ZB81TxuidLZ5n2NTztzBE0/a0TQjdfAnZqKR7sYtFI3Zap8LgBA9Ds1I42aSEghPY3e58X6AluXYes0rJj7w7ubVRFXF0vMx5JPttGqebso1Yh1GjVFNMobxyJZx63d1SrNblKskO77X7QqOITe7XuOpAJ4bzvSVZiRLrZXBXSkA6QPFNIhedEu+DBRz7DRFIt2EV0yuUXeQpwo6MoLvNG8FnW+QrpIuFDTCrhaiR0WYgeGyElviqWQbtDyrvR06Uhn8SXidRjN6zFRbJ3ex1QemdOVk+5ITke6UUd5xd7u88Y9bdTR4t146ysK6Sp43BJdSK8YW0QDRhcFLWaJnR+KR7uIjnTW3YVhowBpSxT3lOxAlR/NFux9LpXZOrzv4X0G5NKxl48j0hCt+6Gad0inmtYG75GFbU3KfO7EU4dvnUYUadVAvvMookL6Dm9HemlFrmLbJGJ9V6yfKJmRbvCtm7L1j2h3PMkbcnpTkE90DKkUP4r1KYC0gUI6KA4d6WospKdW56HozhTREIzRl/su30iLOdpFNuQPgrP7sujFa6ewbxY/bYmmkC4r2plz9SoqpPcuI11enFbDzinRKSd2VvjnpNuT0u1vMOqkHWFVG7zDrXIKjF3RLiqIxEkEtpHIDpsXOzPMOV07kOQbkOK1Jx4P9p6nRGej0+mSdm6JzwnEsAGkH1HQEQVgpdjTvCOdHfk1fHIZVYz15ky31qdeMZrnOitcVI0X0VHtUtGRpfKd0WxGQGCkSaDand6O9P4jCr2/r2RHuoLr4OJxENsRsWx/ybcj1Dhs1OLbGVXYLyeltrMBoGcopGeQXesa6NNHV1PT2uQO9hHFSxf2yqqyIz0VDkPtKkQZusXTiAJvJEQWuhTtIoaNuj0p8Tgkk8PWlZHOFPg60vdUNvMOrEgeP5dvhVmn15DZV+S1Kdwdl4iOdHlxWg2FdHtARro8J13pDeWujvSuaJd2Xzc629BItaNjYim2eHy5uayILgrp7HNRvoEl7n9xeS5/X2IbhkocPSA/TNrgi//Bhh9A+hHvxawjXcn1Hf+M9NQr1EY6i8Qo7YhMvffP9mZ7Una0x0OnCjvSA18D4dZz21ts3qNuNUT9hhUo1mFtExnpSnak++6XfN00mvvK3rec8gHpBvVGuxT1824joTEBIH2gkJ5B2IZ6zfZWsjcnd4o8OtKTR2zAiBV8QWSms22pVPiQF51U8qx3qQDnK/BGQnSssCE1jMaXkc4gJz3SjnTv4146KI+v+LPuq48fWUFv/msxrZizUyoa9lS0M6koI128N7EN41gKDH4d6SrorBYb+EZfRrp8J5TiGemy51xEuwjF/bJjimhKJWIjlb13sY0+tkNB5HrKX/uiuzE7z0A5BSbF4l2k7i62bGLYaAoWgtSmrspCm5buS/ZiAEjEuh77jFZyZ1mwHYbp1pHOSO+fKbgjUnSkq2F9LOaMdBWtwzsCBkyGe1xrfYNGi/rlSOtpie6wZs1DTt/rVNGOdF89QN7cFU1tgG+n+Z5mPtdFhR3pIoq0q5Ceeu8HABAcCukZpKi/903c0a5N6iR5cdhWKhRsM6UjnX+vUU/hL5b7IQ4N7FVHuuwdEYX0CDPSfYVPlpF+5s0H0thp/fnzwgrqiz/eSvu2tfQ87JVFu6gwI529V8WyQu7fke5SzwZ+sI70JGaky2ccSB3pvmVMpwKLnHh9iw1kNqiXDU0O7FIT9589HiLCSomBo2IjlhX3WfwOvywFC0Fqwg5f/+Kp1fTtK+upbpe3SAKQbPKCjpKfuyzaQujNQG+1sfu666Wh3mJYc4oVztg6j3g9sB2/4Zoh1EgcZafmjvTwhXRvrEvfwXldUSUJvi/y9S22ba7Ua1bUA3g3uT76+yq/rrwjXS0Z6awRRzRAsB0jqfh+AAChoZCeQfL6ZJFWryFya7pNkVaS+IBjp6m2gpbqxAaMwZcnLrBijugslm/kqJUzaCE99oz0wGGjaloRU3shXWTTM/2GFtBRF42lS/9vBvUd6h0a2VrvHVoVjHiMWReJPCs62eQ7+WLJcO1oVWm0i6wj3Swy0n15oko/tqyQzpZH/j/MOnbSPdpFbOSL17v8vF9Huuwogrw+ZuU60mX/k+hIj4+dvzVI7wnNtZHPkABQYl6F0pFqftEuafQ+L71nZ3nfz8X7Z6rtiGTRIgI7IM8ap/gdpeKDRCMDW79XS0Sj+AwVxeLA4eLBBo2WDcnvKi4nuMM6sIFKqXgX+aDQWPLN5dfV6bSk9z1eajnina3Hive7wr6+jvSAoxMAIHWhkJ5BtFoNFZR6BwI214QubiWafMiKyDaD5Hak+3V0p2hHuoh5iSYSQnRDiGGjoiuf/wwd6SGxjROxw0VEccix50UcxmjxHdbYU/drsK7cZGBH68h3osRS0PXrSE/y/xPbWdm1gS+Pdkl2R7qW78ATOemiY0cU0tlro6eBXKlIDEIz+x7/UIV0ea691JHekPjPbel/kmekp2YhSG02LNrbLTIBINnk/9fxKpZGHe3Skb7RLtKMiRQ7+jbwPSoe6wisMPv6bYvop/9toUSTL69a1uNFA4EYHh6qYYStW9ft8nakl7KOdKlLO7H3I/DISaUaWqSjUnWxdZOL9RXWJKjRakhn0Kkq2sXS6P1fMucaumJ6nO6kpgIAQPygkJ5hRHGruSZ5XVHyidzICkvOgEh5trhgSKFOULEhxrpaBSkSIorCpSsg2oV1pPOjNmSxL9AdXxH0baCIwmcgEdsh8gGDEYfeso0FtXSkdxsKFcOGvnxDLtkdd3b2v+J7y5V3pGflJSkjXdaRzoicdPaelFNolKKCUuXomFg70sXjz4jXvrxLTb7zQ+pIb1Q2I13sqEy1QpDaujt3rm2Qvg/3fgigJKfDlaSOdKdqPh+VyEhPtR2RYvh34M7f3qjZ0UptjTbavqqOEr3+Jt9Ro5YjS8VrINe3vmNtc4Zcd+TrjxqikgG5XcMzFYx28S6fUoV0Ee2iIZ1v2yuabnJpzpJvh0MsXe2JJI7+Z80Q4v2AQe0DID2gkJ5hCvv6OtL3qaQjHRvoKuxId6V2Rno0Heli2KjISPcduaFEB0gqk3evBHstyTtv2pusPR/WyaJdVDJsNPA9qbcd6bHmrMeLzddpyHZW6H3dOvKOdKU2mAKLN2IolOhIL+qbzTvU+eG5vp+lwk69aFl9O1nE652f9x2N4deRLivKJKOQzjZM2VEDqTosTy3YgFF5hB060kEt5DvIkJHee2KngJhFkqoZ6d060uOwjiDWQxI9MyZwWdXQkc62eUUHsmgwCXUESNPedn6a38fMmw1ER7o7A6JdxPppVNEusm0IRqw7quVo9zbf9g/bHhLLxqD2AZAeUEjPMCKjK1kd6eywNXlHulr2GmeKSArp0WSMq6uQ7stIj6L41jVstOutUFpxRUd6z0c2mHT8cMpgcgpNUUW7qGXYaLeO9Fgy0gO6vJPZdScNrZR1o8uPSlG6SOoI6EgvKPHu3C0ekNu1bDEcXZIqOgOGjTIm6WiM7p2afsNGFchId8o2TMVzhO6p2Nd3NvpiXQaNK+an6EgHtbw25f/XotCphLTNSJeGjRr81k9TriM9AdEuYocJ+0xPZG554BF2aiiky5//nqJdmnzb5kX9vYMpRfGVFeITGQfSrSNd4WgX1kARSx68vBAvP1VbtAtrGGGNImhOAEgvKKRnaCFdfFgrLXClRn5oKSQWWwkTe8GDF9JF8cqV0oV0VpyNtAguDRv1HVIo705Xwwq4WomuIrHzJRhR/BMdGT2tBIsOXbbBlcwhxPHpSPffCElmQVg63FyWjx54BIdSA7nY33HJMtKZcTPKaeqsoXTQSUOk64llTXT3WjJYIxw2GiwjnT1XiS54BYt2QSE9NjXbW6lpXwd/rU86poJfho50UAP+fy5720/WsNF0yUhnn23yo4gYKRorhYeNxivaRayHsPXqRMatBK57qSHaxeEbLsmOds3ON4UdNio60tkRevx3ZNsmibwvgdt98TgKIRKisY4PG/Xd11gy0kVHuhSFo5LagjiKMM93JALWqQDSCwrpGaagLEtaae6Mw8pRtAI/IHF4k3LkH9zBCump1AUq7kuwYaPR7AwIGu2CQnqPxGtEPrwykOi8Ye81oQ5tlhftpPxuT3K71AJXwKM99JxtUIuuKNGtn8yIksDc1sAdT2ynhVLdO2yjSdTsxWHvrIh80MlDKd/XmZ5qg4+jJYoSIlonVCFd3pHO3ufEjqbWBHelS9EusmGjohAA0dnw8x5+OuKAMj5IVxTSk7mjECDYuneyho2ybQK1FL16e5/EZ5s4+ktkIqdqtIvYgRufjnT5TmKXgh3pyf/skg9YDxbjFrQj3fd5IY8DSeR6WtI70llGulQEj74jXTxO4lQtHelStIsvG1/E16TaewIABIdCeoZhG+S6LO8HTNPejuR3pOPDRPFcSjZQU6ywpFNGurejQRtVAU4+MV7QikMDVdDJolbiNRIqH10UAMWGZHuIOANp0JCeDRrSSjtDlM7tjme0Cytci/c5kW2dzEK6vLNZTv7cKfU/L9940Pk60oOJdvBx4552WvDGBkUyxHtLdHqZwwwbZRv/4v1a7ABhmalKxLvI45aUKASx99lFH1XStgQPoUvGZ9SW5bX8/Njp/Sm7wMg/e9mRYUp1+wGEEvg/rVRHOu/cDvi8SYecdHEfWAexKOZ17YhU/zp1sGGjfQbmxjEjves5TuT6UPeOdI9q/tfY52nXTvPgj0HTPl9Hej9fR7pOyz83Er1NItZzxd9SOiOd3U+pCB7F/ZSacVQ6bFTqSPftlErVAcQAEBwK6RlIn+P2+8BOake6Sj7sMoFUfDbreVZboFgyxpPFEaKQa8wSOe/RdaTrggwbVUMni1o5IuhIZ6+xPF9Xeqh4l8BuEiknXcHuuHAD2GLZ6BMdUWzHVLavWJrMnVNSZ3NARzrrlhcr9Up1fosuSPY/xjIxQ5GiXSJ83FYvqKINP++ln/+3hdRObKD6Z6SLLjVnt/st/seknPQE7yyQ/08aTNqEb/RtWVZDK+fuosUfb6V0Uldl4Z+5bFZE/xGF/PWelW/sMe4KIBk7jJXsQBVHZIh1rXQYKi2PUBPr16mekV7iK6THJdpF9hwncn1DnR3pXXNhxDyUYNEu7HFp82Vqi450pYrDYrsvR2S4K3TEulsW76gTw0ZjKaSLaBdfQV0NtQW207y92e63/mbwNZDgaHyA9IBCegYy5LqTlpPevSMdHyZKESuvobqIDSnSkc5WssTQncD7Em0na7BoFymnD9EuIYnXiNj5EooYOBpqwJ5YCRZHAYj4ClV1pEfZLSc6orLyjFIRVI0d6YxRdBwr9D8vP8Q5HOnomAgft45W78bKtpV11FrfGfHysOKRkt2CLpdbej2J13qwaBdxv9njJHY45PZRqJAubZjqpGGjiexI3+AbxpluMT7iOczOZ53o3s+UXN/7IXLSIdkC172VGjYqf7/NLjSmTUe6vdN/0CgjDRZMoe0c9r4lnqOSuHaky6JdEri+ERhZqoaOdLEjhR2hECzGTWip9a67ZOUZ/NYPYok8iZbN9/krhr+H6piPN1ewjPQo7qf8CDomlq72ROlo8ca4sR2GYie6EutUAKAcFNIzuSM9CdEu3TvS8WGiFLFyHGpAZNewUXVv1Mg3xERHbbcCXITFMVbY6hbt4jsvhuBA6CJRuGGjYlJ9JB3pYiVY5Ecmc8O627DRKP8fREcUL6T7/qdsKsxIl+88c9gU6kgX+du+jYlQpHkNET5uYscLy6hl3ekRLYvdRW/dvoTev28ZKUWKT9D4F1ykQbvtDr7hFWxArDS8V6loF/mwUZ7/G//3w+aaDtqzpVlVh2LHi9g5JX+P7GnHIkDSol0U+swV/xfevGjf+14adKSLwqP8czYVO9LFoFHWBCCi6eKTka5QtEtA0V90PKvhf40d4SU+69l6ZuD2b6Nv0Gihb9CoINaPEzps1JdbL2bVKDVDTYp20fcuIz1w2Kga1icsvqML2Oe+OPoGw0YB0gsK6Rnckd5co4JolxTq1Eh1oeJQAmNR1N6RLgrpfMUrIB7CGGtHuq8Twn/YKF6bPR7d0ENHuhg4GrIjPSDaRRz2qqaOdHtHrIV0g9SRLqJwkkE+tDL0zjN1daRHG+0i7+5iES+i+40Vpb9/ZxMvlge+J7DXJHudsWKuUjt0xcYpizASG1bie768Hu//VrDnTBTSFRs2ymYW+HZ4sOVKxEb8xsXebvR07NAK9h6JjnRQC/FeLHb0KBXtIp9vI73Pp0VHevedn2KHMTuCUg0dspFo87035RQYpaIv+9zq7Y5UeQZ/QqNdfEenCWo4srRrvUfH/9/EEHprm//jwNZFAmNd+O8pUBwWr998xTvSZTNZxA6DaArpsvUVpbr3IyXW+0V0n99RKhjgDpAWUEjP4I50tkGu9F7RwC5fNew1zryM9BCFdFPyi36xDhoVxEZhtBnp8o506fBCdKRH1W0ZTG6E0S5dHenJz0gXO/dYITyWbrkOEe2S3xXtYvN1+ySDKFIEjXaJ8v8lnhuU4XTFTDmj2nnBugHZ+8O6n/bwDf+fPthCa7+vprpdFtq3vcXvd+SFI9GNlWhiB5H8sG2x8SeOrmHLJRVlZN2NhWXZ0sa2yBhOBHmHl3yHhzPIhh97jFfM2elXEI8UKy7Jf4+tG4jIrnQQ7HNK5M+ikA7JJj7nxFESwTpkE/1/0fX5qO51zliP/JL/76fKwNEOUUgvNPGj6sR7c2/XEfwy0hP4eavKjnRb13oPi/nqOvLSEXbQqKId6SLapTRLOopCifqAf7RLDMNGAzrS9SJnXQW1BVeQ7UvRnICOdID0gEJ6BtIaPd6VPQ9Rc62y8S4iSiNdu9BSIyNdnxYd6cEK6VJGeoQFOLGSLc9I12p90S7u5K+IqZU9gmGj/tEutqBFuMCVYOlQ7yR2pIv3pOwCU6+GjWbzaBdlh3kGY/NltwYOG43l/yVuQ7d8z3co0RxZwo4cEUWMA44fzE9/+243/frNTlrz3e6gHXHdC+lOZQeN+nbSyJl9zw/rBBP3R/7/Vdg3i/+fsPe/lrrIc+CjJYpp7G+xDUBxtE6wz+ptq+r4kNDv3toYdcdi1fpGam+x++2MU8PGb/znSOi671hEIR1Ush6VXcAy/JWLd+k6MlIvFZ2VymdPJHEfjLLILlYYFEcepUrhjL0ni0I6K/qJnam9yUlnO0jtCg8bFTur1dGR7vYbNCli3QKPvGzaF7wjXYm4EvH8sKNIxWtWiaNUujrSu6JdoupId6o3I72rUahr+xIZ6QDpBYX0DMRWmkUGm9I56ehIV2cBml8eZSyKGgb3BOoqXEbXka6TF9J9Kz3ISI+uSBS+I90adONK1N66d6QnMyPde99yfIX0qIeN+g4tVsuw0a687e7FW/FeoNTOM0eEHeld0S49P27SIcgaov2OHMiPBGA7bpZ+us17W1KB2n+jUP68KtURKYoR4nUuJw3alXekywrprKjdZ4B3+FtdlSVhyygdKu3bIA3VQcV2YCz5ZFtXx2KUHZcbFu3hp6MP7S9dlirFpkg4gkS75BR5dyyiIx2STfyveQvaoQcgJnJWj/hMUvs6ZyTEZ0jgkV/iSKNU6Ujvinbxrv9k5Rp7nZkd+Pwm6vlmj3HgkRaq6EgX6z2+10KwIy/Z56lobEtKR7rvKAG2zmqSrYskmojQ5B3pIpYlivspn+kibkd+eTLJ75ugT8G5CQAQGgrpGYp1t8kPJUtWR3o6bTinfLSLKKSr/AM+fLRLlB3pQYeNimiX5K+IqZXYEOoxI93Xkc6KloEbkvKdaGJFU2QJKpXXGoy0IVbg3YBkyx1NXn6HPCNdBTungsWEdI92USgPM9Jho2KHWASHgIuuLnb/WNF3v5kDpJ9NOqaChh9QFvQ15deRrtD9t/qKEVkB0S6BXWpSRrqsu5EprfAW0usVKKSL/0nxPhv4/7th0V4p0zXYz8NhRZntq+v5+XHT+6tq4zdexOdo0I50DBsFFXXJis9dJTrS7b7B1jzaRepIT4NCeoih3qILOVXmQcmjXfx28PZi4GjgEQeJ2nEvutFZM4woVgducyZDYKSdiHaRd6SzqFW2Q5oVhMU8FCHRn4/saDL5UabisevNUQixrG/EFO3iUO+wURFbI9++1KfY+wEAhIdCeoYq9O3xbpJtCCsh8MMNHyYqGjZq7tpTruas2rCFdF88jSPCwmVXhp182Kgv2kUFh4SqlbyrLBzWnSWKooFd6fKOf3Hooyg8K5XZHW6jhx3yHsuGX6dvg5NFu0id1UnMSA8WE5KsnWdSF2QPw0aNUXWki+K09/na74iB1H94AS+oTz9jRNdGa2BHehKiXaSOdN+yykmxRh0OWa69//9XSUUeP62rakvYMjoDM0eDdKSzDrtlX2z3+71oHsPNv9Tw99fSQXlUMjBPtnGp7p24vf28FcUp9v6ZDl24kLpEhBP7/5bee5ToSJf9X5jSPCM9pTvSC41+MWS96UgP3FGSqPc+8fnK1r1EUVYN6/Fivog4uqvrs97ZLdaFHS0uhpEK4rM4Ud31bLtcPE7sf1Ls6A+MnklosbmX0S5i2KgSg1mj70jvej7FawDRLgDpAYX0TO9IVzraJWClRonhRhDQIReykN61AaDmgaNiBSRsRrotymgX2aF3YqUnnivg7JDNn97fkjadiGJDSP6aCSVUF6bormEbDWLnhVgJTub7glgudti5WJ5oNvxEV5Q32iW5Gels5wXbWGNxXqKIJyd2cii148Jhj6wjPZpOfrHjQmz8sY3UM246kA4/fzR/bZmkIlFARrpsI1bpjPTAYaOBXWq2EDMISn2FdNaRHm0meSTYEFOxg0uKdpEKQV0bpmsWVPEsXdY5x6J0vD+P/DVUvamJn46c0tfvb6VTR7r4DJW/R/Lioa/QhngXUMsAxK5oF6eijRDif0HsOEyLdaKA92zp/TNFCmftLSGiXXrVkR5QSE/Q+pA8H12noohGh7TTShx52b1QLY4OLw6IdYm0I72j1c6Hq7fWRz8/RdqRpfG+Xs0KFtLl8SexFMFDdaSzZrBojiRNhMD8dvn7QTo1DQBkMhTSM5TISGcFPiW7jwMP2UqnDWe1c0iH1AYvfvLhcr6VTzUPHA3XWS9lpEfYAdwV7SIfNuqLdonjShgberh6QZWUC5w2Gek9DBsNN3A0cNCoWg577DoMVxv1oefsPonrZuUbkp6Rvnujt2BZOji/W3ZrLFFI8XpsdT12pEee3d4ZpjjNLxcbrWE70l3KDhsNWkjvmg/Q1ZHu/5z1GZDDdw6wokZ7c+wdgpF8Pnd1pGv9CmDscVwxZxc/f/CpQ6XljuY13lDt7agvHezdMaCTut7TZ31AvHYDo9TEDi0x1A8gGaTBzyzaRcGhn10Rg3rp8zE9OtJ9n0MBcVxS4SwFOtLZjtQO2bBRxpzX+6KqYh3psqMBRXOGGiIapblOYTLSpY70gEGjTFfkSeht9RVzd9Lq+VX043ubY96mYk1WbP0i1DpToovNsUTYBEbRybcnkl1fkHfbC13rU8l/XULkana00vqf9pKtGWVT8JfUV8Szzz5LEydOpPz8fP516KGH0tdffx32dz744AMaM2YMmc1m2m+//eirr75SbHnTSV4fM39zZx9CbY3dBwEq1pGeRhvOaicVoMPEcRh9RfZkddBG1UkVJiM90o76rgw7+bBRcRhl/HYwiY0QMYgy1YnXR6iYILncouADR8NNtE9qR7qsazraQ8/F88w3RrKTn5FetaGRn1aMKQr680R3pAe+j0i5vIbIOtLZa6SnDeFwXd788hAbhfLuS8WHjQYrpOcGy0gPiAkw6qRBZInISZdveIoN0sAOqo2L9/LXMyvqj5zaL+oBz+w10VrvfS9gt6GWI1GUiiATR+hkQkc6e82oIaMYwg0b7Yp2sSod7ZKGGemB79lSlEMKFNLZ55PYRhPRdmKnb++iXRx+xc5EZ6Sz4r9Yp1dFtEvAkXjBOr6bfR3pgYNG+e9F0Km9b2sLP925rlE6qiBS0vqGb31XyY50v4z0GCJsAqPo5N3fyd6JInXb+2WkoyM9Fe1YU08/vVdJHdXBtzMgcyW1kD5w4EB64IEH6Ndff6Xly5fTUUcdRaeddhqtW7cu6PUXLVpE559/Pl1++eW0cuVKmj17Nv9au3at4sue6ljXrThkT8nBft060vFhoops8W4Z42ruSLfHc9ioJ/Sw0TgWAMTypEPnFetakjLSs2KPdgl22KNYGVZNR3qUHeXSoNFcAy+mS79vc/HHTUks+qPK15FeMbY46HXE/1Aidpyt/X43vXDdD7RtVV3QxzYcefZ+T8sWrsubCZmR3pGMjHT/PHc5Ea/AM9LFgNis7vepxDdwtC4BhXTxP8migMSROYGFIPF3RxzYl18n2oG1jXvapWG+4nGQCgVptGNdGt4WEH+V49uxmIgjCtT2Of3mvxbThw/+muxFgXDFPYOua9ioItEuzu6F9DRYLxL3IfAoolTKSBcFWJaLLop/LKKut4MnxU4G1sCVyOhIsYxsmUWDRrKLqX7bLCLaJdt/nYStq4mO9KKgHenh7wvbAV23y/u5zNYzNy3ZF9XyyQeNMooOG3XJMtLj0JHO1kmkbbhkd6QHLJt8fQq1j9QitjO0xuTvmAN1SWohfdasWXTSSSfRyJEjadSoUXTvvfdSbm4uLVmyJOj1n3jiCTrhhBPopptuorFjx9Ldd99NBxxwAD399NOKL3s6MCu48ixI3QG+JtRkf9BlEimOI0xHupQxruINm3A7BAxRREKEjHZJQCeLeDzTofOKbxT4Hpqeho1GEu0iimh+K5lJfF8QOd5sWaLtmBNHHIiNT7Fjij1eSm9Is4IlWx5WtO43rCDodcSGUzTLtvmXffTh/y3vdoRBoH3bWvn9Fp1S8ue1p4x0tmNLFCB6il3p9A0bNed0L0775ZF260h3qCsjXd6R7ivyB9tR1ZWTHv+Bo/K8UQ2rpssLQb4NP1EILy7P8f/MiPA9V8S69Bno3SHA/0YaDuBy9BTtkuYd6fW7LDy+hhV4lGzWgMiI/zX2+SDiSBSNdjHpunY0p/h6EVuPFP/vYqdEKg4XFO9J8nkqUlE1DhnpecWmhO44kebT5Bq6jix1qSfaRXyWis968biwx5af1xAVlnnnl8npfEfwhSqk1+1q89te2bBob1QzVAJnHommBCWGD8sbaqQd6lHs/Ai2HSE15CS7kC7bSZCKO9agi1iH0RpQSAd/qgn7cblc9O6771J7ezuPeAlm8eLFdMwxx/hddvzxx/PLQ7HZbNTa2ur3BV7SgCEFVp4DN9TFB3ayP+gySUQd6VEepq+2+xFtNE1XR7q8kB794YU9EY+nEhuqiSYKm6zzQ55H2HNHeqhol2Ad6a6EDFNMdEd616BRg9TtJ1aile66E7Eu5SMLQz5PYvBwNP/v63/aw4vkO35rCHs9cX87ZRtjkXak+78X9dCRLoaN+h7zQKIQwDZU5UcFyHcgBz6/7GiUZV9up/rd8StWs0KK6AINmpEuutRYRrrvf8wUppAuOtDiSXwe+88t6MovZ/NUROdccf+cgNdQZK/vBt9j2qdcXkiPfsiY2klH7ZhDRLukeUa62GHCtNRGPwAPEqvrvZhFu3S99ySaGATPdjCJbRBWDEvlWCf5zt7AnZ/6FMpID1ZIF00B1jhEu7Dh1IyjMzHrd9LgcdaRLmWke1S008pXSBfb3r4d62LQaH4fc9Amg54Kw/u2eZsVBowu4p+lzTUd3kaGqAfl+hf6FelID5KRHlUhPdg6SwxDSxNBbEP6R7sk/6hbiL2QrkMhHdRWSP/tt994F7rJZKI//OEP9PHHH9O4ceOCXnffvn3Ut29fv8vY9+zyUO6//34qKCiQvioqKuJ+H1KV1G2pZLSLrztAfGDj8CbliMMpRQdhMEoPH4zH4J6g0TQRrqjLJ8YHHkaJjvQeDs0266Su1XByi6IZNtrVwR3PjPpYCwzRZqR3yDbkhGTlpEv56CFiXeTvBdEcai02rsROg1DE/bXKrheYFRpOpI9bpMNG2WtKPI+soC7fqRX4/G5fVU+/fL6d5r64Nm4b/NKhoTpN0DkVUpdauywjPUghXUS7WBqtce/0FRueer9DkX0bfjYXtdZ38uuw/9n8Um/nnEEc1RDhzpj6YB3pvo67dNmxLo+/ChzunTEd6dXe4hDTUufd+QLqIc2r4BErynWgyjPS+U443ypEKq8b2Tod0n2SF834ZWK4YAoUzsTOPb9Cem4cOtI7/aNd2A7ZRBQ5RbGfrX+JBgZVdKTLjnL0O/qsw8HXL9b9uId/32dA12diNNEuNb5C+qBxxTTiwDJ+fsMi721GsyMoMNol0Rnp7L6L9Xx5Rno0r42gEZExFOQTQezEkW/jRHKECosArN7clLRmIgjTkY5oF4hHIX3Xrl30448/0pw5c2jFihW86ztWo0ePplWrVtHSpUvpj3/8I1188cW0fv16ipdbb72VWlpapK+qqqq43Xaq65ocrmC0i++DRWS/Yq+sOjvSVZ2RHq6Q7iu+8RX1CFaigneki4x0T/wz0lN4Y7HbSneYHTJyub7DeVlBVL6DJtgKsLxTOVmHQvsNG82O7tBzUVzOlhfSRVe7gv9TbENkz5bmHgvpsRyBIjauOnoYnCt1pLfF2JEe4ePW07BR9voS7xViZZi9DuXbKIHFelHkZN3XNdvjcxSbPMs92A6oroz0rs558foLvF5+iTkhA0eD7tySRbuIWBc2EE1kqEsd6RF0XLINQ3Eb8qKB/EiUdCB/7+rWke7bsZjuGeniyAOmpQ4d6Wojfy8OFX+V6PU3NkdE7KxWc5xgT8R6XbD365TsSC+Qd6QbpOct1qMGxOPD3/vEjpMEPN/SjBpZxrsaOtID13vE64RtD29euo+2LKvhc0kOPGFI0N8P12HNPlP3+grpLMJv7LRyfr5yeW3EDVHdMtJzlXk/kDcrsZ0FsUSyBDuKrqfbYY9jqCJ1PHfwiMZB+fZl4PD2YBa+uYk+eXQl7a3sikWE5JIaYdCRDrEW0nfs2EG33HILDR48mIYOHUozZ86kE088kaZMmcI7vY899lj64IMPyO2O7k3IaDTSiBEj6MADD+Td45MmTeJZ6MH069ePampq/C5j37PLQ2Gd7vn5+X5fkPyOdPG3U/lwzlTCVhockWSkS8Ur9W7UiA2xYF2t8uJ6T9nK8pXsoNEucepk4Y+9b1nSopAurXT33FXMr2fWS685eVe6tAIs7yTRafnGdTIPywwW7WKzRhntkm/oXqxWsFDADvVlOwSy8o1SlnUwojOaPdaRvN7Za9kabUe6rJAuHeLs60AOJ9LHTUTHhBo2Ks+tFRuGgRuIgcV6+c83/Bx5Z1fY5fR1y5mDDBrllwdk67JCdagdDiUi3iXOOeldG6W67nMLbC5q3NvuF+vil7Mfweub/f+z90B231gxvutvpNfhzuKzlr2XBcYqiWgX9n/hSdPVH/Y+0bAH0S5qJjqk5dEuSqyfBEYeSZ+xKbxuJJY92BFEKZWR7hs2ygZBC+w+iZ2msXYoi21MtsNG7HiNd7MOXzcRRwTmyjrS1TBsNKD5h52K5Vv4zmZ+Ovn4wdR3aPD6hMh7D9YcxI5M62ix8+eobHAe9R9RQAWlWfxvbl1RG1NGumiyY7eRyPVw+f1h9zGWSJZgR9GFux32eL1004+04I2N3X62bVUdPX/t97Rx8V6Ka7SLPnhUnjxqUK651nsEV2sDPjfVAh3p0KtC+jXXXMML3Nu3b6d77rmHd4yz7m673c5jVb766iuaMWMG/fvf/6aJEyfSsmXLKFasEB+qw51lp8+fP9/vsnnz5oXMVIfwRBeKLQkd6WKFM10O5VY79rizLu2eO9KV756NZ0c6K1yIyyPZGSBFu8gOx9WJYaNx6mRhr3Hx2PMs0BTYoApHPK6BkQWRDBxtlxXSpZXMgEKTlCEYxU62td/vpi+eXh2Xx1Z+GK7ULRdxR3r3aBdTEnZOSbEuY4rCxu+ImQKR/s+zjV/xWu6pI10qpMuK0tJGz/+z9x5glhzluX9NntmZ2ZmNs3m1QauVtMpZQkhCAgmDSSaabLCNDU78sTG+19fY+Bp8bWx8r22wjUkGbLAMsslCwkJIQkI57korbc5xNszu5Pk/X51+q6vrVHdXp3P6zHy/55lnZ3cnnNOpqt56v/drd3ekR8XO0PmG0y9MoJb/h7HOy0UfNhpsm+44/TVvfuhALo2h4pzztIGnb3LS+w87dwu8eBebI50EhTu/8Iz46TefT/wa1fnRS5E1R/pRCOna5ox63jocI+Rm9y+aFdxAU02GG/vZWP2MrI6/ok0dVcI+Eh+N1YicODwcEMo42qV8qAaI5EjXqmHwfC88YtAbe5ShZ5o60tsa0ZGuRbvQ86szY7yLfnz8SrN8z3fFMT9Z7UjPsbI0LWaknTym3pyErgsaTy9/xarQ748Shvd7WegU+UY/n3722dcsVk1HXcBcrcMzx9CcFYaWIl3p+hordUa6ZR2hmrNajhdFptDYhIpNnb3PD8rn327L/2WKdgmpuh0PeZ+o4ixzZfhMgualuIfZkc6kEtK7u7vFli1bxNe//nXx9re/Xcax9Pb2itbWVrFw4ULxkpe8RPzRH/2R2Lhxo/jLv/xL5/gUil25++67pdudstLp73fddZd461vfKv//He94h/w38Fu/9Vvi+9//vvjkJz8pNm3aJD760Y+Khx56SHzgAx9w+n1MSHOzumakT+byMx/+/rZCmq9NF3QhyK3Z6HjDNXFLE08THe2SzyaP6aitp/Nq7wvHxKO37wh1QrigKhscHem6C/OE1nDU5kjXFw1Jng2P/2iX2P7UYbEvYwwHnXMICQFH+ukcol1qKBTs3HQ0NtYFiw84o1zEYj2mJWpRTWKu3hcA9xJckHDpReFy7JVLpKUpstJGxZh5Xw+HnHpWRAjpSZxdLscuyjmvi+ztFlHGxZFOOeab7t8nHvnBjsRVNfa4Je8YjUwqR/qcRd2prm8I6WYWrLrnp8nGetQYRUIHhKqJ4bq3KSoEnGecV452KR/YtJIbxlo1TNHjlGmEmB7RLp7j2tuQ0FHPzwYwUJw8UhHSe+b4Qroe74KqqqRgDKdzXdR8CBvVNKfRHd/1dqTrMZP6vAdzEhKsb3zn2aEN4YkogRmNRgdW96l/W3NRJSf9wDa3NfGIVzGLnjn0mlClUmTDUbwf+n3kqFfvM4UjPTBniZhPIFrOZtCAmSSvKn1ce/r6Uq+ktm2u0dx5BEJ6A2y+zQSGT46r67TJ3T/GzBCcZvEUuTJv3jynH3jLLbeI173udU5fe+DAASmWkzB/4403Sic75a5TTAyy2Pfu9XdUr776avHVr35V/OM//qN0yN96663itttuExs2bHD6fUwJHOnewIaMdBL0sgqW2588LO6/bYu47xvJHXgzBQjjUjgzmiHZHOkuZfr1Qm8GaSOJ48UX0puryijzajZqCvr1FNL/+8ub5H2yf9vx7NEujhnp+sJMj3bx3RpBV6ZqPJhASMeEM+vEU/+ddH0lXfT5GZ3VzUZr5bgjEfjg9sr5XbY+WkjXXeku94suMEc50uk86BGUWOTi3m1xcaQ75LdDzCcBOsp5bwrp1OSL6J3fpRZc+jiE1zvHizBxdXZlcaTrr1MXmGws8IT0wX1DVQKNnr2d9JpTi1KbI314XGbGhznSXe69w14Dyvlao1Gz3Hk6gGs2bNMaG4sTw03TWkhffs5cdZ82suN4uke7kHsXMV9FGmtkzB2E9OkU7aIJxSZJno/1hMZ/nPvZ8yrjIkC1VxpHuhQGlSO9TYtsy/d4qLmXNxcoiyNdF0tbO/xxFY1XL755hVi4MjpyNqoJJ4T0xZqQjnkECdUum+kQlfXr1284WlwvD7Vx7wnNKtt8PDzD3ASubltGum3jAWYA2/WXdy8rXHu6yC83DLzXZ3sm6FWfZTa0zSTwXKTNpYhlBjNDSby3cvr0afmAmzWrkm+5fft28c1vflOcffbZ4uabb070s/75n/858v/JnW7yhje8QX4w2elU5Zy1dKQj2sVfYE6MToqWrvTOLHLgNbqjpd4uboDFjUuZflmbpvrRLhPuzWA0MRfugbycLOZkqJb3mw5Nzo552XtZFst+s9GWFNEuw5ElmYFolwQOLnxt1mgXfD9Nlug6UCXvDs8WGhdPH0e0S5sloqQ29xTlPNIahDKoTWdZ2D1P14PL69MzUul5GxbFYT6L6fuogRmOr5Mj3WFTT2/gGYXZTA8RL7PndaqmiPSaKVtV/7oLb1wu7vrKJlkGPLj/lOgf8HO9XaCNYlUi7SCk43WG5e2CWX3t8hojYYMcVgNnzK7KucX7bO2IPjY645ZoF9yPtAClhTzdr7O9DYi8HekTDeDaTBRfEbLZqBzp0zTaBRsmi9f0yyqh08dH5dgTJxgxtYHGKlsDRBoD8GwsgkqTPxF0pKOhdwPP30ejmo02SP8HimMiqDrBHHswn0mTkS431dE8m362io/M2ZFuxOrBoJFXr6O0qI3upqCgeu0bzxRnXrJQnHnZQOzPCHOk0z18yKtKG1jtP1v1tRFtmHXErK8xv9XPu99wtMDngbEGUMdnqrJegcAe+TMsc5YoZzsc6fS7MZ8x1zbDeTvSTbNQe7P83bZnQqCnEEe7lAJcD3rlFsOAxOrlq1/9avGlL31Jfj44OCiuuOIKGbXymte8Rnz6059O+uOYOuI3YKtlRroX7UKTKW9syVrOfdLL9UuSqzbTiBOfgZrklnhRg8lF2HtJIuxERbvk5Ug3Rdh6Oa9OHh1W7ynLok7l/yZwpKuMau2920oyA+7UBM8FvJ/sjnS/2oFcTdjwc8lIp+sSzyBq8gmw4VALRyYJ2w9+Z6v8fP1VlZzMOJLEOZnupDCHWlXmuHKkJ89Ij2r0enoIDTyjxWLVTE9lpPuL7lZsvGmvGf8/d2m3WHFupRovaQOqHU8fFp/5jbvEI7dvr7xWJfrHZ7mHiTKArs2+BbMCAgigxmPqfSTctLNtbuE5i3uXNmjQfC4QjxNz79H9Dkf7vKXdIX0RpscYjk3csM3GnhkS7TJvWbfoX1DZdOF4l/Igx15D0FYO1AI3+nVzAzZTUZ06LZqNzmpcRzoMSaYbXR+z0kS74NjQvJrEzqIy0v1qwLZAlSkqH+uFbh7Qq+Zo/D7rysWRFcIAc2RzfDyw/YQUnGljvdczq0C4xRjtIsbaxqvaONK99Zf3/nQx3DXexZpDHhLtQtecPl8yr0E9jjAPbFF5cQ2IdT2m7M+MmYIywViiuxgm8Sz+kUceEddee638nKJVBgYGpCudxPX/+3//bxGvkSmIjjo60mlgQZftrC5SNMip94SpzPjic2vmOIV6IksVY5qmJlm4QFgONhtFSWg+os6YUUJYL0f68UNaPnmGe05lpCdwpNvyrjHJxHMgbbNRPYMyq+vLFHrVIv/0eGypKQQIerbpjmvlSK+BkP7Uj3fLnFNyvJ5/wzKn71HObxdHurHpGhbvYpbNkogsXZCq2aiLIz2+BFxNcLvDxenK/9sd6SSwd1h+D94nfd/ZVy9WQnqSRnxP/Pcu+Xyh2LED24+rBWlkRromxEQ50nVXM8a/MEd6Eqx5o8a50mNdkmy+Htk3JJ2JtEGgN7MLxDlNEyE9buPa1ZFOPReoifKWRw9Gfh2NVXd8/hnx9E92i3pDYwtVb6DyoA9C+gEW0stCIMLME53UeqDAaBfcF7R5iUodiM+NHP3jEu1S9ibzxz2Bkaq0TFSz0RSOdL3RqDQnqPG2mIx0ONKbS+JIT2IeCCMsqgSxLotW9wVEevoc1cVjI/HHGedCn3NgnpJn1NP9//mCuPvfnguPdmlNJqTTuUW1gy3axVxDYCM/VEhHtEtO71mJ/MZmSdQzQT/eZV2Hz1xHOgvpTDWJn+ynTp2SjUaJ22+/XeahNzc3iyuvvFIK6kzjAMcbDfRJmnvk4Uinsru8clGHvNzlWr2HRmTUm0zFOtJVDEU5FzW6OA4nqUlbkmajlmYweTvSq6Jd6rRghOMoq9NBZaTHCH1xVQKYRDe3ZWs2qk9Gsy5W4RDBswmOdJqsx72esCasSRuWpoV+/sPfq4zBl79ylZNYHYhzcrhfTEcaRTZYX4uxWUQTUbqfsOjRnUdZnkUuDTwDFRFGRrrMbDXOjyy59e4P+r4zzp8vnzVDxyrxFC7Q+935zBH5Ob3nO7+4UX5/bLRLj1tGeqDvgCGk6470pJt2WHjq58eM4Znr5cbb4sCiNpuOaLEuZp59mjinMhPXR2KWV7EyGSOkb37ogGyi/PiPdkZ+HUUPPfvAPvGTr22uafN4GxQBRJcBXef0PvsWwpHudu8wQZ772T5Z3ZInGOekc9UTeVTVToHOcNsGk2o2WieDQR7oGeCN6kg/4Rkt0DdER4mqKTLSzUasbWoumN/xIEH1qJd9jdeqDDF1Nli5VgNHAbOJucbVhfQs151NSFe5+Dk1G6VzRPPTJ+/apQwYvh7Q7Dcd9TZAXDbV9a+xZqQbPwOxLsC8BjFu0891NfJEgU2c6miX8HMTiHZx2ARhapuRzjCZhfS1a9fKBp87d+6UjUFf9rKXqcahs2dz/mEjISew3vO9yHJOHSWekSM9ofM0DI52KSAjvaQ74XgfNDExd/kBXPcukxB7s9GmXCfgZYl2Oa6V1meLdsG15D6p6LA50kOiXVpUs1G3a1B/L7ZSyXTuoRa1GIFzLu68hTUYVPEwBW9OPfbDHXLCR9Eb669a5Px9Se6XKke6V05tYr5Xctbq59PJke6wAYGFfaeWSe/mSMfE2BfSsZjE15DWS9ctXZ9w6Z04EoxRCWPr4wele51ERCo1pwUcXLqRzUY1ISYPR3rS2DZbs1G9QRoxd0kw31w9B6aiF+2HvNzseUaj0bQNhhuiAixkvIWQHudIR0RKnDjuV+VNiucf2i/KkI+ODRNEEHG0S3LoXv7h554R3/+np9QmZB7YelWYfSQKnYfqQvp0cKQrsdiWkR4e41Amjh8+HepIh8s7S7QLjk2WjHTaqCXxeNuTh+TH1icOifu+8bz44h/cJzbdv09+Tc+czpI50oPmjDwd6Ye8/i4DZ1TMja5irQ7NU/z1oa3ZaD7PA130xv1ii5ILy4O3vnZtjRaoogvZeECjUWBWRejCeh7rNFvsTFzfhEC0S0nX4TMN3APsSGdsJN5e+V//63+JX/zFXxS/8zu/I2688UZx1VVXKXf6RRddlPTHMXWEBCKa3FD5N31QM7iaRbu0+J2rsyyeaXGhLyKZdLnioKhGQLV0d7g6MWhSjqiGoCO9OdcJuOmoLbKZVxTHNEd6ls0rTD7DRKKkjnTTndzWnsWRPpmTwOA5ZJqapJhK4oJ87RHNO3GeTQHUj76YKFRweeyOHfLzK1+9xil3M0mESnhGulu0C01EcW6k68ihiZT/LJrI7Eg3RSIsVvTGarg28TPpe7CJ0juvU4rhZh55GM8/fED+edYVi2QUyvf/4Sn1f5HRLkkc6Z6QTr0PdOB8T+NIj8pID3Ok06KQNh3IhUzP3LANNpWbbUTDyN+X06Z6WYiLv0IPhYmRZjchPUbM0DdTnrl3r9hwnVusUxH4DWUr51k50jnaJTF43tD1RM8lbMBkxdww1mOlipyf+E14q6PPGjkjfdQh2oVEP4pgCjOAlCXahca6UEd6qmiX4CaDqkBIIRJuffyQ+N5nnrT+Hwm/664YUFFsaR3ptC4wK6ayQM0+MwvpIcIwrjtsdKRZB+nrkw5rs9GchHRtbo57XWWka/NBWg/IfkMJHOmUB6/3bVHawniMI11773Te9b/T+86qifgZ6cHrCRuYsdEuJa9imZGO9MYtnGLKIqS//vWvFy960YvE3r17xQUXXKD+nUT11772tXm/PqZgqNyOJs61cqRPBhzpyEVNP1jQ4gKuYhbSHQToGPETC3856Tc6mk83IV2PbtEnOi15R7tAVKQfO1XHjPSAIz1DRrrFvRKHcmVrAmuoIz3hc0F3eiGSI4xHfrBdCs6v+9Alon+g4pSMExjotdNEKs4xF+5IL76B76O375CvfWDVbLHqwvmJvjdJliYW0j1zO2QWe3hGuuFIPzmmxeaQ8OoipCOiKcKRnrDZKAR03IPkAMd1jPPrT5r9n4lGXi5COn3/ro1H5edrL1ko5izqFmdeNiA2P7g/PtpFczRGNRsluufYHemnMmSkqwx77Z7UXat07kzHYiWPtVWecykgV1eZSw577jm7I90uFDR+lFp0tMvUeJN8z21tdpPAYW/hT9dUlMAzNOjfhwd3nBCHdp0Q85dVuxRrK6RXzjMy0ulZQUJFknFjpnPSiy2sfD6cm5CuP4sBojeKXAtERrs0sCN9GK5rS+m//vyk+UnLrHLNqQl6tpxAs1FLtAsqvsKaiyeJvVFVrynONzaoaf4xyxOPaWxed8UisXLDvMBcMo0jnRq1P/GjXeIXPnyJ6F9YPT9MA+akMGekwSYMV4Tf8N5Xrusg/AxZ5aut91QufopzbkNfn6sYPUszziSO9Inxyms316mh0S57K2MTRfXRedE3c+Rx0pZ8eWzsqWgXY/OsNeLc6PnsZY1YnWkE1gSD9X41TNlwntGuWLFCvOpVr5IfL3nJS8SiRcHS8csvv7yI18cUDLlQjtfQDaKXOtmykCnnkzJBX/KO9arcOwpdRKh3Fl6ZwU57XLNREkTU94yMi662fBZueeFPSvMV0isTnWCeXV4bMyPesSd3A12v9ctIH65yyaRB5SkmcKRjsUzHlARyurdDO9qrRkGujvRJpw0CEoEf/PZW+XN3P3fULqSPhQkMw7EbIGHZ8b4Dq7jzTs0sifOuX5bYTeXi/DYnlHMX90ghPTwj3S/nps/p+2ybFJGvy8hSJSHunq8/J9ZdvkjmlsvXA0e6Y7NRunZpcaM3D+pQmzyekG5xuSsh3SHaZctjlVgXEhJJRCde/KZ1UmCkXPOocU0X2dsdHekkokJkpetfH8uTimK2aBf5ubcJSO8HLn0dehbQ8Qu7xulex6YLhNVGjD/IK9qF7gsaZ2jDmqo6Omd1WKMWMN7RWBXl9kecDzn76Gs33rdXXPvG2gvpdB0ibmC+t2FCz0+6rum+oniXBcvrI/A3InpME4nqC1cWFzdh9pGolZCumo02siPde+22Zzbd5/TMpI2xsZFJ0ZGPPpsrdOwx/tsd6e1qPKHxM0nFW17RLvR70SvgZb90rli8tj/y69M40rc9cUjODajnRF5Cutq0ypCR7ovLU4GxGnFPtrm4b5CYSFVNgU07/RmUBX1ujvslUkhP4Eg3hXTbxjxdbzRnRRTO7mcHA5s5ZoxKHs/BdNEuekb69JgPTZ9ol1YW0pkqnEfDf/mXfxEdHR3i/e9/v5g/f75405veJL7yla+IwUG+qhqZjhpMnu07tNRstHqwe/h726Rzb6fn6ItDb7RGkwpEdTDpHOlUHocJX5FRFOVwpPvXXSDapRnRLvlcS2PeZA1iXD0WjCTe6xO0OOd27s1GafHkHWJcV2qSabpJEjYh1ifoURsET929W028w65tuyPdbeGn4hyMa9N3YBV3P8Fp3d2XfOMrSXNexJ5QXElkRrp3zUM0ldEulkaWUeC402KLxoj7b3tBNl/86W0vVL2eOEe67u6mYwWnNjnVwzLS9TxEiAsuQvoLnmuO3OiAXt+b//By8fO/cWHk9+ou+LhoF5Qd0/HBazYrBJI+a2xCunSce/cDznvYMzdsMyaQO29pyDftHOkx0S50TFGOf+q4fe51eFewDD0qVgGGgvVXVWINnntgv9OxHDxwSjz1410yciIP6Pqj10nneY4WAYTnAMe7JEOvLjEjnLKAcU53ycJNnbSvQhJsDlpb/5RGgsY1CIJ6j4vg87PczZRRaUWRUzaTCo1fcn9+KnnzSVNI9ysQkh0Lykann0XX6YCluaYJVT3rVdAu4L3pDbuL6EeQFLsw7B8/23rIdR2E+87cpMV6hY5FHuOyzZHuNxuNj2WJykivqmptrTbjIB+dNgh653VVzemL6GXl94SzR7vYjAPDJzkjvWzYqlQZJrGQft1114lPfvKTYvPmzeLee+8VF154ofh//+//SWc6OdQ/9alPiS1btrj+OKYkqFzEujjSqwcTlJHpMRRRDBmLC453yZaRrguBZcxJd9kQUJEQMRNI3d0RENJREprTtWQ6feoR7WLeT2kXdLRoxLMiiZBOjix1XXkTVuUmMTvaY9GQotlo2PuihcCTd+1Sfw+7tn2nniYwYOEX22zUq/oIcaRDEC50ohcjKNtwdYiR29R3pM+KFAGxKJntCWiVZqPJHOn6s2rf1mNi00/3qpxLanomX4+jkE4OOizkSQzHhiuJ5WFCuv4zlZAeE+1Cr2fnJj/WRcelUkCfqMfdX7TgpEamupCq56On2SDH4tXc7MDmqpmPbr7WsHJ9vVmTnmWqfn7CvghlBzFJURVgs7xzF7YZdciLSAFRWbU4/5QPTJtp9LXUiC+Oe299Xvz4X5+TTsw8OOI1Gu1bOCsgHKmc9IOVhruMSGwU0WNesoK5UTAj3TPVFBrtUp2RjucyjY2N2CMB8yF6vIfNr6OiHMrAccS6WNzoBD2z00Z9qIz0Li/axagAc2XrExU3OkW42MYQE8wrk2wShm1IZ8Gf92SIdvGEYWkW894P7iW6tmxVYs7RLhDSjfkGzS0wDziRwyZeMCN9LNgzTW8U2pajI11bwyEfncwAHZa+Reb8N49seLVREBLtEpeRTu8vSTQRja/TpaqvtBnpDGOQ6sl+7rnnio985CPi/vvvF1u3bhVvectbxJ133ik2bNggP77zne+k+bFMHTCbsBWN3nzDdKSTuIFSdL0xoutCQ/9ZTFiutYOQ7k2oypjPhklCntEuNCnXRS6I6nlVN2CCVk9HOhZKWaNd9r5wTB63WX3tMqYiCaqpmJmPaE6CvefC2FiaZqP2c/7cg/sDi6Mwp4et5F2VnjtmpFc70rW4pALuKRKUR06md0w4N6UamVAOILhNw6Jd8D4DjnSjkWscdF/itf3k65tlM0uwd/MxebxxD8c1G9UFG4h5iBfzr8uJ2Ix0EiyjFuYU60KL3fnLe6zRQbGvsatVLYrjMtKJbtVw1BPSMR42BbN7XQnrW4DzEOdID7uGhmOuT2yq0zVC1/N0d6TrDUfD7iFkjYOwORpdb3BQ9szpVK50ineJA9eLaxPdOA7vsTeU7VtQuRco2oVxR8++z1NIt41zai1Q4PzEGu1iqVZrJHRjgU3QjHOglgHE/tny0QEqaMIajIeBeRMqHtJGu2x/srLZd8Z5bj1gED+DOUscNB/FvFCvBMntms/SbFSbI8MAFDbfrLrmYjPScf0Gfw6tiZJU4sURcNNjDWCZb4Tlm9t/pr3K0fYz4EgnM4BtM2fMePbk4kjHGjOs2ajl3JjjvOvm2+D+U+LLf3i/+ME/+Y3tmeyQDqCqatiRzljI3PVk8eLF4pd/+ZfFt771LXHo0CHxsY99TEbAMI0BFuu1j3bxHenYqZavwZvzODvSTSGdHemJGiHawOLfJTO5jM76pNEuuhs9bbZiFJis+Y702gvpEDDg5EnrSN+18Yj8c/n6ucmzuA1nd5hoh+eCuyPdaBhkQMLc43fuCOQ+hi3isMHQpuVY++6VuGgXu7NHF4SLKF+newKbPmmEdHW/x7w2iKG0SJntlcbSpN/mmME5hoBGzhp8v6sjXT+W1KiSLrdl6+fIv1OG6fDJUeXucfmZODaIl6CFPV3DqBjA+fM3JfzzSI3N6DoljXcoRNCiLNEn/nuX1Y3uCgkxl758pXQW27Jqw3PSK6/p1PHKn32eIJJ0XMc9aS5ML7ppuVh94QJ1/BM70r3XEbbhgc0zOr55RWrVE1xL+iaaCZrlhTk8IaRjER4mpMuG65OUkU/Ptzax/uqKkL7zmcNV8yMTOAPzijLAe0EjXNAPRzpHuyRCP3+FR7toa4GiNrNsQrqsVkPD5zo1Ys+CypiO2PhUDtSyOtIPV+7LqDEntZA+FBLtMuy+aUoRVEf3nZJzqRXnzHX6nqSOdP35mq8jvXrTKil61SbWuHF9ONwd6dj0rb5+kzRZj0OPWcEayI8+SdtsNCSDHNqC9juPao5022ZOVbRLRk2Eru2wPlBhZiG6HcwG8c5C+oFTAec9kw9yLeM9ptiRzthIfVUcOHBAfkxOBh8Er33ta9P+SKYOdNbAhRI28LWgnNvbVdaz90wHbRimS4eF9PSl5gCL/1JHu0QK6RDGHB3phpCuHOkO19KuZ4+KjfftEde+YV1ovAQmqpiU0nugyb1Z7lckuJ/6F82SE620Qjp6Fyw/2y6oRaEW6qYjPawRj6MjXXfX275n18aj4vDuIbmY3XDdUvGzb21NFO3i2gwtarOKhEY670nLmZMsAEn8TLNYw6IibsKui6HITJ0KyUzFOaaqBTRVhKspSYkzifxYFpBASBs4uzYdFXueHxRrL6uI1V2OmwemkI6/m5USNkc6iT09czvk99Ki0nTu7dx0RPzwc89IdzEtbKkhalou//nVzl/bPafTcKSPqsUibZ5RhVcSUcwvlQ5eRxuuWyY/woArLuwaisuy1xuw0mswnwnTsQKsa3ZbqGhD34/Nz0Wr+ryNo/FIsZUc7mRQoCZ5VBFxaOdJsX/bcbkBEgaeaWHxMkkJiwlgR3o+zUbzwm+qXd1sNK6xbRZUHxHjviBxla6dRsxJVz01LPnojeJIh1AaFu2iR1Glj3ZpDQi/VElDz3oXp/b2JyuxLovP7Is8zlZHuuPGrN6DIq8Gm/r8NEuzUXovaFiLzW7lJA+5T3Gc4zZvwp7ZRI9jpJ0LemyTykhX0S6WjHQnR7p9DRHnSKdNGdMsVhXtklETkY1gvUuveo1jPzdT4/4xofk8HQNXQxvWU7UyRc4U8HynMStJk2Vm5pD4qnj44YdlfAs50c8//3yZlY6Piy66qJhXyRSGErdq5ARRLmCKdsGA6U009IkMlRqiI3kUpuPKtYxvpuHabDToUC3fpB8LkahJqasTA04V3Q1R+XuT8wT80du3y8ZuLzxaaTBoAxM0PQolLm+7KCF93tKe1NEudH8e3HlCfr7sbDdXkI7ZtDM82iU8PzBNtMtjnhv9HM3lGzY5teV4+82x0jnSi67yyJKPHmiGGvPaThs5151wqFly0nWXHoRuCEG6aBoHjiVdI5e/cpVYcma//PuhnSdU1ZLr+0ZZJpw7ppAelZGuiwxmmfOD39kq/utvHpMiOgnYr//wpWrTrGh6+tuDjnRPAECWOY2HSeLOwu7JONocM9LDKibkM9dbS5e1IV/eFWCojrE5PKWrbKqSUztn0axIRzrOPZrP6uf/6L5wdxrNryBo5OXADBN3kJFOr7WsYmLZoGOpmwHo2LnMiRNlpGvXJ21wYu5TVNVcmBECm9W1nhflQZQQCdo6msvtSEdGukO0S9JNN7/ZqJeRTpneKsrH7XxvSxjrEjTEuN0zuiGAnod5VWXYzBlpUA57ONJjTEVZM9IDjvS8o10MR3ogI701QUb6+IR1vqKEdO/n03vE/JNiCdWcV492Mea/WTURxLrYzFo4N+ZcZ3KsSV0rnd7GlWvDUaxdZORhTuNEo7H18YNi/9bjpVpfMdOfxE/2X/qlXxLr1q0T9913n2wuShnp+OBmo40HJjc1bzZK0S4QzLydal1IpwHQbJzmlJHOjnQrygnkFO3i5ugurSPdsdlomCMdTnGajMRNpuHOMa9DQN8PUYVEJLy2Wse7wAmIjOM0YhW570ncoZ+hizauqHLKiHxEQm2wpchIN885TYJ2PF2Jozn/JctFu6pWSOBINxzLaR3p8muKcKRrAnca/PvdLdoF8RwqmsLiSFeLs85W0dlT+bo0jnSIjeffsEzmP1MmOOWu02259fFDzvnoAUe6dy9UlZorIX3cKvpiUXlcc2eR45cqHOi+OOdFS8Qbfv/S0IacRdDd7znS0WzUE0Qpnx15vXg/LuCew2LWFdVIOCwjPWYxQhE7/gZaY4/hZBbAsy1q4xqNYm0NexHrQhufqmowTEj3Nk+Ql0/MWQQh/VS06O0Nb3lFu6gNNEOUofeA+801tm+mgw0S2UywqTJfyatywBbtQvcgGo4W1TMpbP7W6V0bterVlCeYy+E92MCzLW1vmiKhOSocx07RLsdTZqR7x4eusyTzIfqaPc8NJhbSVUTIxKSTKK6vP+n+yGv9M55DRrrNqR1W3ZFYSI/4Oco8kHe0i7EG0M1MzUmiXUKi6DB/wXwebnTq7URjkWnq0T+nr0k6b7KhVzSH9oEyhfTRJn+t6K1VRr1q8jj049WIG5JZoXnQdz/zpPjuZ57I9efGmUAYJnHtHonl//Ef/yHWrl1bzCtiakrcIi1v/Ew0zZHuDYanvcxbcPzQqciGhjTBwmSCJmk0oWUh3c5oGkd6w0a7eBnb45ORESpwqoRFu8ivmZgKlB2awLUQlkVLE3K4yGjyRtcpXbO1FNJJ2DlxZCTgSE8jVu3U8tHTAHHFzEesmgQnFNQC0S7G9+C5RtcECbDIAk3kSIdbLlZIDy+19XNBi4t2STvRU+6ckUpmaVj2vZpQQkif3SYO765eWNMGlFqcdZGQ7jnSlZDuvqC84lWrxaLVfVJIB0vW9UsxfNtThxM5RZBvaE6M0WRrxHvNYRNnW+Otvc9XFvgrN8wTN7xtvag1Zka67k6m90sbfUk2b9TmVkJHumpQndKRrkqZRyYCJeCNiP5swcZdpCPdIkwpIX1Zj7q+daFHB5soQSF9VqyQro9ByNbPCgQS2zyDnr8Htp+Q8UgYh5hwYCTpndMhrym6t8lVmWYT2zW3mTZjyY1bvCM9eF/M8t6T3ly1EZuNhuEqatYDGiPkGqzJ3yxOWkETBj3LMaboG/30fKDj5lKht+OZI3JOQZvDSRp4q3k8JWxQDwljnm9iroFJmIs6p4mraLMK6YbA7FcZh0S7wDRSQke6WgOoaBfNkW64ydNkpJuOdD3WJazKFGMXbR7QxnLWiBS9xxZ6U1U3gg2+xwnPkU5jPt6T64aOfnwp0m+mOailGWCq8ied97ziAbOur5jpT+Ir7cYbbxSPP/54Ma+GqWO0S22EPezS0kPObzZanZFOHDsYPXhjASkFSu8hl6SMfSbhIkCXISN92xOHxBf/4N6K+znK3eEgpOtfHxUzZArtupAeN5mDayFsAYhjSNokuRD8CpDaOa9o8U0LCbrnSMxI40gngRVC+rIU+eiB8u24jHQV+ZSi2ehosIGV2ZDJdMWH/aw2myM95hkZ5RBS91QBjnSVP51WSMf9MhW96DInlJTJbMtM1Z3ttGCBYzyNI50Et4tvXhlYhCLeBfd2l+d4j8NcWGDMwPmln0fXJO5N8+ttjbdIGCQWrZ4t6gGaOqJsGc5iclXhWZNkkzytkN6W0ZEeWEA3+BiOe4jGkajjGHb/6EL6fM2RHrawP6U2T9qrHOmD+4ZC3Zj684xE+jzKwSGMmY50XSw1DROMHWyK0XGDoSSvhqNqw9iI2YKruqicXcyHzI2WvN9fLVEZ4BHjb1iUgw26F7/60fvFT297QdQy1oU2ZaPEJ1VBkyAjXT1jmoLVsHHzMJ3tKtZlnkiC/l70mI0wzI3KvOKuVPVHhox02/gYdi8ld6Tbq4h08wA1WLc1lU+CbnKp7pOUMSM9JNoFP+PQjhOBilxbnCFMAL3zunLRRHTToGlOCYuvDDrSk22+BY7vDHSkow9c3sZQ1QODhXQmhMTbrZ/97GfFO9/5TvHUU0/JrPS2tuDF9apXvSrpj2TqiL5Ik7v2xs5pnlSiMoQW7eJNDCwZ6S4NR4csTqyyONJp0vHAf22RQlCWxnN5IJv6hDiBbMChWUSecxxbnzwkTh4ZERvv3SOWnTUn1YYATaBJxEDTrLDmROHNRv1JWVROOp1jLATCmhPpbo9K6XRtN670KIvZ8zv9yVlCIZ3uRRIQ6VhByEyK6QIJbRSEZqOOjvTA101VngEQCDC5wsINInfY5BTHRW+2SMeNGNx/SrqxUOJs4i9sbI706kzG0mSk0zXR5AvpYc2rqhzpvZpDTTNJYpFEixn6gJBuc/unYcna4PXnnJFuPAfgUNffLwk5GKNcHOkHtlfyGBeurI+QDkc6XVd0HeBaoDExzSb5eEiViLMjPWTzFZs9UTE8SXsjlJU4gcMUpmQT4uFxdR2S8H1Ii3bBPCc82mW0ah5EG6Y0l6MxnDZX9P8D+maubBp8YjSz2znK3Wg2m2aE4/y2XY6V+7fm13BUbRh72d0AYkGto10otivvhqq1Ak0JMZ7YaE0gim176pCsJBm9f5+46jVrRNGgSi8qHz0Q7ZLAkT7iGU1o7qevLdsTmHXgJl5sjPtxIO9fGbhi5h1VQnpOcVeqH0HmjHTDkR4T14l729mRbpn30SYeualp7U7jTJbeL3qlWVRGuq1RaNzPrIpO0X4G9Rt5+t498u9L182p2shBFSbWu3iPND5m0USUUcuyORWake4J6TRP8iN8XKNdtGauNTRqlQVdr6B7OY/KLfwsYqY5/JkChfSf/vSn4t577xXf+973qv6PHkYTE429CJppYHFDCylyk9l2pfNCzwyT0S4QzLwBQ39g0ecQAMPApJvcLJjc6eVU9eSFRw+KR36wQ77PZevnqrLIeqCLpm7RLm6ZyUWAydOezYPWmAl/Uhr9PmiiQgJS1CRSNRs1HOlN9FdPWIwS0nVBICzaBQ1blZCr3M1jtW8ktaBLlRRSrA1N9Fy7kO/cWKkQoJiNMKE1DjNrXJVlGpNgvEbXiAdzMkqCLYR0M7fcNoE2v9dc9Mye1yUWrOgVB3eckPf1hhcvTe5IV5sI+Y+PI8qRnu68yMzSjhZ5rOR76HNzvsNRKx1qHeFimjkBTSrSmtCCv2duh9xws/18Z0e6J6zTQoeuQXr2HPeqoOh6MRdAcCpRRA0tsEgEoJiKegrpdIzpmU7n7aDnjqfXTeO62iRPIKSHbW45O9JDNl+HPRdyZLRLwg20suILHNH3o2y61zIlpiaa5PwFzyaqbiIBihbwcxbPUmKDrRdBWLQLXc+0AUjXJzUctQvp41UOzMxCukO81Ux0y6UBcwraLMNYmZfQHBY3UfRGf7iQ3sCOdDgWQwwbgTmNg5C+b8txdT8mmaOlxSUfPbWQbuSjAz8jfUJdF1sePSBWnje/aoxAX4CkzyY9TsNlXXh6aLQgR3q+GenKkZ5TtMtIxOYnHUOaax0/NCyvkyxCui6M05hG83u9Qj1swyBVtIvKSJ8Ud37xGbneWXnePLHqgvmBsYjWdzDeYOzCfZBVE5kY8/vBufZMQLNR6iuEeXRYlV+kIz1jvnsjom/KhcXgpeE0R7swMSQeoX/jN35DvO1tbxN79+4Vk5OTgQ8W0RsPeqBjgM5azkniQtQDTC+vC0S7eIIZFooDq2YndqQnGXxrwcb79so/aQB/8se7SrGwl/EiDiKWn5Fe+/sZkwFaMNoa3LhG1LiUxUEkNzPQSVjE5CfqetInK3Td2xwUSljwHMlwfEW58sjd7tIcKbGQPr9LtGoONNdmnoF89JSxLqYjnd5fWLRLktJO+XXGZFQ/56a4jY0kOrw2wS5s0bP2koXyz+cfPmB9DbTgxeuNFJFKmJHuGueE36OajYZkppoNB9FsFGR1pBN6VYRzs9EqR7r/dywij3n3ik2cp+gMEjfpuUHuLMS6kGBZT7cKXOn7PXc8nRd6hnV4GyuphPSUjvRQIR0NXB2iXZI8l8qIn10bfZ3TOWpun6pyPx7eU3Gj9y/sknOkuD42p9Bs1BCa4hqOmtdF0iaC1sba2Di2iA8q2ouFdCdQ5aZHuwzlHe1iyUgPu9ZIWES/l6z3hrnZ7AvpjedIx31kisU6SWIa9r1wTP5Jx9rWiDhvSCTVG0vGVdDIRpyO4p6KvTHGXr/qtXLsHr9zh7jjCxvFIz/YXvVMQfQVfr8r8vnqze1dYkmGTwYF5bAq09SbVhmjXaod6eP5NhsNEYxtlXhpMMf1Sk+ziIz0BNEurREZ6TRPo3vzhreuV8YZff2IMQvzVqq0bM1BE1FGLUuPLWUaGAmLdqkYJJJkpKOacKY60vXjlGdFlW9UYiGdyUlIP3z4sPid3/kdMTAwkPRbmZKSlwvl3lufF//8oZ+IfVsrE8FIR7qWH4pJPVxrA2ckE9J7Siak04QDwiPx1I9317VcXRefwxoJ1irPOY4JzYVMrnTXhVjoJDJiEhIW7aL/W5Qj3dacKM6hp8rbQxwDWx47KL7w4XvFw98PLiiygF4DffO7KveJ93ZdF0NU1rnby6yn6oq06I50NHqNdKQ7R7uYjvSJ0LgVFWMSIhqHCQwQ0vc8d9TqVNIFRJuApqo8ShjtEoi8ibhfQqNdjMX+iKrCaLEK3Xr+fFqWnulv6Lg70oMLRQjN8nPv2sSYY5s0kzMQojU94+sd6wLgNj6w7biKgiD8fgxu15y+uZU42kVdP+PWBSXGkqhzhTilRm82GlWZYtLS4Qnp2mbU4V1+o1H9WqSfa85vSEiA0IRr07XhKDUky9OBGWys3RK+mcjRLk7o89u8o0/8ZqPB+xxVTaaAtG/LMfH537tH3PPvm1P/Tnq+hDUbxfuj+6AMc/gkqJ4akdU2bpF6NCc54m2kRVU65olutIiC5k4YF1yfFWGbDGZGOioejxtVyHS9QCwNi9SLwjfEuGSkV97TPC9HO++M9LyiXSBIm9WWUUJ6lDHHj3ax/xxbb5g0mMI4/V6VI66twdRaPkNGujl/ufaNZwaqssgQoXLS4fxWGwot6nrNIshijWNzpOvRLvq50R3pLnPy8GajM2+M1ddgYdV72dZXxaU1MI1N4if76173OvHf//3fxbwapi4oF0qGXUxaHD31k93yc5SYm+iDJgm6pmCGh99CT0inBWKUQ1IvaTa7dNeTTT/dK2NBFq/tk7v5JEA9+8C+ur2eqOzmWjnSn7l3j/jXP3lADB6wL+ptrgWbkO4vALM70v3rsfox6OJkqRbSLQKrGXOhNq3s99r+rccDYkre0S503/lZxG73CkWa0IKI3sPClb2pX4dfzutPoG0VAbiXSZSBqyMKc3Gqvy+zggExJvL/LNc3RDxz0UOLTHrvNOelEuSwe0zGhFhiMSAsQWTOE+X2zeJIV9EcEY50I54jrNRbOdJnhUS75O5Ib0+Xka79Hc88JaSHCL6+O+u0OLDtRCmEdAiocMijqWPcs8YkcE+mbTZquadUlVpTdPxBlmgXEpy+/mcPiqe9OUg9GR1xH2+bOyarHelaPrpycjeFjDnHR9R4pW8MBR3pQ/bXaYl2yYLeWNsm7iTd2EkCbfZ+7x+eFD/+6rNiuoAG5jS/hWP7RE6OdEQKmJVXYecIm4Z4xqRB3teeZmReH7TZKudcU7URj4sYf6Md6cirjn627d92XPXoIGpxLFyjXWjulDTeJVRI1yqYaM6Fea/5DMLfyc2dpllnIke692xFQ0pU+mRF9afKOO9RTm040o3+PyY4XnIeHbEu9qtmW2OE9GhjWxzmBjldGyrapS1ttEt0s1HijPPni3VXVPcpM3P69bWaqhzOMFaFvTZ9Dkz3uv4+lSO9p1Vbw7q9Bn3tPBPj03QTRxHNRtmRzoSReItl3bp14iMf+Yi45557xHnnnVfVbPQ3f/M3k/5Ips7EuWRd2PzgfrUjGrYQhiug2RsoVVNBb4DFgpucs/TQogcYlR3O95xZoY6dOZojvc5l4TRpkUK6EOLca5fK90Qunsfv3CnOuWZJoc1cw3CNQwlrHEcL+6d/skdc9LIVqTPynr57t2z6suPpI6J/YcUpZ0M/f7sjHOmx0S4xTSXjHemV6ykyI92YrNgWPX5GupfR3RU9QcPkPc9NDN9x1KkcwTS5d62SgKi/aNXsTHmdqpz3NC2eNNHO+Jm6iE3Pkpau5mTRLtr7slUw0PVNx9cmGkNgsIm9ay8ZkEICxbtsuG5Z8Ps0N4sNCBRFNHHLoxlOXDQHuWbMeA5Eu9Dv1xf/uLbxM82S7DyE9L6FXdKxSwvtXu+6jkM2PCOtxnutuvCI14oy97BJsxQbNlfEB+VIPyP95lIewGmlos48IT0gijm8RP3ZmzbahcYMs/eAWojMagvk1pqoqLcUQjpV8tCG34Pf2SbOedESp8qroohrAqfTgmgXTUCi90HM94R0OmY0R6P5GR1LPcIFAjz9m/me4xzptoz0LJiNtcPmmaOn838G0mbBlkcPys8ve+WquvakyQO6h/xol3Z135waHJWbBlH3URJxrzraxXNiGptvqHrIMn6puVhT9UY1zYtpQ5Cev+S6j3NHN6ojPW7OtX9LsJr35GCxmfF0LSGyw+WY01hOX+8upIdEuyizzrispIKYOGQ8g3DdzUoY65LOkQ4hvSc3RzqtBzHXzTrvwboZ4zTGmbAIMT1Khu49jK86dD/DOR1vHsjXkU7mu6hmoy4Rb4gzqTLjtDbLjWi6/q5/61nW8YjGKZozYc6rN12Ni1Nzwe/BFR7tIt/DiN/TCY70ru52VenpmpGuH9+ZGO1iNhvNfX3FQjqTl5D+2c9+VvT09Igf//jH8kOHHlYspDceeYg8yASPKs32u1g3VWWh0fdgok0DOol+FSH9dKiQjsZElYz0plI0GyXxlxYDNFFcfdECMTUxJX72rS1yMbv96cPijPMqzU7KWmpe+TpfVCMH+X9+6lE5oaVJ9GWvWJVqsn54T8UVd9pztYahT56ozJMWVXBj6e/FLA1O02jHF9KrRaMWb/IT5YqocgfahHRUA3hCk9q0Cilvx+Q9r0av9BohmGChVJnQjzkLVphA92Zc3HZgE0Ev6WxtqtpcUvEzMsc8vtlPdLRLdUOmyucjVdFFJF6ElbwTay5eIO77xvOyUoJEDl3Qiiuz9UXnfMqFc89Ij6ngkCXW3jmDA7zTW9ySMA0njbUKo7s912ajmGu84SOXykWgq9OLrjMa62zHyyXahcBGIjnoZMxCk5CNaOuJ/nyE8BaIaTg1DkOz07OX1pxJhTrlfvN6D+j3getGj998PPkm4nHPVUnP4EM7T9b1nPgVYMmjXeh7j+4/FajMw/VIQroZuaEarluaiUJIr4gF41XORSy26fqhn5NVOMKYFva+i2w2qscOUAzJ6gsXiEaG7hnMT+QmSXNlnKS5FGXZ25rHJiGs8gpVOtg0Bbg+swnp45ERgxTvIoX0gsXjPKHjiHlUHhnpaDRK54V+btGOdPr5dJ3R897lmvL7oowlc6R3hUe76JWnZp8GCPZpYl2SONJpboM5HKJdbBWmSdHXM2kc9VGOdBVFEvK8pXOKJuq0buqyLKMRpUPnPmwehSbrJ7zm7mkxhXGqiFLmOk1sNt+nU0a6sUlAz5c3/sGlsi9b2PtSmznUs4max8N0Q470HOJuVbSLpUKVNnjoPdO9R8afTlF57k4oR3pb4oz0oJA+wx3pOQnpAQMRC+lMCIlXtFu3bg392LJlS9Ifx5QAf8Gd7uFDjmXks0a5LlRjEU+41HMD0eilIna0yhgK4piRmef/LC0bVHek1znaZeN9e+SfZ142IAdwGpTPuXap/LfH7thZl9eU1JGusuOGx8W3/u9j6jinzTalyRoG+eGYCbgu5hB7n/cn2XRuaSEpX6PWNDN9s9HJTBnpIy4Z6Yi5MDPSQyY6mLzn5UhHlA6Ja5hQuuZ1guNeSWdcM6o44NamSSueNbZJpoyfSdBwCAtZiH/k8AC2hkxh0UVy4ovSc8vkW8a7nDHbi3epuB+rfk+I6A9X9inHBagrdE+oDcgMEz2zzNUEAopsEu2JL/Qcx++MFNKNbMGsWaGAfn/SxSnEXLpW9O9V+f3efYkxMcydteOZIyo+I6y0ulaYAohypKM82bHSTM8bTerojuo94LrRo5qNpnCk62Xn2548JOqJ7xR0iXYJNhuVsXhTlTmN7qpWDjlvnmRrSGlCm0b4GTZXOsZzCO6nvJiYtIx51VdhG59oNlpERroppDc6OK80btAzVwqd3gZZHvEuYZVX/jPDcKR7Aif9e9qGo3GbzarhaEbBrpZgvKDHZdQ44MdYhs+56Lji2oXhpujmq3hu9sztcNo8haCt93SIAvc67v3qmL8Jsfs5f45Pcxl9/MgqpGOtGTWP18coOo9zFncrMc4lWjAKff2R1UDgV11PBeacUaYitQ4Kue5U/yRvvR0Z7XJkODJrPXGz0RhHepaMdBikokwWfhXmeOX4TPnrAz/aJYMjPcQtb8tJJ+jY+tEubU5xizq6ASFLk9RGRXfu51X5S3NRnMcsFb/M9CafFS3T0CRdcJts9KJMQFgOoBIuTUf66KRyKtPDihbxFO8S1XAUTg0agGmRWQYhnSYGLzxSEdjOvnqJ+vfzb1gmNwioYeORvfa80iJRQrpzRrr3dVN+1EFagYM4pOV9xznS0WwUbjw93iUwKY2LdnHIl8Pk2jbRcYkKQkMXTOLsjvRg5EdnzAQNYoZrLl4cyJ7UHZpo9uga7aIyNFPG+qjfS040b7GGssWwxUUSsR9fg4mO/j22xXtYY0T9+xA7ZYKmoxTvkkQkwEKQSupdm7y6oC8A45z7UcS5X3RXsS6ydnlC3cSI/28j3nHF6yG3kH5c8oh2SQsEcoow0N+HuQESWubs3QN4Lgxk6BmQF2jUByC4qWgXR+EyKtMzjqjeA+6O9JaqhtOu6OPUticPi3qinG0u0S4Q0j2hEhnUuhtdP3ZhVVA2R7oukg9actIhAvZ7WeqnjKbBSVGiWcg8o1BH+pHpJaRDQNU3ySA0D2UUV/XKK3O8wvPRbFYHQZN0tLQbIXGGDtVQtYEy0rFmomdtVGwj5qtRYz+ZHujeoDnRyg3z5L8V7UgfPFBZX0XFLeokzUgPq4bFfJieZ+b9qv9sfJ422gWGmLh1IcYoWgvLvH41T83agNmr/KDN6YxxTH4fMC+KxMEgFWcogiOdovLCkM+dpmBj6zRgzoTXRGugibwy0kPE6ij8qogJFcEJF7/fbDR7RnpYHKbZq0qeoylfSMfrc10vzPRmo2MFNBvFfIueI1krSpjpi9OK6ROf+IQ4fdqt0cQDDzwgvvOd72R9XUwNSdqUzBwsnvMaaS5a3RftSMfuseFIp51qOJVpEkPAkR4npHf3t8tFfBmE9OcfquTEU7MaPTeXxJcFyyt1dcdimm0WWmruOBCQYxQaEw3o51yzOJHwaoLmaUTcRAyuhRXnzJV/6mWfmFDQRoytE7pr8zuXaBc4/ODGtoFd/7meg8XqSDcavZrO1+DroQ2lsVwd6VikLFpVuTeJpM1GVbRLRke6FNu8BRUcTTZHunyNiRzpEwHXt36d2hbvenRR8Of4FQph1xfFuxB7nq/Eu7g2bKLfj8WC6yLUBX0BmGWhpibtcUK64SqeNdviSDcy0k0RtZ5COjaNzfdRJaTHRLuABXVuNGpzpKtmo6g0c1wMqizXkHsyDt3hpXPaVUjP4EjXn9NUHZdHvm1axhJEuzS3e43WlZDu5e4bGzRhma3Kkd5vd2xCJLc60r37dG5OjvS4ZyDECUT5FSWkk6s/q5O03ujZ91VCc0YhXY6pU/bqIGy+0YavPpfWK6nMa3D7U4dlo99Du05kFNLhSG+caBdkyUfFuhBtDsYAzNUWrOxVc62iHemD3nOhf8BVSK9cH66Cqh8h1GKdbxzacUI+72ljG2OrvqGH6y59tIvnSI+J/MT8htafNI+CQSDrOILzHWf8ccFf407JzTDfIJVeSD92KN6RTr+322E9FAfm5aiSospFv0q9KV1GeoQj3bln0/B4VX8PRFxlcaRHGbX0Zy/ODarN6L3Q8yJptEuw2egMdKQHol3ymf/p65569t1hyo3T0+eZZ54RK1asEL/+678uvve974mDB/2y9vHxcfHEE0+Iv//7vxdXX321eNOb3iR6e+vv0mJSZKSn2MXc/uRhOamiwZEywSOFdAiX3oRAd6MiFxELRuQ5h0W7wLUCEQGTDHQBrwcHd1YE41Xnz6966PqOstrvFLtMuHTotZODmUTPV77/AjFvWa+TkE4C4b23bpZNRcOF9DhHeuX8LT+7IqQf3TukvidJRI1LtIvvGKgeINHo7fDu8AoCnEuVqThY/d70BjZmRrpZIi0XJ94/uU6enIX01bOrs4gdNkZI3Mf7yupI198/Fih4FqRtzlVx16H0rr1KiPOjXbSM9BDBz89HD7++Zs/rkhtldJ70Sou4BoN0T/nxLqOl6yivxzlF/h5DDJ3VW+1IV3FGmqCGDdI8o13SgONkNj/rSCmk17vRKCEddNozjDaX9fdI59SlIjuqTNqFsM1LXDtd3a4Z6cnGcLresFkAB3Y94118F2ZrIkc6Pcv8BraGI11Fu5iO9GrB1bXhKBbbENvpGGYxIpiRTibyeCD+x3MAFhHtQtcPGmQ3Kub8Vn4OoTljtIs+PpoVYfI56J0jfbNfn7eZQvqz9++VDXK3Pn4o032hHPeN5EhHBnjcs82LItRj58Ly0cmQpB+LLHEartF/7kJ6MoEZTW3NiA08IxDVuGRtvxq39A297NEuniM9ZmPNnEdB7M2ak457LY85jy4wV9zLlX+PjBQKqRKrcqQviD7/Kt5Fe84mBWMLerjQvYP1um6owUa+W7QLHP/JNyr0nH5/E7gllQnB+tos7y0q2sVvWuyZrjAnH0kjpI/P7GajOeksYesehtFxerp/6UtfEnfccYcYGxsTv/iLvygWLVok2tvbpWDe0dEhLrroIvG5z31OvOMd7xCbNm0SL37xi11+LFMSyA2QdhfzGS8TfP1Vi5QYgfxFE3/QbKqKT4DzAoILdshp4MZkK6qkuaWtKZAfVw8wIJp5gIEy+zrsFPsNOt0nG6/73UvEOz5+jRhYNdtZ4HjuZ/tlDvxPb3shsyOdFo1SsPTcv0UI6coxYBHS5y3rrnrtYYPsXE90t0a7GLmxcDrQJNgULXWHM03CslZX0OuhvFHa09GFGeWOcpig0YKeBH+qAtAze9OCBRQWSOHRLm7uVH2yDaFaf19+s9H4jPSwBmwmiM7QxQWz8sAGROcs5bFFdZQPOyamq1gXxOXfvWtCd6SriIeAI92/dtIsevIC95+ZgY4FlPq6kIkzLWaxEKQy4LBG2LWEHHQQUklQV5sFeI8U/T+WREhPd35wvs3IJNdoF/zepJVPaDRK73vtpQNqgz8p9LwlAd41kzQMVXKfoNko/W6qvkNEzUKjWWrWaJejRrQLiXNYbNNcS0UZZNjk8zeNQzYTqf+NqsgaK8SRjjFq7wuNHe+CuQDGGqI3J0c6XLI0ppvVePo5wrVG96MuxJmbOXANx23+681GbcBxf6JgF3aeoCoRVb1h4D3rfX7CTQ996nlO8+EiRbFBr7Gxa7TLrKTRLhCSjXNuPiOWnNnvi/SaeI1KnS6v8i0pvsEqel1oVk3hvjtlqTJNQthGQhqwbtb74tDcPmq+Ghvt4lV89w+EO9IJVEjolT9JwVx+1uyO6ox0PdolQbNRxMimOb5+Bd1E1fxdmQszZG1D7wg1C3nzHTyPzXmSa4Ni21qInsVxDXanG/q8U1Y75PD+8zIqMdMb523SCy64QPzTP/2TOHz4sHj44YfFv//7v8u//+AHPxD79+8XDz30kHjf+94nOjuzuxaZ+ogLSXfx6AG/46nKgnX9VYtjna5wpGNyIztXews4lHN2epMpcuKgq7VNoFSOHW/y3VyCaBeVO2kZ1MNKs2vBWILMVkDnCAsql0ZJBCYju587qgYx+jc9v5ZKYcMGeFrc613YaXKtx7soId1h0pSs2Wj1Y3CeJ46T6zjMEYRFFBzpZqMkQk3QPKGOJokQj80FkunyyepKx8KMhH7dtZIk2kXlo8/pzJzxSOB1YIEUF+0St3mjvwfcY7Zol2CzUU/wM7JeffdQi1tOqFaCHJYFav2+IhzpGR0TaFgVls0fNqGEcDUx0twQjnQsyDHOJI120d1Z85b11HVTQAcORhL5UQ2lN2OdHIu/d8e9sbM1b0e6o5DeltKRDjFg9vxOccZ5lWzhHRuPODnadJ65Z4/4zt89IR76zjaRBVUFE9EEDjS1+II7st0pr9asmIiLdjHjfQA1wyWOHTgdWFjSsw4byVQllEeUgd8PJPx9q2izHBuO0gYoxDf0sNjf4DnppyyO9J7cHOnR8yiz4aiZN1vViNSoGMwa7UJzg6T3br3A/RjnSNffM8RVHbof0D+JhHSag+CeL8qhT4I+Kn77YoRUc/x0ncP4VX7BMcV8RixdN0dFkukVe9mjXbI50nOLdslBSNfjDnVzVFTkRNQ6aHLMjxNBBXgYKmoogyNdmaS8TQqKALTliLv0pwKYr6aJzlHmEXKke4Yn/JtvLsziSA83ahFtqFLx1h3QX6DHYE5OzwuXBs9mXFoeY6w0dDWIIG9e41mqCZLOXZmZTeIVU3Nzs7jwwgvFq1/9avHmN79Z3HTTTWL+/EqHcaYxMSfOrpCriDRGEsNpwRYXx6B2aPU8NG+CBRcKBBf6mRi8bfEuaLikHOmlENLDy/jUwFyHaJdR5QRK14zQ1R2smqYMT4gDXpNLxLxgoU7uyLANG/3c0aQRQvru5waD7g4XR3qnQ7SLykivnujMWdwt3R40kIZNppGPSU4qLAzMRY8qGdSEbFQsVAnpRhlpVmfkXs3hpONXGEzULB8d4DhhgRQqpDtu3ujuOhxj/Tr1+wNo0S4h7mv8LAh6SQRxF0c67oFChHTDYZ2U9gTNRm3HItBs1OpI978vD3dWWs66YrE450VLxAUvWR74d7M8OlJI9+4FM8e6nkBwMyM+EKXkIqQrR3rGjPQqR7qjq8d3pCcbw9Vm37xOGUlGC3UaK2hDNwmIajpiacyZBFsVTBQQbbY9UYnGWGjJ3bcJ6fTMwf2KKgkTmh+RyECiGcr4dUc4zbNoPFXCUYYoAzPGzAauR/RRyAOqusK4dsb58wMxGdMz2iWjSzZmwxjuakQ9muOVOX/D/2OemVZIpzECzx5bv5kygjlcnCOd3hf0TltO+v6tx+TcmDYDcS/i3BeVky6rfSem5GtDtUMcGO9pPhDmrHfZtNHnBvScpE1pm3jtNxtNG+3iFvlpzm+UqJ9TtEsejQp1s5jLfFP/vbZ59Pipys+j4x4XQ6aiXTI40jG/UNEup8etOeIqwsbFka6Ob5qMdD/iEcdTVQ5DE8lQOQUBOm6NozLSsSnXE4x20b8m8vcZGw9ZtQY611/94wfEVz/6QEOI6eZ67nQOOensSGdcqJ81jCkNKrc54eIGD3fsBqvmGSELYdvAgl125UjXHlh988MbjuIhCYdEOYT0cPeBcv3XM9rFcWGfVtTUhdmdG48ExAlqtopzGyYk6gIKbbCQS4XyOinvlBYTSbLe4QYcc2k2apno0MS/zyt3tcW7kEPAz8dsVS6LKiHdiHaJivkxm725lvSFAVfeYi0fPcn5DIhUOeSj688aXAOIZErvSPcXaphM6wtV27XvNxtN60ivvo6VGzPi2pyF79Oc7Dq0gHzsjh3im598RDz6wx2ittEu9gascUI6nEzjQ9WOdJuQTmICXGL1gFyPN7xtfVUki/5aaWMt6hlz5qUDUvA464pFoixAZDPjl7BJnkhIT+lIR8VT9YLGsdlogt4NOmiARv0LyJ238rz5AYe3K9iwz+oATRqlhucJKq8GjHz0QLSL5g7G66RnTpgQQlVEcwaqc9IxdtGmLh0zJWJliXaJaTZK+NEu+QnparN3bqeMoqNnDP1bo4ixNpDNrG+MQeyk/3MRMeNdsvb7XIlInohgGgl0gYJeB67JuAo6CDu26EOCrsO8cuBrxYijI53eG9ZJtnmdno9eq8x45KNTBYxrtSGMTmSgcjFeqTWiMaei+R1+5+I1/XJDz9zMo4pR1V8jY7NRmGachXSVkZ5xLFDvv7kQR3rUfDPOkQ4hnc5/HDAPIEYtDVgfqmgXcqRbNu/19xn7M0Our8QZ6afNaJfgZmIaECfk2gfKnMu3aPdIGiE9i9ZA9923//ZxuflOH6ggLiukLeH9Yz5lRpClIa/1FTO9YSGdUQ8Jelgn2Xk0d9vVwBDy0Ed+uV7Ghe+BI11fbM/2ctJ1JxVASZoadEogpKs8QGu0Cxzp9Yt2SeuKwMQmbIME6KLnzo0VN+ART4Set6THKkDqYCCUYps3sYaosP2pQ5pjOO9oF/siYl5Ew1Hpup3yN0ngHtIXPRQJ4ztH/NcM95IpJpiNjTC5SwMdywM7TsjPBwxHun9sJuvnSI+JdnHNS1biN0XmGBNT2uzwo120ioCukIz0GIEBqCxPLevc1tQ0/PuC5/nYwVPiO3/3uPjC798r7r31eSmoPfjtrU5iSW7RLq7NRo0JJQTpidPN8mto/MA5sUW70DmKKkWuF/prpfcY9RpXX7hAvP1PrxaL11YqZsoAnpPVTSrdHel4fqeOdglp4osxz8zXT7t5ZoLoMNrcIBDvQnnnSRr1YcM+qwNUVYAldKRjY9dW6WBzpGOsCYt1icpJV5vA3liUpyO9w+g3UHS0iz5G0fN37pKeQLRZo0HPUMyR9HNLFU00L6JxLct5imuqrSpUHRzpdG/jFgvbhAWnHZ4DvTm57mvFsHEfRREVkXjUi3WhihrgO9KHC81Hx0abC7R2w7PIZdMtzDFM4ytE4KXr+gPPIFxv8jqja6spfcUdYjViHenG/AYbWFmjXeJilJKgr3FHHdd0Uc1GYX5APzJXR3qa5rd6bCdMR4GMdG0d4L/PqdifqdaEaaJdtHWAGUsGsxNpGWljptR7C412MZqNItrFuwbpHvHj8uLHS8ybfDf9eOoNj+995klVTZ7lZxXBzk1HxJN37Qr8m35941rNI0aXHemMCyykMwEHUZJyILN5UFyWNoRLvYxLLZ69iYE+yY7aBfc7XLcZjVjq32zUHu2SLoc+D2w50UnAgmsiRtSc0IT2/duOy4X1IQjpy0hI9ybKITvFmAi0aGLbGZq7MInTz492GU8dZTBvaXjDUVx/5DIi54AS0rUFrjzuU9X3WFgFiDlpd+3WbuPgzhPSEUECqzlRTuL81GMT8hQslSM9rKO9c5yQLwqYpZK6Mz3gSFfVCqYj3c3dYi74XOMcwjLSH719h7y+SSCRzX3bmuV7GNQcpGGoXMWMEz11vyRsNkq/t3du5do/vGtIjHkVGGYDzy6v2Wg989GjCIuhaRTIJf/2/32VuOSWlYF/x4LQyZFuafyV1ZFOoqCKP4i5RtU44xA5ZX9GVZ5zy86eKwVH+ndXNye9TlTFkQvJJfYqDN8t6Cb+qNgzbxN5/vIoIX1cCRnKtRwjpPd7QhmEM338wvWRRybwiHfvR8UN+GNffoYCs2pqkVeBta9BG45KkdyLTNSft9Jc0N+eWVxVBpgwIR1uTGSkG82xdaeffr3EuSZd3H1oONooQrp5H0WhHOmWMVY1DdYiVgp3pHvPg74EQjqhDDExzwp6TkXNqfDcWrZ+jnUzD/MkugdsfYySxaG4NRvF/Yb4kazRLqr6I4dol5aAIz1ZtEukI31B/PnH/J+u3TSiKm0SQ39X0S7aJlxASPfeJ82HoxpmyvWb9/1tOTnSsQks1ylN2ZzdyqgV6khvDhiafFOMZvpxiCiVv0seq8rB6PbGiDRjLP2cOz73jDTz0O9W43WOG99ZoGP03U8/Ke7+t+cC63JsNNB1hFimXBzplnPCMCblXNUyNYUm6GkWOBgAMCD42cuT0c039DIuYwDURQzk4tl2Fm1lUGWJdilbs1El8qV1pDs2gdPFB5oEUUYt3Nzk7sYk1VyYmd/fql0fZ5xfcRfu2nhElRQ7CekOjvQwcbDakV4tpPuNYVoDDhZ90YNYF7q/dJcnSpvNCdopo4w0S7NRuPGoVNh016JBYj2iXSBYqmzEENGONlOSNBul54jZrBDHj95+4PiHOtL9RrdpM9KjHen2igxESrz4zevE6z98qVjgOVIPbD9e+2iXkI0nuIptIjNtkhEUwTRy2t9g0he/eO95ZIUWgS76N6r7BNEmOp11zkhXG/NN8a5NtameICOdxBoV7eI50mn87VT3mtt4S8853Wg3NJhOQKFjiGdb0mgXYu6Sbuv3YSFH4yoW/cqRbuTimyB+Sc+3NbOd82g2ivOuV3eYdHS1Za62itvsRTxGo+akI05CNg42IjcQ75IlqzgubqIq2gXueE8A0+ew+lhmbkynadymol1C3h/d7y6N92qFv5Ht7ki3ZaSrpsFarwPlSC9YSO/3Igxd8ec/0c/WOKHzpb90rrjlVzaonhD6Zh6dZ1x3aWNddDdwlmajaRzYSeMCXcC4TPNblyjBYBN5m5De5BztQucP41SaZ4/u6ka0C8ZJQo/709cEUfN//T5K1WzUkpGOjQl67maNIbPpHYHf7/2uI3tOhs7lwxq4V/8u7fh684E0GelbHzsoXnj0oDwfP/dr5ysTVp49TbJADeFhutRjl/QITxWDl4cjnaNdGAdYSGcMF0oSR3pQoFWO0BhHuj5ompN5fdJkywWFAIgBFk7vJJ2+iyJq0mQuTmqJqhxwdMiZxJ1XgHMCd+vG+/bKBXOlGe2sUEcuwLnTrwkSs8mZQz8bmbeteQnp3usIW9ghtuLI3qGqibiZjWmLdlGTs65gnAXcS+bkBCKGasiWodmoL6RX5+3G9TIAtGA9cTTnjHRDZNE3TWyv0bXZKH29Ge2iT47144/7wDy+cdmxAAsKWuhhkeWSWWmLhNEXJnMXdwfiOQ5sO16z0kPcL1TFYG5G0ntUOdeW3zN/eY/qh6B6AhjHgeKFNrx4qbji1atFGaHNE4xL02nSnCQjHRuZaR3ptkUfxm56psW5CpP0bgC0WMS9pz+j1KatY8Mpsw9LWheovhHlWgGm59rbGo3i+sRzCfe8rSFlZFm+VtmnZ6Trr8Hs05EEW5Ph0KbrRWSkG0L6wR0n6mqsSEtUZE+/F9NDc5LCol1Cmo1SA/ZqIX3M3ZGeJNrFuP/QP+Rrf/oz8en3/7fY+UylB09pHOkOYwbiTcZHqsdXbNzp55waBdciIx0VK66ERdSZ6CKobU5F8+s1Fy/0f673DKo005xQjnd9ozEpcAMjr9q92aj/WrI8qyD6xTWwTxrt4tr3SvUNGskW7aIL4Gk2W9W10OQdY2M6Yot2iTtveE/09bTGTAqEbKqitDXK7si4ZsfYE9YTaPVFC6RgT+va5x8+YK0udVnHyt+lreW6vfsozXWLnmbrr1wslp41p5AotrTQ8XziRzvV3/WNAr3qvgu92PJ0pE+jNQGTP07K2ute9zrnH/iNb3wjy+th6kRF3BtO5EhXDmwj2oUGPxLNzYWznxlW3VgE6KKmcnEbD0QMODR4YrFajoz0qGgXv5kfibL6MSj8dWV0pMedV3MjYcU5c8ULjxwUW584JP8+Z/EseX6USzAu2kWbSJEASvEuT929WzpeXd+Hnz83KcvVbBMtLAJR+WATIGiiSseP3DuU8w7gJocTCeV0+i55mEvZFu0iF1NeGSk1OSURNZsj3WtetSqYj27L5guDFkp0zkmDhlMsK6bI0hwi2iVtNiqjXYxJZ1ikEf4e6kiPbTbqZRqPUwb+hNwcMB0tNlSFDQnwk1NyEk1/njwyEhCCBjwxbf/2SsZ9LTLS9WNE111Lj+YKGvUb+dgd6V4E0q4hX0wzSt3p/rvuF88SZYbOIz0T0uaxlpGOFI70sM2tOFQZsrZBNTw06rwQca180oEbnYRg/b4N24SPy1kHJwfTOX7xzKbNCNc4An38MTPudegYnhwdkf1h+hb4zaRpfI0CzxWKy8Bzx4ykgBM2iyPdbzJc44x0VTXVpRyWdP7p3FPEmTkG/vSbL8ix7SVvX1/Kfg02URVgDoK5ULZoFzdHOuZJJKTv2nQ0ICzpYmqc2INNrc7u9kTRLvd8fbN44q5dASf6xvv2iOXnzBX1BmKOS0Z6mCGFfgbWLXp1iZ+Rnr+QTvMmzDv6B9yE1Kqm6XFCunc9kJDo8iykdQaNITSnoupMXHdZHOnofxQZETIxqZ5dKoKurRJrQXN0indJK6S5xgW6oJpwyox071nrOc7DUEKscc3RfHVyFM1G3TZSZs1uE4d3x0f6RB4HT/SmNZFelaT3qaL/pw9at0XNBbAh1Wrk77uCcYp+jzIx6ZWJs1oFraLSbqQglz9srb9gea+M4nvou9vEj//1WfV80+fYWE/EVfvgOMk4MKwzUkS7HDM218JiSOsBbTbo0an6hq7eLDbp3C9qPnzCWJsxjA2nJ1BfX5/6mD17trjzzjvFQw89pP7/4Ycflv9G/880JmmaYSpHujdJ0Ac0W3k2Sp30zDA0FZTf39YcKAHEAxFNiswHKInTWAjVW0iv5AGGZ0/qTtxal0llzUhv0RZcURMbCDErN8yT4ivKOtH8a1YKR7r8eV7zOJBESI8SjNXCLsTxQoLDvCUVkfCI0XBUNYZRQkS1k8oXFoKTXXyPvmklN1i899/vlVqmdaSTQ49cTPT6bcKMq/MTAgUt6PLa+DFFlrCyR9f4GV0UMHPVwyKNsLFBCz29oadrs1G6v/EzsahwcaTjOiMTOya5JETQM0vfrEC0C4klUc8zmniP5OSYoIUuFmrmdafn2dvuPVRu0GYT4omiGg6WFVwXjZiRHgaui0mHYT1rRrpf6aE70iFQxB9T/N5EQrrRaBRAEHF1JSFeCQwdTScou5bc63TN9o+NrdEo0EuW6QPNpJevjxYUSSSnsYBK6bEQNZuNqmqxlEI6CVV47kY60lFtldMciH4vxlw472lOiOa7B43NSBLwH/nBdrHpvr0Bh36ZwPNWr1SoitGyxM25oiL0QuZRfj8fb4zyrom5nhteFyjMPiFhMRg0zqo4IZdoF68SjirrHv/RTtU/5IIbl8t/37npaN0jXuT4a/RqiiLMXQrzBR0X/dmLjHQ6bnHVoEnB847ux6RzBzjH46Jd4rL4bSCWgq65fKJdvHWhFiNiosePoUInryqdLM0wTfSqa3dHOoTYCeu4SddcVBSXTpb4LzW38ObW+u+k92VuaPpRrRPxxzblJoX8Pu/XYrNKN8Ko52DKjHRcc1FReZf+3Bmy6pqeqWpM1owcYaafqt/lHSc6bi5VX8/9bJ/YtelI6HMBVQo4T6NeZGO9oHGFKpL04xkQ0rV5V17RLkf2DclnPD0j46r+mJmN04rp85//vPoYGBgQb3zjG8XWrVul+5w+tmzZIt785jeL+fMrjQGZxgPOJJRzJspa9CYJ8gHnDUy2iZ+/Q2uPdjEn2Fh8k+Cl52/bxKN6NxuVzVS8ib1NiCOhCgvMWuakp8lsNdEdilH5tThHJCov0ErUIbSpjZEQIV050o2M6mVnzQlULri8D5pQYG5mc0rJJnjeBDrMka7npKNpavVmTjDahdwruA4Qc1HliLZk70GAlKVp3oQ1rSMdsS503G3HyjXaxSyZzwNk5LpHu0w6N3MyNwjCGjLpFQK60yPJwk/PO5ciknftRmWk06IOk9zTx8dCNytoEkuTN1p8HNkTXsJPohB0izxKD9tCJu1qQTu7zergpDLo5vZJ+Vr2Pn8sVkwrK3jNLmX6jUKSZqP+8zebI12/ftRmpSdsR4HNMxqzXEUyONLRaDS9I/10YC6T3pEebMDuAglmdFvR92C8saH3WSFnMG1UU6Z63CKP5h4Q5U54x0st2r1rHgIWnbs0op1+zqOegfh9SeaZUdDGAF0r5GjU86XDBGf971nc90USVU6OBugkhKXdaPcz0qOjXUbMaJdF3eo5gTFWF1PpPIRFK0rB2buldaHIBBnw9HPpZz32w4p4sv7qxbJ/yFWvXSPvUbqvzTlZraFm8Bh/kzjSTXPAyZBeBzQeYR40lLMrXeWjD8xKXJURF9FYXaGbYFMRsXnHR/0NpUzRLp4jPcKQoMaoWW2BylXEu+gu2KSYfcSyoPcBwzgTn5Fu37w5rgRT97n9LMdIHxuq2tOb7+sbFrboE5dNdRWbk3JdS5vLGKsQnxRoOo/noCXuloTdfVuPRVbhxEW7QDO58Z1nB667QLSLY7NRHF8ppMOoFaIzUJXWDz/3jPjePzwVmGfRexo84F0XnpkLlaX1dqTvfm5QHNp5Ut5HZ121qEpHUfG1Hf7GYFZH+hFvfKE5WRkr15jykPjp/rnPfU586EMfEi0t/sOLPv/gBz8o/49pTPDwOeZNsFwwd4TpYeNPFieddmht5diABjU0W4KzTX5uFdLr60jXJ8dhE0fl+q/hoKQPwFkmHH4juIiJg+YoX372HPXvEAd8R3pItAsm3oaQQ8dz2dlzE70PuhbVJNIiSKtBtilaOAtrOKoc6d45lZPupsqGCq5PFe1iiIq2TugkwFd+TodoR9ZwzOQpDGRrL1oVkreb0JGep5Be5UgPi3ZxfI2BaBejdDqsEkPGLniTW10AcnWk624lupb1nxHnEDKrMmybFXTtwpm6PyInHdcZCQtpxU+dsOz4uAgkea/Nrtz71GC4UYV05c51EH0bBYhWLkK6Etja8ms26o/VLkKTtmHrOI7jGTXbeEapTduEQvriNX0ZM9LhFGxNJEzd8qvniVe8//xI95q+QNzpucmWrffHWaecdO95g7EH1zw9I/EMSeNKR/UV/Yyo96Ac6TlFu2BjQG5GaGLE/JBxW49EKauQblYL6NCzCRsGUZusmaJdlKlmTAotw97zf/aCLiX4mG51ECb4YL5Fz4io6jZ6XuE63PP8oNjy2EH5+YWeE52uraVn9svPd26sb046hCp6XsY1KI90pKtM/PaqcRVRN3nnpKfNR3epLK26zhKsO/Qc7jyiXdS6MNKRbo/Hy5IJXlX9kWOzUVpnqXEmLtpFCbHB5+3xg6jk6kpRiZDFkd5idaSHxtg4NBvN4vbH2gBmM32t4JsLq+cQ2586LP7jzx8W93z9udCfjXz3uObtC1b0iktevlJ+3tQ8FZgH+RUF407Hl45bXBzLNi9ylcZgGBHwTMe43OddFx0lyUiHG339VYtF/4JZTo70rBnph7wqdGzKM0wYiVdM4+PjYtOmTVX/Tv82Odl4jX2YYHzGM/ftVWWVcdh2hP14hXBHeqDZqLZoNydMNJHEAlx/aJpuYAKT7yjnQZFg0kiLOT3vTUcNzDV0pEMUS5LZaiNqg6RqV7y1JVBuDjHaz0gfjZ0MmJyhxbu4TkqjGrWoSXpP0IViopxtRiYpJlc4p7Q4xPULh5GtgQ1hu6aHvPJREmhdc/HCwO8Pyz7Exhfu3/js2TyF9OCxQCWJCSaTcc2D1WKNFrOO0S7ydXRUi8b+Ro6LI91356h7rDVaRDK/L+oYo+ngge3xQjqa62RFNWg0Fkqq6ZclagC0z64cu6P7Kgt013LhMnHRS1eItZcuFKvOnz6VdRDFXIR0CHNwI+XZbNTNkd5sbZ7lFu3SZb2Whx2ajZITCyXNS9ZmE9JdIp5srL5wgVi6LloUDzjSPRFxubbBHAU26pSQboxfNNdSjsM0QrqjQ7Ldq0hK0ovHbbO3K2QDvFKeDQ5r4nN5hXS/QW+Szf3cmo1qhg+a5yD+jK6PDqNs3hwrwiIIzGaOYVTE44qAed83npeOb+q5o1dq4JqXVRl1xI9icBt/1bzLWBtFNZeFuG42X3Xl0K4T4p5/3yw+93v3iK/80f1qTqoc6Y752GGu8SiSGBNMFzjNOXBt5ZKRHulIt1eA4LWgWjRbs9EchHSYmRI1G7WvgY55G8ezkzjSIaRnyUj33oP+bLPNmW1ziaSVNWnWI/rf1XPQ4kinRtbE0QjjIVU9R61xdC55+Rni3OuWiL71IwH3s6upKuhIdxPSiSN7/dd/zHOj0/MXxzTvKLa0m37bnzwsjWoU7WU7L/q8C3O/tE1iAcZXxLsyTBiJlbV3v/vd4j3veY/4q7/6K3HPPffIj09+8pPive99r/w/pjGhXOvFa/ukcPXgt7eminaJaqgT6kjXFs+2UlYswPUFsc3lVm9Hut5oNKwMKE0Ofb3z0asbwU04uC+axaI1ffJ6og0aLAawUJfNlSzNf/TJgMnKDb645epAUIK0TUh3jBzAIEoZevri39bkEU4xLIzULrkxWcOi/8ShYXXdwJFOP8M1Fy8MfwHSlqmpn3JL5yikmwIrbbpEZqQnaDaK60LGGU1OaZOr1lBnvF6tgKgbl4WfXt6sfk9XskiYqGOMbPsD28IbjrqKE66gtBzXIsCCOSoCCY500IiO9BXnzhM3v3fDtMpId202SuMmlc7qmzhZHOnISlbXqIMjnTZ6IXxEjTM2R3KvkZGeJNqFnuW4hxev6c/U4E81HY5xCqYB74k212gDgTaAl3juXGdHuic82/JYlXCUwZEed9/r1VhhedpJCIsf6xvokoYNGvuPa1noAUd6BoGsNo70tmghPWXD0bim2th8oygWiCvSSd7WXFU2bwrppvPVFCtdeiXAhY3n0QU3VdzoYJlX7bhn82Cifgp5oww9DrEueg8pxH0ARIeY0S5ET386Rzp9/b9//EHxtT99UDx+504pfpJ4/qjn7NSjXZLiz32in61jaTLStc28qF4BeTrSw+ZRfkZ6hmgX3Gt5ZqTLJvd2k46JWo+HRrskcKSrc5N8/Yr7VAnpAUd69dwEz74oAXc8F0d6eOyjikixbPqigi2qulwZBx0MbHRur3n9GtGzMvi7XKNdVDW4Hu1ied3Uj+GA1jfkyJ6T1fnompGiiObgSdn9bGXDlCqRaONPNxRUzbuo2SiaZZ8aj2wyHAfGV3akM7kL6X/5l38pfu/3fk+K5y9+8YvlB4nqv/u7vyv+4i/+IumPY0oCib9XvXat/HzjfXvF0X3xZaO2Zh9RzmV/YNEz0v3vtU2ysQDXy3SGvZ3IgCNdK3urB3GLk2ATp9pHu2RtduMStaFn7NL5eN2HLhGvfP8FamNBvn/v1NsEDn0yYEK75BANXCd/UY50lCvH5S/SpKRnbodyt1WVg2qL3R7PUeQL6XaXHr0XEsxJ7D3oOY5VtMvsDjWZS+tIjyuJjdrsKjojXY9Vqfw9xJHuECVU+X9f/NbvPfq+UeTmWTaRbDEmcU49uyA+lugeMxehYfE5iHY5snco9Dwlic1wIWzh6GekRwnpEw0vpE9H1Ob0ZJO8vumDmveZ4zu50UlMJ1EoyeJaB9c/6aO4L9Eo3DUux7/v48dxEmKPh0S7JGk2ijJ3coRiEUnPY70RcdGO9CTnctfGysJyYPXsWCEl3JEezEjPKhyhH0hcJYra2BkPz9NOQlhFD1WIzV3cHXCWkTP9sCYcnIoRAssY7aIv7NNmhCsBKmTDmMZoCH94TuDa8KvpkJ9eOYaI1Ql1pCdoig1HOkE9AMyqCzqvtOlD18/+LeEVW0Wjmqe6OtIxH03kSK9uYu/C9qcPS8GM1lprLlqgoiMeu2OnvL8H91dEs/6B5M961cNnJLqfQhZHumw2ikq4LBnpDo50mylG39jIEqsTd68lQY87UXNOR0c6jad6Zc6xFNEuWTLS8ayHSao9xpGOZ19Uo08/fz6LI93sX6VFzRrPOlslXFR1Ofq1xVWpRhEVT6qDKDzqL+Yfu3FrJI0OrS/AMS/uqc+LTikiii0NEP4HVlWqBW1Cul6hIV8zdIaUWgtt4snnT1NlvGGYKBLf4c3NzVJI3717txgcHJQf9Dn9m56bzjQelA+66oL5ciF8/21bYr9+3BvI9ME8KtpF5aQFMtLDm43qC2LdxW1rNtpc52ajLhMmPXuyVqgBJqNDzqX5I8rxw6IxyEEX1QgELkTk6Jn83K+dJ37xo1eopldZhHRMBl0iB2x5q/5mjiZEQEj3RPGxkGgX2lhYtLoyKdjnLQRVtEsfRbvk5Ui3vzdsfJGYEbZjTyKVnz+cTlizQe89Lh8xiWs+kJFuNMWNErWU698TgPTJvluzUX/Bh0mmSy5yVbRLyGYFLaBJvKDFD5x5Jr7bNx8HdVgp82kHR3rrrKnARkIjRrtMR+hZ0tTsP7N+8NmnxT1f3yz++8vBeD5k8VNeZ9rGSvL8e9+KDaqkVRN49rs40uneo3uWXm7P3PSO9GOHKgvI2fM75T1HP49E9DRZsKrpVRFCuveeIPC7xroEhPTD9mgXXSBL49QecXwG0jWCyysPl1tU1ZQZgUJfqwsS5XWkRz/X0XCUNr/SuPpdmkCi0R6iuiBm6iIG/RzMrXo9s0FcRrrLc0AX0i+8aXnV84j+juhAuBUbwZGuRM2R5EJ60majiD0489IB2X/hiletllVu9Lsp6gWvXRfNXKG5E9ZbUc9IF3ORCTZsyPGL788lIz1iXaiqJYz7Dddh2uqkpOYM1/dCc0Js4iD6Iwx9HNJ7B8G4kybaZfhE8k3mKEd6s2UNACNGlIDrN5hML1TrazO6pvW1a6QjHU27h8Irq1Sz0ZCo1ySvL85UpUfn4BlN97pZ+Y1YF5rnmX02lCNdM1KojPQ6Rrsg3nLhGZXXbHWke9cCRXZSBYBqap4yJx1zBsqKdzUrMDOXTNuks2fPlh/M9OHKV6+RCx1q8rNvyzFHR3p181DbhNq2Q6sPXO6O9Ohmo3mUDBcxYYrKXCsK5crN6khH1EaIkE6CLCZXUQ4UU0i0TrZCxFWa2LiK6EEhvfp4Y4CNc6QTc70F+SGtlNq22FUOFm+BPuKJtDZ37oAS0o+FRrvElfPZkAIQ3luIgxglxlHnk65R/H448vNCn5hkbTbqx7GQYEjNjv2NPEw+rRnpFke6Hs+UpOGW3ugm/vs8J/vx0cBmhSkEyYajKt7leGaXnwvq+jUd6RDSIxzpNGZA4CHYkV4O5MaVJ/T8+MvPqYUUbeDpQqa/WJmd6XdhYQ/BMulmj78RH+9Wxr3TPaejqoGhn5E+FjsfgCOdFk20CMN1nsaJqJ4FRUS7GMcwkZCuRbvQ5gOOry4CKkd6Cqc2nrVxG2jyGonJcE1CWEWCTUg3M8WTOu9rMa+k36E26UME2jkD3dKUQMcvjcjnVD3piUi+kO450rXeAxBRae4NwXcsF0d6p9rYWXfZIuvXoJn9rk2Dol6ozSjHZxuOt2mQwHwRFY1WMTfhswivDfdapeJ4jfx884P71c9Osy7Q+ylExbukid7AMwjRMzQ/zLJ2UY70iIiHsE0eXId07NPe+3lVBJtzZbzmuI1LKVw3BV8LYkma2qYSzR3R44oORVKB0nekI3tbW7tbhOZOhzHCb5qcT0Z6WC8r8zWQOI2NLdIbwsw+aGAatsZxwdVUpUyKbc2B96RrDWRO2On1lbjoZSvU8x3r9sEDlmgXLYqtHtAzBJXgiBzUe3igysLsGaDGqaF0sUz4nXpvDoYJI/Edvn//fvH2t79dLFmyRLS2Ugf2lsAH09hQKSV1RiZ+FpOVjoeXLSPdGu0yUb1Dqw8yNnewykgfchPSK7+nHkJ6/OLEtpPaaBnpYaWc+mTCFs1SJXBYJuBqspVDGaSzI93B7bJgeW+gwUxwsVsd7XLEa3AGccGWne070o/Jn+eLlbS4qRZ5XZETXLr8m8IjP+S9gsl1yPmE048Wsy7NN5PQnsSRHiOo6bn8lT/98mk06LFVY6jNCm2CmsRBBfdmRUh3y6sMft+YnAj6jr5qIQjxLmENR9U1mFOmtxLSjIx0VeEQk1U6b7k/6WRHennAM2r3c4PyvieBjp5PuptTlc+mzEevcpLBkR5SNh8GFtou2cdwhdkqZjDW0iIxriwZwsJsz4ml4hRSiJR+dUpx0S44zng+uNDriUJ0XAcPeg3GmoL3aXcOjnSXPhF5udzoGj55ZCQ0fgwbe1gUK5eZd56TVBxsun+v+Ozv3C2euXePKBIaDyAOhGWk05y5f9Gs1A1HXSI3MHeAoKmEdFVROC5Oe1nJ5Fa3bUyndaSvvWShrIx9ydvWh4pQyzxHOpkbJurUMxYiFUS/ODDGH8P9562JVMWXVxFmd6QPp7of9ft72VlzxIpz/c23NPnoVRF1x4txpEO3pmsrbYWUqyM9bIzCfJ7WJWnXbEn67sShZ4m7ruvo2JnrIPQ9aJ2VLFqLNqtx/yet1lLzdES76GsAyz3ustlq69GWFP34mccSz19z04DGHH1fJaznmRK3MzjSo9awgd+lOf5pk1Vlm2tuepr/kUudzFoU90THnb4P8x88lwLRLl1+Vn09DIr0fKfxkNYe2FRU86Ap/znn9yNrMYwU6eYYiE3TzUEME0bip/u73vUu8cgjj4g//MM/FLfeeqv4xje+EfhgGp/zrl8WEA6TZKRHR7tUO9J1N7vVkW4p0bbFauiDcT0ajtrc+SZRpWLFR7sUm5GuC55RO/BZHOlJySMjXS8po+YjNCGkY4rFri5WU4NVmsSQOP7Tb74QKbAuWNEjSwlJUKWJjMpIJ0e6pRGmK5jg0mQjrMkNTa6jNryIMKd0HuhOu1Ah3bXZKMRy7/3gT4qdMl0KOm2G4Ce/J4EjPZCRnsCRrjcpxTGmn2VbbCpHutYcqB7RLi7NRon5y9iRXkb0++26N68TZ142ID/f5bmTaOxCiS+edVmfubSwIZEoaY6wa28EPafU5kaWUU/ea4nLSUdJM/Ji4URM6kinRenWxyuO/zmL04tUYXT2+Odx6bp+pyZm+piM+xtRUTQuIduamJUhExgRWS6biXnNg2gOQXM90tmoKsEEbrLBA6fkNX5oV+UaX35ORUykMddFHNjx1BHxoy9tktf0z/5rS6HzS9wvZDaJGodMt30SXJpAwmWNe8MW7aJHyMUJPkmajdLv+LlfO1+ccb7fYN4mMJPpR4oph+sz1iCiMWzDw0S+Xq/RI4RFatxIlyDdh7YIE4hHNAYnaZwXlrN/5WsqrnSCGvelBc8SuOmj4y7d1x7mMYibc8SBCBonR7oxRtEzE9c9NuySQM+WPKNd6HmvP69dN2yrhPSD6YT0QPxXwmqeqmiXuIx0T8AdOR2RkZ5Hs1HdkW7MWbGJRc86fZ2ADXwQlsOtol0yrGddq5OxjsPau8OyEbHdq0Zcef58eS3N8TZjae5H7xEbg4FoF/Q0maRrufa6iqqUXOlHDtL1guse964yrXmmKbXhczKlI50bjTIJSHyH33PPPeIrX/mK+LVf+zXxmte8Rrz61a8OfDCNDx6esQ9vS9makyM90GxQa+5hjXapFtJtGen6YFwPId1lwuSXG7ntktJE4am7dytXUBry2LV3KblX+eZtzZEOEkxMI5uN5u1ItwjSpxNkpJOYTOeOJhO0Qw53imzKpZ1vakpywzvWy88f/eEOJYDaREUSiuF0J6cAfqbMSPcmA7o7zRXVGDJmARK14RWXPZuVODeK/u/O0S7eudajXaI2MnwHXTpHOhZ4dN6woHbJSNcbNsVtVsBxSve/TXTKO9qFqiEqr21MXXf0LMVkPCraxZx0spBeHuA8vOjm5WLDdctUvvDOjUeUsArXjy2nNwl6tqk+zrk2xHWtRCFOeE6q3pCGaXq8SxRwZPVldKRvfni/FBgqjq+FIm/0+zxJrAvAcwYRZabIpuJf0jjxVfVV/Hl2yb91AWMUnS8z2gfPKznfmBLi6N4hJTrj2JG4E7dZPTrYLO74/Eb1PKT+J88/fEAUhZ9d3xo5jzLd9q7QHAvHLcodDpc13jfGLX8OO6bmGnScIWyEHU/bnD0reI6NHK5PJbS/Sej2bKPjJKuBpvzIHAjR9MwgE4YJzeNIPKXvSSJehgnpNOdcf2UlLmfR6vTVRyr2JOJZkcaNTes4/RrJko8uf573XIhaE0ZVS+jxLkmR6xlv+p4lfkTHnC+7iMj43UpIP5ReSJ81O50j3Ww2GshItzy79fiOOP0hU7PRzqholzY159WbcmLeHudIpx5U2ZuNulUn4/o2Nypw/GhTZ9uTlUajZ5xX2aBEE016b9hcqaw/dT3H37ypR076gW0nArEuYf3mRkOjXZJv1tM6H+ebo10YFxLf4cuXL69LiQdTOzCg0OAXtZNvE2mjIkD8UqckzUaDD8RKrIal2Whzk3rgT4zVM9olqtloq/PDnSbat37iIfHjrz4r7v7acxleVz6OiLgmcHppWRTRjnSI8flMOqNcUsoh5eBIl3nV3kBOA7taQFlKetdfuVhc+ZrVgYihMKcy4l3gYiQXGk0Q9K9PmpOOCW6c016PQLHhNxotVkgPqz5QDVEnwhui2lzk+vtS+ZRRzUa9CSoJBkn6CZBjDzrHCc8Z6+ZIb1OCw9H9lclab0gzV2q0DHHvW//vcYsTJllsRuxro0VSU+VY4P7A9UTP1rimauRwwf3vcl8xteGaN6wRC68eEpe+YqX8+9Kz+uW1Sxs0JKohg39Ac/2kBQvP+297Qex+ruJ4p+vG1T2N+3fCodloVD62q5BO4xZEEt+RntyZTfOSx364U35+3g3LMi2eo56beM6lEdJxnA7trCxOzfsZvTAorsGl2asORHEXR7pL/q0LcRuRdC1jIbx/63Fx7EBFvBxYNVs946PESXKyH3qoS87tKBLjsleukv/+2B07clkD0QaOOf7CFRjnck7rSN+9+agq74dD2oaZ+10V7RJwpLcpJ6CtHw2B8SSvsYpYur6Skz5ytE5Cumo26vae6HrEMUcFEJ4xqAYxoXUNnavK17qLl6OekxfOXp3r375e/MLvXSLWXW7Pn3cBsScnIyJn1NwsoYlHj5CLi5Nzz0iPj3axVUuojHpv8ykJ+mZwXuYgPd6Frg2XcUZtchkZ6amE9N6UjnSsj721HaJbzPcEILRTpEiR+fN6FJltE9i8X/XjByDmmqDRp+39uWKeuzjHv5lBj2ubXj/N9WgjY5n33NTfmx/r0lXdYwcxMRHVAbVwpEclFShHujf/UJHAKZqN0jyB5oV0z1LfHIaJI/HT/VOf+pT4/d//fbFt27ak38o0CLrwFNXkwhbtgkmTa7SLLrxaHenev2EiTgMKJkVVpXjegFXPaJfoZqNeuVqMkD60u1V88y8eVYN3mklcWEldWtraYhzpo45CukNGetbXWtWoxSakOzq3ASIPDm4/riYnYU2mLr55pTjvuqXq72EuPQjpO585okQoEiylq9/bFIprMmPi55ZGv6+4aBeItrbs2ax0ODQb1XPyo+JdzPJhTKrpffmN/8KbjY55AhBNMslBQtUyLq5cWsTg2YRJqIsjna4FLO5QsRB1jK97y1lS8CIh6Ov/+0HZBLoolx9tcOL+xEIJf8qsUotjLvD9rc3i5l/ZIF7yjvWqcSlTf+ieaO+jCIwmtchCbBC50vNoNApIbCThhzaCb//s04mvTzz74WaMApVaYVm/5tzBhnTnTlXmLdj8UY70Qfdxd9ezR6WoSYuvc6/1n/15Qufvpb90rrjxXWenyjfGc8Z3pAfPC50nHP+kbvzRBBnpeTUwg7O6J6JqCoLz5of2S1cvnWMaZ1U/iAhB6O6vbhaTY80yhu3mX94gzr9+mTw+VMEh+w1kgMaML//hT8X3Pv1EKpfzfK/6h+4zzJtcgCtx5XnzIzfNzE0WOFH1ClE0mpTRLjGO9LxjyHTRZ2I4/00rF4bh+nZ0pJsuUF1ItzUarVo3JIhCCnOkY5ynuWfceB4FNt2inhMUr5fGja1XvrlEL0aBWI0wIT0QP5azIx1rQppTJonhikI3ntA957LxrebEENIR7dKVfDNQ7w2UlyM9MiM9Yozw5/7NOTnSW2LvVz1SztbQ0xrtkuHcq3UKVSdHbN7CeIDrw2yUuu3JilmLRHTcj3hvR/cNqdz8PkvcE85F1KZGEdCc4qg3xxsw5qam4171w4Ij3Xv/aYR0VHnNXdKT6RnJzBwS3+FvetObxF133SXWrFkjent7xdy5cwMfTONDggjEnrCdUJn/ZtkRbksY7QJBjx6MtvJcs0GnitVopViN5pDGMpOlbjZKkwN0yjZ54s5d4ugTFRcUdozjMl4jX1dOcSlxGemq2iBm0qxnRIe91ixdzl2iXfS4ClfnLJrw7d9+IjZSgya3L3rTOnHBTcvFWVcuqtrlByitxbHDAoK+38/GSzZ5cW0MWddoF5eMdO3fo2IezEoQVREzQln2aPzXGrvJglJryg21lVhHXcsoi3RxpNO5xffBCRx1jCnP941/cJkUOema/d5nnhTf+r+Pic0P7i9EnFDxLl7JOcSSuFgXQGWjZ1+9JLfXwxQDHM2Uk44NHbN8Ng0UHfCm/3l5oKldEhcqhNw4cZBECog4YVm/tv4qJrh3++Z3KlEColYSB+jjd1Tc6HTt53k/mqy+cIGsekoDnjM4HqbIRu8fonTSzXu/2ZdDRrqD29AFjOtRxxsRKHufP+b9vUe+zzghnea3yJK/7q3rpKBB19P6qyvH/vE7dmR67Qd3nJTCPjY1kuZu02YPmgYf2ecW7yLL+72c3DPOmxf5tZ2JHOl+HIDNtEBzXYjAeTrSVWPK8San5sR5k2YjO8yRDte5Dd8R6n6/YH6rz7XyxHekR0W7uPec0dHnGtmjXaLNVSp+TDbhjnCkJ2z2mjYjPg59beTa0FqvzKU1OCp5WlJFu6TNSA9eC4GMdNu6f1a86WwMGzVeNUzeGen6/XpUc6Tj+ME0OFxotIt3jqeiXelq7ayOb3DzbdsTwViXwHvbd0pb/3Tl8vzJgwPUo2+qMm8xnwP63I7GQL9PVauq5k0b7YIqr/ncaJRxpDWNI52Z/tAgTTutYQ4Tmphgg9TM1Ip1pGsDJ8UBkJi5ZG2/9ffggUmvgxbXqvS1uzpDsr5CevykUU0epiq7rbYJ+DP37JV/XnDTMnHhjSvFFz9yr5xM0GLEVeDTmcDryhiXEpddq95/bLRLuEvQ1dWeNdoFQgJdPpiwxQG3Ju3eQ2SOirqgc/Wi158Z+TPJ7UITdSxG9PJeef+dGldN3IqKdgltNgohvQhHuu5GCZlkwplP93xUzIB/3RnNRinaJaIJqMpI9yaHdF4JNOBxXVTQghhis0usAe4BWkDjvMcdY4qceN2HLhY/ve0FKdjteOaI/AC5ihN97eLw7mpHetamX0y5WH72HPHQd7eJHU8fVqJL1kajgBY9r3z/BbJPxM++tVUsO6tSSuyCei7FRIvAQUXzgLDrv6u7PbbhFMq0EesSdKSPSPExzvVHbrXtTx2WYsz5L6k0ai8jpnPbNn71zu2QTv+kjnQssp2E9Jwc6S4b72bG6bwlPU6CEI0LGBtnz/eP2wUvWS771pCzm8aMOYvSLbYhzNE8iMQtuBb9aJfo44jYmj2bB8WR3SdVv5W465REIFneHxMNZIqKSkj37jU6d8j3prkG5li29QJtmGCtkOdYJSOjWpukYDV8YlR0zaptFVSU69vZkY6MdEuzXGBrHBj72k4nf23pMtKHQ5+RE2hqmzB6I08hPc6RDqGR5m629ZUf7ZLCkZ5D9IiJPl92nW/q6yB6rsu1ZGuTaOlM4UhX0S5jmRzp8rXT4Z6yR59gHIkaI9RGTUdejvRWN0e6V627YHmP3KAdKTDaRWaUU9yiJ6SHnfOwZq70zKD5z76tx6o2UGfP65JfT9+7a1NlPdG3YFYuz58iY13MjHQ9Hs13pMdXI4aBzW1uNMq4kniUfec735n0W5gGhDIPaVKP3GATXZwMZKS3hWcvT1q6WNOE/Z0fv0Y54G2iGwYS2dgvwgVSBkd6lPtAdpvuaJHHjt6H+R5oUS/LxpqmZGM4DBb03mkxkmYRkqbhTxpHumuETJQj3Y92ySsj3Z7bCWGFjqdr6RZN7iF6k4tTfn8OzkMqsUXzMhIxQWXCNBJ6/4VBjSKTRLvYXA6UG44FfTHNRv3z29IWfvxbIaQ7OdLRbNTPPsc1GZ2RHnSkJxFGzGPs6hAy3d0ux5ieHbQxQ5FBm+7fJ5796T652UHXpIsT3pVu77Vhge9a4cA0FgOr+uS4jcURbebAxZMH9FyliKsLblyeyJGF8QP3NY3l9HykBaAu7qlYlxA3OtEZ0dgaoPHabK1qCKIWVdyRoBrnDn78zoobfdX58yNfT70xN+ysDkw0HE3oSEf1j75JGkZ7V/KoChsuUXAkhGD+SMxb1m0I6XaBDBsJzW1TgSpDitQhVx85u+m8X//WSnPxpKjjO1VZ7CMKy282Gj+3gJB+aPeQOMvhd8KNThtbcS5ZPVqGBEacVxVjMiXEoDdmynGwCU3fqucrmLPTOGVzn6YF1V1DR0eksDdnILcfHQs9lzB3cs1IR1yAno/vO9JdhHS3+4U2IXFvJHltSYDATM9pGkNsc2GXuMt4Ib2t0GajfiWN/TVmiXZJ0rw+lSPdUaDXhXRsHNOcs6mpIlQmAYaKpNEu5vqQ5ge0xqHx1TY/wDVPx5DOne1rVEV8e14Z6ZZoF8+1TeMBvVbSKU4dq7x32rwkIV1vqg5ocwmO9CzRLvSMo/NH16ncpKykgYZvVHjHSX9myE3+KSHmL+9R17P82c1NYs7ibnFwxwllBrJVT6sKslo70tFo1BI5qDZ0T46pzVsa53F9uVQjhnFkjyekc6NRxhGnO/z48eOBz6M+kvDxj39cXHbZZTIiZuHCheI1r3mNePbZZyO/5wtf+IJ8uOgfnZ35iz0znbjMQ0wiZQyMJkbqGcWuO7T0M8JcX/Sw1zswRwrp3kMUgn3ZHOmBbuSWwZfyaon2/srOM00CsTMf5aqLIq/ccb+JbHRGelwsCybGNPnG9VDdbDTfjHRTLHbNETdB9AEtXqMy0pOAnHRzAREWSxOHa/Z7VLQLShdpMubiMEyK3gCrpbXFofGg/Zqj6wcRSWa0CyaGBBqh6eB9QQBK40g3F3nujnRDSE/g+ifHyBU/v1q8/U+vEq//8KXitR+6OHODSB1s5rAjfXpDY+7SM/0qMJvrJ6/fk+jrjQ3bJ+/aJe74/DPigf/amigfnUDef5QrCXmxelMpWphjIRonoNDz57mf7ZOfX3jTClFmzA07m+jdmzLaBc5Bl83EvBxuyIWNusZoDNGvESyOzedcmJDe0lk99lx403L557MP7Kuaw7iiO1x1USqJyxmxNWgeG8d2Lx89LtbFnNvQhhQMB/qcdOhYdbRLVGP3PN3oAJV3tub1RaKuXYoESTBHojmDXLt4GxE4hpFCujdfchWy9Ndm6w+TB3RfYQ0WVr3iYi6yoRtKsjvSvWajoUJ6dJNk1Xj6aKU6KQlpo23cHemOQrpmmkGUmV5lk4Su1NEu1SYp3De6sQ7o646wccJ3pLcU5kinjSjELsmKHm9cpOcdxhVbfIheAZHFkY7fRURFu6h1flW0y7g11sV03AObkN5eQkc6xkfqUzGqRXhiLaRrRkmgZywy8FlIZ1xxesLPmTNHHDhQcU329/fLv5sf+Pck/PjHPxbvf//7xf333y9++MMfirGxMfGyl71MDA1FZ/7Nnj1b7N27V31s37490e9lsj+80UjGLKtyiXZJukOrl+lE5RKqZqNjyUvWsmJGTIShMiYt7pKdGz2n87yJRA3T3LLpska7QNQMifpx/D3ksofuZ+4W595sNOQaxqZEUrcLog/wOuMagrkw4OWkm4splZFucXjlIaRHRbsUGeuS1JEeVt1ivnYsFjCpxkSfHCS2jZm2Ahzprgsb/ftoQphkIQ5I2BhYNVuWZ+aJn5FuNBtlR/q0zUnPKx89D5Qj3XvG7ttSWUztfSHY3HHwgIMjPcaVtOf5QflhRrvo8S4koERBgjM9h0jgWLQmxC5WEmTOtzZvsom1cKydSBDtQgITIshcnmX4vVkdbuPoyxIzX4ALmOYdEA5UZVyokO7lCFviDyiGkJ71dN6RdZ0U3fGvi1K+Iz3+ONLzn9i/7Xhozx0gy/u3HFONRuPQrxOzgsqc99D/h5kWiGFUABbQO0A1P0wo7GVFnSeqmE0QuUhCj8pJ3zvkO9Ijmo1CyEJz0zhwXyV9bekbjg5nMhdFNxttz8eRHhLtMuY9t8KEdJwXckUndbfm4ZiOEtJdmttXvs435UAkTCuk49zQOiPJxoLa9NSe1biubRuhZM5TVaMh40Q+jvTojHRCv1+PH/aPn+p5ZhFr9QqILBnp+nm2VftUxZwZjnQaW3Y+gwbT80LfG9bDtmNQj4x0ur5g6FpgmZvqQjnGHH39pc7NqXHVm88FRPjQ5kmRvW6Y6YXTk/hHP/qRaiRKn+flgPv+979f5TYnZ/rDDz8sXvziF4d+H/3+RYsW5fIaGDtxQh7ELbO8LCoCBK6ApDu0+oIYO4yqxLQk0S5waseV26mdYmPwpYXQrmcrjvSO+eMBVx255tKUKCVximd2pDuK4KgwIMcwDZa6eGw2TClMSHeMPzExxaY8BloqD6Trlq7ZgCNdTZ4mUka7xGWkQ7AKd6QXEetC6JO1aDehdz/H5PLTcATnESbVECfCHJIqI324kiGI+yvK4WpiLvJcFzb6uTFzi+sN3GBmtItrs1GmcVi23jc+2Mpn64H/XJoMlNmSYKmXeCdxpJuuJGpO9cjt26XLnT6n8ual6/qrnIj0O+Mc6XgdfQu7UvUwqTW0ORo1h1LiWAJHOp0rOo5Jm41md6S7zTnmL+sWLzxC52iWmp+iH0kaRzrNYWhxv/vZo7JhtEs+efXP94+vLgLjmLjMLWiDQEYFDk+Io3uHIh10O546LONtKPfVZVzXhfyqRm/dbUqQk3/vaVNVX1HRLp05RkdVR01kiwlKCuIc0lQl0mYOVTWS4xLnu7u/PX7jyfF+SZPdnrbhKDXkjXOkJ3UM63MNxHMV7kgPiXah8YY2a+gepfeZZM2gNhJyrArQn3Wu1QZqHUQNur3xrHdelziWvH+qmruS4zos0sd1fYhxIEwPIKGd1j+2cYJEfNc1t2sGeZgRZu7iHmlyo/kAriM6fhg/bdEuiHUJc9yn0mIiHelBIxtiYWl8ovdG523AIkjrjnRbPnrw+VO7Z+yB7SfU/M62Oa8y0k+OqY0Wff2lb/bS9eN63+JZpkf9MUwcTiPtddddJ7Zu3SpWrVolrr/+elEUx45VHBMQ7cM4efKkWLlypZicnBQXX3yx+LM/+zNx7rnnWr92ZGREfoCk8TMzlTghbyxkN1gJrp5jXQeugKQ7tMrFLaNdwhcaZW82qj/gzcGXynMp7oWEv/a+yWoxILWQnpMjvS0mIz1Bo1Aa1CpC+lgqMT67kO65bBMu7MwSszzyJ+maXXVhJXN1wYpeS4a3u9hA7xMujTjhE5N72+RMOdJrIaRHnOu4xoP6tY3NXT/aZTQ01kU/vjThRXMZEpGSTMqro10cM9K1SV1Rxzgt3SHRLlmzSpnyQW4kcrXSOR4oi5CujTP0AaGaFu7kFoJoqRzpEUJ6p6XZKG1Yf/fTT6iYi3WXD4jrfvGsqvFROdLjhHQHZ3yZoOcNZaKGjV+9cKQfCW8iaKIcg01u7kBVKp7R4WY2sAvjjPMXiAe/u02suXiB+re4ZqNRjnRi4IzeipC+/YQ499pkr5uua33ug81v3XXsIoLSxg1tgNHrILd5lJBOzVFdY10IGgfp59P9Yj779YgWep3o/RMX7YK5bJ50zfaiXerkSO9MIVbTxp1egUpzlqgNqKTNeSE8FhHLF9ZwNNJslXDtQRteNA8hsTJrpr5aE4Y40uOiXYjeOR1SSKdnoj5Hd+5PldN6xhRlnR3pqleUn5EuHem70o3PdF3RM5/m2K5Cuu1Zjes6TGim8YkisGy9AWjejs3bLBsVNL7R+6F7JuwamLO4MrbT/AO93GbP0xzplteHyC9p8sm4wR4Xs2t1pHs6A4oGqArJVp2CZxHMAJE9TQp2pFOM346nK+MUnP9hkYMqI/3UmN/nQFt/UeoBXV+VZqtjzkK6a0U3w+g4j7Rr1qyR4vUNN9wgXvKSl0hBfdmyZSIvSBT/7d/+bXHNNdeIDRs2hH7dWWedJT73uc+J888/Xwrvf/mXfymuvvpq8fTTT1tfD+Ww//Ef/3Fur3OmEB/tYnektzk40pNGu/hi8mhkRnpzDYR0Wly+8MhBKUDoIpirYN0RMvgiH33JmX1ionnQEu2SbqGgxOmMLm//vIY50r3SPYdJMxZmZsOa/JuN+tewLgqohV1CcZAmdjTZOHbgdG7RLsTL3nOuPK76vYRJcpKMdBxPmqzGCcJtdYx2IRGDFhc0QYyaZJqNB02wWRdoduzoSNcXIeTaIOYmiHWxxZ2kyUgv6hjnFe3CjvTpCz0PX/ehi+Vqryxuaj8ablIuXPXqcdpsJiGdNpXRYyRs8RfoxzFUKe+lecfuTUeliE7PyBe/eZ04++rFVrGY3JZErCPdi4TqH2gMB5M+Z7E5vQJNBIfcGpxDSKfnn0uUhMp8PjXuLNa7iAdhzF/WI371b64LvDZdSLe9BuVI75qMrE5DjmsSTAdvwJGOagHHTfpFqz0h/YVj4txrl1q/hkQdCBS2nFwbdDxIjCHB3+ZIB/i/KLEHJpBCol1SNj/MijpPaRzpXpwCVREQVJUZdQ+oCg7HvN+R08muobSgeiUs/ipts02am77tT6/KZUyC8BnqSFfRLi2RGwa0YRa3qWqCNWEWx7SJLsq7Nre3NRtNK6Tj2UnPfHp2ukYh2kxSiFPDWJskUkTXJdDvKS00Bx85dTJ0Lo5oMHKkY45Prx33ly2HGxpE1lgXfSMkylRlVmeZ937YBiptCNCci+5VWz565WcVn5FOY9RPvr5ZbY6AJVofH6u5kpqNhmhR9DX0mpOYENFrg3tCMUlwVoIo0uWuu+6SH//6r/8qRkdHxerVq6WoTuI6fQwMpG+bTlnpTz31lLjnnnsiv+6qq66SH4BE9LPPPlv8wz/8g/jYxz5W9fUf+chHxAc/+MGAI3358kqzICac9hghPawje1i0i+xirRzpaaNdxqObjdZASN/x9BHxg396Sg5Mr3j/BdXugzhHesjgC3fK0rPmiB1DfuY/ymFTO9JzEqcRtxLqSE/gJocTvNqRnnOzUQysU5XXB/E4y64zLaAhpOfRbFTvzG67/0YjyvlM/MgayqGPvseiehmoaJeiMtI7W8XrfvcSeZ6jXqerI12fSOMc434JWyDRIo0EeNoQ3L+1Iob0J2g0ao92cc1IbyutIx3RLvTcpwWMv+nEE8vpSNJN7aLB+EGlyod3VypFwMGdJ8XZmgucRN8ot6NcANLjZapSAUYCAKpPaPw+55olod/rmpGO10IuykZAf6bbXM/0zKXnE40lJ44OOwrp8WKUDn4vuZ3pOeO6AWmCeZ7LnMO8zvHsDoso8KNd7E5WRCEd2T0kx6ck8ys6rjp6o8yksRxoVr7PG8NsHNx+Qrr26FwmiXCiY0LXwaxIIb0tWOE1MSVFHX0O50e7FNBsVDnS848doDWLfP+WTWQV7ZLCkW42+IvKR6/8jmSOUGwy1iLaJayfwtRkJUKLaDP6aLmQl5kGa0LakKXnjSnOq0aFEe79bm9zMcx5HwbWzlmrgTM3G/XWEvT68XzJMrene35wf7IqEN/Q5b/my1+5SvZpWXb2nMQCLvQHiu7JOod5+fvOk897s08KmOs50mkj5dCuE+r4wUhFIrQ5BiDaJWusi2uzUTMWVb/36Rjp/XB0aHOZNgrITBRW3YcNjaw9TaKgdRieF9e/9Sz5uuj3nnGBfeMXjvtK9A/WesF7mMYbaq6bRDvR19AM44rzSEsOdMS6DA8Pi/vuu08J61/84hdlo9D169dLZ3hSPvCBD4hvf/vb4u67707scm9raxMXXXSReP75563/39HRIT+YfBtcqF1AYzA3M05tXayTDi6qRHtoVHOCtIY3G9XyyfIGDqQTR4KTR3dHOtwl44FJAZqpLVvfL3Y8LPKPdskoTisHs3FewUTCaBfTRUSDKCYfuUW7aOeCnFK+kJ5+sKRSs80P7pefF9mMxHd4uU9elHvYQfSMiuopOiOdcCmRjXOk2+45s/lxVPkrbVbQBA6O9CSNRk1xmRY4ru4TfWFOjpAyQZN2OFSOkJBJt2RTMWX5DBO+eTYpDu+uODYh7JIj3TUfPVDeO1RxJdF9B3E+KgYjEFsQm5Fe2VSdk6C3QnmEdPs9Tc99Ot6Uk+6S/60c6Y5REvR8QWwIfW9qId0x2sUGfQ9Kv6n6Rh/LSUDFebdlpGMTx78uTypB2wUzfx6OdPq9EEvdHel96p6ga9wmVmNTgK7RJC5fvIaoaBfMNXQjAK0NAkL6ySKF9OKajT7yg+3i/tu2iFt+dYNYc9HCkGiXtlSvmY4Fjku8kJ5MyFLXUI2iXWxO7SltWpmnkJzWkQ5XerPxWvxYiPBjhSodc80XB+atuTYb1R3pIbGFJrg30UiRKimzuOT1hqOuTHhz9cBGQFerWLkhPGrKF9LHnKNl0zB7Xpf8CH8dbfIepescJipy9MsKLC9fncaR1r4WiyM9e1WFS0a62qhAtEuXbyJYum5O5PX9otevFVufOCRWhYjW7TVwpKO6mMansMoqHX18xHrV3FhSOkOCan6OdmHSkEqx6uzslE70//k//6eMTfnN3/xN0dPTIzZt2pTo59DEkUT0b37zm9LxThnsSZmYmBBPPvmkWLx4ceLvZRyEvJGkGen27wt2sU7qSG/VHOkRGenKzVacI53Ku/TyyaSTJlWSpE0O9j4/KEVkmrCZpep+tEs6IV2VfGUsf4tyMIc5DmKjXbT3NK5fHzkJ6bSrbcsCT5uRTuiOriIdP+0pol1OJZgE+A2IgvcKOSvgNKl37IhfBREmpFdv3phOpqiGTBB+hrwYkzkJHekQneXnju4g87qr9zE2oQoBNOKDe5dE9LI5l5npCZ79dG9D9F53eaWxPAmWtOF6FEK6gwsc99rwUOUeP+QopOuOdJqn2qCxEO7iJE2KSxPtEjJ+oQGyq3AEs4WrcCdzaXNYnCsXXsr5gop3MQQhek2ILmwNcaTTe0gb74LjimsMv5/GerjybEaRsPkkrr19Wys9pkzQOBrVRq6cfc1iaRxYcc682GgXGh9wHkzzTVQVaVZ8U0b+jnSKzJF/PudHLVZl2aeM99Nd6ehLEisoDlWikOJAU9KiHenKqe31U9CZmmhSwlge8RZp0TPWbTnpfixVVLSLW7+M0KrtFI78PB3pWAPBqNQX4rx2BZtn6Rzp7sdCRYBZNpCKiM1xiWMCJLxL13RIhblffZ+fIz2sX51tUxmObpe+GIvX9ourX7c2tAokKmInL5I25qXnCp5vENJN09SskAjZKFhIZ9KQ6C6nOBdyjZN4TlEu/f394n3ve584evSo+Nu//VvZkDRpnMuXv/xl8dWvflX09vaKffv2yY/Tpyu7fsQ73vEOGc8C/uRP/kTcfvvtYsuWLeKRRx4Rb3vb28T27dvFe9/73kS/m3EU2kIe3mEPPnyfLPH0Gm5UdbFOKMr48SajdY92wa4+JqvJm40it3WsKtZl2dlzq6IuujIK6WlzCk1aXTPSUzrS9c2PPJvz2Mri0makEwtX9MqFD4muRU7i0jQb9ScBbak3Rqi5D/6/SMe9C3HRLrZ4qaqeDRGLDXMhktSRrl/Lrosa3CPkyKfzVEYBDgt7iI48qWRqhR4Nh42ctZcslPcMPcOpVPeYoyOdwDOMnvk0Hzm6b0jlZkdBjjOaT9B8A805Tei1kOOLFnRFuG2LgOKryJE4f3lP6CIfDUdN53QYWGC7Nr9L00Ax0iSQUqzwc9JHrA5uEkmbIh7raIR2YJv9+ggDERH4fghSMFfQeUkyB6KcdIJy0m3g56P/hSsUffSGj1xW5Zi2RbtEOSeHa9BslH5nkrmSC6g2wfNGBy7ZtDnkujAX50jHhj9VcITNv+2vrWhHutdPYazST0Fn0rsEshp4cnWka+tRgIrPqGqauKaqYajNuKIc6QmjXcDsBdnMG10pqkCU0JvgWR212VpEbI7rxheNC7hebBXmugahX39pUf2yIhzptv5iJJDTvMSspkmKqojxepoUgb+WS7DR4o1D6Oll3g9YtySJ/cKGLCLDGMYF55GWHOgPPPCAdI1fd9114ld/9VelAJ7FCf7pT39a/onIGPD5z39evOtd75Kf79ixQzQ3+zcXifa//Mu/LAX3OXPmiEsuuUTGzJxzzjmpXwcTJeQldaRrDoDRSdHS1RzsYt2cvLGZLiaP1FFIp/eAsnI6LnrmnqtgjVw1OOuJXZsqjUaXr58TuYmQFHI3JckRjQLnlX6eLWvQbHYShd4oBOD40c/N0/1Kk8jT2vVKrxMOhzQCIZ3ft37sKlk1l7ZJWrJopQQZ6d6EwaUxZFgvA7/RaFeh78+F+GiX6nvOvP+ixB39/2iymGZjha4hckQkEZGIX/jdS+TzJG2sQZHg+iEHsP53hikajDOUuyuFiCYh5i3rEfOWdMuGbwd3ntByyeOddbinaayhsZs29GnBFRdbRffl6gvni80PHRAb79ur3Mdh+ej1fla6QvO1t38supEfmgiaWd5hwGzR0eUuaqjc1QyOdDW3SSmmKCHdq0gCEMwgFMZVpyV1pGODgq6prY8fkot3mqvp+ehJrieKd9n0032hjvRTKR3pYehzb31skHOtE2NVcxYYF4rYbKLf2dQyJR3QZCTIazzVq01wn+tAOOvMw5EeI6TL99jcpK6ROAMHNqfaPUdvUZBoh3ijk4PBfgpwpLs6TIsC601as+hmrjTRLhT3ROfApaFysIdPMc1G2xNGu4CwLHBXlEDpWAVC4muSimWnjPSQBpNFoW986TEw9Cw8Jk5XOdLzbDaqNigjNgptRrafe995ld5gGY+RuZFXxDHHplOSe6VzVqugkfd4XLQLO9KZgnGeBfzkJz+RojkJ6iR8k5g+b150yUgcLrtblMGu89d//dfygykW5K+Njdgf3uNeppX5UJUDh5fNRbuMeAirgSXFDi0m7uQUwiVjz0gvVkg/tv90IOudBFl6bTTA+Iu66IHTLAWjslsIVsvWVzcEyZKRrueZZ41L0Xe6aYJoTjyTNBtVu/iaGy3vRqPVjvTxwKJOL31L/DNr4IKIi1bKGu2C69SMdqlFPnpaR3qlYXF0s1Hz/oua9OkTL6owSCOGQUhI4kjHdZ73tZ4XiHaRGek8qWRqiOrd4D33KL6FnrfzV/RWhPQdJKSfdo5iUtFoJ8b8fPQl3U5iyNlXL5FCOvXEuOYX1laJAH5WezZhotbELYR70jrSu2rrSFfRLinFCuWsNBbacKSTwBk1k8TmCkUNkRvaVcRFtAsc6STOkRtd9f9J6CRGTvr+bSek69Y0IviO9JyEdE0w1ccG3znpn1Mp/hbYbJTG7Ob2KTFxukk6D/sW5PNzUW0iPKEmrIFqLRzp9B7pmqA1ALnN4zZ4kjaszQK99ko/hRExf1lvtZBex3x0vdni5Ki/RtNBFUPU/E2en6ZKVTWtH1zvI8yt83Tl67GoaR3pfQsyRrskzEjXNzCSzHmjxggVpVorIV3b+NL7GqlGwEaOu2o22lJ8tAuti2wRrjTHyeP4JN3Iq1XlfKehjZg9A1Ct5Hqd0jHEs5PXPEwSnO/ywcFB8Y//+I9i1qxZ4s///M/FkiVLxHnnnSczzm+99VZx8ODBRL+YafSMdG/xZOS/0aTP5nbN0sUaD0zkR9JgYcvzKrrZKGJdAJzN+vuMd6T70S70fl545KAqz7VN0PDeaRBNukGgR2JkjnbRJkC2DHoMhC0hOWtxXcDzynI3QUY2rmM/H73N2VlSD+A2SRft4pCRjnt0JMyRXgIh3XCkb7pvn9hze6/Y9sThwL8Hol2M6zxqgaQLH2liXXTHaxmd5WnBcwhCFTvSmVphbsTOW1q5L9H0ctsTh+RYQSXTLpt9+kb04V1DTvnoYNn6OdKdTYurLY9Xz28HE2S1NxK9STPS0dwwwTMQbtlSZKQbjnRkIffECJz0/dK9PyXEwe1u8S6ykak3xlJFBcQiqibzBdC2xCIPjXM0lqNBb+D9eO+v29sgzYpuYtHnGmqupQk+JILB/FJUVFxLx5Q1oicLuLclU56wroFzldqRrgvpDuclSU5xLYX0sKbMaDZaC9NJHNho001QSRolU846nhVJ4l2KyPFuaW3JHu2SNSNdRWKNJl+HJhHSu8oZ7dKrHT9bhblegZ9Ls1HLelmHjHx4xhbRj0Bu5KnnT/69KPRoF1NPisIcJ9uNiriklRNoSqrnrzOMC85XbXd3t7jlllvEJz7xCRnxcujQIfF//s//kcI6/bls2TKxYcMG1x/HlBxMikOjXSJ2EOEQ1SMZsnSxpoe4bhYNm5AX7Ug3hXQM8Pr7jMvrxAOaBr7RkQnx/MP75d/XXLww/L17gm9SV7qKS2lNHqdjQq8BC1YMejoT3mTJRQhvt0yQsrrLXDPSMVimifGoy0ZWkmgXb8LglpEeEu2iHOn5LLpzcad619ZzPzsg/1RCuuWaq4p2iSh/1UV2yg5OQ5qM9LJjNj8r+73CTB/M8QOiN4T0o/u8OJUFXU5ur85uzz03NCoO73FrNKqPeWdfVYku3Hjv3tAM5TL2OcgCol0oEkTvcxOGcnWmcaQbTr4kJImTs4HMcFMQgtDd3R+/gTjgudL3h8S73HvrZvHDzz8txQ44mTHX6envDDQ8VQJoQnGWrtOBVV5O+pbqeBflSC8g2kUfGzBn0dcMyi3Y2VJY08nmjknrhkgWzDgXXVin6+64J6xTBF4aqAnyuisGxIpz5wYcri45xYCuqe9++glxz9c3B74WYnvaisskqNgTo3rFd6TXv+oOOdV2R7on4MXM37CphmoVF4oQe1va/HWcq3mjypGeU7QLZaS7pArgeUdr+CSZ4WFub/kzUwivWaCxDdd6wJFu6XmWd7RLpzoOdiGdInSL6C9my6vPEsUWhd9jLrkjPSzqCE1xXR3p+vq5UaL6mHKQ+q4jYX3u3Lnyg7LKW1tbxcaNG/N9dUzdUGWaIY7YqIwyPAx1wTVLF2sZw6FN3vXPdSD0Fiak7zGEdMORTpPGOJczHRsMdlRqvtdrEBUmpNPPw6530oaj6nU5uMRd8BtUWhzpSaJdvAk+XUNoAOQ70lsKbZrrD5bldtlikkwTfdcGL0kc6epcGtUFpXKka9cbXctw/eE+tDU8NifWUQK3HkWQ1pE+4OXkUo7zdMFsSseOdKZWmM9/iN7kTNfHVsolT1r+e9hrXprkXl3vCem7nj0qjh86bRXbppuQTgtQ2nynYQfu7Ch8V2fyjPS00S40b0CFYmZHuhnt4r3n7pgIDWJBRMNRmt88dsdO8dwD+8X+rccDzbzpd9Pr1kUpNBuFcJIm3sXMSafjhHlBXs9xmlPRNU+Cg14V4sdBakL6UHGNRkFLu+dIT5CFm8iRbgjrZKghEZs2POJiVqJ46bvPFT//Gxc6VUbaNp4G952SGfuP//fOwJonayPUVEK6ITBPebd1raI3UjvSVbRLtCjd413nyRzpXvxInkK6tn52Pbb0PRCw6ZmTdUNNr1h0iZ5UjUbbmhMJlGrzyDJGhPVoKxKqUKOIHzxrkdNNDBsCs1+Bn4MjXUXcjBUe4VrUeF3EppNpqAxrNkpjkK3RcGg0Kq93mIQ433WTk5PiZz/7mXSfv/zlLxf9/f3i6quvFn//938vFi1aJP7u7/5ObNmyJenvZ0qKanARMlBGla35btfJ3LpY6xPxOEf6pCV6JFdHuvcWsDvrd5x2GwSwEfDMPXtk2SgNzFFl6nENR0lo3fP8oBJB04jbLqg4EIsjXcVsOIj2unMNjpDiM9Kro10a4f6TDWNDrmc651io0tdhowU78VHYNrt0R7reUKcMQvq+rcfVQohcqTQxQlVMW2SzUfeM9DSsvnCBeNefXyMuvnmlmC6YC62ybzox0znapUfd1/o96ipewzFLueoQe1wd6SiDlwvoKSE23b9P/Ts9d+G2zZo5WzZI2PNz0pMI6a01c7jlIR6ENxv1ol0cRFI0HD24o9qRfvywv/Gyc2OloTzmaPjZqvz8uOZIT1FWroT0LcHXIecEUxU3aF7PcRLD3vgHl4m3/slVwVg1tWYYr240WlCsSzDaJU8h3evD4EU66MI6NTxGlUytnIsqCkkTslSUjbbhRWuB0bpEuwTXHpOTJcpID3Gk07wagmfcsytswyAKtS7MM9pFbzaaoAoS6yAaz7Jes/Sz8J5c7rkka8OwymXTTFTEsY3jhrefLd71iWvEghW98Y50Fe2SfT0b1XTVdL8X9TyKew1Z8Ted3I+XGatlrvWkicLr12dG79jgRqNMWpyvWhLOr7rqKvE3f/M3sskoNfx87rnnxI4dO8QXv/hF8a53vUusXDl9xISZDgZeesChLNV1B1FFu2gi/GTGgUUv4wnLJSwy2oV+5jFvMo28NOwQ+1nNbu8Nr//5hytRFWsvsbvRAURfmyOdHBV3fmGj+OZfPiLLPAOvOefccdsGCVBCuMPvovOE1+TnzOcr+odHuzSGI13foLLFK5GITuf8h597Rv6d3Gxw6HU6RHHg59NCAvcm/Qk3XpmajVJs0J7Ng4HrmjJL8XzRr29aNOkOL7PcTwcuJHKNuJRXh0EZp9OpFNB0LrIjnakVulBAzyj9vpy/3BfA+xd2JZo3IIqBYkuSRh6cfXXFlb7pvr3qGQuHKjWim079EQCivczNeRsYn5IcBzj50jrc9Dle2jklNgxpAY05rp5hHtcEkljoiSrHDw2r2Dhw4pB/7HZtOhJwtGJ8tUa7pBBAEe1C17keAYhNAprvZI3306F707yPbHGQeC1FNBoFzRDSC4h2OeO8eYG/E9TwmJjvxU3VApuQhex7/bqieS40R2xW1SbaJcSRXoJoF9+RHly36P2HYhsw93cmFtL1SuW83wuNk0kaWeL99c3PZ14/y1tjUCVNHEroTbi2wzVPBhpzzTleB0c6PT/NfgbYIIShqYhmozgOVFVtc1bjOivKjS5fQ0xOe1bSbIyYm7Pm/IPOl9JOHKqVqE8JwVGWTFKc77y/+Iu/kNEtu3fvFl/+8pfFe97zHrFmzZrEv5BpDPTdPZsrPWm0y0TGgUV/aIY70otrNkoTaVps0XGBo83PSE82qKPkEkL3mosXJOpODQ7tOilu/cRD4tkH9lkns2lyx6LAQK03j0mbV2rmpGOylbuQblRW+LvO5R4sSQzGpEJ3eAHEm+x45rAYOjaiJgFUbkzNkeLQJ/eYpJKITkIRCctlEE9xLZDzfM/mo1XXvi26iARtffHm4kinZoF5THinCyS66PsCZbgWmJkB3b8YZ8w4F+SkJ3KkGwLe/ARudL3qhMYrEpV3PFMRRLGp3j8wvdzooHeOe5QBRIQ0jvS0DjfMN2jjNK1ALK+Npkq/Gsyt6PXA7e4ipNNcDtfiAaPhqO5I37/luBTu0MAVURGzZvuCVJZIDvoeiJqDB33Rl+YGeeajJ5lr1UpIz9uRrlebnHHe/CpH+iHlSO+pq5Cuv19cV/h/msMVlZcc1mxUdw1PwZFegmgXzO3MdSGEdFrDxj1D0DciUbRLAWIvhPSkPXmUIz2n6qmwWCwb/jy9OfFrxvhvjhOqR1udry9oEebry9ITLrKC+7Rl7V3Q2jnwGjJufBdxr5gRv7Z7Qq/4ioMd6UxanO+8X/3VXxXr1q1L/YuYxkLmqnmDmK3hYdpol7QDiz4RD8tIby7QkQ7hktzoalJruqkdBwF9I2Dxmj41GY0V0rVdbxIWb/3zh2TMhdqxNjY88nZ525rIVv+ullQ73Pj+4qNdGsORHnB4WSZPalNlSogtjx70c1Ad35eckHu3Ija84MSj69Elt7NocC3RNYKS9fY546q/gN/wOHjN2MrNbSw+s1/GMsBxymhODu06aoR7hZk+4H42I1jmpxDSEYsGksS6+K+nRT0jHvivLXKz8SiEdMes9kYDQi8EujCO7hsSxw6cluMFKvVc6PCiKtI63FRz8gzzBRLYsNGChTaEMppzuc6bcE0dNZrRH/di0ggyYex+blCNsXCkq4U+OdK9+V3SZqOAYhv06gv9fZl9L4qg3dJXaXhotPBol+b2SWd3rAt6tQmqYGjeSBsddB5pE79ujnQ92sXbJNErR1RVQ1drTark0ISTNrb09cmUN2UtQ7SLb7AyHOnevNpFlFYbBo6OdNpU8Oen+R0DPJOSZs/r0S55oHo7eOupKMZTOtLp+lXZ3EbDUZiLaulIt4Fn9XCBzUbJGIXzZ8tJL2rtbF2vFxztki0jvXrchGHOyZGecA3NMIBteIwV6ey0ZB66ONJ9wVWLdvHcAKmjXZwc6QUK6Xs1Id0YVJKW8OkLpTUxsS5El/d+9UnLU3fvkZPXpWf1i9d/+FL1vpHNltdi075BYtlYGUt2DJRSdFcBAABfJ0lEQVQj3VsY+LvqeTcbDS7u/Iz08g+WOEa2+0+vTqCIINUoxXESQPe3ueHl56PXP9ZFv5bIDUbXemdPq5i1CEL6UGjFhX4NRsUNUA782z52lbjwphUFvYPGBQ5GWsDnsRhgGFcwBpiiN8Vo0PVIrjrXKgkSSfS+LGmbAlMPBJrrUKzD848cUBnK063RaHVkQ7QDc+N9e+WfKzfMS1S5YmuemISkFXCxzkovbzpJPjpAVQLl8NuiXTAe7dp4xM9I9xyu+P0VRzqiXdKJzrO92Aa9KS7iTrpr4Ug3Grvr85SuGjnSXRuzRwH3OZ1Xmj/g2NH5PXbglJwv0Tmt5b1vE7J0lyXu09HTtWs0SlQa5rZVVcROTTSVQugk8Pw3m42qRqMOlTR4HlAWPeK9oqDfha9r68hv/kRNtml/ZO6SZOPY3CWVTU69UWYW0JDRxek7kcHQZdtAIsZHJnM/tmlAY+iqaBfvWoO5r8iM8rzGQqffX3C0S5LzWZWRbtGikmz4JF1DMwyYfuGOTG7Qg4ke3LaM5qiMdGu0iyfwpu1iHcxIr72QfhSO9CXdKk/Td6Qni1DB4EuO4DUXOQjp6D6tZXBC2L/gJctFryZ8UolUy6xgBEtek9mwjHRavCQV7c2JQVE5bxhcaRG0+aH9aiFb9mgX/bXb7j89j5Xy0het6Uv8vmjDi64XHHscmzLko9vuJ3qPQ53HlSMdeYXm9a1PqJI6dxihORhPcqwLU3PomiPBYuHKSu4zIMHjFz96pXQYurot6eto7gBBMY0jHa/pwpeuEA9+e6t44D+3qAXydBXSMQZERRnQnA4NWJNW9ZjRbknJy/FH55U2ZeFm9oV09zFwjncNDO43HekVQXvtpQMyX58ajmIsV450LSIBERTIj08Kmt4e07LZ4VquxXMcxptRrTKyls1G6ZqgCoesIvKgUW1C9zjlkdO/N3mXGz1H8sycjwPvSd940jPSUTmCpnq1aDQK6F4hoYriXdCI0XekN5co2sXMSPfWRw69HeRmSlNFIKV71czKNtGrg/N0pNM9/o4/uybxxtT1b1svLnvlKmkeyQO4dl2qQLA2THMccB2bTuh6NBu1gecabR7SeIhYTTU+aZv4WZDj5dER63iZ1vGf7PfbI2zyIk0MrT6m0HPG9jzWK77i8KvVy68NMOWi/qMcU1raLKWaBO20qy7LtmgXrVEpmFQDS7pLrsul2ag3kGCHtnBHuiekqxI+x4EMzSArsS4dzpsIWJSQkD+4z2t8uqS7EsPjDdj6BC7vki9MivUNElVt4Jk0XI+BeQyLynnDgp2chLd/9mm/+VYDCIQoObVFKwXy8qeE2HjvnsS76eaGF0rR9Y2ZemIuwpas7RNtvZ7of3hYuQijol2SZkkyFeDCY3cGU2tufOfZ4mXvOVc1UNQhQTCpUIa5A42Trk1KbVx403K5yKJGx4jxmMnRLjuePiKFFDomK72mjIkFktPjTg5Pk7yq7RB5QmK6vnGQxJHep4R0w5Hujadyk6GJYnBOyQ2iys/vNASpSnRINkd6RLRLjPCXB2jsHXCke05NM2IpT5pafBHfNSddr9w0MatN/PN7ShzacbKqX0MtsGUUBxzp3nWL+XTShsp5V68oR3pHeaJdqhzp3rFymSPqMVAuMRFYe5G4l3dFHx3vpM89WnfnJaKHxY2GMeEZutI8q/0N1zF7pnadry+9oe+It4mlr2dr4kjPOcI16vej4iVvooyZYVC1EPwUYZXHqimucc/SnAOGyKpolwbQBphywUI6Ey/kmdnbmlBtcxzg3/QIkImMpU71bDZKwjzKdkm4Nt1USXdT11+5WJx1xSJx7RvXpZq00EKJBmoaODE5sjV6yrvZKAZqM9pFbz7qGs1iRrvknecOVpwzV5x52YBYuq5ffZAgAvdWI2xkoQRVB5sqy9bPCeymJ5kEhEW7lMWRbk68F63tE81tlF1aeY/HVem8Ge3Sor6fm4imA9cRC+lMrSG3Jz2z8wLj55zF2ZoK02Lt0p9bpf5OIkmvF6cx3YA4RmKT2eQcYPOW5jJJDRJYmFMSh62ZfRx5lbOvurDSTPLJu3dLYTJVtIu3mUIiOcZqEn4wPyTRlWKJAAlrEOWwoU/zOQgxmTPStWgXuJZr4ki3NEevRbPRYERPvMh5/20viM/+9t3isTt2WKNgkJGuHOnen/TvB71Go8hOrxV+VrQ9Ix0ith8PVFtHupkfPlmijHSsOSeNzRMYxFybJGPTDWacKJLGfTYaalMhZGywOtJTRbu0WSNFVBRIna8vmgPYYsqyRtmGHQdbT5HxcWxUtNT0+ZMnuEYQC+wC9WVBv7ywXli2aBd65lN/uX/7kwfUhir9G0e7MGmZnk95ptBoCX3hYxvI8G92R3raaJf22GajRUW70ASadjBpY4EaEFU3G8Wg3uw86b/p3eeoMkjXSQsWJWh8Omdxt2oKaTbVDJbU5ZyRbjj+1d+b3KN7dEea/jPyLk+jSTK5G1/zwYvVxzWvP7MmjZiKjHbBtbDhxUsD/55kEmD2MihdtIs2MaTrBTmP+FN9nXF9432xGz09lHlMIs9qT2himEals7vyTJyfMtZF59xrl6gsaspqT1thV3Zo0wDP2U33V3LQdUiw3P7kYfn52VcvSfVsx3wtTe4qhPSs4sHqCxeIhWfMlg7Hh76zVXOku4+BZOyAUEzVCvomL7n1aRxffvZc9fUk0qt5W3tLlasyrQgKIZ0iNmBuQNVWTTLSO4PzFXL8ocotycZEGlCO7yKk73jmiJxv3nvr8+K7n34y2CRzckrmoOuO9H7dkb7Tc6Q7zt3zwnSk0vWvi1p0zOk+gpjXXqOM9IAjfVBzpI/j+q7/89GP2zAz0t2bjRKzZnvXmIMjvSzRI0WRxJGeZW0X5sRWDuYSHF+8RsQqERBo84p2gZA9bOkpUouMdFtFTJ6MpzyfMFWGOdJ9Id2/Z2nD+8D2E7JC7OjeU+pZgM2PIvt5MNOT+o9yTGmxibP630nAwoIgLgIEk5i0jvRgtEtthXQI17SwrHQS93aHvcG9iO7sOni/tKtKO6dH9p5UMTPVTTUnLANssRnp+kDuKlBXNRvNkKM3XVHNRm2OdG8CS84oiggCSfLdVLTLyIRcQKJZVBmjXeg9IgNv3tKgkG4KEXhf9S77bGQWr+0X7/7za8S6yxfV+6UwTCbwvFiyrlK9kwWaY1z9urWVn7c2n8ZtZeX8G5bJP5/40a4qN+ezD+yTQinF75gbm4kX5ylcbllcjjo0X7n6tWvk50//ZI84tOtkKuFXuZa9fG3ko0PcDgjpxka1HjNHYlPa+RpEe4p6o+oy6bKDI72GQjrWB+SMp3kdvScchzI40vWv2fbEIfG1P/2ZOLC90ntl6NiInN/q1SaIgzq866QUDmnNk/aaz+xIHa5EIQ15GyRkXEEFA7nSR+oa7aI1G/UeF2UQOmHuMZ9hfrRLAY50RI9M0/UM1qRh1Up5Cb1hTugyHV8cixFtUyGr3uGaFV9EhKtLFGveqI2nhOcTMb9haz3VzFsT0jFGo9eW/H9vTKAxjDUIJikspDOhYIJhZjQrB3bIw8sXXCcszaHS7dDSA5EmtySuhZW+ZhHSaXK6Z/Og2Pr4waqPbU8eUg5wIsyRXtSkEbuq9L5okXLE20XVJ/O2TQ81OOWckV4V7aJiWVqSD8yIx0GOXs55go1MOxzpZrTS6ISaSFKlxppL/Ia1aTLS6fztfWFQXl+06Ogu2D3mij6hWXKmL4JVO9INId07bi5NpJhwGqFqg2HiuOTlZ4g3/6/Lxfor89kUWnPxQvG2j10prn2zWzRbo0KRLSTOUqXSC48eVP9OAu3G+/amajJqX5wnz11V88kc5jZLz5ojVpw7V24MIF4liSOd6B/wGn16bmYVk+ZtSi9a3afmT71zg+MrctKzRnLQ8xqCNTnjad6ODQeIgLVcL6jKyUWzCm/M2eUopNM8H6LJK379fNG3sEtGknzvM0/K+fxRT2TRq03omJJ4jhQYMrDkZU5xRQnjUxUxXWXfz25XFYR0n9Y12sXL/9cd6WUQpWId6c7RLu6bNWmFwYZzpJ+smLvcHOkpmo16a/3qaJfwHm21BhXyult8MqPekcQRXlR/scDv1zY04s53GlTPvfa0jvQW50olxPQGhHTko3OsC5MCVhqY+GgJLfPQpTGENdrFcwOk3aGlB/kt7ztPtLY2h5ZTZxHSNz+8X/zwn5+J/Bo4wDGowB3iDwLFDGS0AKMFI+3s08RFOeQDjvTqc4UmJC05vS7/vNoz0pNEyJgTA9+RzkJ6lcPL2MhCLiE1mKUJxJqLFop7vr458URAj3b56TdfUGX6ZYkrkI2avOt+yZn96t9jo128CSVHuzAMQ8+ReUvyzTTuWzA9m4zq0PyOosMe/M428dgdO8XaSxZKsZZEdGq2Sgv3My8dKKSBWhyYg+S18X7la9bI5qmgp79DTAr37HY//iMY7YIeNjSO0RhGv8N0pOv55WHVlq5Q7BCJA/T7+xaMqHlELQQn/A6af1O0wRGvIW8t3Nuu0S4kdqHJ3PJz5oo3fuQy8bU/e1D2Hbr31s0qy15vSkzXGB3XY54As6DG+eh+pUKzFCXpflGVBrM75PVDkTO0IVAfIb2ySTN0dESJbFOTfnRRaR3pXqVnWL5y2s0aQq0JO8oxl84bPKfoXqf3GvV8QbPRLI5004mtokBKcH11YhyzRbvk5UiPyCgvKhY18Pu990gNe+n35X1fQ1NKOk75GenR0S50jdLvoJ9vc6RzPjqTBRbSmcRCXtxDz9psFM03Moh0q86PzuttaUvfbPTwriFVAmvLiKYdeMQcmO6QvJt6mtDilaJtaKJMk7ij+/2M9CpHunauIHDnNehhoDajXdIM5HAvmRnpRe6qNxq+wys4edIbeNG1QQuZa16/Vl4b5LByBdfr5of2i31bjsv79rJXnCHKxOWvXCVLlheu7BXjE+PK/UebCDSpi3Ske3FHDMMwTHI2XLdMPPKDHeLAtuNyjKAM5ru+8qz8v4tetsLZzZl3A7O8XXjUEJQa3G5+cL8UZWkuM6k1UXcV0o9WRbv4c8krX71GztPOfdGS0GiXrAIomqiTMHzKizTq7qtNhZkuSNI81Gb4KApVwh8jckIEJSGQRC76uPEdZ4tv/tUjYuO9e8XBHZVmon3e+dTPL4T0+ctrm4+um0/Gj41WhHTvfVD2PRzh5EhXcSU1jHahvlG4Jyl+sq2rSUx5t3QZjDGhjvTE0S4JHOklEnqLgJ5jdO/Ic35yVLR1hK87/Irl5gzxX3psyqTaDCvDRoVypOvRLmNetEtOpiTVdNUyVioTWoHV3HS+qUCV9sloUyNvIT1tc944R7q8Tj0zFrnO6ToNCOlelBuakSaJRmUYwEoDEwoeTqaQFy+kV8eM+I704ko8sfs7aTTDdAFNmSgX9JJbzkjkDlEThQInTZ2ekL5/63HZFIMGnNlalnVUs9G8dqqVI904vhNpol2Mbuy1yHlrNMzmXaaQrvcNuPCmFYl/PiYte58/Jv+84CXLa7boduXim1f6f/EOA01O5yzqVm4CcwKJ+5Ad6QzDMOkh8WjdFQNSZLzn689JlzFV4Z115SJx2StXZfrZeWSk5zlfuPLVq8W+LcfEGeclb7CMjHSKdiFXrhntggaVt/zKeVXfO0tbvGNelBYV7XLotOZabq+ZYAlxrRJBWEMhvddN5MT/65sXVClwwQ3LxeM/2qmaic4xhfSFs8R2UWmuu2BF7R3puDbonNKcmbLccW57vKggmZHuCY6dNWw2SuecjidtYlAjv/6uTjEJR3pHiRzpRqWyH+3i2Gy0L4kjfXoL6WTgoTUpnW/pxJ4X/rXjGWK4zHWiucYtQwa/LSMdekde0S4qI90Sg6bGwgKvNTrfNF7TuabxGptneZE2ComqiqhCbtl6vwdJlQmxt032byDXOY2PupA+dGxUbgQh2kUfFxjGFVatmFBUA0tLRnPUQ893pE9WO9IL3DVVQvrklFzsJSHpokOPJkm7m5pmsKYcd4KERL3Rq9noKasTIFFGeopoF7Nkb2Ic5X/1nxiVBeXaNzayTg95rqqM3cX1SShlEV6ki9YlZ96ybr/BrZG/CldeEnc+wzAMU80FNy6Xfx7YfkLOKVacM1fc8Pb1mXso2EQSVyYKENJpkf32P71KvDhF9r0cc5oqmwLkbqNGm3q0SxSzcnSkU7Y3Qb9f5WjXoNGoOQ+l4zC4r7qXT1F0zfaiXTyBOek8/4rXrA7MF7Axov6uCevzl9XHke5XcIxp57bDmpGO9Umt6PXiXeg1EL4jvaU8jnSvghHAIObsSO91q3ogio77LANYk5IQGUUao1VU1RLWn1SVWoYYSjyzh7XXmLfeEVW9NZFzL7TY15Bzw1HadCBzIJHU6b7y3HnivX91rYydi71vT4zJTd7j3iY3xqrDu4fUPc0Z6Uwa6v8UYsrviDWE9DhHui1LWzWHaineka7/PpNjB08FysTAkDYxTSoE+009i5s0IrsLQrq5OLE60nN2RdiayKaNZVE586crzUvYkV6NbXNEL0Pr7M426OuTlktffoYfWdQAzFvaE3ptr7tsQLzxDy4Tl70im2OSYRhmpkP58tSME67qm39lQy4CRlj+rQtFlbOn3RygcajXi9jY98KxynymiRqLxjctzTXaZb4vpMO13F2DRqPmPPTwrhNyDk5zQpfNhLzmxzQ3ijLRqKZyhpBOcyGKeKFzRpeAHpuou+pJUK9lbEpYTwF9QwDXGLkuIXLVei6HeBlyKMvIvakSZqSHOdJdhXRvQ4oiPOL6cKk1YQkc07VoOFpU9ZCtj0baPO2ij4PuSMf1kVcFvmq6astIz7Hxtlu8TLLm4BRzpsfemOiGy9YUUT1xYzbGV3r207hI4wOZ/padNUf+O1U2n+JoFyYDjaOcMDXHlrudJNpFF1wxiUnbbDSNkG6KbOSW+OofPSAWrOwVr//wpYH/g5PF1ZHeEXCkF98oU01avAHJLJe1Cel5N/DEz0HHdJBGBFfNS7xmrbXoPN5otHe4R7ukAdcMZaxvuG6paCTmQ0i3TLzIoU6CD8MwDJOd69+6Xjz3s33inBctcRae3OdQyRbmtRQPkkC9O2iOuWNjpWkpxaS5vD69wVnWaBcZJdNUmZMd8vJfa+lIR5zavq3H5Z8kSJsVY0UAAYTmk9RQtKunPXHl6eK1/eIVv36+nDeb/794bZ+49k3rxMIz6jev8OMdSEgfqcpIPzk4ojYRILzVim7PkX7y6HBg3ZdGGMub5hBHup8n7ybIUlwONa6ma4xEORx3G2VqhlkUWH9EiaSBZqMp1qF4HlJVLl3b9CypRZRqEhCjNGyLdsnJMY/Nu8iM9ILHQt385godk3/96AOyUuot/+uKyE0nGreKSCzwN1lHxaDX54I2RMmMtfXxQ1JIV9Eu7EhnUsBCOhPf7DAk2iWsbM0muGISU2Qplr77a2s4enD7CTkJohxEckFjJ5MGvdOeOOmaEd3e5Tf/8I9HgY50QzR1caTn7ZQPc6T7Xdndfw9dIzQposlRMGe+/hPvstDm0Gw0C1QOt+f5QXHRS1c0XKTO0rPmiDUXLxRL1/XX+6UwDMNMa8j1Gtc7Jk9xoB7RLlmhOJCdG4+Knc8crmo0GoVeTt6ZUQAlIYI2xsmdvH/LsdpHu3hxkNTLp1b56HjfFDVBwg2J5aFCOipPQwwzYfn4tFag/kn1RI938N9Hhzy/EHhBrV3zdM0RJ46M+A7TgoSxpLSEOtKTRbvQeoU2bChXmY5/lJCOtVcZHPnFR7u4OdLTCL2qsoKaXA6PS2F9bGS8VI501Wy0yGgXT6wnwxlFqerrNeX4L/hes1UHxHF03yn5+tCo2Yaun2SNi7OBHiR0zza3nAoI6Wg4Ct2Eo12YNNR/lGNKCwYqM6N5bMQbGFM50otzp9BDGD/fVno3eOBUoLs8kJ9PVUo6XcVJ3R2StlFGmkkLMBco7VGO9Lwy0r2fg5+bpXSPzpUq7T497i+MW8sxOSoDcHeZjnRMXLOWoVEm7Cvff4FYuq5S4tZI0KTxll/ZIM67vr6LW4ZhGKY2C/Nau/CS0OflaB8/VMlgdY00CWakZy8tR48QzBtq1Ww0kDvrueFrkY9u5pjvfaGygWCDGs7VenMhL5B7LjcLtPx7EtH15n+0Lqt1djSEdIp2KVoYS+tIl5EzHmSeguCfpMIG0Z9xDUdVRnoJHPm1jnbZ9sQhcfs/P62cy1k2Pel78IzHOAH9oSxCOjY/bc1G89I7aH2PW8kcL/OuPI96DTZjZRT0PIDmQuZFG0pPKuj167Ff0IBo03v+soqQfmTPkN+EmoV0JgXT9ynP5JfRbEa7xOy2Y4CjicuEN6AoR3rBu6b4+abYSxzVuzV7D3j5uVcmSVlaNClN2vinltEu8vd0tFRlb9oz0vMtgcPPUaVYVb8n2fsPNGzNUP43XYHTga5l/bwO59RslGEYhmHqQZbmZbVy4SVhjtaQUsWsOM6zITJlzUjHBrmOa5VlnmIL3NG1cqQTK8+bJ//c/uSh0K9R0S4NKJhgk4VyfiEKY5OkZ65/jjtr3GhU/n7EyxwdVpXIZZnLw5GOtahpTsE61wUc7zghHfP1ssSPFGnuMqNdHvzuNrH5wf3i+UcOGI70dMdCrROVkF6utaLeNBvPPbV5kNOGFlVDhFVwZcmgz6MiPQp6HoCwvgJq462gjZFAtIvXAJs2XSluhjZp6PjhmKJpNcMkoRxPIqbUjlhzB1JlpIdMQPQBDh27VbPRAh3pASHd8tA+pgnp6C6vT4qSLDgCInDBA4G5Uzp30ayq3EmU1OqbHnmL0/g5enMQws83T/b+dUd6GRfG9YaODxbWtHiqykjP2GyUYRiGYeqByr9N40jHnKNEQhUc0cA12oVcuzBG5OEeN4X0ejjSQS0d6Yhl2bnpaJXZA5w6PtKwjnTMBY/uPaWETMyXdWNNPZqhwpFOOe1lE5GVI12L+0SVNYmPSdYcaFwY70gv1zGopSP9pLe2PrTjRC5Cr7nhWov1dhJUP4Ip35WujIM5itt6Fbw1WrXgau6w9X8UumHRZm4kiq7oR+V2JSPdd6STaVIfn2QiQQ4VYczMg1UrJhQlzo5MqCY2Lo1U5MSkKfiQVNEuBZccRgnpeIiaD/ioBkQueYW1aH6iZ6TbFidRjvS8BnNUINCAGLgeVBZ7Qke6miCN1aw8rdHAovjYQV9IRywRO9IZhmGYRkRv2J4UPwquPPOFnrmdgVJ+12gX4vq3niWuef3aXJpk92lCOokFZixgLfq6YC5nVk4Wybyl3dKZTdfG7mePVv2/bETqiX6ULd5oYM0BE5C+GUDXnvq6OjjSZbRMU0WshpBaZkc6DEcwi+XtSI/rIzZdm43SuhvxSQd3njR6aDVnc3yfGgsa+UqySUGuc4i1qG739Y78jIP+cQhxpLeX0JGu6Sx4nSZF6ye4Z48fHlZaT9/CyhiJnHSis7e9Jo2xmenH9H3KM7m6S3SHx1jMjjA5bMyHbt7NN2InTUazURrs9Vx0veQojUsFk1V9QlWraJc5lnJZFcPjNWLJo6TORB/o9EEx7UCOhcHwyXFVqlqm5mFlEtLhSKecubyajTIMwzBMPcBGOrlD9Y15F7I0sCsKEq37FsxKHO1CUJ+SC29akUumNJWs6w7aWooD+ppgzqLumv5uOnZwpVNOswk5EqcS9kIqE6ZArht/9A2LPHL204iJeD2D+0+X1JGuRbt4m3dJ8tEDQronyIWhxMGSuKZr5UiXBjXvUX5o90m5eZXZkW5Gu8C4VaJjix4FJ4/6meB56x1+tEuwAkCZ0ArWVpQjPUQQT+tIhzGzqH4CqObH5hltemBzWRfS0ZSUYZJSnlkoUzpokYJ5fSAyxGFHGDvxmFCo5hs57tAmcaSbXaOpuzygLuxJHekY1PSBoshFne4qsuVOmo50cl9gcZpbtIv2/hAbk2VRi3gcWuD4v6M8k6MygMZhaGBG2Y7I4dOrFBiGYRimUcBGOgkvZkP7OLI0sCuSfs/pRgIy4i5qje5I765xhInu8K1lrAtQQvqTh6ua28H0Qs5D115IZcIUyPUoSv1aU/dVjenxxERU/pbFje2vCfVoF8+RnvBYYY2or1nqEVdRBrAmPa0J6RCSoRMcO3Aqc2NoteGKaJeSOdL1ax96gDKG5ShuhzXnrpkjvS1NRvpIbEZ60feKuWlKsS56FRPgRqNMWsox0jGlhBweKNXUI0NUaVXEjrDZmLJmjnRvsDYf2nqsS1W0S4qMdAxqKOWikt4iY2vouJHDiTYibOW/VUK6lmOWl5BOi0OcPz0nbUJFu6TLSD/lHcMyLozrDXJWEe0yfHJUuTGm8ySdYRiGmb7QWA9xxRQH4sBGftnmC8hJ753bUXiMYVRmLwTtWuaj63GQtW40Cpae1S/nuzS/P7SrEi0BTnvz/Fofk7wwRd8wRzoMKrUG8TIwLZVlfgrzFsxcBDbuiot2mSyd2FuUQElCOdb5Jwf9Sm/i4M4TmaM7Oqsc6ZPldaR7usJEIdEu9ii0rBsVrkBHwPGPgzYyoY9ER7sUuzFC1TIqx542mrVeJrojnYV0Ji3lmoUypQMCre4YUs1kHIR07B5jElOzZqPGQ3vQazQKl0wg2sV72CfLSPfyyobGazZhevVvXyRe/+FLrYI/zhNNWsixrKJ4mvLdvPAbjlgc6QkFe+Xq9yalNOloRKdQkaBMG9EucH901TD3lGEYhmHyRjVtTyik16qcPSkQj1FJVi8DDOYNsxKYQ/JAN9fUw5FOZo7lZ8+1xrucanAhvSrapUQZ6bor3hfSS+xI98RIPdM/WbSLLxDa8BuuluMYFHWvoycE4l1OapXexMEdJzPHnHR4ax2Y33xHenmOLa79IRXtUoAjXevLZnWkFx7tgh5pbo50uib0Br+hzUZrcK/M0kTyOZqQTuI5nqP61zBMEsrzJGJKCXbs9WgXlZGeINoFA0tz4RnpIY50T0hfdtYcVXKE6BM1wU7hSAe1yOqkxVlYMyp9AUMit75LnUfuJvCz76sz0pMeA9+R7rmsS+YuKwMo0z5++LS8Xoe50SjDMAwzDVDiQMKGo0qcKdmcYc0lC8Ult6wUV712bSnmDbUWjQPRLnVwpJvxLtNJSK9ypGtCOt1HOPb1i3bprEnzwKRA7A060hHtks6RTt8fFXGhXLYlck3nDa0rYehRQrondqP55v6tx9TXpxVKB86YLf/c/dzR0mekk9hPRjZoC3rz6axAcxgNy0gv+H7zTXSTiWNdIjPSa1C9obvN9WgX3ZXeNZvX1Ew6yjULZUqHGRlCjI+gtKo5QbSLt/ApuNwVCyu9sYwe7bJkXX+lu/zElHT3VsqP0mekg3pPGlv0PPsRmuTl22i0urxLux68z1sS/i4cQyxwyrYoLovTgVz6tLNPk1TlSGchnWEYhmlgkPs8mjjapZxCOokBV75mTajhoVac86IlYmDVbLH2koU1/b1oek8ilx43UktWnjdP/nlg2/FABAcMG40qpNM8UF93dM8OGn/gSq+bI31u8PWUxY3d4sVrBDPS0zUbpeMPs1ZUvMtMyEi3NRw9eaRS6b3S28w6sP2E+tq0z2pas9O1T32iKOKyjBnperSLvmGTb0Z6W9WmM+kXRTQ2tQEtQV/7R6HH5xLjdcpI1zd2iL6BYLXYedcvk2PlqgsWFPb7melNOUY6prSg9G10ZDxVRjpEVgjbee7Qupbx0WCjol0Wd4tubyJN8S7kLMBOqe7wiMN0fdR7wiTz7LHpQW4Jr/wq78msreFI2ow2TPiRXcmNRquhnNWeeZ0q3gUT1k7uMM4wDMM0MH7ua9BlF0etcmEblRXnzpMxgHoGbC2Yt6RHzjlXnjtX9tSpBxR9uHBlZSNj+1N+vMupE40tpJvrDnO9QtW2lR5KFQdvvRoulmVNBNCrQBc4x05PpBLSaZ0Vl5NOvweRFmUSe4sU0k8PjQbE0xXnVO5/PKdlf62UJjo6RwOrK9f0rk1H/Ir4EjnSUY0hHema9pCncbDdEu2iu7xrlZEe5iw3QXWCqyO9yAoDFdvSVB27tur8+XKsrFcFFdP48CyUiUQXZwkqW8IOaNRAVhXtgi7WRTvSPaFej3YZGhyVr4MGc8qOhHOD8tyQdUdlkUkmPXqjrLK4L/TqARz3vB1btvKutF3DsSiga0r/2UyQvvmakO5NWLu6G3cxyDAMwzA2ccAFLMqLduExyZ2Z7/4/LxI3v3dDXV/Hyg0VV/rOjZU4COLU8eS9kMqG3kjUjKJ80RvPFO/55LVi/rLabp7YctrLlGFtzUiHIz1htIu+gREmpOtro6iq7elAp7cOGT5ZOZ4nvDgPis+Yu9iP0Mi6Dl22fq66n/1M7fII6d1eRjqNY8ND/qZwIc1GtbFSb+CZdP2dFDNlILEjPSRbvRYVBl3eM5+qpNiwx+TN9H7KM/llpHsPOzz04h58+kOXGrtg4lK0WGrLSEesy+z5nVLIh3OCOoyrcs8UTZn0SW0ZBnVUD0ghXTnS8452aakaFOFOTzpAmfE4ZSvTLguzF1QmpFTaiGgXzkhnGIZhpocj3V1IpwpDlInznKF8kIO0Xm50sPjMfvnnvi3Hpk20C9Hp3S903et59HBLJ3VY5wkJzHo7prJkWEPMDGakp4t20fOWw4R0JTQ2Tf+NPj/aZVRubqK6mCIp5y/vzc0tjQbCu549ovLtESNVBqQRz7vejx8eVtddns9BFe2iZaRD56D7juJvigTn0D0jvXIc4h3pxTcbpSolYs6iYD46w+TB9H7KM/lFu3iDV2CSEDE4YhJFD91n7t0jy53oIVZ0bqJVSPdiXfq9bs09c3xH+lAGl4peZlmGMjObIz3vci+z0kB+njHaBXCZth3aACIoH/A0NxtlGIZhpgGYQyXJSKf+NsIzl/KcgQlrUEji0onDw2LIqzpFtAvciY0IzCfdUrSu72aFCZmU9HVUWe5NrAnlc8NsNtpZhCPdd9iW7RzlDXo1UeQk7jM63rQ+WZCjkD5wRq8UzkeGxsWRPUOli82h84ycdKocJppz3kSxNeZWlec1uNZ8E91kKkd6mJBei6geagJ+wU3LxRWvWl3Y72BmLuUY6ZgGiHYZD0S80L9HPbixu0hu9Cd+tEt+fsGNywt3qighfazakY5uzSjDogwvuFRoYpoU3VFdhliSgJBeVEa6kX0f7Bqe7HexI92NvvldVRnp3GyUYRiGaWRQ1Zck2kWf2/GcgbFBTuO5S3qUK52uGRLhbE06GwmYT8rqqtfjXcpgLtId6bq5italulEsCTj2cF+bjI2kWw81Ip3dnpA+NKYcyLS+Jm1g/vKe3J7TlHO/dN0c+fmUFwValusLkAtfF9LR5DYvOrr9TWeqygqsvWtQ+eDHuk6o3x/FSS/mBxuXYQJ8LaJ6aBPiRa8/UyxcWZ/+Ecz0Zvo/6ZlMYMd+1HvYqd3DmIce/v/5hw+IE0eGZdfks65YVJc8vGpHuiekH9WiXVJMrjtKF+0CIX3cd6TnHu0SkZGecLJkukE4u8wO5fr7GemekM7NRhmGYZgGxuayiyOQCzvNoxOY9CzyGhTu23JcudFJVDUrIRsJxDukiaKsdcPRsgjJypE+bnGkG2aeJI0LYx3pJRN6C202enJMCae93vo6GO2S/Vgg3qVs1xfwHenDhYxNGCtJw4ahEZtDtdhQVlrCVHBTKs6RDiNY2Pf4WkW5zifDuMJXLpOo2Sgy0uPy7/BQxMN0w4uX1kRsbmlrShTtgskQyvVSR7uUwBmFc0WTRLVTnXezUW9ChMki7Uz7v6slsctAz7ljd5md2d5EhGJdTh4ZDjT5YRiGYZhGxJb7SvnF2548FMg01tHFg+kencCkZ9HqPvnn/i3HxGnEuvS21z2/PQuIxkR1bdnA2qos5iKiudXLSJ+cUm5mVFjra7jk0S7B6AoAs1lZ3n9NMtKlI30kcA3QsUUsZR5ru+VnVxzpoGwbFT1V0S75PmfoGOJnYuPZ709WO0d65fdGC+k0hmOzqs8zgoU50vUoJIZpRFi5YiJBM5axhI50fRJBO7MbrltW6OsEyCXDYmtiYlLtEGPyCUc6ifwU75JWSG/3FoFlmTTp0S5qMtdWrCNdL7NOs6OsT2TLkqlYNugYoYQSkxHOSGcYhmEaGbiDEbVAPPjtreI7f/eE+MnXNlu/pyiTADM9hfQD20/IqtgyR6K4cs61S8TNv7xBXHzLSlFGeuaW0JHe4r8O5KT70S4pMtK96uVQR3oNoipKF+1CjnTvHkN0KoGc9Dye1WSEw9q9jMfXzEjXr7s8oE1jf+PZE9Jr6Ein94OGpnFCOgyUVHXe6VVPx2Wkl6U5McMkpRwjHdM4GeneJCFuN1gX2s+6YqBmE1iz2eiJQ8PShUCTuu7+dq1RT8WhcHjXycq/pYl2KXFGOgatloIz0vVd5jSTpUDOPC+MY+NdQKeXl8cwDMMwjSyk6xnpFMVBPHX3brFz05Gq71FRchzrwkTQt7BLGg5oLbDj6SOpDTNlgtZVay9ZmMpJXUsxsUxCp+4MJmMVrQcRVQqjWBJmzW5TQrotKxoiY1vH9H8+6c1GYUpDtIse75LH2o6E5GVavEvZHOm49qlyuIhmo4EoNK+CawKxKDVaO0NP0Huk2cC1QMcE+e1hQvr4DOopwExP+MplHHO3g9EucZME/aF4wY0rRK0whXQ91gVlwBQpgoxBZE6ninYpW0a63mwUk7mCHOlj3qCI30PlsnRcsxzDFs5ID6XPK5HEMUtzrBmGYRimLGAjHaXqJEwd2Tuk/v9HX9oYcKsTyiTAG+9MBDTfX7SqkpO+9fGDgXxrptjomTIJY/pcmXLSpQPW07/bu5KvOSgeCGsfrItnerQLbW5ira3H+9CmD62911yyMJfft3x9Jd6FnNFl20jV3fJES87RLraN57T9yTIb6UJEcTCkYn461GuDe96Eo12YRqdcTyKmvM1GvbyrMccmlvOW9QjRJMSZly4Uc5d0i5oL6WOVmdLggVPWTEFz0EsV7RJwpJdMSB+bqJEjPVtGGzvSk+WkExzrwjAMwzQ6EAaoBw9log8NjkrhnDbme+d1yj42937j+cD3ZJ1zMDOHAS/eBS7RRo92KTu6I70swhiJrsjFJ0f66OkJ1Xg2jRhLLnastWzxLjNJGKTjQMeRgJCuR7uQiP7WP75SnHPNklx+3/Jz5so145waagpprn2iCKHfjEKDYbBWY2FbCkc6hHSbI52qQyDKl63CgGFc4ZkoE0lbBxY6lQc3olDixLx5S3rEL/2fF4mb3n2OqCXYBcYAc2TPUKDRqE1Ip4lWp5Z3ns6R3lyic+U70vNvNmrPSE/7/vUSVXaYuUW7dPXwYpBhGIZpbPSNdBK4juw9qRqU3fiOs+Xnz/xkj9jxzGH1dexIZ1xZ7AnpoNGjXcoOxWbKKuamqcD6qN5A7KV1ITVChCCetllxl7chYxPS4VIvw5qwaOj4QQtAyk2v5kjPG1r7vP1jV4nXfehiUTao2gUZ4vo1V0y0S7DZaK2qufF74oR035HeqTQDm5CO6o2ymBEZJg3T/0nP5OZyphiUTffvlX9fd9mAUwlcrSMosLia9IR0ajRELFhRyWoDevkZTa7hWEgrAreV1JGe9+BU5UgfzbaoDbr6+XEURh870hmGYZhpBDUww7xl5PSYMj5QFePSs+aI826oNKl/4D+3qO/hjHTGlYVnzA7M7RHLwRQDrfd+7tc3iPmXng7M7etNiydqUrSLEtJTxLqAbgjpx2yO9MnSrAlr2XAU68COgvs30fonTbZ90dBzZpbXh62o8aldNRsdq68jPSbaJZCRDvHd8j1601KuMGMaFb5yGeeMdGr+RA8+im2hRU4Z0TPSabcTeZsLV1ayEm2O9LTlnu2lc6TjXI0X1oQEk0MMgH6ZdbpJY6BhK2ekOzrSWUhnGIZhGh899xXztbmLK6X7iAQ44Tnc6iEeMI0LzYnnLe0OOKaZYhlYNVt0zo92rNYaNH6kaJcxL9qlLYMYOyvKkT6DMtLN9Qitq9O6/KcDPf2dNYl2QU+RumWkawK4jSFPSO/Ro10sGekw5NFYnsbMyDBlgGeiTCTY+aWyrcfv3Ck/v+im5aUdLHUh/dCOEzKDixznZiZ60JEe/L9UInAJ8r30TQ8MsHkL/Ph5ENCz/h59M4JLtcOhnX2UCrIjnWEYhpluDUd1R3pAOBgak41ICY52YZKwSIt3mTU73VyfaWzgSCcHuR/tkn7N1jOvsn485vXg0hlHtEsJ1oS1QF+P6OvqmYiek16LaBcVrVorIb0tRUZ6a3y0y0y5V5jpCc9EmUikQOqNB8Mnx6SjY+2l8bEu9RfSp1Ssi+lGr3Kkp3SpdGi56qWLdlE7vUVFu3gZ6Rmd70FHOj+OwqDsPTQcZSGdYRiGmQ74Yvm4OGo40hEbMDkxpbKHOdqFSSukI9uamVnMXdoj//zuZ54Uzz6wT36eJXoGzydU0OjM5GgX07A209DffxEbvXr1Vl0d6RHRLmRiPO1ValSiXcLF9/GRYgx/DFNL+OplIiHnud5NmTIry7yA0ZuN7t92XH6+cGUwHz23aBctY68MA0EwI72YAQrv+fSJUa/jdrZmJ/pklh1m0cxZVGmY2zt3Zrs+GIZhmOkBNtNJlBodnpAl3v0LZ6n5C5x99XLhMY3N4rV90gxEIlQWFzLTuNz4zrPF0rP6pVt86+OH5L9lydlGxQwqaOzRLs0z0JE+s4V03ZFO/T/yBua90dN1cqS3xzvSh45V3OjNrU0y9scl2mWmbDox05PydWxgSkd7R4sYG56QD9Fzr10qyoxeRnRguyekn1HtSKc4F1qwkRjcnTLahdzedEzIgaBvNpTDkY4BNt/XNWdRtxy0ZZ7pvqHMgj070t150RvOFGecN1+svnBBvV8KwzAMw2QG8W77XhiUf/Yv7FKLbzJydHS3SYcbNVijTWQsyFt48c04MHtel/i5950nRaiyRlIyxUJrvFf91kXioe9uEw9+Z6sQU8G1R1pHOmWkDw+NBVzZShwswZqw9o70mW3y0TcSSEguLtplzHCk1+Za8yvSI4T0Qc+N7mksGMttLvaZ1k+AmZ6wkM7EIpuyHBsVZ1+1ODBolhE8tE+fHFO7tjZHOkVlUEzNyaMjqR3pxFWvXSOOHTytYjfKIqRjgGrJ2RVBGxUDq/vE7mePir2bB2V2fhYRnDPS3aFr7JwX1f86YxiGYZg86OiqzCn3bTkeEKlA56zWipA+FCxnby1xZSRTLlZdwOaDmQ6t+S5/5Sqx5Mx+8dSPd4lzXlRpZJwGcrP3zO0QJ4+MSFc6/UyACKqZ2mx0JlO0Ix3rZTKykb5xaOeJOmWkh0e7nDw6HLgW8D22jHQVgzRDNp2Y6QkL6Uwsay5eIF545KC48GUrRNmBIx0i+uz5naKrxy6Ur71koXj+4QOBDMWknH/DclEW1GA0VWnOVdQAu3RdvxTS92weFAtWzM7kfA860nkwZRiGYZiZAnJfIUDN8WIT/P+vCDXDnguPm40yDJOWZWfNkR9Zmbu4pyKk7w0K6aoaeMZEu/jr6xnvSNeF9AI2ejFWnj4xJr7+Zw9KEx9tEC0/e66oBWaPNBtDWqPRYN86iyN9hm06MdMTFtKZWK589Rr50QiYg5et0Si45vVniqt/Ye20KffUc8aQJ1rEALVkbWXSuHvzoJjjucfSLmr1jPSZMvFkGIZhGMYXB0CVI73bb0ZKsJDOMEy9oZz0HU8frmo4OtNyn7nZqI8eE1tItIs3VpIoTSI6VUXc/N4NYsGK6qr7IsAafczrjWbj4I6KS77Pq9KPinbx7xUey5nGpa5X78c//nFx2WWXid7eXrFw4ULxmte8Rjz77LOx3/fv//7vYv369aKzs1Ocd9554rvf/W5NXi9TfszBa4El1kVnuojoBOWRtRolUkU40gdWzZbH+dSxUXF491Cm36MvosvcxJZhGIZhmHzRN9P1Rn5hjvRxz9nGPVUYhqkXcxfPqmo4Sj23Tp0YtT7XpisQzzu6W6s2RWcaJBp39bYV50jvalXj3hnnzxdv+h+XZ6qoTwqqxidCHOmTE5Ni+9OH5ecrzp0XG+2iMtI52oVpYOo6E/3xj38s3v/+94v7779f/PCHPxRjY2PiZS97mRgaqu6EDe677z7xlre8RbznPe8Rjz76qBTf6eOpp56q6Wtnyok5eA1EONKnI2bWWBGOdPqZA14D112bjnj/1px6YMaONeekMQzDMMzMQRdfqEy9f+Gs4P9XOdK9/i+88c4wTJ2gaBdCd6Qf2n1SPqdIGDQ3BKcrFOHxsvecK17+K+dNK2NaWvxIk/yPRXNLs7j5VzaIl77nHPFzv3ZezXvWYZ0f1mx039bj8vqnMXvR6opGgPX95MSUmJz0mqp5jHO0CzMNqOv24fe///3A37/whS9IZ/rDDz8sXvziF1u/52/+5m/ELbfcIn73d39X/v1jH/uYFOH/9m//VnzmM5+pyetmyktgcdUU70ifbpAYfVr7e1FxKRTvsvf5YypCJkvX8Mt/fpU4fvC06J03s/P1GIZhGGYmofdJ6RuYVSWQQywYgSOdo10YhqkzczxHOjVCHj45Jjp72sSujUdVH6mZtNF35mUD9X4JpcpJP7TzpBS9i+CM8+aLegHBeyzEkb7tiUPyz5XnzlPvX78PKJKmWRPNVbNRjnZhGphSXb3Hjh2Tf86dG9444ac//am46aabAv928803y3+3MTIyIo4fPx74YKYv+uJqzsAs2V19RjvSC1psLlnXn9vvufhlK8X1b13PbgaGYRiGmUEgusWWj175/8ocbtjISOdoF4Zh6gWtLXvnVsw/R/aelH/u9Cp0l6+vTfNHpnxQ5Ep7Z4tYtKZ2kSu1AsY8VIWZbHvycJXYr4/TZryLinZhRzrTwJRmJjo5OSl++7d/W1xzzTViw4YNoV+3b98+MTAQ3P2kv9O/h+Ww9/X1qY/ly5fn/tqZ8qDvfi704kdmEu2akE5l0kXtilMuG2WyA24UyjAMwzBM2mgXWxwChHY40rnZKMMwZQDPK8pJHx+bEHs2D8q/Lzt7Tp1fGVMvzr12qXjvX71YVm1PN6Ic6dT89OjeIakLrDjX30giDYK0CJuQrpqNcqwr08CUZiZKWemUc/5v//Zvuf7cj3zkI9Lpjo+dO3fm+vOZckEPbAi8C2dYrIs5ILUUKG6TG0PvFI4mJAzDMAzDMC7oTfmiHOmIkVPRLjMoOoFhmPKB5xUJ6fteOCaFwll97dbnGDNz0E1m04mojPTtT1ViXZas7QtUmemb3hi7wdiIV13GRjymgSlF7sUHPvAB8e1vf1vcfffdYtmyZZFfu2jRIrF///7Av9Hf6d9tdHR0yA9m5kClRGMjE2LhDGs0agrpRZdLLTmzXxzYVolKYncYwzAMwzCJhXTSHabsQjoy0oeHPEf6OEe7MAxTIkf63iHR5sWIUqwLx1Qy0xEY5kxBPJCPbslwb/E0mTBHOke7MI1MXWeiU1NTUkT/5je/KX70ox+JVatWxX7PVVddJe68887Av1GzUfp3hiEuetkKcdYVi2ZktEtASC94obn0TL90jXeUGYZhGIZJWkV4yS0rxdnXLFYN/OzNRg1HOgvpDMOUREjfhXx0jnVhpilhjvTR4XGx+7lKrNGq86uFdGgR2AQHHO3CTAda6x3n8tWvflX853/+p+jt7VU555Rl3tXVJT9/xzveIZYuXSqzzonf+q3fEtddd5345Cc/KV7xilfIKJiHHnpI/OM//mM93wpTIi57RfyGzHSllkK6bKbiOck42oVhGIZhmKRc+eo1of+HaJfR0+NicmJSazbKcw6GYerHnEUVIf30iTH5QSw7mxuNMtOTNs85Pm5kpO/ceERMTkyJvoVdon+gejMcMWymAE8udYId6UwjU1dLx6c//WmZW3799deLxYsXq4+vfe1r6mt27Ngh9u7dq/5+9dVXS/GdhPMLLrhA3HrrreK2226LbFDKMDMFlBfWYnAip9ji1ZXO5D1zOT6JYRiGYZhimpGOnB7nZqMMw5TGuNQ7rzPgUO/u47UQMz3xs84nrLEuZ1hiXQLfZzrSvbG8jSvamQamtd7RLnHcddddVf/2hje8QX4wDBOVkV784HTLr54nThweFvOW9BT+uxiGYRiGmTk0tzSLts4WMTY8IUaGxtVinDPSGYapNySe0xoI+egMM90d6ZPjU7I6jMZmArEuKzfMs36finapajbKjnSm8eGZKMNMI2oZ7ULMmt0uBlbNvCx6hmEYhmGKp3OW13D01JjvSPfKxRmGYeqF3iB5GeejM9MY3ZynNxw9fWJU/tm3oBLJHOZID2s2yhnpTCPDM1GGmUaQcwu0cIYowzAMwzANTEd3q2o4ytEuDMOUreFoc0uTWHJmf71fDsMUhj7mIiedYl7weYfXGDw0I910pHvfV4vqeYaZltEuDMPki76zy7ljDMMwDMM0Mh1wpJ8cExMc7cIwTElYdtZc0d7VKlZdMF+0az2qGGa60dTUJMddEsThJqfNbfl/zU2iXTPyWaNdtIx0inbGz+BoF6aR4ac+w0xTIb2FByeGYRiGYRqYTs+RfupYpYScYEc6wzD1pmdOh3jvJ6+t98tgmJpAondFSK+I4sNDY6opOAntrtEu8vOpYPY6wzQiPBNlmGlErTPSGYZhGIZhinakDx0fUf/GQjrDMGWA3Lj0wTDTHcSwUKQLQQ3Aic6QWBd9rNajXcY8N7r8mZyRzjQwPBNlmGkEC+kMwzAMw0w7R/pgRUgn41szC1cMwzAMUzMQw2JzpId+j9evTXek4/spP53HcqaRYaWNYaarkM7lUgzDMAzDTAdHuhftQg63sDJyhmEYhmEKdKSrjPQxZ0e6npE+NoJ8dJYhmcaGr2CGmUa0dfi7wjxAMQzDMAzTyMDtNuQ50jnWhWEYhmFqS6sR0zJ8shLt0uFVjVm/p7U62gVCvG7+Y5hGhGejDDONaNO6ZqOcimEYhmEYphGB223o2EhgYc4wDMMwTK2jXSpC+DAc6V7VmGuzUXw/V84zjQ7PRhlmGtGmudDZkc4wDMMwzHRwpKtcVXakMwzDMExdM9JHvIz0zh4XId1vMDrmfT/rFEyjw1cww0wjmlua1aDFzUYZhmEYhmlkOoz8VXaxMQzDMEy9ol08R/qQF+0S4UhX36NlpI97GeltPJYzDQ4rbQwzzUDmWAtHuzAMwzAM08CYjcxaONqFYRiGYerUbHTSaDYanpGO8XrC+x5iDNEunJHONDg8G2WYaSqkc8kUwzAMwzDTIdoFcLUdwzAMw9QWVINBCB/2ol3MqjGdFosjfWyYm40y0wOejTLMNKNnTof8s7uv8ifDMAzDMEwjQovt5uYm9XfOSGcYhmGY2oJNbLjLR7xol6hmo62WZqNwspub5AzTaPAVzDDTjBvfebY4vHtIzF/eU++XwjAMwzAMk5qmpibR0d0qTp+oLL5ZSGcYhmGYejUb9RzpEMSjol2sQnp8tjrDNAIspDPMNKNvwSz5wTAMwzAM0+jQghtCeitnpDMMwzBMTUFk7NjYpJiYmFQRLWYfE1tG+rhNSO9iGZJpbHg2yjAMwzAMwzBMKdGbmbEjnWEYhmFqS2tbxZE+MTqhYl1EkxDtEYK4inYZtznSWUhnGhuejTIMwzAMwzAMU0r0EnAW0hmGYRimTo700Uk/57yrNdDDJDQOxpaRHhEJwzCNAM9GGYZhGIZhGIYpJfqCm6NdGIZhGKZ+GenDJyGGR+ecI9olkJF+mjPSmekBz0YZhmEYhmEYhikl7EhnGIZhmPo70kkUH/biWTpj4lmszUa9WBjOSGcaHZ6NMgzDMAzDMAxTSvTFOgvpDMMwDFMfR/qYzEgfi200Kr/HG6/HAxnpnpudM9KZBodnowzDMAzDMAzDlBK9fBwLc4ZhGIZhakOb50gfH50Uw0OO0S6GI31yckqMDk9UvpejXZgGh7eCGIZhGIZhGIZpAEd6xRXHMAzDMExtwNg7PjYhRlyjXbyM9KnJKTE5MalEdIKbjTKNDts6GIZhGIZhGIYpJexIZxiGYZj6Z6QncaTr4/X42KSKdWntaBEtLTyWM40NX8EMwzAMwzAMw5QSbjbKMAzDMPWjzctIH0+QkQ5HOjExTkI6Nxplpg88G2UYhmEYhmEYppR0aiXg+sKcYRiGYZjiwSY2Oct9R3q0IN7U3CSaW5sq3zc6KUaGPCGdG40y0wCejTIMwzAMwzAMU3pHOke7MAzDMEx9HOliSoihY6Py006HhqGtrX7D0ZHTLKQz0weejTIMwzAMwzAMU0p01xtHuzAMwzBMbWnxMtKJocERp4x0fcyuRLt4TnYHAZ5hyg7PRhmGYRiGYRiGKSXUlKyto+KGYyGdYRiGYWo/Djc3V2JakHWux665RMKojHR2pDPTAJ6NMgzDMAzDMAxTWtDUTJWXMwzDMAxTM1o1V7qrs7y1rcWPdlGOdBbSmcaHr2KGYRiGYRiGYUrLJS9fKXY9e1QsWNlb75fCMAzDMDOO1vYWMTo8of6exJE+EXCkc7QL0/iwkM4wDMMwDMMwTGk599ql8oNhGIZhmPo60ts7W0RzS3y4BRqEj8uMdI52YaYPHO3CMAzDMAzDMAzDMAzDMIzVkQ5cGo0SLa26I52jXZjpAwvpDMMwDMMwDMMwDMMwDMOEusv1viWu3zMxNsHRLsy0goV0hmEYhmEYhmEYhmEYhmGiHemOrnJkpI8HMtLZkc40PiykMwzDMAzDMAzDMAzDMAwTmZHu6khXzUY5I52ZZrCQzjAMwzAMwzAMwzAMwzBMLhnprV5G+vjopBg57QnpXRztwjQ+LKQzDMMwDMMwDMMwDMMwDBOdkZ4w2uX0yTExNTklP+/oZkc60/iwkM4wDMMwDMMwDMMwDMMwTC6OdAjpp46PyD+bW5sCgjzDNCp8FTMMwzAMwzAMwzAMwzAME5OR7uYqh2h+6tio/LNjVptoamoq6BUyTO1gIZ1hGIZhGIZhGIZhGIZhmCpa2zRH+ixHR7qXkT40WHGkd3RxrAszPWAhnWEYhmEYhmEYhmEYhmGYGEd60mgXONJZSGemByykMwzDMAzDMAzDMAzDMAwTk5HuGu1S+Z6RU+OJnOwMU3ZYSGcYhmEYhmEYhmEYhmEYpgq9SWhSRzpgRzozXWAhnWEYhmEYhmEYhmEYhmGYaEe6oyCui+9Jvo9hyg4L6QzDMAzDMAzDMAzDMAzDhGak059649Eo2JHOTFdYSGcYhmEYhmEYhmEYhmEYJtSR7hrrQrS0mkI6Z6Qz0wMW0hmGYRiGYRiGYRiGYRiGqaKnv0P+2Tuv0/l7ONqFma7wlcwwDMMwDMMwDMMwDMMwTBXzl/eIV7z/fDF3Sbfz95jRLp3sSGemCSykMwzDMAzDMAzDMAzDMAxTRVNTkzjjvPmJvscU0tvZkc5MEzjahWEYhmEYhmEYhmEYhmGYXOBoF2a6wkI6wzAMwzAMwzAMwzAMwzC5UN1slIV0ZnpQVyH97rvvFj//8z8vlixZIktFbrvttsivv+uuu+TXmR/79u2r2WtmGIZhGIZhGIZhGIZhGMYOZ6Qz05W6CulDQ0PiggsuEH/3d3+X6PueffZZsXfvXvWxcOHCwl4jwzAMwzAMwzAMwzAMwzButLa1qM+bmoRo6/D/zjCNTF1rK17+8pfLj6SQcN7f31/Ia2IYhmEYhmEYhmEYhmEYJntGOjUabWpuquvrYZgZnZF+4YUXisWLF4uXvvSl4t5774382pGREXH8+PHAB8MwDMMwDMMwDMMwDMMwxUa7dHCsCzONaCghncTzz3zmM+I//uM/5Mfy5cvF9ddfLx555JHQ7/n4xz8u+vr61Ad9D8MwDMMwDMMwDMMwDMMw+dPc0iSEZ0Lv5EajzDSioa7ms846S36Aq6++Wrzwwgvir//6r8W//Mu/WL/nIx/5iPjgBz+o/k6OdBbTGYZhGIZhGIZhGIZhGCZ/mpqaRGtrsxgfmxTtXQ0lPTJMJA1/NV9++eXinnvuCf3/jo4O+cEwDMMwDMMwDMMwDMMwTG3iXUhI52gXZjrRUNEuNh577DEZ+cIwDMMwDMMwDMMwDMMwTHly0ju6G97DyzCKul7NJ0+eFM8//7z6+9atW6UwPnfuXLFixQoZy7J7927xpS99Sf7/pz71KbFq1Spx7rnniuHhYfHZz35W/OhHPxK33357Hd8FwzAMwzAMwzAMwzAMwzCg1RPSOSOdmU7U9Wp+6KGHxA033KD+jizzd77zneILX/iC2Lt3r9ixY4f6/9HRUfH//X//nxTXZ82aJc4//3xxxx13BH4GwzAMwzAMwzAMwzAMwzD1o6W1IqRzRjoznajr1Xz99deLqamp0P8nMV3n937v9+QHwzAMwzAMwzAMwzAMwzAlj3bhjHRmGtHwGekMwzAMwzAMwzAMwzAMw5SHto4W+WdnNwvpzPSB6ysYhmEYhmEYhmEYhmEYhsmNC29aIWbN3i9WnDO33i+FYXKDhXSGYRiGYRiGYRiGYRiGYXJj9YUL5AfDTCc42oVhGIZhGIZhGIZhGIZhGIZhImAhnWEYhmEYhmEYhmEYhmEYhmEiYCGdYRiGYRiGYRiGYRiGYRiGYSJgIZ1hGIZhGIZhGIZhGIZhGIZhImAhnWEYhmEYhmEYhmEYhmEYhmEiYCGdYRiGYRiGYRiGYRiGYRiGYSJgIZ1hGIZhGIZhGIZhGIZhGIZhImAhnWEYhmEYhmEYhmEYhmEYhmEiYCGdYRiGYRiGYRiGYRiGYRiGYSJgIZ1hGIZhGIZhGIZhGIZhGIZhImAhnWEYhmEYhmEYhmEYhmEYhmEiYCGdYRiGYRiGYRiGYRiGYRiGYSJgIZ1hGIZhGIZhGIZhGIZhGIZhImgVM4ypqSn55/Hjx8VMZGxsTJw6dUq+/7a2tnq/HMaAz0/94GNfbvj8lBM+L+WGz0854fNSbvj8lB8+R+WDz0n54XNUPviclJ+ZfI6gmUJDZWawkH7ixAn55/Lly+v9UhiGYRiGYRiGYRiGYRiGYUqpofb19dX7ZZSKpqkZtr0wOTkp9uzZI3p7e0VTU5OYadCuEm0i7Ny5U8yePbveL4cx4PNTP/jYlxs+P+WEz0u54fNTTvi8lBs+P+WHz1H54HNSfvgclQ8+J+VnJp8jkopJRF+yZIlobuZU8BntSKcLYNmyZWKmQw+BmfYgaCT4/NQPPvblhs9POeHzUm74/JQTPi/lhs9P+eFzVD74nJQfPkflg89J+Zmp54id6HZ4W4FhGIZhGIZhGIZhGIZhGIZhImAhnWEYhmEYhmEYhmEYhmEYhmEiYCF9htHR0SH+6I/+SP7JlA8+P/WDj3254fNTTvi8lBs+P+WEz0u54fNTfvgclQ8+J+WHz1H54HNSfvgcMTZmXLNRhmEYhmEYhmEYhmEYhmEYhkkCO9IZhmEYhmEYhmEYhmEYhmEYJgIW0hmGYRiGYRiGYRiGYRiGYRgmAhbSGabkNDU1idtuu63eL4NhGIZhmALh8Z5hGIZhGIZhyg0L6dOId73rXeI1r3lNvV8GE3JuaIFsfjz//PP1fmkz4ri/733vq/q/97///fL/6GuYcvDTn/5UtLS0iFe84hX1fikzFr5nGgse98sNn5/yweNMuTl48KD4tV/7NbFixQrZ2G3RokXi5ptvFvfee2+9X9qMZ+fOneKXfumXxJIlS0R7e7tYuXKl+K3f+i1x+PBhp++/66675BxicHCw8Nc60+Zsn/jEJwL/Thuy9O9M/df9bW1tYmBgQLz0pS8Vn/vc58Tk5GS9Xx6jwfM0Ji0spDNMjbjlllvE3r17Ax+rVq2q98ua9ixfvlz827/9mzh9+rT6t+HhYfHVr35VLtSyMDY2lsMrZMA///M/i9/4jd8Qd999t9izZ0+mnzUxMcGT1RLeMwzDMNNlnGHy5xd+4RfEo48+Kr74xS+K5557TvzXf/2XuP76653FWqYYtmzZIi699FKxefNm8a//+q/SCPSZz3xG3HnnneKqq64SR44cqfdLnLF0dnaKP//zPxdHjx6t90thLOv+bdu2ie9973vihhtukBtPr3zlK8X4+Hi9Xx7DMBlhIX2a8v3vf1+86EUvEv39/WLevHnyof3CCy+o/6eHOu2SfuMb35AP9lmzZokLLrhAOnWYYoCzRv8gV9R//ud/iosvvlhOhFavXi3++I//uGqApYH45S9/uejq6pJfc+utt9btfTQadGxJGKRrHdDnJAhedNFFie+Zr33ta+K6666T5+srX/lKzd/PdOXkyZPy2JITjZyCX/jCF6pcTN/5znfE+eefL4/9lVdeKZ566in1NfT1dO5o0X3OOefI+23Hjh11ejeNTV73zEte8hLxgQ98oMptSE42Wnwz+XLGGWeIT33qU4F/u/DCC8VHP/pR9Xe6jz772c+K1772tXLcP/PMM+U9w5Tj/DD1G2cwhsS5Ov/0T/9ULFy4UPT29or3vve94vd///fleWSyQ07ln/zkJ1IUpLUJOZ4vv/xy8ZGPfES86lWvUl9Dx33BggVi9uzZcpx5/PHH1c+g+4nOxz/8wz/IcYyec2984xvFsWPH6vjOGh+qSKOx+/bbb5dzYJoP0LrkjjvuELt37xb/43/8D/l1IyMj4sMf/rA89jQPW7t2rdy8ojk0nVNizpw5XN2WIzfddJNcU3784x8P/Zr/+I//EOeee648JzQWffKTn1T/9wd/8AfiiiuuqPoe0gX+5E/+pLDXPVPW/UuXLpXzajrOtOYnUR1jT9zzjPjWt74lLrvsMrn2mT9/vpy/McXA+hmTBBbSpylDQ0Pigx/8oHjooYekYNHc3CwfvKZDkyY+H/rQh8Rjjz0m1q1bJ97ylrfwLmkNoQXDO97xDrlD/cwzz8iJPw2u//t//+/A1/3hH/6hdOnQ4PrWt75VvPnNbxYbN26s2+tuNKgU9fOf/7z6O5XWvfvd7051z9Cimc4XHX8qN/7/27sX2CiqL47jl9cfpEgVJdj4QKwKNTyihrQWMSipEpVASLFJUasSseADCaBCCFRBUNQWiwqoERVMakFNIxEFpBoggBUD1Ir4CKgkQIkhIsEKyvzzOzqb3aVsu3XbXbbfT9LA7s6W2b3MzJ1zzz3XISbKy8tdnz59XO/evd2dd95pbeR5Xsg2U6dOtc5/VVWVdTqHDx8eMivg2LFjdgOuQGFNTY0FOxC/Y0Y3B8pi1421b/ny5XZToZsFxIcGaxVY2rlzp7v11lvtmkI2IVqDxlxnItHgufpnus5s27bNgomLFi1q1n1uTbp06WI/GsAIvm4EGz16tKutrbVglNpAAaqhQ4eGnMOULa22VgBKgRFluE+YMKEFP0ly0Xf7ySef2HeohJ5gChTqGqIBKh1LuqdRxnppaan1k3VfozZVYF3BXNm9e7clCL344otx+kTJRUlZc+fOdQsXLnT79u075XUdJ7rm696xurraBpt0X+kHc9V+X3zxRUjAUH1o9RHy8/Nb9LMkO/V9FXj1E1UaOp8pgUj9avXVdB5TX1uDi2gexM8QFQ9Jo6CgwBsxYkS9rx06dEh3Cl51dbU93rNnjz1+/fXXA9vU1NTYc7t27WqxfW5NbdOuXTsvJSUl8JObm+sNHTrUmzt3bsi2y5Yt89LS0gKP1SaFhYUh22RmZnrjx49vsf0/04+J2tpar2PHjt7evXvtp1OnTnZM6DVtE80xs2DBghb+FK1DdnZ24Ls9ceKEd/7553uVlZX2WH/quy8rKwts/+uvv3pnnXWW9+6779rjpUuX2jbbt2+P0ydIDrE8Zv744w/v3HPPDbSR9O/f3ysqKmqxz9Oarvs9e/b0SkpKQl4fMGCAN2vWrMBjtc+MGTMCj48ePWrPrV69ugX3uvVoSvt88MEHLb6frUWk64yuIampqSHbqy2Cb5XU93rwwQdDthk0aJC1I2Jj5cqVdt3QNUftNW3aNG/Hjh322oYNG7yuXbt6dXV1Ie9JT0/3lixZYn/X8aT+9r59+wKv6/zWtm1bb//+/S38aZLDli1bIp6biouL7fWtW7fan2vXrq13O78vd/jw4Wbe49Z5jcnKyvLuu+++U85d+fn5Xk5OTsj7pk6d6l111VWBxzqHPfXUU4HHOu50vkPsYzJ5eXleRkZGo85n1113nTdmzJgW2efWivgZmoqM9CSlGnYaHVMZEE0V0jQuCS91oDIJvrS0NPtTI6OIPU0B0sil/6NsDWWYa9qcn4Wjn/vvv98yNZRd61P9wWB6TEZ64yl72Z/GrSxb/V3T45pyzKhGJGJL2UnKhtH3L+3bt3d5eXk2HThY8HHQrVs3yyoMPg407Tj4nIb4HjOahnrXXXdZ1qd89dVXVo6H6dzxFXyMpKSkWNtx3Ueya+x1pqHfEZ4NSHZgbGn2pWrXq+SUagyrtJuyNHUtUp9Z5Xk05T6437xnz56QbFrNFNDMp+C+gzIK1X5ouoZmb6jsgbKjVfoFLU8zZbS2QPj9oR4PGjQo5Dk9Vh9O6wn5WemaQei3s2YV6DnEnr5flQdpzPlM8QJlqKNlED9DNNpHtTXOGCp5oNqCr732mq2urg5k37593fHjx0O200rSPr8OJAv0NQ8FLFQrMJguoJpmP2rUqFO2VxAKsS1V4ddrfvnll5t8zKgdEVsKZGhKnL734I6m6gu+9NJLjf49mnIcXs8W8T1mVN5F9Wo13VgBeU1r1XsQe5qCGh7oqG9B5ODrvuiY4bqfOO2D+FxnaJ/Eof5vTk6O/agEha4js2bNstIiCloouB4uvL49Ykf3LrpOKCBbX31mPa+65+FlX9CybrjhBis5qTUFok1YUPBQte2V8KCF5n/55RcbaETs6Xjp1auXxQAaOp9xTLUs4meIBoH0JKSV7ZV1oZPA4MGD7bmNGzfGe7dQD2XZqK3CA+zhtmzZYnUHgx8HL/qHhimzSRdCXfDCa5tzzMSPAhtvv/221T6/+eabQ14bOXKkZcWopq3//16ZZnL48GH33XffuYyMjLjsd2sQi2OmX79+NotD2ynbKZqBEUQ/i0CzmXxHjhyxzCYkBtonsa8zunn+/fffrUaqP2CubMBgmgWlNTqC+2N6jOalBcRVN1195gMHDthsAj9TsD7KHlRWuz9oor6DBkrUfoieMmY1qPHKK6+4SZMmhQT31B5aO0DHhK73CiZ9/vnntgBmOM0aFD8LGrH3zDPPWPJC8P919ZM3bdoUsp0eq7azZhDIRRddZDMJ1JYKpKu9WWco9tavX2916nUc6Ttv6HymzGfV6g5fowixRywA0SKQnoSUFaBOz6uvvmojnepQaoFEJJ6ZM2faitAKDubm5lpHX1O9VP5gzpw5ge1WrFhhwSitJK1OjqYnRzMdGf8sxuNPd/Q7jj6OmfhZtWqVBcXHjh3rUlNTT5nirf/nzz33nD1WGSS1U48ePWyhF5UaURAEiX3MKJtQme0KTtWXzYbYULa/yh8oo0bZTLq+hLcb4of2SezrjBZT7Ny5s5s+fbp75JFH3NatWwOL8fkefvhhK7+n/lh2drYtsKgF+TQNHLEJZGjxPc2GUgDp7LPPtkXf5s+f70aMGGHBWZVp0XVfzykQqIC5vyCfX3pPGe0FBQXu+eeftwErtacWW9TCmGgaDYLr/7wG1XV/ooxaLUipReBVRkeL8Krknr53tZ/KV2pRxZ9++slKHuj712CVBuZ1PGrxRAXkVcoCsaPBDJVk0ffvmzx5shs4cKCbPXu2ZZlv3rzZ2lMDI8H0Ps38UAJFSUlJHPY+uWjBZAXKNXB08OBBW/h43rx5dt+vgSfd8zd0PlN7qLRLenq6LRarQeGPPvrIZg8gtogFIFrUSE8iygLQqKZOzGVlZbb6s6ajaNTTD0QhsahDqg7lmjVrrJOTlZVlnZfw0gcq/6I21Y2FsqqUPaUMHURH9c70E45jJn4UwNDNcXhwww9w6CZagQo/02bixInu2muvtc7phx9+GMhwQuIeM5oyrGuT/qRkVfNc90XTuZVRpps01bTXzZluvhA/tM+Zc51R+anly5dbkELBKPWzioqKTgk0qR2nTJli2dGaUaASCpzXYkNB1czMTOsHq0yFri0q7aLBCwX+FIRV++g1ZWgq8KTgkoK1GmD3aZanSiYqWKsZCOo7hwcNEZ0rrrjCjhMNGikornPXuHHjbP0nBWYVRJdFixZZYpDK8Gg2odpOszxEAXfdzyg4pfbyS8chtpR0ElxmQueq8vJy67PpmNIgrrYJL/+idtNgltboIknlv1PgXAFZZZtrhmdlZaUNcFRUVNggemPOZ0OGDLFkOq0ZoZkGGpBXMh1ih/gZmqqNVhxt8ruRUHSSVueRqfMAkonqB+pmTRmF1EE982gBMt10qwSCbugQO1z3Exvtk/xUAkGZzsuWLYv3rsA5G/xQGZjwsjwAAISjn4amorRLElBwSbXOFGwqLCyM9+4AAGAL9Sm7acaMGTbbhiB67HDdT2y0T3JSpubixYttNqEyCpW1vm7dOrd27dp47xoAAGgk+mn4rwikJwHVolOmn2qgqYYgAADxpg6qZhJouurKlSvjvTtJhet+YqN9kpM/FV/1oOvq6mxBv/fee6/ehRUBAEBiop+G/4rSLgAAAAAAAAAARMBiowAAAAAAAAAAREAgHQAAAAAAAACACAikAwAAAAAAAAAQAYF0AAAAAAAAAAAiIJAOAAAAAAAAAEAEBNIBAACABHbppZe6BQsWxHs3AAAAgFaNQDoAAADgnLvnnntcmzZt7KdDhw6uR48eLicnx73xxhvu5MmTjf49b775pjvnnHOi/vdP976qqio3bty4qH8fAAAAgNghkA4AAAD8a9iwYW7//v1u7969bvXq1e7GG290EydOdLfffrv766+/4rJP3bt3d507d47Lvw0AAADgHwTSAQAAgH917NjRXXDBBe7CCy9011xzjZs+fbqrqKiwoLoyxqW4uNj169fPpaSkuIsvvthNmDDBHT161F777LPP3L333ut+++23QHZ7UVGRvfbnn3+6KVOm2O/WezMzM237ht4XXtpFry1ZssSC+wqwZ2RkuM2bN7sffvjBDRkyxH53dna2+/HHH0M+mz6HPlOnTp3cZZdd5p588sm4DQ4AAAAAZxoC6QAAAEAEN910kxswYIB7//337XHbtm1daWmpq6mpcW+99ZZbv369e+yxx+w1BbAV9O7atatltutHwXN56KGHLOBdVlbmdu7c6UaPHm0Z8N9//33E99Vn9uzZ7u6773bbt293ffr0cfn5+e6BBx5w06ZNc19++aXzPM/+Pd+GDRtse2XXf/PNNxaI18DA008/3ezfHwAAAJAMCKQDAAAADVCwWuVe5NFHH7WSL8oUV5B9zpw5rry83F773//+51JTUy1rXJnt+unSpYv7+eef3dKlS92KFSvc4MGDXXp6ugXKr7/+env+dO87HWWv33HHHe7KK690jz/+uO3bmDFj3C233GIZ6gqY+9nuouzzJ554whUUFFg2umq/KxivgDoAAACAhrVvxDYAAABAq6YMbwW5Zd26dW7evHnu22+/dUeOHLHyKHV1de7YsWOnrWVeXV3t/v77bwt8B1O5l/POOy/q/enfv3/g71oUVVRuJvg57ZP2T1nuO3bscJs2bQrJQNf+NLTfAAAAAP5BIB0AAABowK5du1yvXr0s81u1ycePH29B6W7durmNGze6sWPHuuPHj582IK0a6u3atXPbtm2zP4NFyjw/nQ4dOgT+7gf463vu5MmTgX9fWemjRo065XepZjoAAACAyAikAwAAABGoBroyyidNmmSBcAWnX3jhBauVLn5ZF5/KtCjbO9jVV19tz9XW1lppl/rU975Y0SKju3fvdpdffnmz/H4AAAAg2RFIBwAAAIJKrRw4cMAC2gcPHnQff/yxlXFRFroW6/z666/diRMn3MKFC93w4cOtXMrixYtDfodqpysD/NNPP7VFSpWlrpIuqmGu36EgvALrhw4dsm1UpuW2226r932xKrkyc+ZM+wyXXHKJy83NtUEAlXvR51GNdwAAAACRsdgoAAAA8C8FztPS0iyoPWzYMFdZWelKS0tdRUWFlWRRgLu4uNg9++yzrm/fvu6dd96xQHuw7OxsV1hY6PLy8lz37t3d/Pnz7XktKqpA+uTJk13v3r3dyJEjXVVVlQW3I70vFrQI6apVq9yaNWvcwIEDXVZWlispKXE9e/aM2b8BAAAAJLM2nlZOAgAAAAAAAAAA9SIjHQAAAAAAAACACAikAwAAAAAAAAAQAYF0AAAAAAAAAAAiIJAOAAAAAAAAAEAEBNIBAAAAAAAAAIiAQDoAAAAAAAAAABEQSAcAAAAAAAAAIAIC6QAAAAAAAAAAREAgHQAAAAAAAACACAikAwAAAAAAAAAQAYF0AAAAAAAAAAAiIJAOAAAAAAAAAIA7vf8DfjOBQ37tXYEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -290,6 +1435,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne grafen viser temperatur og nedbør i Maura på den øverste graden, og vind på den nederste. Så i september ser vi at høyeste målte nedbør er 0.4mm, mens den høyeste målte temperaturen er litt under 15 grader. Leser vi av denne grafen ser vi at laveste målte temperatur er på ca, -7 grader, og den høyeste på ca. 19 grader. Dette stemmer ikke overens med det vi fant i tabellen isted, hvor høyeste målte var på 32grader og den laveste på -37grader. Dette fordi denne grafen baseres på gjennomsnittet av alle målingene, og ikke den minste eller den laveste målingen. Så det vil si at de dagene det var målt kjempe varmt, vil det også over flere år vært målt kaldere, og da tilogemed kaldere enn gjennomsnittet, for å kunne dra temperaturen så langt ned.* " + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -307,9 +1459,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABMkAAAKqCAYAAAAg4AlaAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQAA1U5JREFUeJzs3QmcTfUbx/HvbGbBzBj7vq8RIVvZSdJC0aKyRAhtUtEmKlrkr4VQVIqobJUtIbJv2fd9iWEsM4NZzfxfv980d+YyI2rGuO7n/eq8OOf+zrnnnLnduZ77PM/PIzExMVEAAAAAAACAG/PM6hMAAAAAAAAAshpBMgAAAAAAALg9gmQAAAAAAABwewTJAAAAAAAA4PYIkgEAAAAAAMDtESQDAAAAAACA2yNIBgAAAAAAALdHkAwAAAAAAABujyAZAAAAAAAA3B5BMgAAcF376quv5OHhof3792fYMc2xzDHNsZGkUaNGdgEAAHBXBMkAAHBDe/bsUffu3VWqVCn5+fkpMDBQt912mz766CNFRUXpRjFx4kQNHz5c15NOnTrZAJ2552nd6127dtnHzTJ06NCrPv5ff/2lN998U+vXr8+gMwYAAHAP3ll9AgAA4NqaOXOm2rVrJ19fX3Xo0EGVK1dWbGyslixZohdffFFbtmzRmDFjdKMEyTZv3qznnnvOaXvx4sVtgMrHxydLzsvb21vnz5/Xzz//rAcffNDpsQkTJtjAZXR09L86tgmSDRw4UCVKlFC1atWueL9ff/31Xz0fAADAjYIgGQAAbmTfvn16+OGHbZBowYIFKliwoOOxXr16affu3TaI9l8lJibaII+/v/8lj5nt2bJlk6dn1iW0mywtE4jKKiZAaTL3vvvuu0uCZCaw16pVK02ZMuWanIsJ1gUEBNifCdIXHx+vhIQE7hMAADcwyi0BAHAj77//vs6ePauxY8c6BciSlSlTRs8++6xTYOCtt95S6dKlbWDHZCe98soriomJcdrPbL/77rs1d+5c1axZ0wbHRo8erd9//90GpCZNmqTXXntNhQsXtgGZiIgIu9/KlSt15513KigoyG5v2LChli5d+o/XMWPGDBtIKlSokD0vc37mPC9cuOAYY/prmYDfgQMHHOWL5jwv15PMBA7r16+v7NmzKzg4WPfdd5+2bdvmNMaUMpp9TUDRlE6aceb8O3fubANOV6p9+/aaPXu2zpw549i2evVqW25pHrvYqVOn1LdvX1WpUkU5cuSw5ZotW7bUhg0bHGPM/b711lvt3835JF938nWae2IyB9euXasGDRrYe25+nmn1JOvYsaMNJF58/S1atFCuXLlsxlpGMefYu3dv/fDDD6pUqZJ9/dStW1ebNm2yj5vXknltmvMx53hxf7o//vjDZkcWK1bMvh6KFi2q559//pJy1vT6rpmfY/JrI/Xrw5S7mnLd5Nf/1q1bbdblG2+8oRo1atifu3mtmNfMwoULM+x+AACArEEmGQAAbsSU95k+ZPXq1bui8V27dtXXX3+ttm3b6oUXXrBBrSFDhtjAybRp05zG7tixQ4888ojtdfbkk0+qfPnyjsdMAMtk4Jggjwmwmb+bgJQJ8phgw4ABA2xm2ZdffqkmTZrYoEetWrXSPS8T9DGBoj59+tg/zbFM4MIE3z744AM75tVXX1V4eLgOHz6s//3vf3abGZue3377zZ6PuT8mEGYCLJ988onN+Fq3bp1TEMUwGWAlS5a098M8/sUXXyhfvnx67733ruje3n///erRo4emTp2qJ554wpFFVqFCBVWvXv2S8Xv37tX06dNtMMg8b2hoqA0emcCiCd6YgGHFihU1aNAgey+6detmgzdG6p/3yZMn7XWajMLHHntM+fPnT/P8TH86c19NsGz58uXy8vKyz2fKMr/55hv7fBnJ/Mx/+uknm9FomPtqAq8vvfSSRo4cqZ49e+r06dM20Gvulzm3ZCa4ZgKUTz31lHLnzq1Vq1bZn5352ZvH/i3zejSZj+ZemiBZSEiIfY2Zn7V5rZvXeWRkpA06m+Ched6rKXEFAADXmUQAAOAWwsPDE82v/vvuu++Kxq9fv96O79q1q9P2vn372u0LFixwbCtevLjdNmfOHKexCxcutNtLlSqVeP78ecf2hISExLJlyya2aNHC/j2ZGVOyZMnE5s2bO7Z9+eWX9hj79u1zGnex7t27JwYEBCRGR0c7trVq1cqe28XMscwxzbGTVatWLTFfvnyJJ0+edGzbsGFDoqenZ2KHDh0c2wYMGGD3feKJJ5yO2aZNm8TcuXMn/pOOHTsmZs+e3f69bdu2iU2bNrV/v3DhQmKBAgUSBw4c6Di/Dz74wLGfuS4z5uLr8PX1TRw0aJBj2+rVqy+5tmQNGza0j40aNSrNx8yS2ty5c+34t99+O3Hv3r2JOXLkSGzdunViRjPPYa4j9c949OjRdru5JxEREY7t/fv3v6LXw5AhQxI9PDwSDxw4cNlrTP6ZpH6dJN//wMDAxOPHjzuNjY+PT4yJiXHadvr06cT8+fNf8poAAACuhXJLAADcRHKJY86cOa9o/KxZs+yfJlsrNZNRZlzcu8xkN5lsmrSYbKTU/cnMzIvJZYUmsyksLMwu586dU9OmTbV48WLb/yk9qY9lMnnMviZrymQTbd++XVfr6NGj9pxM2Z3JFkp28803q3nz5o57kZrJAkvNPL+5luT7fCXM9ZsSyWPHjtnMKPNnWqWWhslkSu7jZspKzXOZzDiTsWcy2a6UOY4pxbwSd9xxh80MNNlpJvPNlDuabLLMYH7uqbP1ateubf984IEHnF6zydtNZl1arwfzGjKvB5M9Z+Jvf/75578+J/PcefPmddpmMuqS+5KZ16gpgzVlyabM+Gp+DgAA4PpDuSUAAG7C9LBKDipdCdPLywRlTC+o1AoUKGD7cJnHLw6Spefix0yALDl4lh5TKml6X6XFzMBpepyZwNLFQSmz39VKvpbUJaLJTAmj6bVmgi+m/1Qy0/8qteRzNSWByff6n9x11102ADR58mQbpDP9xMz9vrjnVnJAxpRAmtJDMwFD6v5rpsTwSpm+cFfTfN705TI94Mz5mXJQU1L6T06cOOF0fiaYd7lS17Tup+n3ZZj+YmltN/c52cGDB22JqSnXTL39374e/uk1bUqQP/zwQxuQjYuL+8fxAADANRAkAwDATZjAjekjtXnz5qvazzQwvxJpzWSZ3mPJWWKmf1h6PZzSC6qYRvemD5e5HpPhZJqqmwwnk8Xz8ssvXzYDLSOZjKK0JFUPXnlWl8nQMkEXkxlleqGlZ/DgwXr99ddtPy7T481kvJkg5nPPPXdV13y5n1NaTCbW8ePH7d9NI33Ti+ufmGBf6iCq6Tl3uWu73P38p/tsgnEm289kdJmfv+npZoKZR44csZmBqe+NeS2n9fNJHdD7p3v17bff2uO2bt1aL774og0amnM0PdT27Nlz2WsEAADXN4JkAAC4EdMIfcyYMbYRu5k98HKKFy9uAwwm68tkUyUzDeNNoMo8/m+ZwJZhAl3NmjW7qn1NeaIpNTQN780MjclMdtW/DfAlX4uZfOBiJlsoT548TllkGcmUV44bN84GvEwz/fT8+OOPaty4sW0Sn5r5WZjzu9prvhIme86UZpoZJ035omma36ZNG8cMmumZMGGC08ySZjKEzGICdzt37rSBxg4dOji2z5s375KxJtsvdZlmsouzIi/H/BzM9ZjXX+p7bQKBAADAtdGTDAAAN2JmCjTBHjNrpQl2XcxkwpiSvuRSQGP48OFOY4YNG2b/bNWq1b8+DzOjpQmUmVK+s2fPplmul57kzKLUGUGxsbG2DPFi5lqvpNyuYMGCNqPNBFpM0CmZybozszkm34vMYAJfJjPs008/taWsl7vui7OgzMyNJmMqteRgXurr+LdMZpYpZTT3xfzcTc8wUyJrZii9HDMjqAl+Ji+ZGSRL6/Vg/p78Ok7NvOZM0DP162vDhg1aunTpf3o+M+urCTwDAADXRiYZAABuxAQJTF+phx56yGaHmcybypUr2yDTsmXLbNDFlJIZVatWtQERk3mWXOK4atUqGzAxpWYmuPNvmaypL774Qi1bttRNN91ks5VMrywT8Fm4cKHNMPv555/T3NdkNJmMIHNuzzzzjM3m+eabb9IsozPBONPvy0w+YLKfTAnnPffck+ZxTemnOR+TYdelSxebCfXJJ5/YHlj/VCr4X5h7YfqrXUkWoCkvNffK3AOTQWUyti4OQJmfsekZN2rUKNvvzATNTLP7q+2XZfq9mcCjyZCqXr263fbll1+qUaNGtuzTZJVdD0x5pbnmvn372tePee1MmTLlkt5khilVNcE+M8GE+RmbMlJzn8xr8EonXDA/B5NFZjLqTKDYZDCaY5hsu7QCvgAAwHWQSQYAgJu59957tXHjRrVt29Y2ZO/Vq5f69etnm8WbZuQff/yxY6wJZA0cOFCrV6+2va9M4KR///6aNGnSfz4PE2wx2TdmVkCTRfX000/rq6++stlUzz//fLr7mSb1v/zyi83+MsElk41melKlFbTp2bOnLWc0wR3zp3mO9JiMpzlz5tjjmybw5rh16tSxWUbXQ0P2V155xc4saiYRePbZZ20PNjPD6MWN7X18fGwg02Q8mRk4TQ+xRYsWXdVzmckdTEDplltu0auvvuo0g6d5bvM6WbFiha4H5npNQNVkApq+YOb1WrZsWY0fP/6SsSYwbLab7EITODWN/k2ANTkIeCVMENn0hzMZaCZIa34epk+ZeR0DAADX5pF4Nd1lAQAAAAAAgBsQmWQAAAAAAABwewTJAAAAAAAA4PYIkgEAAAAAAMDtESQDAAAAAABAplq8eLGdZbxQoUJ2dvLp06f/4z6///67nWDH19dXZcqUsZM8ZSaCZAAAAAAAAMhU586dU9WqVTVixIgrGr9v3z61atVKjRs31vr16+1M6127drUzS2cWZrcEAAAAAADANWMyyaZNm6bWrVunO+bll1/WzJkztXnzZse2hx9+WGfOnNGcOXMy5bzIJAMAAAAAAMBVi4mJUUREhNNitmWE5cuXq1mzZk7bWrRoYbdnFu9MOzKQykyf8ll9CnATjRa/l9WnADfRYnCurD4FuInR/yuX1acAN/H+eI+sPgW4ic+aLc7qU4CbCGjwoNxBVv57e/Wrj2jgwIFO2wYMGKA333zzPx/72LFjyp8/v9M2s24CcVFRUfL391dGI0gGAAAAAACAq9a/f3/16dPHaZtpsu+qCJIBAAAAAADgqpmAWGYFxQoUKKDQ0FCnbWY9MDAwU7LIDIJkAAAAAAAALsrD58Ysl69bt65mzZrltG3evHl2e2ahcT8AAAAAAAAy1dmzZ7V+/Xq7GPv27bN/P3jwoKN0s0OHDo7xPXr00N69e/XSSy9p+/btGjlypL7//ns9//zzmXaOZJIBAAAAAAC4KE9v18gkW7NmjRo3buxYT+5l1rFjR3311Vc6evSoI2BmlCxZUjNnzrRBsY8++khFihTRF198YWe4zCwEyQAAAAAAAJCpGjVqpMTExHQfN4GytPb5888/da0QJAMAAAAAAHBRHj500soo3EkAAAAAAAC4PYJkAAAAAAAAcHuUWwIAAAAAALgoV2nc7wrIJAMAAAAAAIDbI5MMAAAAAADARXn4kEmWUcgkAwAAAAAAgNsjSAYAAAAAAAC3R7klAAAAAACAi6Jxf8YhkwwAAAAAAABuj0wyAAAAAAAAF0Xj/oxDJhkAAAAAAADcHplkAAAAAAAALoqeZBmHTDIAAAAAAAC4PYJkAAAAAAAAcHuUWwIAAAAAALgoDy/KLTMKmWQAAAAAAABwe2SSAQAAAAAAuChPMskyDJlkAAAAAAAAcHsEyQAAAAAAAOD2KLcEAAAAAABwUR6elFtmFDLJAAAAAAAA4PbIJAMAAAAAAHBRHl7kP2UU7iQAAAAAAADcHplkAAAAAAAALsrTi55kGYVMMgAAAAAAALg9gmQAAAAAAABwe5RbAgAAAAAAuCgPT8otMwqZZAAAAAAAAHB7ZJIBAAAAAAC4KBr3ZxwyyQAAAAAAAOD2CJIBAAAAAADA7VFuCQAAAAAA4KI8KLfMMGSSAQAAAAAAwO2RSQYAAAAAAOCiPDzJf8oo3EkAAAAAAAC4PTLJAAAAAAAAXJSHJz3JMgqZZAAAAAAAAHB7BMluAG+++aaqVauW4WMBAAAAAADcxVWVWzZq1MgGWIYPH555Z4RM1bdvXz399NNZfRpuJeT2mir1QhcFVa8sv0L5tOaBngr9af7l92lQS5WG9lOOSmUVfeiodg/5TIfHT3MaU/yp9irVp4t8C+RVxMbt2vLcWwpfvSmTrwauYPJvyzR+9mKdDI9UuWIF9dJj96lyqaJpjp2/ZrPG/bJAh0JPKv7CBRXLn0eP3dlAd99W3TGmeqeX09z32QfvUse7GmbadcA1dHm0hO65o4ByZvfWpm0RGjpylw4fjbrsPnlCsumpTqVUp0aI/Hw97fjBH+3Qjt1nHWOKFwnQU51KqlrlYHl5eWj/oXN6bchWhZ6IuQZXhevN7F+mafqUSTpz+pRKlCyjrj2eUdnyFdMce/DAPk369kvt2b1DJ46HqvOTvXRP63ZOY6Z8P0Erli3WkcMHlS2brypUvEmPd+6uwkWKXaMrwvWsTZMcalTDXwF+ntp1MFZf/xyh0FMXrmjfVvWz68HmOTV3+TlNnB3p9Fjpoj5q2zSHShfxUUKCdPBYvD4Yf0px8Zl0IbiuTV64Ul/PXaKT4WdVrmgBvfxIK1UuWSTNsfPXbdHYWYt16PippM9r+XLr8Ttu0911U5IfTkac1Uc//qrlW3frbFS0qpctrpceuVvF8+e+hleFrOLpRbllRqEnmZvJkSOHXXDteGUPUMTGHTr01RTV/HHEP473L1FEt/40WgfHTNL6Dn2Vu0ldVRn9tqKPnlDYvCV2TMF2LVXxg/7a3GuAzqzaoJLPdFTtmWP1+013KvbEqWtwVbhezV25QcMm/aJXOrZRlVLFNOHXJeo1dKymvdtXIYGX/r8flN1fXe5pohIF88rH21t/rN+mgWN/UEhgdtWrUt6O+XX4a077LN20XYPGTVHTmpWv2XXh+vToA0XV9u7Cemf4dh0NjVbXR0to2KAqeqznasXGJaa5jwmmffb+LVq36Yz6vrlJZyLiVKSQvyLPpvwrsVABP418r5p+mXdMYyce0Lnz8SpZLLtiYhOu4dXherFk8QJ9+flIde/dR+XKV9Qv03/UoNdf1CdjvlFwcK5LxsfExCh/gYKqd3tDjfs87d+7WzatV8tWrVWmXAVduHBBE77+QgNfe1Efj/pKfn7+1+CqcL266/bsal47QJ9PC1fY6Qu6v0kO9e2QS698GvaPwayShbzVuKa/Dh6Lu+QxEyDr+3gu/fLHOX07M1IXEhJVrICPEtN+q8QNbu7qTfrw+9l69bF7bWBs4m/L1XP415r+1rPpfF4LUNe7GqpEwTzy8fLWHxt36M2vpikkZ3bVq1xWiYmJen7ERHl7eWp4r/bK7u+rb+ctU49hX2rqoGfk75stS64TuKHLLTt16qRFixbpo48+koeHh13279+vzZs3q2XLljbwkj9/fj3++OMKCwtzyj4zmUvPPfeccuXKZcd8/vnnOnfunDp37qycOXOqTJkymj17tmOf33//3R5/5syZuvnmm+Xn56c6derY57ocs8/o0aN19913KyAgQBUrVtTy5cu1e/duex7Zs2dXvXr1tGfPHqf9ZsyYoerVq9vnKVWqlAYOHKj4+JTfgsOGDVOVKlXs/kWLFlXPnj119mzKt91fffWVgoODNXfuXPuc5l7ceeedOnr06JXeXo0bN0433XSTfH19VbBgQfXu3dvx2JkzZ9S1a1flzZtXgYGBatKkiTZs2JDuscz9q1Wrlj1fc1633XabDhw4kGa5pbkv5meTWuvWre3PO9nIkSNVtmxZe3/Mz69t27ZXfF2QTsxdrJ0Dhit0xm9XNL54t4cVte+wtr30ns5u36sDIyfo2JS5Kvlsys+k5HOddWjs9zr89VSd3bZHm3oO0IXz0Sra6YFMvBK4gglz/1CbhrV0X/1bVapwfr3asY38svloxuLVaY6vWbG0mtSorFKF8qtovtxqf8ftKlu0gNbv3O8Ykyc4p9OyaN1W1axQSkXy8c2ku2t3b2GN//6Alqw8qT37z+nt/21X7hBf1a+TJ919Hm1bVMfDYjTkox3ativSBtdW/3lafx2Ldozp9nhJLV97Sp99tVe79p61jy1ddVJnwi/9hydufD9P+0HN72ylps1bqmixEjZY5uvnpwW/zkpzfNlyFdSxy1O6vWFT+fj4pDnmjbc+UJPmLVWseEmVLFVGT/fpp7ATodqze2cmXw2udy3qBujnxWf15/YYHQqN15ip4QrO6aXqFfwuu59vNg/1aBuscTMidC7q0shX+ztzat6K85r5xzkdORGvYycvaNWWaMVfWYIabjAmgHV//Zq677bqKl0on1597B77eW360nVpjq9ZvqSaVK+kUgXzqWi+ELVvVldli+TXn7uT/o13MPSkNu09pFcfvUc3lSyiEgXy6pVH71FMXLxmr9p4ja8OWdW4P6sWtw2SmeBY3bp19eSTT9rgj1lMgMsEbG655RatWbNGc+bMUWhoqB588EGnfb/++mvlyZNHq1atsgGzp556Su3atbMBq3Xr1umOO+6wwbXz58877ffiiy/qww8/1OrVq22A6J577lFc3OU/IL/11lvq0KGD1q9frwoVKqh9+/bq3r27+vfvb8/RRNlTB6D++OMPO/7ZZ5/V1q1bbZDNBL3eeeedlJvk6amPP/5YW7ZssdeyYMECvfTSS07Pa8596NCh+uabb7R48WIdPHjQljZeic8++0y9evVSt27dtGnTJv300082cJjM3Kvjx4/bQOLatWttQK9p06Y6derSjCET3DNBroYNG2rjxo02SGiOawKI/4a5Z88884wGDRqkHTt22J9xgwYN/tWxcGWC61RT2ILlTttOzFuiXHWSgpsePj4Kqn6TwuYvSxmQmKiwBcsUXOeWa326uI7Excdr2/4jql2prNP7V+2bymjjnoP/uL95f1y5dbf2Hz2h6uVLpjnGlHAu2bhdrRvcmqHnDtdTKL+f8oT4avX6045t585f0NadEapcITDd/W6rlVvbd0fqrZcr6edv6mrc8Oq2XDOZ+XVVr2aIDh05rw8HVrFjxgy9RfXrEJR1R+ZznymbvLlaDaf3NbO+Y/vWDHue8+eSvvzMkSNnhh0TridvLi8bENuyJ9axLSomUXuPxKlM0bQDrsk6tArUhp0x2ro3Zd9kObN7qkzRbIo4l6DXuobo45fyqv8TISpb7PLHxA38ee3AX6pdsZTz57WKpbVxz6Er+7y2bY/2HwtTjXIl7LbYvxM8sqX6YsAcM5u3l9bv+ufPgAD+RbllUFCQsmXLZjO0ChRI+jD79ttv2wDZ4MGDnTKiTLbVzp07Va5cObutatWqeu21pHIdE6x69913bdDMBNyMN954wwaKTFDHZIwlGzBggJo3b27/boJTRYoU0bRp0y4JwqVmstOSH3/55ZdtYO/1119XixYt7DYTDDNjkpmssX79+qljx4523WSSmUCbCYKZ5zdSZ1qVKFHCXnePHj1shlXqD3GjRo1S6dKl7boJxJnA0pUwx3vhhRfsuSW79dakf4AuWbLEBhdNkMxkmRkmGDd9+nT9+OOPNgCWWkREhMLDw202XfK5mOy2f8sE+0xGmjmeCYoWL17c/swvx5Q5mCW1uMQE+XgwT8SV8M2fRzGhKdmYhln3CcopTz9f+eQKkqe3t2KOn7xozEllL5/yyxbu50zkeV1ISFBIkHOafkhgThv4Sk/k+Sjd+fxg+6HN08NT/Tq0Vp3KSe/fF/t56VoF+Pna7DO4t5BcSaUbp884f3l1+kys47G0FCrgr9Yt/TV5+mGN/+GgKpbNqee6lVFcfKLmLAhVriAfBQR467G2xfT5t/tsNpnpXfZO/5v0zKsbtH5zeKZfG64fkRHhSkhIUHBwiNN2U2Z55FDG/MPPHH/cmE9VoVJlFS/B71F3FpQj6bNq+Fnn0u6Isxccj6WldmU/FS/krYGjnT+bJcuXy8v+2aZxDk2aG6kDR+N0ezV/vdwpRK9+GnbF/c5wYzh99u/PaxeVVeYOzGEDX+mJPB+tFi994Pi81v/Ru1WnUlJihckcKxASpE+m/qrXHr9P/r4+Nlst9HSEwsKde+MByMSeZKbkb+HChWn2uDIljclBMlMymczLy0u5c+e25YvJTAmfYQJBqZkAV7KQkBCVL19e27Ztu+w5pX6u5ONe/FzR0dE2mGRKF801LF261ClzzPSmMGNMdpgJCv72228aMmSItm/fbvcz2VqpHzfMn8lBKcOUTF58PWkxY/766y+bGZYWc36mtNPcs9SioqIuKRtNvk+mVNIEBU2AsVmzZjZoaM7n3zDHMIExEzw0JaRmadOmjeO602LulQk+pvaIR4ge9Uq//AZA1snu56vvBj2rqOhYrdq6W8O++0VF8obYUsyL/bR4jVrWuUW+2fj22900b5hPL/ZKCZ6+NOjfTRRisvJNJtmYb/bZdVNOWbJ4gFq3LGSDZMlp+0tWhun7GUfs33fvO2ez01rfWYggGTLc558Nt83+3/ngk6w+FVxjdW/2U6d7UjJfh01IyYy9UiGBnnr0rpz64OvT6fYsSy7oWLjmvP74M2lik4lzIlWpVDY1qO6vH35LaeMCpCe7XzZNeqOn/by2cvteffj9nKTPa+VLysfbSx/2fEQDv5quhs8NlpfNTCul20y/sqw+cVwTHp4kpFwXQTITvDElkO+9994lj6UOylzcD8KU/qXellwKaL7J+6/SOu7lnstcgwno3H///Zccy/TgMn3XTBaVKRE1gTQThDLZXV26dFFsbKwjWJTWNZpU2H/i73/55rDm/My9NH3GLmb6jaXlyy+/tCWSpjRy8uTJNotv3rx5Tll6qdNwLz7P1CWtJnvMlMSa5//1119t1p/pa2ZKYNN7fpMt2KdPH6dtC0JSyiRweSZrzGSTpWbW48IjlRAdo9iw00qIj5fvRf2gfPPnVsxlvn3CjS84Z4D9UHQq3PnD9qmISOUOSr+EyLwPmFktjfLFC2nf0eMaN3PhJUGydTv2af+xE3q3Z/tMugJcz5asOqmtO9c41rP5JH0YyxXso5OnU8qLcgVn0+696f+Dz4zdf8i5vcKBQ+fVqF5e+/fwiDjFxydo/8FLx1SpFJRh1wPXkDMwyL5HnTnj3GLizJnTCs7lnF32bwNka1Yt19vvfaw8efL95+PBtZi+Y3sOp2R/+fw9O5zJGkudTRaYw0sHj6bd8qVEIR8F5fDSwB4pn8vMjLzli/uoWa0AdRkUqjORScf667hzFO2vE/EKCUrKMoP7yJXj789rEc6/K83slCab7LKf1/7+/F++WEHtO3pC42YttkEyo1Lxwpo8oJfNOIu7cME29X988GhVKl4ok68IcOMgmSm3NFlWyUxvrClTptgSRG/vjJ8oc8WKFSpWLGkq7tOnT9sSzv9SOpgWcw2m11bqHmCpmR5gJqBmeqOZNybj+++/z7DnN0Eoc//mz5+vxo0bp3l+x44ds/fXjLtSpiTSLCZgZTLyJk6cmGaQzPR6Sz3BgPn5mgkSUp+LeW6TkWYWU4JqgmOmL1tagUXDlIUml4Ymo9Tyyp1ZsV55Wzr3fcvTtJ5Or1hv/54YF6fwdVuUp0ldhf40P2mAh4dyN66rAyO/zYpTxnXCzE5ZsURhmw3WuMZNdpt5/zLrDzWtd8XHSUhMVFzcpaUfpvm/OX65YnzYckdRURd0JMr5dRF2KkY1q+aymV5GgL+XKpUL1PRZf6V7nE3bwlWssHM2ctHCATp2PKlxf3x8om3oX7TIpWNCT6Q094d7MF9Cli5TXhvXr1PtuvUd72sb16/VXXe3+dfHNV8QfjHqI61cvkSDhgy3s2HC/UTHJir6olLHM5EXbIbXwWNJAS0/Xw+VKuyjBaucA/fJTA8yM/Nlal3bBOnoiXjNXHLOzl4ZduaCTkdcUIE8zv9eMusbdzm3KIGbfF4rXkgrt+1V41sqpXxe27ZXDzWpfVXvY8m9yFLLGZA0ycSB0JPauv+Iet6XdsUSbiw3YgP9rHJVkQsTpFm5cqXNrjIzWJpm86Z5/COPPGIzi0z5n5nh0fT8Sh1M+7dMTy8TPDJBG1NCaPqYmab0xpEjR2xjftOv678wmVHjx4+32WSmMb8p55w0aZKjh5oJnpnMqk8++UR79+61jflN77GMZDKzTBDOTA6wa9cum7llns8wgSkT5DLXbTK5zL1ftmyZXn31VdtU/2L79u2zgTHTsN/MaGn2McdML7hoJl4ws4iaxZSTmow5M5tmsl9++cWel5kIwRzP3CvzJm5KX3FlvLIHKLBqBbsYASWL2L/7FU36QF7+7T6q+mVKNuaBMZMUULKoKgx50fYYK96jvQq2a6l9H33lGLNv+Jcq2uVBFX68tXJUKKXKI96Ud3Z/Hfp6ahZcIa4nj7aor2mLVunnJWu1969QDR4/TVExcbq3fk37+OtjJuuTH1JmEx73y0Kt2LxTh4+ftOO/mb1Ys5at0131nHsPno2K1rzVG9WmQa1rfk24fv3w0xF1fKiYbcZfqnh2vdangk6eitEfK1L+wTj87Zt1f6uUwOrkGUd0U/mcerxdMRUu6GfLOO9tUVBTZ6YE1r6bekhNb89rG/qbMWb/erVya9plgm+4cd3Tpp1+m/uLFv42R4cPHtDoEf9TTHS0nZ3S+OjDwfr2qzGO8eZz2749u+xiWmScOhlm/370r8OOMWNGDteihfP0/Iuv2az+06dO2uXinqpwP3OXn9e9DXPolvK+KpLPW93uD7KBs3XbU4L0L3XKZbPEkgNtR47HOy0xsYk6G5Vg/55s1tJzal4nQDUr+SpfiJfub5JDBfN4a/HapPJLuJfHmtfTtD/W6qdlf2rv0eMaPOFnRcXG2tkujdfG/qiPp/7qGD921iKt2Lpbh0+csuPH/7pUM1es1111qjrGzFuzWWt27LNjFq7fpqf+95Ua3VJRdW9KOxkEQNquKv3LzNZoGtxXqlTJ9sQyARnTz8s0yDczVJoPFqZ/lelblZx19V+YBv+mmb0J8lSrVk0///yzzWZL/gBkMsAunhHzapneXSYQZAJypmzUfGNpgm9du3Z1TDowbNgw+5gJPpmZHU3PLTMjZkYx99T0OPvf//5n77EJBrZt29ZRtjlr1iwbFDPBxxMnTtiJE8x5JPdcS82Uf5pgl5no4OTJk7ZU0wQzzQyfaXniiSds3zNzPSZj7Pnnn3fKIjNZY1OnTrWBPHOOZcuW1XfffaebbkrKUsE/C6pRWXXnf+NYrzT0FfvnofFTtbFLf/kWzCv/vwNmRtT+w1p9b3dV+rC/SjzdQdGHj2lT99cUNm+JY8zRH2YrW94QlRvwjHwL5FXEhm1adXdXxV7UzB/up0XtqjodeU6fTfvVzkRZvlghffrCE45yy2Mnz8gz1Wy3UTGxGvLNdB0/FW77jJUomFdvdXvYHie1uSs3JB0/1YcxYMKUQ/Lz89JLvcspR3ZvbdoarhcGbFJsXEoZf+EC/goOTGlJsH1XpF4ZvEXdO5RUp4eL62holD7+fLfmLUrp47l4xUkNHblLj7Urapv6HzwSpdeGbNHGrRHX/BqR9W5v0EQR4Wf03bdf6szpUypZqoxeH/S+o9wy7ESo0/va6VNheuGZpMmhjBlTJ9vlpipV9da7H9ltc2fNsH++3i9lciaj93MvO4JvcE+zlpyTbzYPdbo3UAF+ntp1MFZDv3HuN5Yvl7dyZE+7/DI9vy4/Lx9vD7VvGagc/h42U+39r0/p+Gma9rujFrdWSfq8NmO+LbMsX7SgRjzbwVFueexUuG3Onyw6Js4G0o6fjpCvj/m8lkdvd2lrj5PsRHikPvx+tk5GnFOeoBy6u241dbu7UZZcH649z7/LxfHfeSReSeOsa8z0vzKBGlNimV7fK7iWmT5knuHaaLT40h6JQGZoMThXVp8C3MTo/6U92yyQ0d4fzz+ycG181mxxVp8C3ERAgwflDrbc1yTLnvumGQt0I6FRFAAAAAAAANxexnfbxyVy5Eh/lpLZs2erfv2kRrQAAAAAAABXg8b9N3iQrFGjRna2jhuFaXqfnsKFC1/TcwEAAAAAAICLBMluNGaGTAAAAAAAgIzmkQETJyIJdxIAAAAAAABujyAZAAAAAAAA3B7llgAAAAAAAC6Kxv0Zh0wyAAAAAAAAuD0yyQAAAAAAAFwUmWQZh0wyAAAAAAAAuD2CZAAAAAAAAHB7lFsCAAAAAAC4KMotMw6ZZAAAAAAAAHB7BMkAAAAAAABclIenZ5YtV2vEiBEqUaKE/Pz8VLt2ba1ateqy44cPH67y5cvL399fRYsW1fPPP6/o6GhlFoJkAAAAAAAAyFSTJ09Wnz59NGDAAK1bt05Vq1ZVixYtdPz48TTHT5w4Uf369bPjt23bprFjx9pjvPLKK5l2jgTJAAAAAAAAXJSnl0eWLVdj2LBhevLJJ9W5c2dVqlRJo0aNUkBAgMaNG5fm+GXLlum2225T+/btbfbZHXfcoUceeeQfs8/+C4JkAAAAAAAAyDSxsbFau3atmjVr5tjm6elp15cvX57mPvXq1bP7JAfF9u7dq1mzZumuu+7KtPNkdksAAAAAAABctZiYGLuk5uvra5fUwsLCdOHCBeXPn99pu1nfvn17msc2GWRmv9tvv12JiYmKj49Xjx49KLcEAAAAAADApTw8PbJsGTJkiIKCgpwWsy0j/P777xo8eLBGjhxpe5hNnTpVM2fO1FtvvaXMQiYZAAAAAAAArlr//v1tM/7ULs4iM/LkySMvLy+FhoY6bTfrBQoUSPPYr7/+uh5//HF17drVrlepUkXnzp1Tt27d9Oqrr9pyzYxGJhkAAAAAAICL8vD0zLLF19dXgYGBTktaQbJs2bKpRo0amj9/vmNbQkKCXa9bt26a13X+/PlLAmEm0GaY8svMQCYZAAAAAAAAMpXJOOvYsaNq1qypWrVqafjw4TYzzMx2aXTo0EGFCxd2lGvec889dkbMW265RbVr19bu3bttdpnZnhwsy2gEyQAAAAAAAJCpHnroIZ04cUJvvPGGjh07pmrVqmnOnDmOZv4HDx50yhx77bXX5OHhYf88cuSI8ubNawNk77zzTqadI0EyAAAAAAAAF2Ua6LuK3r172yW9Rv2peXt7a8CAAXa5VuhJBgAAAAAAALdHJhkAAAAAAICLcqVMsusdmWQAAAAAAABwe2SSAQAAAAAAuCiPVM3u8d9wJwEAAAAAAOD2CJIBAAAAAADA7VFuCQAAAAAA4KJo3J9xyCQDAAAAAACA2yOTDAAAAAAAwEXRuD/jcCcBAAAAAADg9giSAQAAAAAAwO1RbgkAAAAAAOCqPGjcn1HIJAMAAAAAAIDbI5MMAAAAAADARXl4kkmWUcgkAwAAAAAAgNsjkwwAAAAAAMBFeXiS/5RRuJMAAAAAAABwewTJAAAAAAAA4PYotwQAAAAAAHBRNO7POGSSAQAAAAAAwO2RSQYAAAAAAOCiaNyfcbiTAAAAAAAAcHtkkuGaaLT4vaw+BbiJ3xu8nNWnADdR6Jm5WX0KcBM7T+XL6lOAm4g4tTerTwFu4s88d2X1KcBN3JbVJwCXQ5AMAAAAAADARdG4P+NQbgkAAAAAAAC3RyYZAAAAAACAiyKTLOOQSQYAAAAAAAC3RyYZAAAAAACAq/Ik/ymjcCcBAAAAAADg9giSAQAAAAAAwO1RbgkAAAAAAOCiPDxo3J9RyCQDAAAAAACA2yOTDAAAAAAAwEV50Lg/w3AnAQAAAAAA4PYIkgEAAAAAAMDtUW4JAAAAAADgojw8adyfUcgkAwAAAAAAgNsjkwwAAAAAAMBV0bg/w3AnAQAAAAAA4PbIJAMAAAAAAHBR9CTLOGSSAQAAAAAAwO0RJAMAAAAAAIDbo9wSAAAAAADARXl4kP+UUbiTAAAAAAAAcHtkkgEAAAAAALgqGvdnGDLJAAAAAAAA4PYIkgEAAAAAAMDtUW4JAAAAAADgojw8yX/KKNxJAAAAAAAAuD0yyQAAAAAAAFyUB437MwyZZAAAAAAAAHB7ZJIBAAAAAAC4Kg/ynzIKdxIAAAAAAABujyAZAAAAAAAA3B7llgAAAAAAAC6Kxv0Zh0wyAAAAAAAAuD0yyQAAAAAAAFyVJ/lPGYU7CQAAAAAAALdHkAwAAAAAAABuj3JLAAAAAAAAF+XhQeP+jEImGQAAAAAAANwemWQAAAAAAACuisb9GYY7CQAAAAAAALdHkAwAAAAAAABujyAZAAAAAACAi/Lw9Miy5WqNGDFCJUqUkJ+fn2rXrq1Vq1ZddvyZM2fUq1cvFSxYUL6+vipXrpxmzZqlzEJPMgAAAAAAAGSqyZMnq0+fPho1apQNkA0fPlwtWrTQjh07lC9fvkvGx8bGqnnz5vaxH3/8UYULF9aBAwcUHBycaedIkAwAAAAAAMBVebhGkeCwYcP05JNPqnPnznbdBMtmzpypcePGqV+/fpeMN9tPnTqlZcuWycfHx24zWWiZiSAZcI1M/m2Zxs9erJPhkSpXrKBeeuw+VS5VNM2x89ds1rhfFuhQ6EnFX7igYvnz6LE7G+ju26o7xlTv9HKa+z774F3qeFfDTLsOXL9Cbq+pUi90UVD1yvIrlE9rHuip0J/mX36fBrVUaWg/5ahUVtGHjmr3kM90ePw0pzHFn2qvUn26yLdAXkVs3K4tz72l8NWbMvlq4CoebBGspnVyKLu/p7bvi9EXU07qWFh8uuPb3RGsdi2cv/07cjxOz793xLFujnf7LTlUskg2Bfh5qtOrB3U+OiFTrwPXt8TERM2b+qlWL/xBUecjVaLcLWrd6Q3lKXD5D8rL503UolnjdDY8TAWLlte9HV5V0dI3Ox6PPHNCsyYN1a7NyxQTdV55C5ZQ4/u6q8qtd1yDq8L16pFWIWpWLyjpfW1vtEZPPq6jJ+LSHf/QXSF6+K7cTtsOH4vV028fcKz3eDifqpb3V64gb0XHJGjHvmiNnxGmI6HpHxc3tvmzvtec6eMVfuakipYoq0e7vqRS5SqnO3710nma9t1nCjt+VPkLFlW7Ds/o5hq3Ox6fPmm0Vi2Zq1NhofL29lHx0hV1/6M9VbpclWt0RXBXMTExdknNlEWa5eKssLVr16p///6ObZ6enmrWrJmWL1+e5rF/+ukn1a1b15ZbzpgxQ3nz5lX79u318ssvy8vLK1Ou54YNkpkfQLZs2XQ9uR7PCdfG3JUbNGzSL3qlYxtVKVVME35dol5Dx2rau30VEpjjkvFB2f3V5Z4mKlEwr3y8vfXH+m0aOPYHhQRmV70q5e2YX4e/5rTP0k3bNWjcFDWtmf4vV9zYvLIHKGLjDh36aopq/jjiH8f7lyiiW38arYNjJml9h77K3aSuqox+W9FHTyhs3hI7pmC7lqr4QX9t7jVAZ1ZtUMlnOqr2zLH6/aY7FXvi1DW4KlzP7mscqJb1AzXiuxM6fipeD92ZS692y68+7/+luPjEdPc7eDRWb40OdawnJDiP9fXx1PodUXZ5tFWuTL0GuIZFM8dq2a/fql23wQrJW0S/TvlY497vpuff/Vk+2Zw/hCfbsGK2fpn4ntp0HmADY0vnfKOx73dT3/dnKkdQUkDj+9H9bdCt4/MjFJAzl9Yvm6mJn/RR70Hfq3CJStf4KnE9aNMsl1o1DNbH34Qq9GSc2t+dW2/0Kqxn3j5w+fe1v2I04JOUYP+Fi97X9hyK1uLVETpxOl45A7z0UKsQDehVWD0G7NdFQ+EGVi35VZO/HKbHe7xiA2Pzfp6oYYN6a/CnUxUYHHLJ+N3bN2j0sFf1wGO9VbVmfa34Y7Y+efcFDRg6QUWKl7FjChQqpkeffFl58xdWXGyMfv15goYN7KUhI2coMIjfpTe8f9EbLKMMGTJEAwcOdNo2YMAAvfnmm07bwsLCdOHCBeXPn99pu1nfvn17msfeu3evFixYoEcffdT2Idu9e7d69uypuLg4+xyZwTVy8iQ1atRIvXv3tktQUJDy5Mmj119/3X6zmJxy99Zbb6lDhw4KDAxUt27d7PYlS5aofv368vf3V9GiRfXMM8/o3LlzjuOOHDlSZcuWtU3jzA+nbdu2jsdMzWuVKlXsvrlz57YRzuR9zfk899xzTufYunVrderUybH+b8/pYubFVa1aNZtqWKxYMeXIkcO+MMwL7P3331eBAgVsje4777xzSYO7rl272miref4mTZpow4YNjsf37Nmj++67z163Oeatt96q3377zekY5hoGDx6sJ554Qjlz5rTPP2bMmKv86WHC3D/UpmEt3Vf/VpUqnF+vdmwjv2w+mrF4dZrja1YsrSY1KqtUofwqmi+32t9xu8oWLaD1O/c7xuQJzum0LFq3VTUrlFKRfM7fZMJ9nJi7WDsHDFfoDOf/j9NTvNvDitp3WNteek9nt+/VgZETdGzKXJV8NuV9rORznXVo7Pc6/PVUnd22R5t6DtCF89Eq2umBTLwSuIq7GgRq6m9ntGZLlA4ejdOn351QrkBv3Vo54LL7JSRI4ZEXHEvkOecssVl/RGjGgnDtOuD8rSTck/mst3TOeDW5t7tuqtFUBYuV10Pd31XEmePaujb9bNkls79SrUbtVLPB/cpfuIxadx6gbL5+WrN4qmPMgV1/ql7zR20QLXe+omrauof8s+fUkf1br9HV4Xpzd+Ng/TD3lFZtOqcDf8Xqo/GhCgnyUu2q2S+734UE6UzkBcdy8fvavKUR2ronWidOxWvv4RhN/Pmk8ob4KF/upPIhuJe5P32rBs3bqH7Te1W4aCl16PGKfX/6Y/6MNMfP++U7Vb6lrlq26aBCRUvq/vY9VbxUBS2Y9b1jTJ0GLXVT1drKV6CIChcrrYc791HU+XM6fGDXNbwyuKP+/fsrPDzcaUmdLfZfJCQk2FiHiUHUqFFDDz30kF599VVbpplZXCZIZnz99dfy9va2sx989NFHtp71iy++cDw+dOhQVa1aVX/++acNoJkg0J133qkHHnhAGzdutE3iTIDKBNqMNWvW2ADVoEGDbKO4OXPmqEGDBvaxo0eP6pFHHrHBoW3btun333/X/fff7wjKXamrPaf0mP1mz55tz/G7777T2LFj1apVKx0+fFiLFi3Se++9p9dee00rV6507NOuXTsdP37c7mfSGqtXr66mTZvaml7j7NmzuuuuuzR//nx7fua87rnnHh08eNDpuT/88EPVrFnTjjHBuaeeesreL1yZuPh4bdt/RLUrlXVKK619Uxlt3ON8r9NiXnMrt+7W/qMnVL18yTTHmBLOJRu3q3WDWzP03HFjC65TTWELnFObT8xbolx1qtm/e/j4KKj6TQqbvyxlQGKiwhYsU3CdW6716eI6ky/E2wbENu6MdmyLik7U7oMxKlc87cyeZAXyeGvUG0X0ySuF9fSjeZQ7OHPS5XFjOHXisCLDw1Smcl3HNr+AnCpa6mYd2L0+zX3i42NtoKvMTXWcfveWuamu0z7Fy96ijStn6/zZM/aD+IblsxQXG6tSFfl96o7y5/ZWSJC3Nmw/79hmSr137Y9W+RJ+l923YF4fjX2npD57s4Se65hfeXKlX7Djm81DTeoE6lhYnMJOU27pbuLj4nRgz3ZVqlrL6f2p0s21tGdH2u0s9uzYqEpVazttq1ytrnbv3Jjucyz6dar8A3LYUk4gM/n6+tqknNTLxaWWhkl0MiWSoaEp1QSGWTeJP2kxM1qa2SxTl1ZWrFhRx44ds5V6cvdyS5N19b///U8eHh4qX768Nm3aZNdN4zfDZEq98MILjvEmi8qk5SVnfJmMsY8//lgNGzbUZ599ZoNB2bNn1913322zpIoXL65bbrnFESSLj4+3gTGz3TBZZVfras/JZLSlxXxwM5lk5jwrVaqkxo0b20CVSTk0b6rmfphA2cKFC+0sESbwZoKJJkiW/AI1Abvp06fbDDmT1WaCd2ZJZrLepk2bZut+UwftTCDNBMcMU/tr7rl5HvOc+GdnIs/rQkKCQoKcyypDAnPawFd6Is9H6c7nB9sgm6eHp/p1aK06lculOfbnpWsV4Odrs8+AK+WbP49iQsOctpl1n6Cc8vTzlU+uIHl6eyvm+MmLxpxU9vKlrvHZ4noTHJj0YcVkgqVm1pMfS8uugzEaOSlMf52IU65AL7W9I1iDehXUC0OPKDqGmiNc6uyZpPepHEF5nLabkknTaywt5yNN0OvCpfsE5taJv/Y61tv3HqaJI17QoKfqydPLWz7Z/PT4cx8rT/6kz35wL8GB3mm+r5nMsOTH0mKCaJ98G6ojobG259hDLUP0zvNF9Ow7B5ze1+6sH6QOrfPI39fT9iwb+OkRxTs/FdxA5N/vT4F/l30nCwzOraNHUqpGUjN9yy4uwzTrEaedP6OtX71Yo4e9otiYaAXlyqO+b45UzkBKLd2Bhws07s+WLZvNBjNJOqYKLznOYdbTSxq67bbbNHHiRDvOxD2MnTt32uBZZrWycqkgWZ06dWyALJlp4GaynEzZoWGynVIzpYUmW2vChAlOWTnmBu/bt89OJWoCYKVKlbJZVGZp06aNAgICbPDIZF2ZwJiZkvSOO+6wpZi5cl3dm8zVnpOJiqbFlD2aAFkyUyJpoqnJL5TkbSYolvw8JlPMlImmFhUVZbPSDPO4KeU0s0kkBwXN4xdnkt18c0qDW3P/TZQ3+XmutHFffGycfLORTn41svv56rtBzyoqOlartu7WsO9+UZG8IbYU82I/LV6jlnVu4R4DyDS3V8+ubm1TfqcM+cL5W8ArtX57lOPvpkRz14HjGvlaEdWtml0LV53NkHOFa/tz6c+a9mVKH5NOL2ReSYXpbRZ9LkJd+41VQI5ctnxz4qd91OO1b1SgaNpfTOHG0aBmTvV4JJ9j/Z3P/vpXx1m3NSXzzJRo7twfrTGDSui26jk1f3mE47HFqyNtlpr5guC+ZrnU94kC6j/s8GV7nQFXo2KVW/XmsO90NuKMFs2bps+G9tNr732dZp8zICv06dNHHTt2tHGSWrVqafjw4bb1VPJsl6ZVVeHChW2fM8NUsX366ad69tln9fTTT2vXrl22HZSpCMwsLhUk+ycmKyw1EwTq3r17mjfQ9NYykcd169bZUspff/1Vb7zxhg0arV69WsHBwZo3b56datQ89sknn9jaV1POWLJkSRucurj00jSP+6/nlJ7k6U5TB6vS2maCbcnPY6Kr5touZq7N6Nu3r71Gk2FWpkwZ2yPNBAIvTlu83PNcaeO+/k88pFe7Pix3FJwzQF6enjoV7vyPv1MRkcodlBL4vJh5jZlZLY3yxQtp39HjGjdz4SVBsnU79mn/sRN6t2f7TLoC3KhM1pjJJkvNrMeFRyohOkaxYaeVEB8v34v63Pnmz62YY2lnb+DGtWbLeaceYT7eSV9aBeX0slkWycz6/iNXnv5uSplMVpkpwQSMStWbqGiZlC/oLsQlvZ5M1lhgcF7H9rPhJ1WweIU0jxGQM1ienl6XZJqdjTipHMFJ73snQw/a2S+fHzJD+YsklSMVKl5B+3eu1fLfJqpNZ+eGw7jxrNp01ga00npfOx2R8r4WnNNL+w5feY/E81EJ+ut4nC3BdNoenWAXM1Pmzv1H9c37pW2vsyVr+YLAneT8+/0pItw5CyzizEkF/f3+dLGg4NyKOOM8YZJZD8x10Wc0P38786VZSpevon49W+uP+dPV6oEnMuFKcF3Jwsb9V8P0FDtx4oSNvZiSSdN73bSUSm7mbxJ2UicCmWrCuXPn6vnnn7fJOyaAZgJmpsIts7jUJ9LU/baMFStW2HLF9Kb+ND24tm7dagNA6TE9zkxDfrOY2RFMAMnMnmDKLE0wyKT3mcX8EE3WmSlHNNFP0wzfZF8lM9lsmzdvtmWQl3Ml55QRzPOYF525PpOFlpalS5faiQZM9lxyYG3//rRTfK+GadJn7lFq8X/Olbsys1NWLFHYZoM1rnGT3WaCjGb9oab1rvg4CYmJiou7NCffNP83xy9XrFCGnjdufGdWrFfelkl9GJPlaVpPp1ck9etJjItT+LotytOkrkJ/+rs5toeHcjeuqwMjv82KU0YWMiVD0THxTttOR8SrSlk/mzlh+Pt6qEwxX/26LPKKj2t685gA2R9rqTlCEl//7HZJZr6UzBmUR7u3rFCh4kkZ99FRZ3Vo70bVaZr2F3De3tns7JS7t67QTTWbOX73mmPUa570pVJcbHSaJSoenl5KZLpBt3lfOxbj/CX3qfB43Vw+wBHs9/fzVNkSfpqzJPyKj+tn39d8tGiV83umEw8P858jMAf34e3jo+KlK2jbxtWqXrux4/1p26bVatLywTT3KV3+Zm3buEp33JPypfiWDStVplzKFwppSUxISDORA8hKvf+ekDEtaSX5mApCE/u5Vq7/wtVUTFTRBF9MLy7TvN5kd5koYnpMdNFkgpkfwPr1621q3owZMxw/kF9++cX2AzOPHThwQOPHj7dvUKbXlgnImTQ+09zfPO/UqVNtxDO5HNL0GjNlimYx05WaNEAzm+Q/+adzSg4ymTTD/8IE/cyLydT6mkw4E/wyz2uy4cw1GSbAaK7LnIcpz2zfvv1lM8T+U+M+Ny8DfLRFfU1btEo/L1mrvX+FavD4aYqKidO99ZPKcV8fM1mf/DDbMX7cLwu1YvNOHT5+0o7/ZvZizVq2TnfVc26WfjYqWvNWb1SbBimNP+G+vLIHKLBqBbsYASWL2L/7FS1o18u/3UdVv3zPMf7AmEkKKFlUFYa8aHuMFe/RXgXbtdS+j75yjNk3/EsV7fKgCj/eWjkqlFLlEW/KO7u/Dn2dMjsc3NesxRG6v1mQatzkr6IFfNS7fV4bOFu9OaX06PUe+dXitpSs2cfvyaWKpXyVN5e3ypXw1Yud89nZLpf8mTLLs8niKF4omyO7rFhBH7ue3d+lPrYgg9gvLe/soAUzRmvrugU6dminvh/VT4HB+VSpRlPHuM+HdNayeSntLG5v2Umrf/9Ra/+YruNH9mj6VwMVGxOlGg2SvhzMW7CkcucvpqlfvqlDezbazLLFs77U7s3LVKlGkyy5VmS9XxaeUbs7Q3RrlewqViibnn08v06FX9DKDSnvUQOfLqyWDYIc6x3b5NFNZfyVN8Rb5Uv66eVuhZSQkKg//s4QMxMC3H9HLpUq6msb+psxL3YpoNi4RK3bkvJ+CffR4t7HbDnk0gU/669D+/TN6CGKiY7S7U3vtY9//tEb+vGbTxzjm9/9iDb/uUxzZnyjo4f3afqk0dq/Z6ua3JUUVDP7Tvn2U9v4P+z4Ue3fs03jPhmo06dO6NZ6SV8UALgBM8lM4Mj0zDK1qyZ7zATITAP69Jh0PDPzowkM1a9f334TWbp0aZviZ5isMRMkMiWW0dHRNmhkgm833XSTndFy8eLFtkY2IiLCZpGZ/mctW7a0+5pZL01gyZyTydYy6X//lEV2JedkmAy1i/uC/ZsPlKapv3keU99rAnyml5iZvTM5ldHMDmquo169enamCRPAM9eKjNeidlWdjjynz6b9ameiLF+skD594QlHueWxk2fkmarfXlRMrIZ8M13HT4XbAGOJgnn1VreH7XFSm7tyQ9Lx6zhvh3sKqlFZded/41ivNPQV++eh8VO1sUt/+RbMK/+/A2ZG1P7DWn1vd1X6sL9KPN1B0YePaVP31xQ2b4ljzNEfZitb3hCVG/CMfAvkVcSGbVp1d1fFXtTMH+5pxsII+WbzVPe2eRTg76nt+6I1eEyoU3+d/Ll9FJg9JePbzBz37GN5lTO7lyLOXtD2fTF69eOjijyX8iXNHXVzql2LpNYAxqDeSa/bEZPCtGg1ZUnuqGGrLjbANXXcAEWfj1SJctXV+cUx8smWMnvWyeOHdC7ytGO9ap2WOhd5SvOmfGJnxyxUrIKeeHG0zUozvLx91LnvKM2e/D99PayXYqLP26BZu25DVKFawyy5TmS9ab+dlp+vh556JJ8NzG/bE623Rh5xel8zWWKBOVLe13IHe6tP5wLKGeCp8LMXtG1vtPp9eNi+xxmx8YmqVNpf9zQKVvYAL4VHxmvL7ij1+/CQHQ/3U+v2OxQZcVrTJ41S+OmTKlqynJ5/4xNbVmmcOnHM6d8GZSpUVbfn39HUiZ9p6rcjlL9gMT3d70MVKZ5UnWTK044e3q+lC3+x/ciy5wxSyTI3qf87X6hwsUv7GePG45GqRBH/jUfixY21rlONGjWy9aomaAXXc2759Kw+BbiJ3xtkXn06kNrXz7hvGTmurUceKprVpwA3MX58ysyfQGbq2zPlSzsgM91WKYfcwfmxb2TZcwd0GaQbiUtlkgEAAAAAACCVVJmH+G/IyQMAAAAAAIDbc5lMsrRmOQAAAAAAAHBr9CTLMNxJAAAAAAAAuD2CZAAAAAAAAHB7LlNuCQAAAAAAgIvQuD/DkEkGAAAAAAAAt0cmGQAAAAAAgIvyoHF/huFOAgAAAAAAwO0RJAMAAAAAAIDbo9wSAAAAAADAVXmQ/5RRuJMAAAAAAABwe2SSAQAAAAAAuCpPj6w+gxsGmWQAAAAAAABwe2SSAQAAAAAAuCgPepJlGO4kAAAAAAAA3B5BMgAAAAAAALg9yi0BAAAAAABcFY37MwyZZAAAAAAAAHB7ZJIBAAAAAAC4Khr3ZxjuJAAAAAAAANweQTIAAAAAAAC4PcotAQAAAAAAXJUHjfszCplkAAAAAAAAcHtkkgEAAAAAALgqT/KfMgp3EgAAAAAAAG6PTDIAAAAAAABX5UH+U0bhTgIAAAAAAMDtESQDAAAAAACA26PcEgAAAAAAwFV5emT1GdwwyCQDAAAAAACA2yOTDAAAAAAAwFXRuD/DcCcBAAAAAADg9giSAQAAAAAAwO1RbgkAAAAAAOCqPGjcn1HIJAMAAAAAAIDbI5MMAAAAAADAVXmS/5RRuJMAAAAAAABwe2SSAQAAAAAAuCp6kmUYMskAAAAAAADg9giSAQAAAAAAwO1RbgkAAAAAAOCqPMh/yijcSQAAAAAAALg9MskAAAAAAABclSf5TxmFOwkAAAAAAAC3R5AMAAAAAAAAbo9yS1wTLQbnyupTgJso9MzcrD4FuImOH7fI6lOAm9jXdHtWnwLcxJDQXll9CnAT+2N/yepTAG4sHh5ZfQY3DDLJAAAAAAAA4PbIJAMAAAAAAHBVHuQ/ZRTuJAAAAAAAANwemWQAAAAAAACuip5kGYZMMgAAAAAAALg9gmQAAAAAAABwe5RbAgAAAAAAuCpP8p8yCncSAAAAAAAAbo9MMgAAAAAAABeVSOP+DEMmGQAAAAAAANweQTIAAAAAAAC4PcotAQAAAAAAXJUH+U8ZhTsJAAAAAAAAt0eQDAAAAAAAwJUzybJquUojRoxQiRIl5Ofnp9q1a2vVqlVXtN+kSZPk4eGh1q1bKzMRJAMAAAAAAECmmjx5svr06aMBAwZo3bp1qlq1qlq0aKHjx49fdr/9+/erb9++ql+/fuaeIEEyAAAAAAAAZLZhw4bpySefVOfOnVWpUiWNGjVKAQEBGjduXLr7XLhwQY8++qgGDhyoUqVKZfo5EiQDAAAAAABwUYkeHlm2xMTEKCIiwmkx2y4WGxurtWvXqlmzZo5tnp6edn358uXpXtugQYOUL18+denSRdcCQTIAAAAAAABctSFDhigoKMhpMdsuFhYWZrPC8ufP77TdrB87dizNYy9ZskRjx47V559/rmvF+5o9EwAAAAAAADLWv2ign1H69+9v+4yl5uvr+5+PGxkZqccff9wGyPLkyaNrhSAZAAAAAAAArpoJiF1JUMwEury8vBQaGuq03awXKFDgkvF79uyxDfvvuecex7aEhAT7p7e3t3bs2KHSpUsro1FuCQAAAAAA4Ko8PLJuuULZsmVTjRo1NH/+fKegl1mvW7fuJeMrVKigTZs2af369Y7l3nvvVePGje3fixYtqsxAJhkAAAAAAAAylSnL7Nixo2rWrKlatWpp+PDhOnfunJ3t0ujQoYMKFy5se5r5+fmpcuXKTvsHBwfbPy/enpEIkgEAAAAAACBTPfTQQzpx4oTeeOMN26y/WrVqmjNnjqOZ/8GDB+2Ml1mJIBkAAAAAAICryuLA0tXo3bu3XdLy+++/X3bfr776SpnNde4kAAAAAAAAkEnIJAMAAAAAAHBRiVfRQB+XRyYZAAAAAAAA3B5BMgAAAAAAALg9yi0BAAAAAABclQf5TxmFOwkAAAAAAAC3RyYZAAAAAACAi0okkyzDcCcBAAAAAADg9sgkAwAAAAAAcFUeHll9BjcMMskAAAAAAADg9giSAQAAAAAAwO1RbgkAAAAAAOCiaNyfcbiTAAAAAAAAcHtkkgEAAAAAALgqGvdnGDLJAAAAAAAA4PYIkgEAAAAAAMDtUW4JAAAAAADgqmjcn2G4kwAAAAAAAHB7ZJIBAAAAAAC4qEQa92cYMskAAAAAAADg9lwmSNaoUSM999xz1+XzlihRQsOHD3ese3h4aPr06dfg7AAAAAAAgNy9J1lWLTcYyi3/wdSpU+Xj43NV+xw9elS5cuWyf9+/f79KliypP//8U9WqVcuks4Sr6PJoCd1zRwHlzO6tTdsiNHTkLh0+GnXZffKEZNNTnUqpTo0Q+fl62vGDP9qhHbvPOsYULxKgpzqVVLXKwfLy8tD+Q+f02pCtCj0Rcw2uCtejB1sEq2mdHMru76nt+2L0xZSTOhYWn+74dncEq12LYKdtR47H6fn3jjjWzfFuvyWHShbJpgA/T3V69aDORydk6nXg+hRye02VeqGLgqpXll+hfFrzQE+F/jT/8vs0qKVKQ/spR6Wyij50VLuHfKbD46c5jSn+VHuV6tNFvgXyKmLjdm157i2Fr96UyVcDV5CYmKiVcz7RluU/KCY6QgVLVFfjdgMUnLdEuvus+W209mycp9PH98rbx08FStyi2+55QbnylbKPR587Y495cMdSRZ45Kv/sISpVpanqtHxWvv45r+HV4XoS3OIe5b63nbyCQxRzYK9Cx41Q9O4d6Y7PdVcbBbe4Wz558ulCRIQiV/yhExPHKjEuLul4d9xtF5+8+e167OEDCvthgs6tX33NrgnX7/va7B9GaPn8KYo6F6mS5aupXdfXla9g8cvu98fc77Tg568UcSZMhYuX1wOd+6t4mSppHn/0u09p2/ql6tJ3uG6+tWkmXg1w47jxwn4ZLCQkRDlzXt0HpQIFCsjX1zfTzgmu6dEHiqrt3YVtYKxb3z8VFX1BwwZVUTaf9OvHTTDts/dvUfyFRPV9c5Me67VGn47bq8izKcGOQgX8NPK9ajpwOEpPv7JBHZ9eo68mHVRMLMELd3Vf40C1rB+oz388qVc+OqqY2ES92i2/fLwv36vg4NFYPfnmIcfyxqdHnR739fHU+h1RmjY/PJOvANc7r+wBiti4Q5ufGXhF4/1LFNGtP43Wyd9XaknN+7Tvk69VZfTbytP8dseYgu1aquIH/bXr7RFaUquNIjduV+2ZY5Utb0gmXglcxboFX2jD4m/UuN2bevC57+Xj668Zo7oqPi79L4OO7Fmtm29vr3bPTtZ9PcYp4UK83Scu5rx9/FzEcbvcfu9LevSln9Ws/RAd3P6H5k969RpeGa4nOes1VL6O3RX2w7fa/3JPGyQr+upgeQU6f4mULPD2xsr7aBed/OFb7Xuuq45+NsweI2/7Jxxj4k+G6cSEsdr/ci/t79db5zavV5GX31S2IpcPhODGN/+ncVo8e6Ie7Pq6nn9ngrL5+WvU4O6Ki03/fW3dsjmaNv4DtXigh15893sVKl5Onw3ursjwk5eM/X3WNya9KJOvArjxuFSQLCEhQS+99JINXJlA1JtvvunI1jIljuvXr3eMPXPmjN32+++/23Xzp1mfO3eubrnlFvn7+6tJkyY6fvy4Zs+erYoVKyowMFDt27fX+fNJH57SKrc04++55x67v8kQmzBhwiXnmbrc0owxzHOa7eZ4ixcvttlpx44dc9rPPE/9+vXTPN7o0aN19913KyAgwJ7r8uXLtXv3bnu87Nmzq169etqzZ4/TfjNmzFD16tXl5+enUqVKaeDAgYqPTwmuDBs2TFWqVLH7Fy1aVD179tTZsynZSV999ZWCg4PtPTPPmSNHDt155502Uw5Xr929hTX++wNasvKk9uw/p7f/t125Q3xVv06edPd5tG1RHQ+L0ZCPdmjbrkgdDY3W6j9P669j0Y4x3R4vqeVrT+mzr/Zq196z9rGlq07qTHjSN5hwP3c1CNTU385ozZYoHTwap0+/O6Fcgd66tXLAZfdLSJDCIy84lshzzoHWWX9EaMaCcO06QIaiuzsxd7F2Dhiu0Bm/XdH44t0eVtS+w9r20ns6u32vDoycoGNT5qrks50cY0o+11mHxn6vw19P1dlte7Sp5wBdOB+top0eyMQrgSsw2RDrF43XrXf0sJleeQqVV/P279kA195N6b8G7+v+hSrWul+5C5ZV3sIV1Lz9EEWe/kvHD2+xj+cuWE53df5EJSs3UVCeYipato7q3PW89m1ZaANqcD8hdz+g8PmzFf77r4o9fFDHxnykhNgYBTVpkeZ4//KVFLVjiyKWLFTciVCd37hWkUsXyq9MeceYs2tX6NyfqxV37C/FHT2isO++UkJ0lPzLVbyGV4br8X1t0axvdcf93VTl1iY2I+yxXoMVfvqENq1ekO5+v88cr3pNH1Cdxm1UoEhpPdj1DWXL5q8VC50zsw/v366Fv3yt9k+9dQ2uBteDRHlk2XKjcakg2ddff20DOitXrtT777+vQYMGad68eVd1DBNY+/TTT7Vs2TIdOnRIDz74oO0nNnHiRM2cOVO//vqrPvnkk3T379Spk91v4cKF+vHHHzVy5EgbOEvPqlWr7J+//fabDS6Z8s0GDRrYoNU335jofpK4uDgbcHviiZRvnlJ766231KFDBxsIrFChgg3mde/eXf3799eaNWvsG23v3r0d4//44w87/tlnn9XWrVttkM0Evd555x3HGE9PT3388cfasmWLvbcLFiywQcjUTMBw6NCh9lxNcO/gwYPq27fvFd5tJCuU3095Qny1ev1px7Zz5y9o684IVa4QmO5+t9XKre27I/XWy5X08zd1NW54dVuumcxMYlKvZogOHTmvDwdWsWPGDL1F9evkzvRrwvUpX4i3DYht3JkSSI2KTtTugzEqV/zyGa4F8nhr1BtF9MkrhfX0o3mUO9jrGpwx3EFwnWoKW7DcaduJeUuUq05SGwIPHx8FVb9JYfOXpQxITFTYgmUKrnPLtT5dXGciTh7W+cgTKlqunmObKYfMX/xmHduf8gXpP4mJirR/+gUEpTsmNjpS2fxyyNOLjiRux9tbfqXK6tzGP1O2JSbq/MY/0w1oRe3YavdJDor55Cug7LfU0rl1SZ//L+HpqZz1GsnD109RO7dmymXANZw8ftiWS5arUsexzT8gpy2b3LdrQ5r7xMfH6dDerU77mH/PmfX9qfaJjYnS+I9fVrsnXlVgcPpfxgNIm0t9Arj55ps1YMAA+/eyZcvaYNf8+fPt36/U22+/rdtuu83+vUuXLjbIZDKwTNDKaNu2rQ2Avfzyy5fsu3PnTpt1ZgJft956q902duxYm2WVnrx589o/c+fObbPfkpnn/vLLL/Xiiy/a9Z9//lnR0dE2aJeWzp07Ox4z51a3bl29/vrratEi6ZstEwwzY5KZrLF+/fqpY8eOdt1cnwm0mSBY8j1MnSFnJh8w96ZHjx428Jc6eDdq1CiVLl3arptAnAlO4uqE5Mpm/zx9xjm76/SZWMdjaSlUwF+tW/pr8vTDGv/DQVUsm1PPdSujuPhEzVkQqlxBPgoI8NZjbYvp82/32Wwy07vsnf436ZlXN2j9Zsri3E1wYFJgy2SCpWbWkx9Ly66DMRo5KUx/nYhTrkAvtb0jWIN6FdQLQ48oOiYx088bNzbf/HkUExrmtM2s+wTllKefr3xyBcnT21sxx53LRWJCTyp7+aTfz3BfJkBmBORw/gIoIEcenYt0fl2lJzEhQX9MH6yCJavbDLK0RJ09rdW/fqbKddP+LIYbm3fOQHl4eSk+POULTcOsBxQumuY+JoPMK2eQir81zJa1eXh76/SvP+vktElO43yLlVDxdz6Sh082m0V25IOBNlMN7ivyTNLvu5xBzu9rZj3yTNrva+ciTish4UKa+xz/a59jfdrX76tkuWo2Qw3uI/EGbKCfVVwuSJZawYIFL5vF9U/HyJ8/vy1fTA6QJW9Lzv662LZt2+Tt7a0aNWo4tpmsLlOSeLVMRtprr72mFStWqE6dOjbLywTBTKbclZy3YUolU28zQbaIiAhbNrphwwYtXbrUKXPswoULdozJDjPXbbLbhgwZou3bt9v9TClm6scN82dygOxK73lMTIxdUku4ECtPr/SDQTea5g3z6cVeKR/CXxr07xpPe3rIZpKN+SbpF58ppyxZPECtWxayQTIPM0DSkpVh+n5GUoP13fvO2ey01ncWIkjmBm6vnl3d2qZ8WBryRei/Os767SkTSJgSzV0Hjmvka0VUt2p2LVyVUoYNAJltx9qftfD7pC/0jHueHPWfj/n7lEE6eXSX2j4zMc3HY6PP6ufPuytX/tKqdWdKZj5wOQGVblbu+x/Wsc8/UfTu7fIpUFj5Oz+l+AdO6eSUlJYsMX8d1r4Xn5JnQHYF1qmvgr1f1MEBfQmUuZE1f/yiyZ+nJBp07zciU55n05qF2rlllV5674dMOT7gDlwqSHbxLJOmV5fpU2bSTA1Tcpg6A+qfjmH2T++YmS1fvny2t5nJJjN9y0yGWnL/tCs57/S2JZ+76S1mssnuv//+S45lepSZPm6mx9lTTz1lA2mmz9uSJUtshltsbKwjSJbW/Ul9n9NiAm/muVMrWrajipVPyXS70S1ZdVJbd65xrGfzSXqN5gr20cnTsY7tuYKzaffe9AMQZuz+Qyk98owDh86rUb2kDMXwiDjFxydo/8FLx1SplH45CW4ca7acd+oRltycPyinl86kyiYz6/uPpLz2/omZtdJklZkSTOC/MlljJpssNbMeFx6phOgYxYadVkJ8vHzzOX877ps/t2KOXVmmEG4cJW9qrPx9U74cvBCf9N51/uxJZQ/K59h+/myY8haqeEUBsv1bf9f9vb9VjuCUrP7UAbIZo7vKxze7Wj3xqby8rm5Wc9wY4iMjlHjhgryDkmaoT2bW48+cSnOfPA93VPji+QpfMMeuxxzcL09fPxXo/qxOTp1oyzWTDh5ve5IZJ/bukl/pcnZWzNAxH2X2ZeE6UblmYxUvm/K+Fh+X9L5mGu4H5Ur6XJ+8XrhEhTSPkT0wlzw9vS5p0m/WcwYn/f7ctXmVToYeUr/OKeXpxrgP+6h0xep6esCXGXpdwI3ohvjXT3JJo+n5ZRrkG6mb+GcUkzVmsq3Wrl3rKLfcsWOHnSQgPdmyZXNkcV2sa9eueuSRR1SkSBGbrZVcBpoRTMN+c25lypRJ83FzDSag9uGHHzqCjN9//32GPLcpYe3Tp4/TtjsfXil3EhV1QUeinH/mYadiVLNqLpvpZQT4e6lSuUBNn5X0oSktm7aFq1hh52brRQsH6NjxpH5T8fGJtqF/0SKXjgk9kdKTCjcuUwoZHePcYPp0RLyqlPXTgb+SPoD5+3qoTDFf/bosqR/PlfDN5mEDZH+svfS9C7haZ1asV96WDZy25WlaT6dXJP2uToyLU/i6LcrTpK5Cf5qfNMDDQ7kb19WBkd9mxSkjC5meYGZJZr6cC8iZV4d2LlfewhUdga3QAxtVpd4jl2+MPfUt29z//l7jFZS7SNoBslFd5OWdTXd3HSlvH2Ynd1umomLvLmWvUk1nV//dH9HDQwFVqun0nJ/S3MUExOysN6kkJvz9e9N8gZ3eF8uenvK86Ito3Nj8/LPbJfX7k+kXtnPTShX5OygWff6sDuzepNubP5TmMby9fVS0VCW7z823NrXbzL/ndm5eofotkt4Lm7XuojpNnJMk3nvxfrXp+JIq12iYiVeILEe5ZYa5IYJkZqZJU7L47rvv2qwsUw5oShkzWvny5e3sjqZh/meffWZLL01fL/P8l8sYM4/PmTPHBsNMFldQUFKGj+knZkojTS+w5D5fR44cUdOmTTV+/HjVqlXrX5/rG2+8YTPFihUrZvusmUCYKcHcvHmzfT4TPDPZdmaSApPRZkozTe+xjODr62uX1Nyp1DI9P/x0RB0fKqZDf0XZWSq7PlZCJ0/F6I8VKVkSw9++WYuXh2nqzKTA2eQZRzTq/Wp6vF0xLVhy3AbV7m1RUO9/utOxz3dTD2ngS5W0YfMZrdt0RrWrh6herdx65pWMDxTDNcxaHKH7mwXpaFicjp+M18Mtc9nA2erNKRmHr/fIr1Wbzmvu0qTA2eP35LJZaWGnLyhXkJcebBFsP/cv+TMpqJucjRac08uRXVasoI+iYhIVdjpe56IyPwMX1w+v7AHKXqaYYz2gZBEFVq2g2FPhij50VOXf7iO/wvm1oXNSf88DYyapeM9HVWHIizr01RTlaVxHBdu11Op7uzuOsW/4l6o67j2dWbtZ4as3qsQzHeWd3V+Hvp6aJdeI64fJYq/WsIPWzBul4LwlFBhSWCtmf6zsgflUqkozx7hpIzvZ9ar1H7Pri6YM0o61v+juLiNslti5iKTeZr5+OeWdzc8GyKaP6qL42Cjd8dgHdt0shn+OEJuxAfdy6pcpKtjrRUXt2WXLJ3O1ut8GwsIXzrWPmzLJ+FMndWLiOLt+ds0K5br7fkXv2/N3uWUh5X24o53RMjl4lrf9Ezr752rFhx2Xp7+/Am9vYss0D73zSpZeK7L+fa3hXY/p12mjlbdgMeXOV1izJn9qs8pS9xL79K2uuvnWJmpwZ3u73qhVB00Y+aqKlb5JxUpX0aJZ39hG/bUbtbaPm8BbWs36c+UpoNz5Lv2iAMANGiQzxo0bZ0sFTb8wE8wys1/ecccdGf48pjzSZIA1bNjQ9gEzASfTQD89JpBmZpA0QTATuKpfv76jrNIErkxvssGDB9uZKA0TuDIZYKYv2H9hAnC//PKLfd733nvPlk2aTDhz7kbVqlU1bNgw+5jJ/DIzbpoyyeTzQMabMOWQ/Py89FLvcsqR3VubtobrhQGbFBuX8i1j4QL+Cg5M+WZx+65IvTJ4i7p3KKlODxfX0dAoffz5bs1blNIXbvGKkxo6cpcea1fUNvU/eCRKrw3Zoo1bI675NeL6MGNhhHyzeap72zwK8PfU9n3RGjwm1E74kCx/bh8FZk/5B2BIkLeefSyvcmb3UsTZC9q+L0avfnxUkedSgl931M2pdi1SejAO6l3Q/jliUpgWraZvmTsJqlFZdeenzNBcaWjSP/YOjZ+qjV36y7dgXvkXTXp9GFH7D9uAWKUP+6vE0x0UffiYNnV/TWHzljjGHP1htrLlDVG5Ac/It0BeRWzYplV3d1XsRc384Z6qN+mquNgoLfz+DcVERahgyRq6t/vnTplf4WEHFX0upen6pqXf2T+njnD+bNPskcGqWOt+HT+8RaEHkmaEG/+O82fGjq//psAQ/kHpbiKXLZJXYJDyPtRBXsG5FLN/rw6986ouhCdVjfjkyeeUHRY2ZYLNCMr7SEd5h+TRhYhwGzg78V1KSZtXULAK9X5RXrlClHD+vGIOmGO+ovMb12XJNeL60fTeJ2yAa/KYgYo6H6lS5W9Rj/6j5JMt5X3NlE6ei0ypWqpe706djTilWd+PsLNjmiw0sw+zWCLx7/ZL+O88Ev+pwRQylQnsnThxQj/9lHYa943i9nsWZfUpwE0UKlc8q08BbqLjx0mzCwOZbd+M7Vl9CnATzb7kfQ3Xxv5Xf8nqU4CbuLOae1Q0nd6Qdf/ezlX1xirlvWEyyVxNeHi4Nm3apIkTJ97wATIAAAAAAJA5EulJlmEIkmWR++67T6tWrVKPHj3UvHnzrD4dAAAAAAAAt0aQLIsk9yUDAAAAAABA1iNIBgAAAAAA4Kpo3J9hKFwFAAAAAACA2yOTDAAAAAAAwEXRuD/jcCcBAAAAAADg9giSAQAAAAAAwO1RbgkAAAAAAOCiEkXj/oxCJhkAAAAAAADcHplkAAAAAAAALorG/RmHOwkAAAAAAAC3RyYZAAAAAACAq/KgJ1lGIZMMAAAAAAAAbo8gGQAAAAAAANwe5ZYAAAAAAAAuKpH8pwzDnQQAAAAAAIDbI5MMAAAAAADARSXSuD/DkEkGAAAAAAAAt0eQDAAAAAAAAG6PcksAAAAAAAAXlehB/lNG4U4CAAAAAADA7ZFJBgAAAAAA4KISReP+jEImGQAAAAAAANwemWQAAAAAAAAuip5kGYc7CQAAAAAAALdHkAwAAAAAAABuj3JLAAAAAAAAF5XoQeP+jEImGQAAAAAAANwemWQAAAAAAAAuKlFkkmUUMskAAAAAAADg9giSAQAAAAAAwO0RJAMAAAAAAHBRiR6eWbZcrREjRqhEiRLy8/NT7dq1tWrVqnTHfv7556pfv75y5cpll2bNml12fEYgSAYAAAAAAIBMNXnyZPXp00cDBgzQunXrVLVqVbVo0ULHjx9Pc/zvv/+uRx55RAsXLtTy5ctVtGhR3XHHHTpy5EimnSNBMgAAAAAAABdu3J9Vy9UYNmyYnnzySXXu3FmVKlXSqFGjFBAQoHHjxqU5fsKECerZs6eqVaumChUq6IsvvlBCQoLmz5+vzEKQDAAAAAAAAFctJiZGERERTovZdrHY2FitXbvWlkwm8/T0tOsmS+xKnD9/XnFxcQoJCVFmIUgGAAAAAACAqzZkyBAFBQU5LWbbxcLCwnThwgXlz5/fabtZP3bs2BU918svv6xChQo5BdoymnemHRkAAAAAAACZ6t800M8o/fv3t33GUvP19c3w53n33Xc1adIk26fMNP3PLATJAAAAAAAAcNVMQOxKgmJ58uSRl5eXQkNDnbab9QIFClx236FDh9og2W+//aabb75ZmYlySwAAAAAAABflCo37s2XLpho1ajg13U9uwl+3bt1093v//ff11ltvac6cOapZs6YyG5lkAAAAAAAAyFSmLLNjx4422FWrVi0NHz5c586ds7NdGh06dFDhwoUdPc3ee+89vfHGG5o4caJKlCjh6F2WI0cOu2QGgmQAAAAAAAAuKit7kl2Nhx56SCdOnLCBLxPwqlatms0QS27mf/DgQTvjZbLPPvvMzorZtm1bp+MMGDBAb775pjIDQTIAAAAAAABkut69e9slLaYpf2r79+/XteYa4UYAAAAAAAAgE5FJBgAAAAAA4KKupoE+Lo9MMgAAAAAAALg9MslwTYz+X7msPgW4iZ2n8mX1KcBN7Gu6PatPAW6i5H0VsvoU4CYOrdmY1acAN1E+x8GsPgW4jTJyB4keZJJlFDLJAAAAAAAA4PYIkgEAAAAAAMDtUW4JAAAAAADgohITKbfMKGSSAQAAAAAAwO2RSQYAAAAAAOCiEsl/yjDcSQAAAAAAALg9MskAAAAAAABcVKLoSZZRyCQDAAAAAACA2yNIBgAAAAAAALdHuSUAAAAAAICLotwy45BJBgAAAAAAALdHJhkAAAAAAICLIpMs45BJBgAAAAAAALdHkAwAAAAAAABuj3JLAAAAAAAAF0W5ZcYhkwwAAAAAAABuj0wyAAAAAAAAF5WYSCZZRiGTDAAAAAAAAG6PTDIAAAAAAAAXRU+yjEMmGQAAAAAAANweQTIAAAAAAAC4PcotAQAAAAAAXBTllhmHTDIAAAAAAAC4PTLJAAAAAAAAXBSZZBmHTDIAAAAAAAC4PYJkAAAAAAAAcHuUWwIAAAAAALioxETKLTMKmWQAAAAAAABwe2SSAQAAAAAAuKgEGvdnGDLJAAAAAAAA4PbIJAMAAAAAAHBRiWSSZRgyyQAAAAAAAOD2CJIBAAAAAADA7VFuCQAAAAAA4KISEym3zChkkgEAAAAAAMDtkUkGAAAAAADgomjcn3HIJAMAAAAAAIDbI0gGAAAAAAAAt0e5JQAAAAAAgIuicX/GIZMMAAAAAAAAbo9MMgAAAAAAABdF4/6MQyYZAAAAAAAA3B6ZZAAAAAAAAC6KnmQZh0wyAAAAAAAAuD2CZP/BV199peDg4P98nEaNGum5557LkHMCAAAAAADA1aPc8j946KGHdNddd2X1acBFzP5lmqZPmaQzp0+pRMky6trjGZUtXzHNsQcP7NOkb7/Unt07dOJ4qDo/2Uv3tG7nNGbK9xO0YtliHTl8UNmy+apCxZv0eOfuKlyk2DW6IlyvEhMTNW/qp1q98AdFnY9UiXK3qHWnN5SnQInL7rd83kQtmjVOZ8PDVLBoed3b4VUVLX2z4/HIMyc0a9JQ7dq8TDFR55W3YAk1vq+7qtx6xzW4Klyvr7WVcz7RluU/KCY6QgVLVFfjdgMUnDf919qa30Zrz8Z5On18r7x9/FSgxC267Z4XlCtfKft49Lkz9pgHdyxV5Jmj8s8eolJVmqpOy2fl65/zGl4drgcht9dUqRe6KKh6ZfkVyqc1D/RU6E/zL79Pg1qqNLSfclQqq+hDR7V7yGc6PH6a05jiT7VXqT5d5FsgryI2bteW595S+OpNmXw1cJX3tZnfj9Sy+VMUdS5SpSpU00NdX1O+gsUvu9+iOZM0/+evFHEmTIWLl1O7J/qrRJkq9rFzZ8PtMbdvWKbTYceUIzCXbr61ie5+uJf8A3hfc1c//fyLfpwyRadPn1apkiXV86keKl++fJpj9x84oG+++Va7du/W8ePH1b3bk2rTurXTmAsXLujbCRO1YOFCe8zcISFq1qyZ2j/ysDw8KMW70SVk9QncQMgk+w/8/f2VL1++rD4NuIAlixfoy89H6sH2nTT0489VomRpDXr9RZ05czrN8TExMcpfoKAe79RNwblC0hyzZdN6tWzVWu9+OFID3h6q+PgLGvjai4qOjsrkq8H1btHMsVr267dq3XmAer05ST6+/hr3fjfFxcaku8+GFbP1y8T31KxNTz391o8qWKyCxr7fTWfDTzrGfD+6v04c3a+Oz4/Qc0Om66aazTXxkz46sn/rNboyXG/WLfhCGxZ/o8bt3tSDz31vX2szRnVVfFz6r7Uje1br5tvbq92zk3Vfj3FKuBBv94mLOW8fPxdx3C633/uSHn3pZzVrP0QHt/+h+ZNevYZXhuuFV/YARWzcoc3PDLyi8f4liujWn0br5O8rtaTmfdr3ydeqMvpt5Wl+u2NMwXYtVfGD/tr19ggtqdVGkRu3q/bMscqWN+3ft3Avv834UotmT9TDT76uvoMnKJuvv0a80+Oyv0PXLpujaeM/UMu2PfTye5NVuHh5u0/k379Dw08dt0ubx1/QKx9O1WO93tLWDUs14bMB1/DKcD1ZtGixPv/8cz3Wvr0+/eRjlSpVUq++/rrOnDmT7r8NChQsoCc6d1KuXLnSHPPDjz9q5qxZNtg2ZvQoPfFEZxuEm/HTz5l8NcCNhSDZRX755RdbQmki8cb69ett5L1fv36OMV27dtVjjz12Sbnlm2++qWrVqumbb75RiRIlFBQUpIcffliRkZGOMefOnVOHDh2UI0cOFSxYUB9++OE/nlPycceNG6dixYrZfXv27GnP8f3331eBAgVssO6dd95x2s+8yZpzzZs3rwIDA9WkSRNt2LDB8fiePXt03333KX/+/PaYt956q3777TenY5jrGDx4sJ544gnlzJnTPv+YMWP+5d11Xz9P+0HN72ylps1bqmixEureu498/fy04NdZaY4vW66COnZ5Src3bCofH580x7zx1gdq0rylihUvqZKlyujpPv0UdiJUe3bvzOSrwfX+DfjSOePV5N7uuqlGUxUsVl4PdX9XEWeOa+va9LMvlsz+SrUatVPNBvcrf+EyNsCWzddPaxZPdYw5sOtP1Wv+qM0uy52vqJq27iH/7DkJkrnxa239ovG69Y4eNtMrT6Hyat7+PRvg2rvJ+XdJavd1/0IVa92v3AXLKm/hCmrefogiT/+l44e32MdzFyynuzp/opKVmygoTzEVLVtHde56Xvu2LLQBNbiXE3MXa+eA4Qqdkf5rKrXi3R5W1L7D2vbSezq7fa8OjJygY1PmquSznRxjSj7XWYfGfq/DX0/V2W17tKnnAF04H62inR7IxCuBq7yvLZz1rVrc/6RuvrWxzQjr0PsdhZ8+oQ2rF6S734Jfxqte0wdUt3FrFSxS2gbYsmXz1/KF0+3jhYqV1ZN9/6cqNRspb4GiKl+5tu55+GltXrtIF3hfc0tTp03TnXfeqTvuaK7ixYrp6d695evrp7m//prm+PLlyunJLl3UqGHDdP9tsHXrNtWpU1u1a9VSgfz5Vf/221X9llu0Y+eOTL4aXC+N+7NqudEQJLtI/fr1bVDrzz//tOuLFi1Snjx59PvvvzvGmG2mj1haTOBp+vTpNthmFjP23XffdTz+4osv2m0zZszQr7/+ao+7bt26fzwvc9zZs2drzpw5+u677zR27Fi1atVKhw8ftsd777339Nprr2nlypWOfdq1a2fTcc1+a9euVfXq1dW0aVOdOnXKPn727FlbLjp//nx7veaN+p577tHBgwedntsE8mrWrGnHmODcU089pR07eLO9UnFxcbZs8uZqNRzbPD097fqO7RkXXDh/7qz9M0cO0vbd2akThxUZHqYyles6tvkF5FTRUjfrwO71ae4THx9rA11lbqrj9Botc1Ndp32Kl71FG1fO1vmzZ5SQkKANy2cpLjZWpSremslXhetRxMnDOh95QkXL1XNsM+WQ+YvfrGP7036tpSUmKumLJL+AoHTHxEZHKptfDnl60SUClxdcp5rCFix32nZi3hLlqlPN/t3Dx0dB1W9S2PxlKQMSExW2YJmC69xyrU8X15mTx4/YcskKN6f8PjTlkKZscv/OlC+aU4uPj9OhvdtUvorz79DyVWprXzr7GNHnI+Xnn0NevK+55b8NTNnkLdWS3peSXzNmfdv27f/6uJUqVdT69Rt0+PARu753715t2bpVt9asmSHnDbgL3pUvYrK/TNaWCV6ZwJD58/nnn9fAgQNtUCk8PFy7d+9Ww4YNtXTp0kv2N/9wNBlmJuvKePzxx20QymR5mf1NcOvbb7+1wSrj66+/VpEiRf7xvMxxTSaZOW6lSpXUuHFjG6iaNWtW0i/i8uVtoGzhwoWqXbu2lixZolWrVtkgma+vrz3G0KFDbQDvxx9/VLdu3VS1alW7JHvrrbc0bdo0/fTTT+rdu7djuwmkmeCY8fLLL+t///uffZ70auZNOrBZUouNiVG2v8/D3URGhNufX3CwcxlHcHAuHTnkHJD8t+zrY8ynqlCpsoqXSOrrA/d09kyY/TNHUB6n7TmCctteY2k5H2mCXhcu3Scwt078tdex3r73ME0c8YIGPVXPBit8svnp8ec+Vp78l+/TghuTCZAZATlyO20PyJFH5yLTfq1dLDEhQX9MH6yCJavbDLK0RJ09rdW/fqbKdR/MgLPGjc43fx7FhDq//sy6T1BOefr5yidXkDy9vRVz/ORFY04qe3l+f7o7EyAzcgY5v6+Z9Ygzzq+ZZGcjTtvfoTmDnfcJDM6t0L/2pbvP7CljVK8Z2YvuKCIiIunfBrmcJ4AzFUqHDh3618d9sF07nT9/Xk92727/fWieo2OHDmrSuHEGnDXgPgiSpcEEwExw7IUXXtAff/yhIUOG6Pvvv7eBJ5OFVahQIZUtWzbNIJkpT0wOkBmmpNIEqpKzwWJjY20QK1lISEi6wabLHdeUSHp5edk3wNTbkp/LlFWaoFzu3M6/sKOioux5GOZxU8o5c+ZMHT16VPHx8fbxizPJbr45pXG3KT015Z3Jz5MWc79MUDG1p57uo17P9P3H68S/8/lnw22z/3c++CSrTwXX2J9Lf9a0L990rHd6YVSmPdevUz5W9LkIde03VgE5ctnyzYmf9lGP175RgaJpBzhw49ix9mct/D6lf849T/7319rvUwbp5NFdavvMxDQfj40+q58/765c+Uur1p0pX94AQEZY/cdMfTdmkGP9qf4jMv05o86f1Wfv9lLBIqXUqt1Tmf58cB+L//hDCxb+rpdfelHFixXXnr17NXrMGOXOHaLmzZpl9ekhkyXqxit7zCoEydJgSilN1pYJNJma7woVKthtJnBmZgoxQbT0XFwjboJKJor/X6V13Ms9lwmAmQBd6jLRZMl91Pr27at58+bZDLMyZcrYiQjatm1rA3n/5Zr69++vPn36OG3bcyipxNMd5QwMssHMM2ec74Fp2p9eU/6rDZCtWbVcb7/3sfLkYSIJd1OpehMVLZMSyL4Ql/T/r8kaCwzO69huGvAXLF4hzWME5AyWp6fXJZlmZyNOKkdwUnbZydCDdvbL54fMUP4iZe22QsUraP/OtVr+20S16ZwSqMONqeRNjZW/b6rXWnzSa+382ZPKHpTy3nP+bJjyFkp75t6LA2T7t/6u+3t/qxzBBdIMkM0Y3VU+vtnV6olP5eWVdg8W4OKsMZNNlppZjwuPVEJ0jGLDTishPl6++Zy/RPTNn1sxx64sAxI3DtMjrETZpBkojfi/f4eahvtBuVJ+h5r1IiXS/lLbzFRpfodGXpRpZjLPAv/+HZosOuqcRg5+Sn7+2fVk3+Hy8uZ9zR2ZXtH23wanz1zSTzpXSNpN+a/EF2PH2Wwy07fMKFmyhE1smPz9DwTJgKtAT7LL9CUzZYXJAbHkIJlZ0utH9k9Kly5tA06p+4aZoNvOnRnfaN30Hzt27Ji8vb1tACz1YnqsGSYTrlOnTmrTpo2qVKliM8T279//n5/blHeaN//Ui7uWWhrmZ166THltXJ/Se84EGTeuX6vyFSr9p+ayJkC2cvkSDRz8PzsbJtyPr392W+6YvOQrXEY5g/Jo95YVjjHRUWd1aO9GFS+T0vsiNW/vbCpcopJ2b13h9Bo1x0jeJy422v7p4eH8a8PD00uJCYmZdHW4npieYMF5izuWkAJlFJAzrw7tXO4U2Ao9sFEFSqT9Wkt+7zIBMtPcv03PrxSUu0jaAbJRXWxg7O6uI+Xt476/Q3B1zqxYr9xNUnpDGXma1tPpFUl98hLj4hS+bovyNEnp2ygPD+VuXFdnViT1o4X7MMGqvAWKOZYCRUrbwNaOTSudMr/2796kEuVSWpSk5u3to6KlKmrH5pVOv0N3bl6pkqn2Mcf59O3uNjDW/aWP5ZON9zV3/rdB2TJltH7DeqfXjJkwrmKFtL/QvBKm3Y2np3M2kQnGmdYGuPHRuD/jECRLg5lW15QYTpgwwREQa9CggW2wbwJal8skuxwzg2SXLl1s8/4FCxZo8+bNNkiVumQyORPLzID5XzRr1kx169ZV69at7QQBJvi1bNkyvfrqq1qzZo0dY0pGp06dat+QTdZc+/btMyTrDZe6p007/Tb3Fy38bY4OHzyg0SP+p5joaDs7pfHRh4P17VdjnBp67tuzyy6mDPbUyTD796N/HXaMGTNyuBYtnKfnX3zNZgGePnXSLhf3g4N7MZmet93ZQQtmjNbWdQt07NBOfT+qnwKD86lSjaReiMbnQzpr2bwJjvXbW3bS6t9/1No/puv4kT2a/tVAxcZEqUaDNvbxvAVLKnf+Ypr65Zs6tGejzSxbPOtL7d68TJVqNMmSa0XWMq+1ag07aM28Udq7eYHC/tqhXye8rOyB+VSqSso31tNGdtKGP751rC+aMkg71vysFo8NtVli5yJO2CX+70CsCZBNH9VFcbFRavrwO3Y9eYzp+wP34pU9QIFVK9jFCChZxP7dr2jSF0Pl3+6jql++5xh/YMwkBZQsqgpDXrQ9xor3aK+C7Vpq30dfOcbsG/6linZ5UIUfb60cFUqp8og35Z3dX4e+TpnNF+77vtb4rsc0Z+oYbVyzUEcO7tQ3n75qs8qq3pryu+7jQV21aM53jvUmd3fQsvlTtOL3GTp2eK8mf/G2YmKiVKdRa0eAbMQ73e3v1Ud7DLQZZab/mVl4X3NP97dpo9lz5mreb7/ZVjefjBih6Jho3dG8uX38g6EfatyXXzlPBLZnj13Mvw3CTp60f//rr78cY2rXrqVJkyZr5apVOhYaqqXLltl+0/XqpfpSAMA/otwyHSYQZoJHyUEy0zvMNMwPDQ29oh5i6fnggw9sKaSZRdL0GDN9z8xkAKmZ/mAX9wX7N7/kTVN/ExTr3LmzTpw4YTPFTLDP9C4zhg0bpieeeEL16tWz2WWmKb9pJImMd3uDJooIP6Pvvv1SZ06fUslSZfT6oPcd5ZZhJ0Ll6ZEShT99KkwvPPOkY33G1Ml2ualKVb317kd229xZM+yfr/d7zum5ej/3siP4BvfUsFUX+0F86rgBdvasEuWqq/OLY5y+tT55/JDORZ52rFet01LnIk9p3pRP7OyYhYpV0BMvjrZZaYb55rtz31GaPfl/+npYL8VEn7dBs3bdhqhCtX/3xQFcX/UmXW0wa+H3bygmKkIFS9bQvd0/d8r8Cg87qOhzKa+1TUuT/mE5dYTzl0HNHhmsirXu1/HDWxR6IGlGuPHv3OE0puPrvykw5J8nu8GNI6hGZdWd/41jvdLQV+yfh8ZP1cYu/eVbMK/8/w6YGVH7D2v1vd1V6cP+KvF0B0UfPqZN3V9T2LwljjFHf5itbHlDVG7AM/ItkFcRG7Zp1d1dFXtRM3+4p2b3dbYBru9GD1LU+UiVrnCLer7ymdPv0LDQw7b5frIa9e606zO/H6nIM2EqXKK8er3ymW3ebxzat037d22yfx/4TCun5xv46Wzlzlf4ml0frg8NGzZQeES4vvnmW1tZVKpUKb09aJBN1jCOnzghj1RZYSdPnVKvp59xrE+ZMtUuphrog/fetdt69uih8d98qxEjRupMeLhyh4SoZcuWerT9I1lwhbjW6EmWcTwSTd0DkMm27D6a1acAN7HzFH3ZcG0cCSMZG9dGyfv+ffkNcDWyrdmY1acAN1Emx7+fxRG4GiVLl5E7WLL1XJY99+2VsutGwid8AAAAAAAAuD3KLQEAAAAAAFwU82hlHDLJAAAAAAAA4PYIkgEAAAAAALhw4/6sWq7WiBEjVKJECfn5+al27dpatWrVZcf/8MMPqlChgh1vJqswExRmJoJkAAAAAAAAyFSTJ09Wnz59NGDAAK1bt05Vq1ZVixYtdPz48TTHL1u2TI888oi6dOmiP//8U61bt7bL5s2bM+0cmd0S1wSzW+JaYXZLXCvMbolrhdktca0wuyWuFWa3xLXiLrNbLtpyPsueu+FNAVc81mSO3Xrrrfr000/tekJCgooWLaqnn35a/fr1u2T8Qw89pHPnzumXX35xbKtTp46qVaumUaNGKTPwCR8AAAAAAMBFJSZ6ZNkSExOjiIgIp8Vsu1hsbKzWrl2rZs2aObZ5enra9eXLl6d5XWZ76vGGyTxLb3xGIEgGAAAAAACAqzZkyBAFBQU5LWbbxcLCwnThwgXlz5/fabtZP3bsWJrHNtuvZnxG8M60IwMAAAAAACBTZWUTrf79+9s+Y6n5+vrKVREkAwAAAAAAwFUzAbErCYrlyZNHXl5eCg0Nddpu1gsUKJDmPmb71YzPCJRbAgAAAAAAINNky5ZNNWrU0Pz58x3bTON+s163bt009zHbU4835s2bl+74jEAmGQAAAAAAgItKkIdcQZ8+fdSxY0fVrFlTtWrV0vDhw+3slZ07d7aPd+jQQYULF3b0NHv22WfVsGFDffjhh2rVqpUmTZqkNWvWaMyYMZl2jgTJAAAAAAAAkKkeeughnThxQm+88YZtvl+tWjXNmTPH0Zz/4MGDdsbLZPXq1dPEiRP12muv6ZVXXlHZsmU1ffp0Va5cOdPO0SMxMStbvMFdbNl9NKtPAW5i56l8WX0KcBNHwuhYgGuj5H0VsvoU4CayrdmY1acAN1Emx6GsPgW4iZKly8gd/LYxJsueu9nNrtukPy18wgcAAAAAAIDbo9wSAAAAAADARVEfmHHIJAMAAAAAAIDbI0gGAAAAAAAAt0e5JQAAAAAAgItKlEdWn8INg0wyAAAAAAAAuD0yyQAAAAAAAFxUAo37MwyZZAAAAAAAAHB7BMkAAAAAAADg9ii3BAAAAAAAcFGJiTTuzyhkkgEAAAAAAMDtkUkGAAAAAADgohJp3J9hyCQDAAAAAACA2yOTDAAAAAAAwEUliJ5kGYVMMgAAAAAAALg9gmQAAAAAAABwe5RbAgAAAAAAuCga92ccMskAAAAAAADg9sgkAwAAAAAAcFGJiTTuzyhkkgEAAAAAAMDtESQDAAAAAACA26PcEgAAAAAAwEUl0Lg/w5BJBgAAAAAAALdHJhkAAAAAAICLSiSTLMOQSQYAAAAAAAC3RyYZAAAAAACAi0qUR1afwg2DTDIAAAAAAAC4PYJkAAAAAAAAcHuUWwIAAAAAALioBBr3ZxgyyQAAAAAAAOD2yCQDAAAAAABwUYlkkmUYMskAAAAAAADg9sgkwzXx/nimpMW1EXFqb1afAtzEkNBeWX0KcBOH1mzM6lOAm4iteXNWnwLcRNS2hVl9CgCQJoJkAAAAAAAALopyy4xDuSUAAAAAAADcHplkAAAAAAAALiohkfZGGYVMMgAAAAAAALg9MskAAAAAAABcFD3JMg6ZZAAAAAAAAHB7BMkAAAAAAADg9ii3BAAAAAAAcFGUW2YcMskAAAAAAADg9sgkAwAAAAAAcFEJZJJlGDLJAAAAAAAA4PYIkgEAAAAAAMDtUW4JAAAAAADgohITPbL6FG4YZJIBAAAAAADA7ZFJBgAAAAAA4KISadyfYcgkAwAAAAAAgNsjkwwAAAAAAMBFJZBJlmHIJAMAAAAAAIDbI0gGAAAAAAAAt0e5JQAAAAAAgIuicX/GIZMMAAAAAAAAbo9MMgAAAAAAABdFJlnGIZMMAAAAAAAAbo8gGQAAAAAAANwe5ZYAAAAAAAAuKoFyywxDJhkAAAAAAADcHplkAAAAAAAALorG/RmHTDIAAAAAAAC4PTLJAAAAAAAAXFRCQlafwY2DTDIAAAAAAAC4PYJkAAAAAAAAuG6cOnVKjz76qAIDAxUcHKwuXbro7Nmzlx3/9NNPq3z58vL391exYsX0zDPPKDw8/Kqel3JLAAAAAAAAF3UjNu5/9NFHdfToUc2bN09xcXHq3LmzunXrpokTJ6Y5/q+//rLL0KFDValSJR04cEA9evSw23788ccrfl6CZAAAAAAAALgubNu2TXPmzNHq1atVs2ZNu+2TTz7RXXfdZYNghQoVumSfypUra8qUKY710qVL65133tFjjz2m+Ph4eXtfWfiLcksAAAAAAAAXziTLqiUzLF++3JZYJgfIjGbNmsnT01MrV6684uOYUktTrnmlATKDTDIAAAAAAABctZiYGLuk5uvra5d/69ixY8qXL5/TNhPoCgkJsY9dibCwML311lu2RPNqkEkGAAAAAACAqzZkyBAFBQU5LWZbWvr16ycPD4/LLtu3b9d/FRERoVatWtneZG+++eZV7UsmGQAAAAAAgItKyMLG/f3791efPn2ctqWXRfbCCy+oU6dOlz1eqVKlVKBAAR0/ftxpu+krZmawNI9dTmRkpO68807lzJlT06ZNk4+Pj64GQTIAAAAAAABctasprcybN69d/kndunV15swZrV27VjVq1LDbFixYoISEBNWuXfuyGWQtWrSw5/PTTz/Jz89PV4tySwAAAAAAABeVmJiYZUtmqFixos0Ge/LJJ7Vq1SotXbpUvXv31sMPP+yY2fLIkSOqUKGCfTw5QHbHHXfo3LlzGjt2rF03/cvMcuHChSt+bjLJAAAAAAAAcN2YMGGCDYw1bdrUzmr5wAMP6OOPP3Y8HhcXpx07duj8+fN2fd26dY6ZL8uUKeN0rH379qlEiRJX9LwEyQAAAAAAAHDdMDNZTpw4Md3HTdArdSZbo0aNMiSzjSAZAAAAAACAi8qkqke3RE8yAAAAAAAAuD23DpLt379fHh4eWr9+faY/l3me6dOnZ/rzAAAAAAAA95GQkHXLjYZyS+AaatMkhxrV8FeAn6d2HYzV1z9HKPTUlc200ap+dj3YPKfmLj+nibMjnR4rXdRHbZvmUOkiPvaN6uCxeH0w/pTi4jPpQnDde6RViJrVC1J2f09t3xut0ZOP6+iJuHTHP3RXiB6+K7fTtsPHYvX02wcc6z0ezqeq5f2VK8hb0TEJ2rEvWuNnhOlIaPrHxY0tuMU9yn1vO3kFhyjmwF6Fjhuh6N070h2f6642Cm5xt3zy5NOFiAhFrvhDJyaOVWJc0mso+I677eKTN79djz18QGE/TNC59auv2TXh+mR6jMz8fqSWzZ+iqHORKlWhmh7q+pryFSx+2f0WzZmk+T9/pYgzYSpcvJzaPdFfJcpUsY+dOxtuj7l9wzKdDjumHIG5dPOtTXT3w73kH5DzGl0Zrhcht9dUqRe6KKh6ZfkVyqc1D/RU6E/zL79Pg1qqNLSfclQqq+hDR7V7yGc6PH6a05jiT7VXqT5d5FsgryI2bteW595S+OpNmXw1cAWzfpmm6VMm68zpUypRsrS69nhG5cpXTHPswQP79N23X2rP7p06cTxUTzzZS/e0bus0Zsr3E7Ri2R86fPigsmXzVYWKN6lD524qXKTYNboi4Mbg1plkwLV01+3Z1bx2gL76OUKDxpxUTGyi+nbIJZ8rCFWXLOStxjX9dfDYpcEIEyDr+3gubd4Tq4GjT+nN0Sf128rz1KW7sTbNcqlVw2CNnnRcLw89pJjYBL3Rq7B8vD0uu9/Bv2LUuf9ex/LK/w45Pb7nULQ++TbUBs4GjfhL8pAG9Cosz8sfFjeonPUaKl/H7gr74Vvtf7mnDZIVfXWwvAKD0xwfeHtj5X20i07+8K32PddVRz8bZo+Rt/0TjjHxJ8N0YsJY7X+5l/b3661zm9eryMtvKluRywdCcOP7bcaXWjR7oh5+8nX1HTxB2Xz9NeKdHoqLjUl3n7XL5mja+A/Usm0PvfzeZBUuXt7uExl+0j4efuq4Xdo8/oJe+XCqHuv1lrZuWKoJnw24hleG64VX9gBFbNyhzc8MvKLx/iWK6NafRuvk7yu1pOZ92vfJ16oy+m3laX67Y0zBdi1V8YP+2vX2CC2p1UaRG7er9syxypY3JBOvBK5gyeIF+vLzz/RQ+4768OMxNkg26PWXdObM6TTHx8TEKH+BQnq8UzflypX262fLpg1q2aq13vtwhN58+wNdiI/XwNdeUnR0VCZfDa4H5t9+WbXcaNwiSJaQkKD333/fTgPq6+urYsWK6Z133klz7KJFi1SrVi07rmDBgurXr5/i4+OdZlAYPny40z7VqlXTm2++6VjftWuXGjRoID8/P1WqVEnz5s1zGh8bG2unMjXHN2OKFy+uIUOGpHv+nTp1UuvWrTV48GDlz59fwcHBGjRokD2vF1980c76UKRIEX355ZdO+x06dEgPPvigHW/G3HfffbbENNnq1avVvHlz5cmTR0FBQWrYsKGdNvXiMtEvvvhCbdq0UUBAgMqWLauffvrpH+85LtWiboB+XnxWf26P0aHQeI2ZGq7gnF6qXsHvsvv5ZvNQj7bBGjcjQueiLn0Xan9nTs1bcV4z/zinIyfidezkBa3aEq34K0tQww3o7sbB+mHuKa3adE4H/orVR+NDFRLkpdpVs192vwv/b+8+oKOqmgCOTyAh1IRO6IQWeu+KSFPAhiKKoAgiVUBBQRERUQFRQBARwQ+lSBdQVKqAIr0oRQi9hk4SkkAKCdnvzMXd7MZNCJCQsv/fOXtgd1/fm1fmzZ0XK3I17KbtFXbdMX96zaZQOXAsUi4HxcjxgCiZ+3OgFMjrIQXzeaTwGiEtyvt4OwlZu0JCfl8tNwJOy4VpEyX2RpR4N3vU6fDZ/CpJxKH9ErpxvURfvijhe3dJ2Kb1krWsn22Ya7u2yvW/d0j0hXMSff6sXJk3Q2IjIyRbeed31uE6WWTrl38vjz7TXarVbWoywjr3HSkhwZdlz451CY637pdZ0qh5O2nYtK0ULlbGBNiyZMkmW9bfKn9RpEQ56f7W51K1zsNSwKe4+FWpL0906Cf/7PpDbt4kFdvVXF61QQ4PnyAXf/otScOX7NFBIk4EiP/gMXLt4HE59dUcubB4lfi+3sU2jO8bXeXM9IUSMHOJXPM/Jvv6DJeb4ZFSvEu7FFwTpAfLli6Slq0ek+YtW0vxEqWkV9+B4pk1q6xdvcLp8OXKV5Au3XpJ4ybNxN3D+XnX+x99Ks1atpISJX3Ft3RZ6TfwHbl8+aLJPgOQdC4RJBsyZIh88sknMmzYMDlw4IB5jKgGm+I7e/astGnTRurWrSt79uyRKVOmyPTp0+Xjjz++o4DcM888I1myZJFt27bJ119/LW+//bbDMF988YUJNC1cuFAOHTokc+bMMcG3xKxbt07OnTsnGzZskPHjx8vw4cPl8ccflzx58pj59OrVS3r27CkBAQFm+OjoaHn00UclV65c8ueff8qmTZskZ86c0qpVKxOkU2FhYfLyyy/Lxo0bZevWrSYApuuvn9sbMWKECbbt3bvXfN+pUycJCgpK8jaBSIE8mU1AbP+xW9teRURZ5PjZaClbPPEAQ+fHvGTP4Sg5cDxuXKtcOTJJ2eJZJPR6rLz3al75YnABGfJKXilXgqCFqyqUz13yervLnoPhts/CI2PlyMlI8SuVeEC2cAEPmT7SV6Z8UEreeLmQ5M/jnmjwtlkDL7lwJVquBNPd0uW4u0vW0uXk+t6/4z6zWCR8798JBrQiDh0w41iDYh4FfSRHzXpy/a/tzueRKZPkavSwuHlmlYjDB1JkNZA+BF46a7pLVqjWwPaZdofUbpMnD+9xOk5MTLScOe4vflXjxsmUKZP4Va0vJxIYR0WGh0nWbDklc2YqkiBxuRvUkCvrtjh8dnnNRsnToIb5v5uHh3jXqixX1m6OG8BikSvrNkvuBjXv9+IiDdHrNA1cVa9R22H/VK1GLTl0cH+yzSf8+nXzb86cXsk2TcAVZPgzAA34TJw4Ub788ksTEFJlypSRBx980CGrSn311VdSvHhxM6xmUFWoUMEEpjTI9f7775ud1+389ttvcvDgQVm1apUUKVLEfKYZYK1bt7YNc/r0aROQ0mXQ+Wgm2e1oJpgG18wJnp+fyYwLDw+Xd9991yEQqAGvDh06yIIFC0zATrPAdB5KM800q+z333+XRx55RJo1a+Ywj2nTppnvNZtOA3D2mWwvvPCCbV10ObZv324Cbkga75y32k7INcfMnNBrN23fOVO/SlYpWcRdRky91TUkvoJ5Mpt/n26aU+avCpNT56PlwRrZ5O0ueWXol1eSXO8MGUdur1u79ZAwx99eM8Os3zmjQTTtSnn24g1Tc+z51nll5IBi8vrIUxIZFZfB2Kqxt3Rum1+yeWYyNctGfHmWrEUX5J7LS9wyZ5aYEMduIfo+e9HiTsfRDLLMubyl5Efj9fJR3NzdJXj1zxK4dL7DcJ4lSknJkRPFzSOLySI7+9kIk6kG16UBMpXL27Fuor4Pver8+HgtNFhiY29KrtyO43jlzicXz51IcJwVi6dJoxZk+eD2PAvll6iLt9qmlb738M4lmbJ6ikceb8nk7i5RlxzbaNTFQMnhV/o+Ly3SkrDQEHOd5p07j8PnuXPnkbNnkud4p9OfPu1LqVCpipQs5Zss00TaFpsBuz2mlgwfJPP39zd9uJs3b56kYRs2bGgLKqkHHnhArl27ZjK0tJtmUqahgTZrgEzpNO1p0Em7OWqwSwNNGpDSoFViKleu7BCk00y4KlWq2N5nzpxZ8uXLJ5cuXTLvNRPu6NGjJpPMXmRkpBw7dsz8/+LFi/Lee++ZoJmOd/PmTRN40yCevWrVqtn+nyNHDvHy8rLNxxnd3vqydzMmSjK7e4qraFgtq3R5Iu6uzfg5zusLJCavVybp1CaXfDYzOMEC/Namun5nuPz59616A3NXhkml0lnkoVrZZNFv1+5yDZBePFQnl/R6oaDt/cgp5+5qOn8diMs80y6ah09GyrQPS8kDtXLJ2i2htu827AgzWWp5vDLLUy3yyFuv+MiQ8QESHcORGYnLXqma5Humg1z4ZpJEHj0oHj5FpVDX3hLTLkgCF8+xDRd1LkBODOotmbLnEK8GjaVw30FyevhbBMpcyI4/f5V50z60ve89ZHKKzzMi/JpM+eQ1KVystDzWvneKzw8AUtK0KRNNsf9Rn01K7UUB0p0MHyTLli1bsk5PA1VaGyN+yuydqFWrlpw4cUJWrFhhMs+0K2OLFi3khx9+SHAcj3h9zzWQ5+wzvWugNLBXu3Zt05UzvgIFCph/NbMuMDDQZNppNpvWYdOAnrU7ZmLzts7HGa2vpl007VV76E2p0eQtcRVad+xYQNydQ4/Mt6JZmjVmn03mlTOznD7vvP2UKuIh3jkzy4hecXfBM2d2E7+SHtKiXnbp9uFFuRp2a1rnLjlG0c5djjE1qJDxbd93zQS0rKzF+b1zZZbg0LgUL+3ueyIg4QLX8YVHxMq5S9GmC6bD55Gx5qVPyjx88rzM/rSMqXW2cRcBWVcSExYqlps3xd3b8S64vo+56rw7fv4OL0vIhrUSsm6leR91+qRk8swqPj1fl8Alc+Mqv8bEmJpk6vLxI5K1THnzVMyL0yam9GohjdAaYaXK3XoCpYqJ/rdMREigeOe5dQ5jfV+sVFxNO3v6pMpMmTJLWLxMM80888qd3+GzyIjr8tWo3pI1Ww7p/tYEyexOyQLcnmaNaTaZPX0fHRImsZFRcuNKsMTGxIhnQcdsRs9C+STqgmMGGlxLLi9vc00ZEq9Ivxbtz51AUf47DZDt3L5FRo6ZKPnzx+0zkbFlxAL6qSXD1yTTbo0aKFu7NvFHOKuKFSvKli1bHIJgWstLs7G0ML41wHT+/Hnb96GhoSbgZT8NLZhvP4zW+4pPs7Gef/55+eabb0zXyMWLFydrnS8NxOkDBAoWLGgeWGD/0iL91nXr37+/qTOmmWoaJLty5d4P2tr1MyQkxOFV9YF+4koib1jkUtBN20sL6mt3N83wssrq6Sali3rI0TPOg2Rag+zdL6/IsCmBtpfWMNuyN9L8X5vplas3TSDEJ79jvFvfB4bQB84VaFdIrQtmfZ25cEOCQmKkml922zDZsmaScqWyyiG7YNrtZM3iJj75PSQ4JJHi1W5uJpvxdk/NRAYUEyORx49Ijqq3au8Ybm6SvWoNiTjs73QUDYhJvBsslth/91N2Gdz/HTGTZEqgSDEyJg1WFfApYXv5FCtjAluH9m1zyPw6eXSflCpf3ek03N09pHjpinLon7hx9Abf4X+2ia/dODqdLz/uaQJjPQd/IR5ZXCfrHffm6tbdkq9ZXM07lb95Iwneutv83xIdLSF/7Zf8zex6lLi5Sb6mDeXqVrt6jnA5moBQpmx52bv7L4f9077df4lfhcp3PV29htUA2bYtG+XDUeOlkE/hZFpiwLVk+CCZPj1Sa4oNHjxYZs2aZboaatBKC/LH16dPHxPg6tevn6kr9tNPP5kC+QMHDrR1ddQ6XrNnzzbF8Pft22eysbSro5VmhJUvX958rl0edbihQ4c6zEcL78+bN8/M4/Dhw7Jo0SLx8fEx9cBU586dTaDpXmhxfX1qpT7RUpdBA3narVKDYtbi/hpA1HXRLqJa/F/HSY7MOw22aRDQ/uVKXS0TsmpLuDzZJKfU9POUYgXdpccz3iZw9tfBuMDF4C55TJaYNdB29lKMwyvqhkWuRcSa/1st33RdWjbILnUqeUrBvJnlmWY5pXB+d9mwi8c9u6pf1l+V9q3ySt2qOaREkSzy+kuFJCjkpmzbc6uAqxrRr6i0fuhWwFy9/HR+qVw2mxTI6y5+vlnl7R5FJDbWIn/+myGmDwR45pE8Urq4pynor8MM6uYjN6It8tf+uK6acB1BvywW7+ZtxKtJS8lStLgU6t7fBMJC1q8y32s3yQIdX7ENf23nVsn9yOOmGL8W7c9erZYU6PCyeaKlNXimw2erWFU8ChQytcn0vXbTDPkz4ScYIuPTDPambV6UlUumyd6d6+Xs6cMy+8uhJquset24+qpffPiq/LFynu19s8c7y+a1i2Xr7z/JhYDjsuB/H0tUVIQ0eLitLUA2eWRPuREVIZ16jTAZZVr/TF9azwyuJXOO7OJVvYJ5qey+xcz/sxa/FWjw+3igVP9ujG34U9PmS3bf4lJh9CBTY6xkr45SuH1rOTFxhm2YExO+k+LdnpOiL7WVnBVKS5XJH4h7jmxyZuaSVFhDpCVPPt1e1qz6Rdb9tlLOnD4lUyd/bsriNG95q+bzxHGjZPaMbxx6Lp04dtS8YmJiJDDwivn/+XNnbcNM+2qC/LF+jQwYNFSyZcsuwUFB5hW/DA4AF+9uqfSplu7u7qb4vhbiL1y4sHkaZHxFixaV5cuXy6BBg6R69eqmWH63bt1M3S4rDV5pwEnriGlG1kcffeSQSabBtKVLl5rx6tWrZ55aqYXu7Yvca2aaFt7XTC8NsOnTNHW+1kCc1gRLykMCEpM9e3bzJEwNEOrTNvUBBrp+WptNg1ZKA4U9evQwWWdaR02L8r/1lut0ibzflm+8bp4I2OVJL8meNZMcOX1Dxs52rDdWMI+75MxxZ913V28JN5k8HVt7Sc5sbnL6Qox8OjNILgVzgu+qlv4WbDIVe79QUHJkyyT+xyLlo6/OOtQN0ywx7e5rlS+3uwzs6iO5smuX4JvifzxS3hkXYB4uoW7EWKRSmWzyxMO5JUf2zBISFiP7j0bIO+POmOHhesI2/yGZvbylwPOdJXPuPBJ18ricGTlUboZcNd975C/okPt/ZfEcc5e7wAsvi3ve/HIzNMQEzi7P+842TGbv3FKk7yDJnCevxIaHS9Qpnea7Er437m47XFOLp7qaANe8qR9KRHiYlKlQU/q8O8Uh8+vKxQBTfN+qdqNW5v2vC7+SsKtXpGgpP3nt3SmmeL86c8JfTh7ZZ/4/ov9jDvMb8eUKyVew6H1bP6Q+79pVpOHa2bb3lcbeejjWmVlLZG+3IeJZuIBk+zdgpiJOBsiOJ3tKpXFDpFS/zhIZcEH29XxPrqzZaBvm/KIVkqVAXik/vL94+hSQ0D3+sv3xV+VGvGL+cD0PPtRMQkNCZP73MyQ4OEh8S5eR9z8cY+tuefnyJXFzi7seDA4KlIH9u9ve/7RkgXlVrlpdPv5kgvls5fJl5t9h7wxwmFe/N96WZv8G35BxWVK1cr+bZCRulvgFtoAU8PL7F1J7EeAiQoPCUnsR4CJGX3wttRcBLuLMez+n9iLARdyoE/ewJiAl+fqvT+1FgIuoVDbugXoZ2dglCdcMT2lvPZOxOii6RCYZAAAAAABARpSqiWQZTMYK+QEAAAAAAAB3gUwyAAAAAACAdIoiWsmHTDIAAAAAAAC4PIJkAAAAAAAAcHl0twQAAAAAAEinYqncn2zIJAMAAAAAAIDLI5MMAAAAAAAgnaJwf/IhkwwAAAAAAAAujyAZAAAAAAAAXB7dLQEAAAAAANIpulsmHzLJAAAAAAAA4PLIJAMAAAAAAEinYkklSzZkkgEAAAAAAMDlkUkGAAAAAACQTlliU3sJMg4yyQAAAAAAAODyCJIBAAAAAADA5dHdEgAAAAAAIJ2yULg/2ZBJBgAAAAAAAJdHJhkAAAAAAEA6FUvh/mRDJhkAAAAAAABcHkEyAAAAAAAAuDy6WwIAAAAAAKRTFO5PPmSSAQAAAAAAwOWRSQYAAAAAAJBOxZJIlmzIJAMAAAAAAIDLI5MMAAAAAAAgnbKQSpZsyCQDAAAAAACAyyNIBgAAAAAAAJdHd0sAAAAAAIB0ykJvy2RDJhkAAAAAAABcHplkAAAAAAAA6VQshfuTDZlkAAAAAAAAcHkEyQAAAAAAAODy6G4JAAAAAACQTlmo3J9syCQDAAAAAACAyyOTDAAAAAAAIJ2yxKb2EmQcZJIBAAAAAADA5ZFJBgAAAAAAkE7FUpMs2ZBJBgAAAAAAAJdHkAwAAAAAAAAuj+6WAAAAAAAA6ZSF7pbJhkwyAAAAAAAAuDwyyQAAAAAAANKp2FgyyZILmWQAAAAAAABweQTJAAAAAAAA4PLobon7YkqLDam9CHARf+dvk9qLABdx8sYvqb0IcBF+OU+n9iLARUT4r0/tRYCLOFGxaWovAlxEpehD4gqo2598yCQDAAAAAACAyyOTDAAAAAAAIJ2yULg/2ZBJBgAAAAAAAJdHkAwAAAAAACCdirVYUu2VUoKCgqRTp07i5eUluXPnlm7dusm1a9eSNK7FYpHWrVuLm5ub/Pjjj3c0X4JkAAAAAAAASDM0QLZ//35Zs2aN/PLLL7Jhwwbp0aNHksadMGGCCZDdDWqSAQAAAAAAIE3w9/eXlStXyo4dO6ROnTrms0mTJkmbNm1k7NixUqRIkQTH3b17t4wbN0527twphQsXvuN5EyQDAAAAAABIp1KzcH9UVJR52fP09DSvu7VlyxbTxdIaIFMtWrSQTJkyybZt2+Tpp592Ol54eLh07NhRJk+eLD4+Pnc1b7pbAgAAAAAA4I6NHj1avL29HV762b24cOGCFCxY0OEzd3d3yZs3r/kuIQMGDJBGjRrJU089ddfzJpMMAAAAAAAgnUrNTLIhQ4bIwIEDHT5LKIvsnXfekTFjxty2q+XdWLZsmaxbt07+/vtvuRcEyQAAAAAAAHDH7qRr5ZtvvildunRJdJjSpUubrpKXLl1y+DwmJsY88TKhbpQaIDt27JjppmmvXbt20rhxY/n999+TtIwEyQAAAAAAAJCiChQoYF6307BhQ7l69ars2rVLateubQuCxcbGSv369RPMUnv11VcdPqtatap8/vnn8sQTTyR5GQmSAQAAAAAApFOp2NsyRVSsWFFatWol3bt3l6+//lqio6Olb9++0qFDB9uTLc+ePSvNmzeXWbNmSb169UyGmbMssxIlSoivr2+S503hfgAAAAAAAKQZc+bMkQoVKphAWJs2beTBBx+UadOm2b7XwNmhQ4fMEy2TE5lkAAAAAAAA6VRqFu5PKfoky7lz5yb4falSpcRiSXy9b/e9M2SSAQAAAAAAwOURJAMAAAAAAIDLo7slAAAAAABAOnU33QrhHJlkAAAAAAAAcHlkkgEAAAAAAKRTsRmwcH9qIZMMAAAAAAAALo9MMgAAAAAAgHSKmmTJh0wyAAAAAAAAuDyCZAAAAAAAAHB5dLcEAAAAAABIpywU7k82ZJIBAAAAAADA5ZFJBgAAAAAAkE6RSZZ8yCQDAAAAAACAyyNIBgAAAAAAAJdHd0sAAAAAAIB0KtZCd8vkQiYZAAAAAAAAXB6ZZAAAAAAAAOkUhfuTD5lkAAAAAAAAcHlkkgEAAAAAAKRTFmqSJRsyyQAAAAAAAODyCJIBAAAAAADA5dHdEgAAAAAAIJ2KpXB/siGTDAAAAAAAAC6PTDIAAAAAAIB0ykImWbIhkwwAAAAAAAAujyAZAAAAAAAAXB7dLQEAAAAAANIpi4XulsmFTDIAAAAAAAC4PDLJAAAAAAAA0ilLbGxqL0KGQSYZAAAAAAAAXF66CpL9/vvv4ubmJlevXk3yOB988IHUqFEjxZZJl+fHH39MsekDAAAAAAAkJDbWkmqvjCZddbds1KiRnD9/Xry9vZM8zltvvSX9+vWzve/SpYsJst1pYEuDbTrO7t27HT7X5cmTJ88dTQuuacH6bTJz1UYJDLkm5Yv7yNsvPCZVfIs5HXbtX/tl+vINcuZSkMTcvCklCuaTlx55QB5vGBfwDQy9JhN/WC1bDhyVaxGRUqtcSRn8wuNSslC++7hWSIvWLl8oK3+cJSFXA6V4qXLS6dXBUrp8lQSH37FpjSydN0WuXDovhQoXl/ad+0u12g/avv9x/lTZvnGVBF25KO7uHlKyTEV5plMfKVO+6n1aI6TlIrErFk2WLWsXS8T1MPH1qyHtXx0mBQuXTHS8P1fNk3U/z5DQq1ekaEk/add1iJQsW9Xp9Kd+0lv8d2+Sbm9NkGp1m6fg2iAtW/bzL/LD4sUSHBwspX19pU/vXuLn5+d02JOnTsns2d/LkaNH5dKlS9KzR3d5um1bh2Fu3rwp38+ZK+vWrzfTzJc3r7Ro0UI6vtDB3ACF61r+y1L5cfECuRocJKV8y8irvfpLeb+KToc9feqEzPv+Ozl29LBcvnRRXun+mjzR9lmHYRYvnCNbN/8pAQGnJUsWT6lQsbJ07tpDihYrcZ/WCGlN3gfrSOk3u4l3rSqStUhB2dmuj1xctjbxcR6qJ5XGviM5K5WTyDPn5ejoKRIwa6nDMCV7d5TSA7uJp08BCd17UPa/8ZGE7NiXwmsDZDz3LZPsxo0b9zyNLFmyiI+Pzx2dvOTMmVPy5Uu5oIEuj6enZ4pNHxnDqh37ZNzCFdLziaYyd1hvKV/MR/pMmClBodecDu+dI7u82qaJzBzSXRYO7ytPPVBLPpixVDb/c8R24Thg8lwJuBIkE17rKPOG9ZbC+XJLr/HfSUTUvf+tIf3avnG1LPhuvDz5fA8ZPm6OFC9VXsZ/2FdCrwY5Hf7owT0ydfxQady8rXwwbq7UrP+wTPrkTQk4ddQ2jE+REtKp+9vy4YQFMmTUdMlfsLCMH/GahIYE38c1Q1q0dtm3smHFXHnu1WEyYOQcyZI1m3w9qqdE34hKcJy/Nq+UpbM+k0fb9ZJBnyyUIiXLy5RRPSUsJPA/w/6+fLbmbKfwWiCt++OPDfLNN9/Iix07ypeTvpDSpX1l6LBhCfYsiIqKEp/CPvJK1y4J3shc9MMP8uvy5SbYNm3q1/LKK11NEO6nZT+n8NogLdu4YZ18980Ueb7jyzLui2kmSPbhsMFy9Wpwgm2tkE8RealLD8mTJ6/TYfbv2yOtH2srY8ZNlg8+/kxuxsTIiPcGS2RkRAqvDdKqzDmyS+jeQ/JP/xFJGj5bqWJSd9lUCfx9m2ys85ScmDRTqk79WPK3jLuhWbh9a6n42RA58vFk2VjvaQnbe1Dq/zpdshRw3i4BpECQ7OGHH5a+ffual2Z25c+fX4YNG2Z79GipUqXko48+ks6dO4uXl5f06NHDfL5x40Zp3LixZMuWTYoXLy79+/eX69evOxxs3n77bfOdBp/Kli0r06dPd9rdcsaMGZI7d26T4VWuXDnJmjWrPProo3LmzBmn3S31/zNnzpSffvrJTEdfOk2l8yxfvrxkz55dSpcubdYlOjraNp8RI0bInj17bOPpZ866W+7bt0+aNWtm1k+Dc7re165dc8hka9u2rYwdO1YKFy5shnnttdds83LGug7ffvutlChRwgT++vTpY+6CfvrppyZQV7BgQRk5cqTDeLqdXn31VSlQoID5DXS5dB2sjh07Jk899ZQUKlTITLNu3bry22+/OUxDf8dRo0bJK6+8Irly5TLznzZt2h20FKjv12yWZxrXMcGuMkUKytAXn5CsWTzkx01/OR2+jp+vNKtVSUoXLijFC+aVji0aSrliheTvo6fM96cvBsq+42dkaKcnpLJvMSnlU0De7fSEREXHyIrte+/z2iEtWbXse3mo5dPSuPmTUrR4aenc613J4plV/lz7k9Ph1/wyT6rUbCitn+4sRYr7yjMd+0jJ0hVk3fKFtmEaPNRaKlevLwV9iknREmWkQ9eBEhF+XQJO3QrawjXp8f6P5d/LI8/0kKp1m5mMsBdfGyUhwZdl3451CY73+6+zpFHzdtKg6dPiU6yMPPfq+5IlSzbZut7xjnjAyYOy/peZ0rH3R/dhbZCWLVm6VFq1aiWPPNJSSpYoIf369hVPz6yyavVqp8P7lS8v3bt1k4ebNBEPDw+nwxw44C8NGtSX+vXqiU+hQtL4wQelVs2acujwoRReG6Rly5YukpatHpPmLVtL8RKlpFffgeKZNausXb3C6fDlyleQLt16SeMmzcQ9gbb2/kefSrOWraRESV/xLV1W+g18Ry5fvmiyz+CaLq/aIIeHT5CLPzledyWkZI8OEnEiQPwHj5FrB4/Lqa/myIXFq8T39S62YXzf6Cpnpi+UgJlL5Jr/MdnXZ7jcDI+U4l3apeCaIK2dl6XWK6O5p0wyDTi5u7vL9u3bZeLEiTJ+/Hj53//+Z/teA0HVq1eXv//+2wSdNCijJznt2rWTvXv3yoIFC0zQTANtVhpUmzdvnnzxxRfi7+8vU6dONQGchISHh5vg0KxZs2TTpk0mMNShQ4cEu14+99xzZhm0m6S+tAun0gCQBr4OHDhg1kXvWH7++efmu+eff17efPNNqVy5sm08/Sw+DfZpkE7vWu7YsUMWLVpkgk7266fWr19vtoX+q9tQ52sNuiVEh1+xYoWsXLnSbB8NHD722GMSEBAgf/zxh4wZM0bee+892bZtm22c9u3bm24GOt6uXbukVq1a0rx5cwkKupVRosG7Nm3ayNq1a81vpNvliSeekNOnTzvMe9y4cVKnTh0zjAbnevfuLYcOcRKZVNExMeJ/6pzUr1ja9lmmTJmkfsUysvdYXEA3Ibrj2eZ/TE5euCK1y5cyn92IiTH/ZrE7IdNpZnHPLLuPOP5+cB0x0dFy6thBqVS9nkO7qFStnhw75Dzd/tihvVKpen2Hz6rUaChHD+9NcB5/rF4i2bLnNF054boCLwWY7pLlqzawfZYtey7TbfLEkbgbMvZiYqLlzPEDDuNoG9X3J+3GuREVIbO+eFvavzJUvHLnT+E1QVqmNxG122RNu/qy2mb0vf/Bg3c93UqVKsru3XskIOCseX/8+HHZf+CA1K1TJ1mWG+mzrWngqnqN2g5trVqNWnLo4P5km0/4v8kBOXN6Jds0kbHlblBDrqzb4vDZ5TUbJU+DW/tFNw8P8a5VWa6s3Rw3gMUiV9ZtltwNat7vxQXSvXuqSabZXhpI0mwqrQuhWVT6vnv37uZ7zVzS4JKVZjV16tRJ3njjDfNes780GNakSROZMmWKCc4sXLhQ1qxZY+pCKM3qut0B7csvv5T69W9d5GnQqWLFiiZwV69e3IWi0mCbZniZNHwfH4fvNMBknz2lAbX58+fL4MGDzTg6rgYE449nb+7cuRIZGWkCdjly5DCf6bJp4EmDWJqxpTSIpp9nzpxZKlSoYIJdGqiybjdnYmNjTSaZBvMqVaokTZs2NYGq5cuXmwO4bn+dhwbedFto8FG3gQbJrN1BNWipWW8//PCDyXDTAKa+rDTzb+nSpbJs2TKHwJ4G0jQ4Zs24099Y55NQLRA4Cr4WLjdjYyWvl2OwN59XThP4SkhYeKQ8OvgzE2TL5JZJhnR6XBpUKmu+08wxn7zeMmnJannvpackm6eHyVa7GBwqV0LCUnydkDaFhV2V2Nib4uXt2MXcK3c+OX/2pNNxtG6ZV27HVHx9Hxrs2PVt944NMnX8u3IjKlK88+SXtz74SnJ5UY/RlYVdvdVGcsVrb/o+7Krzfdv10GDTRp2Nc+ncCdv7pTM/Fd/yNUyGGlxbaGioOQfKnSe3w+fak8C+58Cdeq59e3OjtXvPnuY8SufxcufO0qxp02RYaqRHYaEhph1453Y8tuXOnUfOnkmeG5A6/enTvpQKlapIyVK+yTJNZHyehfJL1EXH46q+9/DOJZmyeopHHm/J5O4uUZccz92iLgZKDr/Er6WRcVgyYAH9dBkka9CggUN9sIYNG5qsI+0GqDT7yJ529dMMsjlz5jhkyegB48SJEybIpoEjDZoleQXc3U03QSsNOumJk2ahxQ+SJUaz2jRgpxlbmmEVExNjuijeCZ2nBp2sATL1wAMPmPXTgJY1SKYZabqeVtrtUtc9MRq40wCZlU5Lp6EndvafaVDMuq11PeLXY4uIiDDrqPR77cr566+/muw4XWf9Pn4mWbVq1Wz/199bA4XW+TijQUh92bt5I1o8szhPQ4dzObJmkfnv95GIyBuy7eBxGbdwpRQrkNd0xfRwzyzj+rwgI2b8KE3eGCWZTWZaaXmgSjlh94iUULFqXflg/Dy5FnpV/lizVKaMfUfeGzPzPwE2ZFw7//xFFnzzoe19z3cmp8h89u1cL4f3b5fBYxalyPQBteHPP2Xd+t/l7cGDpGSJknLs+HGZOm2a5MuXV1r+e6MWSG7Tpkw0xf5HfTYptRcFAJAaT7e0DxZZgzI9e/Y0dcji01pXR4/GFYq+n7Zs2WIy3LTumHaX1BprmkWmAb+UEL8+hgaeNJB2p+MkNh3d1hp8s9Zcs6dBRKXZcpq1pxlmWvtNM+aeffbZ/zxk4U6Xd/To0WZb2nu3y7MytGt7cUV5cmY3Qaz4Rfr16ZSaTZYQDYDqUy2VX4nCcuL8Zfl2+QYTJFOVShaVBcNfMxln0TdvSt5cOeSlUVOlUskiKbxGSKty5cotmTJlltB4BdBDrwaKdwJd1rxz5/tPUX9975XHMcDumTWbefKlvsr4VZV3+rSVP9f+KI+1eyUF1gRpUZU6TaVkubibJjHRt44VWnDfO08B2+f6vmipCk6nkcMrj2mj8Yv06/tcuW+1uSP/bJfAi2fkna63yiFYfTtuoJSpWEv6Df8uWdcLaZvesNTj4dVgxyL9Wl4jT967z2b93/RvTTaZ1i1Tvr6lzA3ABQsXESRzUbm8vE1bC4lXpF+L9udOoCj/nQbIdm7fIiPHTJT8+eP2mcDtaNaYZpPZ0/fRIWESGxklN64ES2xMjHj+e90QN0w+iUqk1wqAFKhJZl//Sm3dutV0obTPkrKnNbG05pcGZOK/9MmVVatWNcEXrbGVVJr9tHPnTtt7zdjSEyftcumMzsea6Wa1efNmKVmypAwdOtRkv+k6nDp16rbjxafz1Awu+wcRaJ00a3fI+0m39YULF0ymXfxtrQ9ZsC6bPkjg6aefNtteM8ROnnTeJetODBkyREJCQhxeb3VyfPS6K/Fwd5eKJYvINv/jts+0nW/3Py7VyhRP8nQ069Jai8xeruxZTYDs1MVAOXDyrDxcw3nbR8anRYNLlqkg/nt3OLQ1/307TGDLmTJ+1cR/73aHz/bv2SZly8cFQ5yxxMYm+sARZDxZs+WQAj4lbC8tuq/1wg7vizsXiAy/JqeO7hPfcnFd+e25u3tI8dKVHMbRNnr4n61S6t9xWrTtJoM/XSyDxiyyvdTTLw+miL8L0ht15cqWld17dju0md27d0vFCs6DsUmhGe+ZMjk+OVXP13TfBtdta2XKlpe9u/9yaGv7dv8lfhUq3/V09fxNA2TbtmyUD0eNl0I+hZNpieEqrm7dLfmaxdXyVPmbN5Lgrbf2i5boaAn5a7/kb9YwbgA3N8nXtKFc3fr3/V5cpGJ3y9R6ZTT3FCTTbnkDBw40gSktJj9p0iR5/fXXExxe61lpQErrXenJzZEjR8yTJq31r7RL4csvv2yepKi1s7QLpmZCaZ2yxA5o/fr1MwE7LU6vQR/tBppQV0udh3b51GW+cuWKucjToJiui2aPaVdE7Xaptbnij6fLo8ut48XvTqg0G02fsKnr8M8//5i6XbpsL730kq2rZVKDTPoAg3uhNd20+6s+SXP16tUm+KXbXgOB1qCirveSJUvMOmlwr2PHjrfNaEsKrYGmd37tX67e1fLFlo1k6Z+7ZNnmv+X4+Usyas7PEnHjhnnapXpv+g/yxZK4p3RNX/6HbD1wVAIuB5nhZ63eJL9u3S1tGsRdeK7Z+Y/sPHTCDLN+t7/0/nyGPFyzojSsfKtuGVzTo0++aLpDblr3s5w7c0JmTx0tUZER8mDzJ83330x8X36YHdfNo+XjL8g/f2+WlT/NlvMBJ+TH+VPl5LED0qzNc+Z7HXfx91+awv9XLp2Xk8f85dtJIyQ46LLUbUS2hSvTrOImbV6U1Uunmi6S504flu8nv2uyyuxriX350auyYeVc2/uHH+ssW9Ytlu1//CQXAo7Lov99ZAr113/41s0UDbwVKVHO4aXy5PeRfAWLpcKaIrU98/TTsmLlKlnz22/mfG3S5MkSGRUpj7Rsab7/bOw4+fa7GY4F2I8dMy+9mXolMND8/9y5c7Zh6tevJ/PnL5Bt27fLhYsXZdPmzebcr1Eju4tMuJwnn24va1b9Iut+WylnTp+SqZM/N/WGm7dsZb6fOG6UzJ7xjUNbO3HsqHlpWwsMvGL+f/7crQdCqGlfTZA/1q+RAYOGSrZs2SU4KMi8nF1LwDVkzpFdvKpXMC+V3beY+X/W4rcCqH4fD5Tq342xDX9q2nzJ7ltcKoweZGqMlezVUQq3by0nJsbt905M+E6Kd3tOir7UVnJWKC1VJn8g7jmyyZmZS1JhDQEX7m6pgRytYaUBKc0e0wCZFoRPiNa20iwxDdQ0btzY3FkpU6aMw5MitYD/u+++awrFBwYGmm6Y+j4h2bNnN8E3DfCcPXvWTFef/JgQLY6vgTfNGNMuiRrIevLJJ2XAgAEmWKcHLC2kr0/j1HpdVvpETg0oacF8zVT77rvvTEAu/rKsWrXKbAetk6bvdTx96ued0Ppg8euC3c3Fixb1123dtWtXuXz5sskUe+ihh2wBO10uDUjqEz41u0y3oxbIRfJ7tG5VCQ67LlN+Wmu6WfoVLyyTX+9s6255ISjEFOe3ioyKNoG0S8Gh4unhIaUK55ePuz1rpmN1OSRMxi1cIYGh1yW/d055vGEN6fH4w6myfkg76j34iISFBsuP87+WkOBAKe5bXga8P8l0q1RBly9IJrtakmUrVJceA0bKkrlTZMn3k6VQ4RLS751xUqxkWVtmxfmAk7Jp/S+mHlmOXN7iW7ayDBn5PylaokyqrSfShuZPvmICXAumjZCI8DAp7VdTeg35Wjyy3HpgjNKuk9fD4rrK1WrUSq6FBsnyhZPN0zGLlapgxuEplkhIkyYPSUhoiMye/b0EBwebhzp9/OGH5kFI6tLly+JmlxUWGBQkr/WLK+2xePES89Ks+c/GfGI+69Orl8ya/b1MnvyVXA0JkXx580rr1q2lU8cXUmENkVY8+FAzCQ0Jkfnfz5Dg4CDxLV1G3v9wjK275eXLl8TN7nwtOChQBvaPe/DWT0sWmFflqtXl408mmM9WLl9m/h32zgCHefV7421p9m/wDa7Fu3YVabh2tu19pbG3rnXPzFoie7sNEc/CBSTbvwEzFXEyQHY82VMqjRsipfp1lsiAC7Kv53tyZc1G2zDnF62QLAXySvnh/cXTp4CE7vGX7Y+/KjfiFfNHxhVrIRM6ubhZNFJ1Fx5++GGpUaOGTJhw6wCQGmbMmGGelKlBK6Rt4RsSzgYEktPf+duk9iLARYTdyJLaiwAX4ZcreZ6sB9xOhCV7ai8CXMSJijxJFvfHY9GHxBU80z916rurJV9krJ5MKVq4HwAAAAAAACknI9YGS5c1yQAAAAAAAACXziTTul6pTWuCxa8LBgAAAAAAANwpulsCAAAAAACkU3S3TD50twQAAAAAAIDLI5MMAAAAAAAgnbJYyCRLLmSSAQAAAAAAwOURJAMAAAAAAIDLo7slAAAAAABAOhUbG5vai5BhkEkGAAAAAAAAl0cmGQAAAAAAQDpliaVwf3IhkwwAAAAAAAAuj0wyAAAAAACAdMpioSZZciGTDAAAAAAAAC6PIBkAAAAAAABcHt0tAQAAAAAA0ikK9ycfMskAAAAAAADg8sgkAwAAAAAASKfIJEs+ZJIBAAAAAADA5REkAwAAAAAAgMujuyUAAAAAAEA6FWuJTe1FyDDIJAMAAAAAAECaERQUJJ06dRIvLy/JnTu3dOvWTa5du3bb8bZs2SLNmjWTHDlymHEfeughiYiISPJ8ySQDAAAAAABIpzJi4f5OnTrJ+fPnZc2aNRIdHS1du3aVHj16yNy5cxMNkLVq1UqGDBkikyZNEnd3d9mzZ49kypT0/DCCZAAAAAAAAEgT/P39ZeXKlbJjxw6pU6eO+UyDXm3atJGxY8dKkSJFnI43YMAA6d+/v7zzzju2z/z8/O5o3nS3BAAAAAAASKcssbGp9oqKipLQ0FCHl352LzQjTLtYWgNkqkWLFiYjbNu2bU7HuXTpkvmuYMGC0qhRIylUqJA0adJENm7ceEfzJkgGAAAAAACAOzZ69Gjx9vZ2eOln9+LChQsm2GVPu07mzZvXfOfM8ePHzb8ffPCBdO/e3WSi1apVS5o3by5HjhxJ8rwJkgEAAAAAAOCOaf2vkJAQh5d+5ox2g3Rzc0v0dfDgwbt7wmfsrSd89uzZ09Qvq1mzpnz++eemu+W3336b5OlQkwwAAAAAACCdSs3C/Z6enuaVFG+++aZ06dIl0WFKly4tPj4+pvukvZiYGPPES/3OmcKFC5t/K1Wq5PB5xYoV5fTp05JUBMkAAAAAAACQogoUKGBet9OwYUO5evWq7Nq1S2rXrm0+W7dunckWq1+/vtNxSpUqZQr6Hzp0yOHzw4cPS+vWrZO8jHS3BAAAAAAASKcslthUe6UEzf5q1aqVqS22fft22bRpk/Tt21c6dOhge7Ll2bNnpUKFCuZ7pV01Bw0aJF988YX88MMPcvToURk2bJjpvtmtW7ckz5tMMgAAAAAAAKQZc+bMMYExLbyvT7Vs166dCYBZRUdHm6yx8PBw22dvvPGGREZGyoABA0zXzOrVq8uaNWukTJkySZ6vm8ViSb3Oq3AZ4RsWpvYiwEX8nb9Nai8CXETYjSypvQhwEX65kl5HA7gXEZbsqb0IcBEnKjZN7UWAi3gs2rHrXUbVvMOtbKrUsHZ+PclIyCQDAAAAAABIp2JTsXB/RkNNMgAAAAAAALg8MskAAAAAAADSKUtsyhTQd0VkkgEAAAAAAMDlESQDAAAAAACAy6O7JQAAAAAAQDploXB/siGTDAAAAAAAAC6PTDIAAAAAAIB0ymKhcH9yIZMMAAAAAAAALo9MMgAAAAAAgHSKmmTJh0wyAAAAAAAAuDyCZAAAAAAAAHB5dLcEAAAAAABIpyyxFO5PLmSSAQAAAAAAwOW5WSwWKrwBaUxUVJSMHj1ahgwZIp6enqm9OMjAaGu4X2hruF9oa7hfaGu4X2hrwP1DkAxIg0JDQ8Xb21tCQkLEy8srtRcHGRhtDfcLbQ33C20N9wttDfcLbQ24f+huCQAAAAAAAJdHkAwAAAAAAAAujyAZAAAAAAAAXB5BMiAN0oKcw4cPpzAnUhxtDfcLbQ33C20N9wttDfcLbQ24fyjcDwAAAAAAAJdHJhkAAAAAAABcHkEyAAAAAAAAuDyCZAAAAAAAAHB5BMkAJNkHH3wgNWrUSPZhASTu4YcfljfeeCNNzrdUqVIyYcIE23s3Nzf58ccf78PSIb2ZMWOG5M6dO93+PSBtOHnypNnP7N69O8Xnxf4Mv//+u2kHV69eTfI4KX0OTLsEUhZBMqRJnACnf2+99ZasXbs2tRcDwD1YsmSJfPTRR3c0zvnz56V169b3/WIWad/zzz8vhw8fTu3FAIAka9SokTmueXt73/U5cJcuXaRt27Z3PO+Egm32x1kAyc89BaYJAJIzZ07zQpwbN25IlixZJC1Ji8uEtCNv3rx3PI6Pj0+KLAvSv2zZspkXAKSXcxwd/06Payl9DsxxFkhZZJIhzdG7LX/88YdMnDjRZCDoS7MR/vnnH3PXRA86hQoVkpdeekmuXLnikH3Wr18/k4GWJ08eM8w333wj169fl65du0quXLmkbNmysmLFiv+kUP/6669SrVo1yZo1qzRo0MDMKzE6ztSpU+Xxxx+X7NmzS8WKFWXLli1y9OhRsxw5cuQwd56OHTvmMN5PP/0ktWrVMvMpXbq0jBgxQmJiYmzfjx8/XqpWrWrGL168uPTp00euXbv2n64qq1atMvPUbdGqVStzRympvv32W6lcubJ4enpK4cKFpW/fvrbvNJX81VdflQIFCoiXl5c0a9ZM9uzZk+C0dPvVq1fPLK8u1wMPPCCnTp1yevfLWXag3lXT39vqq6++knLlypnto7/fs88+K2mZrpNuP33pHcb8+fPLsGHDxGKx2LqhaRZO586dzfbs0aOH+Xzjxo3SuHFjc7Gov3P//v1NO03Kdvjhhx9MG9Fx8+XLJy1atLCNm5RtfLfLFJ/199X2VKJECdMWtb3evHlTPv30U3MCV7BgQRk5cqTDeLdrY/o389RTT5n11mnWrVtXfvvtN4dp6DqMGjVKXnnlFfN3rfOfNm2aZHSxsbEyePBgE7jS7au/QULZWrqd9TP9G7Xf1+m+o2bNmuZ31m1/6dIls0/U/Yn+Hh07dpTw8HDbdOK3KR3+iSeeMOP7+vrKnDlzEu0GosMonad+rtPbsGGDeHh4yIULFxzG0/loG8xI+1tX8Msvv5jtpH/7Stuh/mbvvPOObRj9m3/xxRf/093Suh+ZPXu2+bvW/WiHDh0kLCzMNozuh3R/pdtfj1njxo277TKxf8o4+zz9vfTcTc9ZdFvG/82s9LxRz0es5zba/uz/3uN3C1faRqz7UXXkyBF56KGHzD6jUqVKsmbNmv8EXPR4r9PXYUqWLCmjR49OcPmt2UPaHrTNaNv/8MMPzXINGjTI7MuLFSsm3333ncN4Z86ckeeee84Mr8Nom9P9vNWOHTukZcuW5pxD/2aaNGkif/31l8M09G/wf//7nzz99NNmv6nnFMuWLZP0LqXOu6KiouTtt98232kb0jY3ffp0p90trfsxPc5Zz9UeffRR87tZ2Z8D6/9nzpxpjknW6xrrsVnnWb58efMb6XFK1yU6Oto2Hz1u6T7IOp5+5qy75b59+8z+ynpuqOttfzyztsWxY8ea9qvDvPbaa7Z5OcN+FC7NAqQxV69etTRs2NDSvXt3y/nz583rypUrlgIFCliGDBli8ff3t/z111+Wli1bWpo2bWobr0mTJpZcuXJZPvroI8vhw4fNv5kzZ7a0bt3aMm3aNPNZ7969Lfny5bNcv37djLN+/Xo9qloqVqxoWb16tWXv3r2Wxx9/3FKqVCnLjRs3ElxGHado0aKWBQsWWA4dOmRp27atGadZs2aWlStXWg4cOGBp0KCBpVWrVrZxNmzYYPHy8rLMmDHDcuzYMTM/HeeDDz6wDfP5559b1q1bZzlx4oRl7dq1Fj8/P7PMVt99953Fw8PD0qJFC8uOHTssu3btMsvesWPHJG3br776ypI1a1bLhAkTzHJv377dzNNKp/vEE0+Yaev2evPNN832CgwMNN8PHz7cUr16dfP/6Ohoi7e3t+Wtt96yHD161KyzrtupU6f+M6z193n99dcdluepp56yvPzyy+b/Ok/9vebOnWs5efKk+Y0nTpxoSct0nXLmzGnW6+DBg5bvv//ekj17dtPeVMmSJc1vPnbsWLONrK8cOXKY7a7beNOmTZaaNWtaunTpctvtcO7cOYu7u7tl/Pjxpo1oe508ebIlLCwsSdv4bpfJGf19dd2fffZZy/79+y3Lli2zZMmSxfLoo49a+vXrZ7bHt99+a/5Wtm7dmuQ2tnv3bsvXX39t2bdvn/n+vffeM23W2q6s65A3b16z7keOHLGMHj3akilTJjPPjEp/W/3ddH+h22XmzJkWNzc3sx/RtqDb+e+//7YNHxwcbD7TfZz9vk73Sxs3bjTtqmzZsma6jzzyiHmv+yj9LT755BOH+dq3Kd2f6t/1li1bLDt37rQ0atTIki1bNof9iM5n6dKl5v+6j9H3v/32m9mXW3/n8uXLWz799FPbOLq/zZ8/v2kzGWV/60rHbP37022k9Piiv2X9+vVtw2hb++abb8w21eNG/P3IM888Y/7m9Xfz8fGxvPvuu7Zh9DcpUaKEaUPWY7Qe6+Pv6+yxf8oYBg8ebMmTJ4/5O9bj1J9//mnaUfx9XkBAgDn29unTx5wj6v5H26C2A/vfxX4/pXRfZh3m5s2blipVqliaN29ufuc//vjDHAft92efffaZpXjx4qad6vFZl0eP1QnRY6+21ddee838/tOnTzfT03Y4cuRI27mq7mfOnDlj2xfqfuaVV14x7V33b7rP0f1TVFSUGUb3V7Nnzzbrqt9369bNUqhQIUtoaKht3jqfYsWKmeXTdti/f3/zN2Fty+lVSpx3qeeee878tkuWLDHHDN3fzJ8/3+H4qcdV+2NDnTp1LJs3bzbHwnr16pnjoZX9ObCeo+n09Rhlva6x/pb6++vyaJvW/ZT+jmPGjDHfhYeHm31Q5cqVbePpZ8q+XV67ds1SuHBh235U24evr6/DuZ/+X7dLr169TLv5+eefHbabM+xH4coIkiFNin9hpgcRvZCzpycUumPWiybrOA8++KDt+5iYGHNQfOmll2yf6QFGx9ELPPsDn/VAqHQnrhd9ekGWEB1Hd+pWOj39TE+ArObNm2d2+lZ64jVq1CiH6ehJjh7YErJo0SJzYLHSA7PORw/4VnoA0YNqUhQpUsQydOhQp9/pyZ4eQCMjIx0+L1OmjGXq1Kn/OejrdtJl+f33351O706DZIsXLzbztz/JS+t0nfRkNjY21vbZ22+/bT6zHuT1gt6ensz26NHjP9teD/4RERGJbge9SNdtrifnCS1PUoJkd7pMCf2+eoJlv5x64qSBCL3YsNITez25SWobc0ZPECdNmuSwDi+++KLtvW7/ggULWqZMmWLJqOLv31TdunVNe7uTIJme+Fvp76Kf6QWBVc+ePc3v6KxN6b5Wh9fAl5WebOtnCQXJnC2b0osA69+J0navJ+N6sp9R9reupFatWiaAoHT/ogEAvZjSi0MNYOh21IshZ0Gy+PuRQYMG2QJsOr5OZ+HChf85Rt8uSMb+KX3T387T09MExeKLv1/RoKr+lvbHYv1b1X2K9fe+XZBs1apV5ibU2bNnbd+vWLHCYX+mgQENztvPJzF67NX5xm9zjRs3/s+5qu7DrPup+OuiARVt87qMzuj0NRingY+E9pu6b9XPdJ3Ss5Q477Ie29asWeN0ns6CZPEDQ9Zj4bZt25yeA2tb0POx29H9aO3atW3v40/Hyr5daqBLg8n2x89ff/3VrN+FCxds89dto+3Nqn379pbnn38+wWVhPwpXRndLpAuaprt+/XpbH399VahQwXxn38VGu0xaZc6c2aQTa3caK03ttXYZstewYUPb/zW13c/PT/z9/RNdJvt5Wacbf16RkZESGhpqWwdNs7dfh+7du5uuO9buTZpu3Lx5cylatKhJL9YupYGBgQ7dnzQlu0yZMrb3mjYdf32c0WHOnTtnpu+MLp+mZus2s1/GEydO/Kcbk3U7afq2pphr9yvtHnsv3ZC064B2XdB0c11v7cZlv95plXbP1bR3+7akXTasXY/q1Knzn+2s6fL221i3oXYr0W2d2HaoXr26+f20nbVv3950Jw4ODr7jZb7TZUqIpsNrO7Vv89pFJVOmTA6fWdtnUtqYfq8Fb7V7m3Zn0O/1b/H06dMJ/v3p9te0/6T8HaRn9ut8J3/7CU1DfxtrFw/7zxKapv4O7u7uUrt2bdtnuh++m6cV6r5Du0tu3brVvNf2p92LtOtjUpY7re9vXY1299LuQ3rt9ueff8ozzzxj/oa1i5N2gytSpIjplpSU/Yj9Ntb9gnZxq1+//n+O0bfD/il90+2qXeASOmeJP6wee+2PxVr+QX+vgICAJM9Pu9ppW3V2bmjdb2l3Ym1/2l1v9erVt52ulreI3+bs913Wc1X7dqj7Rm271jaobV73b9Z2ePHiRbM/078p7XKoXdp0XRNrh7pv1eEyQjtM7vMu/U31d9D9WFLpsVC7CcY/Ft7u2iG+BQsWmLaq+whdrvfee+8/v+Pt6Dz1/ND++KnT1PU7dOiQQ1vU9byT4xn7UbgqCvcjXdAdqgZixowZ85/vdCdvpXVu7OlO1f4z60FVDxz3ytl0E5uXroPWFtCLh/i0noHWm9CaO7179zb9+/WkSC8wunXrZi4S9GItoXW01mJIzO2KJevy6ba01kmwl9BFsNbR0BPFlStXmgO9Hty1hoeewMSnB9T4y2lfC0EPwlpTQ+evJ57vv/++qYegtTfu5iI8rYh/0a/buWfPnma7xac1F7RAbGLbQbfv5s2bzXeTJk2SoUOHyrZt20ztp9tt47tdpoTc7u/N+pn938Dt2pieOOk6at0MrQmi7VZrsunfwO3mnRx/12lZQutsPVm1/+0TqjMSfx+VWttR65joPl33Idp2tS6as3aRXve3rkbrBGndGr1A0m2mF4z6mf6mGshP7OIzpdog+6f0Lbkf8JDU42NitMahXuzr/kqD7BrY17qgWis0Oduh3ohwVu9Razypl19+2QT09eak3lTTGloaKKId3t05jgYlU4PW1uzUqZM5VmnQTgOe8+fPT1LdxbtxN+2B/ShcFUEypEkaKLDeEbKemCxevNjc0dC7N8lNsxmswQA9oddH1OsdjuSk66B3dPSA4MyuXbvMzl8PjtaL3oULFybb/DUIpdtPH0ndtGlTp8unhbR1++pwSaUFufU1ZMgQc5I2d+5cp0EyPbmzzzTT31cfkGC/LDpvPeHU1/Dhw80Bdd26dU4vdNMKDVDFb0t6d9f+bl387XzgwIEE28HttoOeJOgdQn1pAE1PkJcuXSoDBw5M0ja+22VKDklpY5s2bTJ367XYsPWEy75gMSTBCyf97fVvUdkX8U8uGvjQgtO6r7LeQdd9mrWYsTPWp4rZ78+ttLDvCy+8YApXa7aWtumMsr91NVoQW4vtf/7557aAmAbJPvnkE3NMffPNN+9qutou9EJJ97Pxj9F3kvWRFOyf0hY9jurFs56z6L4iMXq+pueIGgSzBsz1t9LzHt2/qPjHR806tc+U1mlo4XUdxnrz1Zrpak+zsZ5//nnz0gt7fZhHUFDQXT0JOKF2qDcd9UaCzssZXTd9wE+bNm3Me11u+wdZZXTJfd6lmX16PNCsVz3vSgo9Fu7cudM8LML+WJjQtUP86xqlNzz1HE5vdlpZH36V2Hjx6Tw1U04fRGANEGob0WNbUrJukxP7UWQUdLdEmqQ7Vj0I6k5TD/z6BBY9CdELKs2o0ZRdfeKYPrXydgePpNBuOXoipgEF3XHr03L0KTDq7Nmz5uJw+/bt9zQPDWjMmjXL3DHav3+/SS3WO0aafaX04K13NTU76Pjx4+ZpX19//bUkJ81I0ovCL774wqSma8aSzk/piYEGuXS9NUtJt70ewPXgrScC8enJpQbG9E6YHtR1HJ1mQicI+nQbfYqovg4ePGgyOOwvrvUJabpcenGv09NtpSct9/sAf6c0PVwDVHqCNG/ePLM9X3/99QSH1ycZ6XbVJzPpuuo20yceWZ8ymth20L8JfdqP/h463yVLlsjly5dt2/x22/hul0npb61Pi7oXSWljeqKr66XLoVkp+rRF7hwmTi8kNTCtAQndr+iJvnW/kpy0DeoFod6R17aogSa9eE0s40Mv9PR7zTbVLkIhISG27/TOuV4Efvzxx2ZfntH2t65EnyitXWM0+0WDY0qfEqjHmHsJaGk3HM3u0ycB6o0C6zHavquPYv+U8WjGpx6b9Im++res530aDLE+cdCePnFPA0X6hHM99unxS28w6bHZ2lb0+Kh/59odWJ8EqNlY9kEV/f31KYP6uf62Opx98ML6RFw9zus8tF0vWrTIdAGzZshoG9S2eC80s0jPQfXpf7oMeq6lWTmaBWXtOqrtUNdF92u6L9ZxkjvzzpXOu/SaQ393fZKiPjHSus0Tu3GiwXttb9Zjoe6X9DhsDZrFp/PYu3evWWa9rtHjj/6Oui56bNL2red+etMz/njWLqE6nnZBjk9/f/170XXQfaSWp9Fl0xIC1vIEScF+FIhDkAxpkqbi6smL9nvXu3+agqt3HjQg9sgjj5i7Pm+88YY5MYl/snw39OJSD7Ca4q53QH7++WdbBoQeyPSgdq/1sfSCUAMgetDQLAw9mOpdd72LpLSegJ6AaZfSKlWqmIuNxB4tfjf0AKqPQNc7kFqbQLsb6cmC0ruvy5cvNxc2esGqJ4sdOnQwgRpnB1ntjqQniu3atTPD6uOmNZipF9DO6MmHzl8PwHrBpHWQ7DOc9LfUg6aeyGrQRy9Y9eRHlzMt0/WJiIgwJ0a6/tqOrI8cd0YvJDWIoSfYmn2hmT96QW+tg5LYdtCAwoYNG8zdY93mesGvQc/WrVsnaRvf7TIpvbt+p3Uy4ktKG9O/Ab3gbtSokemOp383emcSidOubnpnW/dhum/UwFNK0O6R2i60fWlmo7Z1DYQlRO8m64n/1KlTzXh64Wel+269sND9uvXEPCPtb12Ntgn9La1BMs2s0WO4BhHu5WbHZ599ZvZLuj/QC7AHH3zQoS6eYv+UMQ0bNsxkIerxSI+Hmr3lrCaR1hXU306D6/q33atXLxNctb9ZoAEAbaN63vPYY4+Zi3j7eoO6P9IAhfV4rjcAtCu2Pc1M+/TTT03NK92vaABA52s9D9U2eC+1Wa3nVnqc18xJa20/XRetSWbNLNNAoWZUatvTQIgG0BLbD2c0yX3epaZMmWIyAzXgqjdqtOabZmYl9jtp8E0DPJoFrQF9zQBMiE5P94PadvS6Rq9pnnzySRkwYIAJ1tWoUcMEk7TN29NzbL05pedyOp6eDzpbFk0c0GQCbZe6HlrL78svv5Q7wX4UiOOm1fvt3gMuRe8U6YFHTzbSc90rpA69GNQTGw08ArhzevGn2ZDLli1L7UUBAKRxaeG8S7s26s2opGTqA0ifqEkGAADuK+12qV2etIYhATIAAACkFQTJgAxE070Tok9j0jRzAEht2u1Su0Zpt6iWLVum9uIAAAAABt0tgQwkscdYa80OVyrsCgAAAADAnSBIBgAAAAAAAJfH0y0BAAAAAADg8giSAQAAAAAAwOURJAMAAAAAAIDLI0gGAAAAAAAAl0eQDAAAAAAAAC6PIBkAAAAAAABcHkEyAAAAAAAAuDyCZAAAAAAAAHB5/wfUHgLSBIQdLwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import seaborn as sns\n", "import os\n", @@ -342,6 +1505,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser vi en korrelasjonsmatrise, som viser sammenhengen mellom de ulike variablene i Maura. Som vi ser er det en sterk positiv sammenheng mellom 'humidity.mean' og 'clouds.mean, dette indikerer at en ene ofte følger den andre. Er det mye skyer, så er det også mye luftfuktighet. Vi ser også at begge disse har sterk negativ påvirkning på temperaturen('temp.mean_celsius´), det vil si at høyere luftfuktighet og skyer gir lavere temperatur, og motsatt. Høy temperatur, har ofte lite skyer og liten luftfuktighet. Vi ser også at 'wind.mean' har liten sammenheng med alle de andre verdiene, dette tyder på vind er relativt uavhengige av de andre variablene i dette datasettet.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -358,9 +1528,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 50, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABdIAAAMsCAYAAABQvlD0AAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjEsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvc2/+5QAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3QV4W+fVB/BjkWVObMdBhxsuBApJOW2TMnO7Mq20tV23dVvX9dsK66Bdu9LKzEyBQpKmaZoGGmiYGcwoC7/nHN33+kqWZMmWLFn+/57Hj2RZcAW2pfOe+z8ZPp/PRwAAAAAAAAAAAAAAEJIp9MkAAAAAAAAAAAAAAMBQSAcAAAAAAAAAAAAAiACFdAAAAAAAAAAAAACACFBIBwAAAAAAAAAAAACIAIV0AAAAAAAAAAAAAIAIUEgHAAAAAAAAAAAAAIgAhXQAAAAAAAAAAAAAgAhQSAcAAAAAAAAAAAAAiACFdAAAAAAAAAAAAACACFBIBwAAAAAAAAAAAACIAIV0AAAAAOg0MjIyovqaNWsWdVVPPPEEvfjii8neDAAAAACAtJLh8/l8yd4IAAAAAIBovPrqqwHfv/zyyzRz5kx65ZVXAk4/4YQTqGfPntQVjRkzhoqLi7v0YgIAAAAAQLxZ4n6NAAAAAAAJcumllwZ8P3/+fCmkB5+eLrjnxeFwUFZWFrajndLhPgAAAABA8iDaBQAAAADSitfrpUceeYRGjx5NdrtdOtOvv/56qqysDDjfwIED6dRTT5XO7QkTJkiBdf/999c7ud9//335nq9j/PjxtGTJkoDLX3HFFZSbm0sbN26kqVOnUk5ODvXp04f+7//+T4q27dmm6dOn69v09NNPy89eeOEFmjx5MpWUlFBmZiaNGjWKnnzyyRaX//nnn2n27Nl6zM0xxxwjP/vLX/4i3wfjGBg+ffPmzVFtRyh8G9wJv2zZMjr66KMpOzubhg4dSu+++678nLfn0EMPlesZPnw4ffnllwGX37JlC914443yMz5PUVERnXfeeQHbFM/7EM1jCQAAAABghEI6AAAAAKQVLlDfeeeddPjhh9N//vMfuvLKK+m1116TYrfL5Qo47/r16+niiy+m0047jR544AEpbPNxPv9tt90mne733nsvbdiwgc4//3wpiBt5PB468cQTpTD+0EMPScH9nnvuka+2btOaNWvooosukngaPu9BBx0kp3Ohd8CAAfSHP/yB/vWvf1FpaakUnx9//HH9slys79evH40YMULibvjrj3/8Y5sex3DbEQ4/dly45oI5PxZcoL7wwgvprbfeksOTTz6ZHnzwQaqvr6dzzz2Xamtr9cv++OOPNG/ePDnfo48+SjfccAN99dVXUqBvaGho0/a397EEAAAAAAjAGekAAAAAAJ3RTTfdxK3f+vfffvutfP/aa68FnG/atGktTh8wYICcNm/ePP206dOny2lZWVm+LVu26Kc//fTTcvo333yjn3b55ZfLabfccot+mtfr9Z1yyik+m83m27dvX5u3iX8WrKGhocVpU6dO9Q0ePDjgtNGjR/uOPvroFue95557Ah4r5YUXXpDTN23aFNV2hMK3x+d//fXX9dNWr14tp5lMJt/8+fNbPMZ8u5Hu2/fffy/ne/nll+N+H6J9LAEAAAAAFHSkAwAAAEDaeOedd6igoEA6kMvKyvQv7hTnGJZvvvkm4Pwc6TFx4kT9e+6mZhz70b9//xanc4xLsJtvvlk/zvEi/L3T6dTjS2LdpkGDBkmnejBjtnd1dbVcB8eo8Dbx9/EWbjvC4fvCHeUKx7R069aNRo4cqT9+4R5L433jDv3y8nKJhuHLL168OO73oaMfSwAAAADo/DBsFAAAAADSxrp166QQytnXoezduzfge2OxnHHBm3HUR6jTgzPNTSYTDR48OOC0YcOGyaHK6451m7j4G8p3330nkTHff/99i7gTvn61jfESbjvC4UiZ4Pxy3qZoHsvGxkaJ1uHs8h07dgRkzLensJ0qjyUAAAAAdH4opAMAAABA2uAMcy5Yc/54KD169Aj43mw2hzxfuNODh4gmYpuM3dIKZ7Qfd9xxkn3+73//W4rTNpuNPv/8c3r44YdbZLeHEmpIp8p5DyXUdkTSnsfylltukSL6r3/9a9lDgAvZvL3c4W68b/G4D/F4LAEAAACg60EhHQAAAADSxpAhQyRShYd6xloIbgsuunIciOpCZ2vXrpXDgQMHxm2bPvnkE2pqaqKPP/44oIs+OBYmUrG5e/fuclhVVSWRKcqWLVso2d599126/PLLZfCn4nA4ZFvjfR9ieSwBAAAAABRkpAMAAABA2jj//POlO/mvf/1ri5+53e4Whdl4+O9//xvQZc3fW61W6XqO1zapru7gyBPu4g6Wk5MT8jq5oM/mzJmjn1ZfX08vvfQSJRvfv+Bu/8cee6xFp3k87kMsjyUAAAAAgIKOdAAAAABIGzww8vrrr5e87Z9++ommTJkiRW3OKeehn//5z3/o3HPPjdvt2e12mjZtmnRT8xDNL774gj777DP6wx/+oEe2xGOb+DIcP3LaaafJddXV1dEzzzwjkTG7du0KOC8PMX3yySfpb3/7mwzs5PPw8FS+Du7Avvrqq+nOO++UgvLzzz8v27l161ZKplNPPZVeeeUViXThAbCcXc5d/EVFRQHni8d9iOWxBAAAAABQUEgHAAAAgLTy1FNPSTH56aefloK2xWKRmJVLL71U4lXiiQu5XEj/5S9/KYXdvLw8GWL55z//Oa7bNHz4cIk/+dOf/kS/+c1vqFevXnKbXEC+6qqrAs7Lt81RJw899BDV1tZKIZ8L6Vy8/+CDD+jGG2+ku+++W66DM8k5LuXKK6+kZOLFBH4sOUeeI134MeFC+tSpUwPOF4/7EMtjCQAAAACgZPjaMjEJAAAAAKCLu+KKK6Qgyx3NAAAAAACQ3pCRDgAAAAAAAAAAAAAQAQrpAAAAAAAAAAAAAAARoJAOAAAAAAAAAAAAABABMtIBAAAAAAAAAAAAACJARzoAAAAAAAAAAAAAQAQopAMAAAAAAAAAAAAARGChTs7r9dLOnTspLy+PMjIykr05AAAAAAAAAAAAANAJcOp5bW0t9enTh0wmU3oX0rmIXlpamuzNAAAAAAAAAAAAAIBOaNu2bdSvX7/0LqRzJ7q6s/n5+dQVuVwumjFjBk2ZMoWsVmuyNwdigOcudeC56Lzw3HUeeK46JzxvnQeeq84Lz13nhOet88Bz1Xnhuesc8Dx1XnjuiGpqaqRJW9WY07qQruJcuIjelQvp2dnZcv+76ou+s8JzlzrwXHReeO46DzxXnROet84Dz1Xnheeuc8Lz1nngueq88Nx1DnieOi88d82iiQzHsFEAAAAAAAAAAAAAgAhQSAcAAAAAAAAAAAAAiACFdAAAAAAAAAAAAACAdM5IBwAAAAAAAAAAgOTwer1ksVjI4XCQx+NJ9uZAjBnp6f7cWa1WMpvNcbkuFNIBAAAAAAAAAAAgZk6nkzZt2kS9evWibdu2RTWwEVKHz+frEs9dt27d5H629z6ikA4AAAAAAAAAAAAxF2F37dol3b79+vWjvLw8MpmQIt3Z9iaoq6uj3NzctHzufD4fNTQ00N69e+X73r17t+v6UEgHAAAAAAAAAACAmLjdbilSquKk3W5Py2JsuhfSea+CdH7usrKy5JCL6SUlJe2KeUnPRwgAAAAAAAAAAAASRmVqcwY1QCrLzs7WM+HbA4V0AAAAAAAAAAAAaJN0ztaG9JARp9coCukAAAAAAAAAAAAAABGgkA4AAAAAAAAAAAAAEAEK6QAAAAAAAAAAANAlXHHFFRL1ccMNN7T42U033SQ/4/Mk21/+8hc66KCDqCuYNWuWPO5VVVWUylBIBwAAAAAAAAAAgC6jtLSU3nzzTWpsbNRPczgc9Prrr1P//v2Tum3pxOl0dvhttnegaCQopAMAAAAAAAAAAECXMW7cOCmmv//++/ppfJyL6GPHjg04r9frpQceeIAGDRpEWVlZdOCBB9K7776r/9zj8dDVV1+t/3z48OH0n//8J+A6uMP9zDPPpH/+85/Uu3dvKioqku73cEXfF198ke69915aunSpdGrzF5/GuGv7mmuuoR49elB+fj5NnjxZzhfcyf7888/L/cnNzaUbb7xRtvOhhx6iXr16UUlJCd13330Bt8m38eSTT9JJJ50k92Pw4MEB95Nt27aNzj//fOrWrRsVFhbSGWecQZs3b6bg+8nX3adPH3ks2CuvvEITJkygvLw8uf2LL76Y9u7dKz/jyx977LFyvHv37gF7BAwcOJAeeeQRMuL7xvcxeLtPP/10ysnJaXG/4smSsGsGAAAAAAAAAACALsHn8yWlA5lZrVYpqMbiqquuohdeeIEuueQS+Z4Lz1deeaXEjBhxEf3VV1+lp556ivbbbz+aM2cOXXrppVLIPvroo6XQ3q9fP3rnnXekQD5v3jy67rrrpGDORWflm2++kdP4cP369XTBBRdIUfjaa69tsW38sxUrVtC0adPoyy+/lNMKCgrk8LzzzpNC9xdffCGnPf3003TcccfR2rVrpbjNNmzYID/ny/Pxc889lzZu3EjDhg2j2bNnyzby/eci/MiRI/Xbvfvuu+nBBx+UhQAufl944YW0fPlyOY/L5aKpU6fSxIkT6dtvvyWLxUJ/+9vf6MQTT6Rly5aRzWaT6/jqq6+kwD9z5kz9evmyf/3rX6WwzgX022+/XYrln3/+uSxovPfee3TOOefQmjVr5LJ8/2LBhXXebi6683YlCgrpAAAAAAAAAAAA0C5cLOViZjL84Q9/0Au50eJi+F133UVbtmyR77/77juJezEW0puamuj++++XYjYXkBl3as+dO1cK2FxI5yI+d48r3Jn+/fff09tvvx1QSOdu6//+979kNptpxIgRdMopp0jROVQhnQvJ3EnORWHu4Fb4dhcsWCDF6MzMTDmNu9w//PBD6R7nAj7j4j4vDHAH+KhRo6Tjm4vUXLg2mUxS0P773/8u99VYSOciPXe7My58czH8scceoyeeeILeeustud5nn31WX7TghQjuTufrmTJlipzGXeF8HuPzwUV7hR+/Rx99lA4++GCqq6uT+6kWALhTnq8vVtzhzosgiYZCOgAAAAAAAAAAAHQp3FHOxWyOTOFuej5eXFwccB7uHG9oaKATTjgh4HTuvDdGwDz++ONSuN66davkrvPPgweFjh49WoroCnenc7d3LDjChYvP3PluxLfJnecKR6JwEV3p2bOn3DYX0Y2nqXgVRS0WGL//6aef9Ntev359wPWqbHnjbe+///4tFjUWLVokXeN8HZWVlVKQZ/x4caG/vTg2piOgkA4AAAAAAAAAAADtwp3Z3BmerNtuC+6Uvvnmm/VieDAuWrPPPvuM+vbtG/Az1RHOXey/+c1v6F//+pcUnrnQ/I9//IN++OGHiNvIXd2qoBwt3h4uwAfHzzBjJ3eo22rv7dfV1dH48ePptddeC7kooXBHulF9fb1EwvAXX5bPywV0/r61KCAu/PMih1GoXPng20wUFNIBAAAAAAAAAACgXbgwG2u8SrJxvjcXc3nbubAbjLuluWDOhV+OcQmFI2EmTZokAz0VY4d2W/FjyQNCg4ek7t69WyJfuOs83ubPn0+XXXZZwPeq837cuHES78LxK5xjHq3Vq1dTeXm5xP5wHjpbuHBhwHnU6yb4/nLRfdeuXfr3NTU1tGnTJkqW5n5+AAAAAAAAAAAAgC6C405WrVpFK1euDIhdUbi7nLvNb7vtNnrppZekQL548WLJDefvGQ8g5cLw9OnTZeAnD+z88ccf271tXCjnojFHq5SVlUle+/HHHy9d72eeeSbNmDGDNm/eLIND//jHP7YoTrcFD0zliBq+H/fcc4/ksauO/UsuuUSib8444wwZNsrbxp3xt956K23fvj3sdfbv318K5fyY8cDTjz/+WPLXjQYMGCCLGZ9++int27dP3xOAh6Hy0FO+PY7Bufzyy0M+Tx0FhXQAAAAAAAAAAADokri7OlKHNRd9uTj+wAMPyGBO7mLnqBceKsquv/56Ovvss+mCCy6gQw89VLqvjd3pbXXOOefIbfGgUO7MfuONN6TYzANDjzrqKBmuOWzYMLrwwgtlYCpnnrcXD03lqJoDDjiAXn75ZblNlWGenZ1Nc+bMkcI4319+LK6++mrJSI/0+PG2cw49F+n5urgznQekGnFsDt/273//e7kfqnjPw2B5T4BTTz1VMux5AWHIkCGULBm+4KCZToZb+gsKCqi6ujqm3QrSCWcD8S/RySef3OZMKEgOPHepA89F54XnrvPAc9U54XnrPPBcdV547jonPG+dB56rzgvPXWrjAip3JXM3McejcF3OOMwSUh9npHNtlZ877vT+4IMPpFidrq/VQYMGkd1ub3NtGa9uAAAAAAAAAAAAAIAIUEgHAAAAAAAAAAAAAIjAEumHAAAAAAAAAAAAAJDeOnn6d4dARzoAAAAAAAAAAAAAQAQopAMAAAAAAAAAAAAARIBCOgAAAAAAAAAAAABABCikAwAAAAAAAAAAAABEgEI6AAAAAMSF1+nEkCIAAAAAAEhLKKQDAAAAQLu5y8pow9QTaetVVyV7UwAAAAAAAOLOEv+rBAAAAICupvz5F8i9axe59+6VrvSMjIxkbxIAAAAAAEDcoCMdAAAAANrFXV5OlW+84f/G4yFvfX2yNwkAAAAAIKQrrrhCmj5uuOGGFj+76aab5Gd8nkT6y1/+QgcddBB1BbNmzZLHtKqqijo7FNIBAAAAoF0qXniBfI2N+vfe6uqkbg8AAAAAQCSlpaX05ptvUqPhPazD4aDXX3+d+vfvn9Rt6yycTmeH36bL5aJkQiEdAAAAANrMXVlJFa9r3egaT01N0rYHAAAAAKA148aNk2L6+++/r5/Gx7mIPnbs2IDzTps2jY444gjq1q0bFRUV0amnnkobNmzQf/7yyy9Tbm4urVu3Tj/txhtvpBEjRlBDQ0OL237xxRfp3nvvpaVLl0qnNn/xaYy7tq+55hrq0aMH5efn0+TJk+V8wZ3szz//vGwr3y7flsfjoYceeoh69epFJSUldN999wXcJt/Gk08+SSeddBJlZWXR4MGD6d133w04z7Zt2+j888+X+1lYWEhnnHEGbd68Wf/5FVdcQWeeeaZcd58+fWj48OFy+iuvvEITJkygvLw8uf2LL76Y9u7dKz/jyx977LFyvHv37gHd/gMHDqRHHnkkYBv4vvF9DN7u008/nXJyclrcr46GQjoAAAAAtFnFCy+Sr6GB7KNGkW3wYDnNg450AAAAgC6H5+R4GxqS8sW3HaurrrqKXnjhBf17Lk5feeWVLc5XX19Pt99+Oy1cuJC++uorMplMdNZZZ5HX65WfX3bZZXTyySfTJZdcQm63mz777DN69tln6bXXXqPs7OwW13fBBRfQHXfcQaNHj6Zdu3bJF5/GzjvvPClCf/HFF7Ro0SIp+B933HFUUVGhX56L+PxzLvC/8cYb9Nxzz9Epp5xC27dvp9mzZ9Pf//53+tOf/kQ//PBDwO3efffddM4550hhnrf1wgsvpFWrVumd3lOnTpVi+LfffkvfffedFOlPPPHEgM7zr776itasWUMzZ86kTz/9VL/sX//6V7neDz/8UIrnqljOixXvvfeeHOfL8X39z3/+E9PzxIV1fryXL18uz1kyYdgoAAAAALSJp6qKKl99VY4X33QjlT/7nP/0anSkAwAAAHQ1HPW3dsLBSbnt4YsXUUaIonUkl156Kd111120ZcsW+Z6Lxxz3wpneRlx8NuKCO3eMr1y5ksaMGSOnPf3003TAAQfQrbfeKp3tXPwdP358yNvljnAuUlssFungVubOnUsLFiyQQnpmZqac9s9//lOK09w9ft1118lpXMDnbeCi96hRo6Tjm4vUn3/+uRT5uVOci+nffPMNHXroofr1c5Geu90ZF765GP7f//6XHnjgAXrrrbfkenkBgLvAGS8ycHc6Px5TpkyR07grnM9js9n06zUWt7nT/dFHH6WDDz6Y6urq5H5ydzvjTnm+vlhxh3uoBY5kQCEdAAAAAGLWuHQp7Xvsv9IBlDliBOVOnkxVb78jP/PUoCMdAAAAAFIbF8O5k5tjVbijnY8XFxe3OB9Htvz5z3+WDu+ysjK9E33r1q16IZ1jS7gznLu6J02aRL///e9j3h7u6ObiM8fHGHGOuzFKhiNRuIiu9OzZk8xmsxTRjaepeBVl4sSJLb7/6aef5PiyZcto/fr1AdercuONt73//vsHFNEZd87zwgFvf2VlZcDjw4X+9uLYmFSBQjoAAAAARIU/YNROm0blL7xIjmXL/CdmZFDJ7bdJ54qpIF9O8iIjHboAb2Mjbb/lVso5/HAqutK/+zIAAEBXlpGVJZ3hybrttuBu6ptvvlmOP/744yHPc9ppp9GAAQPomWeekWxwLhRzAT142OacOXOkoM3xJRwHE1yUbg0X0Xv37t2iI54ZO7mtVmvAz/h9eKjTVEE72tvmDnqOowm14KDk5OQE/IzvJy8e8Bdfls/LBXT+vrVhpFz4D47kCTVMNPg2kwmFdAAAAABoFb/J3fevf+nxLRlWK+WfcgoVXvYLyUdn5gL/G3xEu0BX0LBoMdXPnUuO5cup8IrL9d2gAQAAuipprIgxXiXZVAY4bzsXf4OVl5dLbAoX0Y888kg9giXYvHnzJE7lk08+od/97ndSnH/ppZfC3i53dfOAUCPOQ9+9e7dEvnDXebzNnz9f8tyN3/NwT8YDVt9++22JX+Ehp9FavXq1PEYPPvig5KEzzpI3Uh3swfeXi+686KDU1NTQpk2bKJVh2CgAAAAARObzUfnDD+tF9KJrr6Whs76hPg8+oBfRmVl7041oF+gK3Ht268N13bv9xwEAAKBz4Q5yHrjJeed8PBhHtnDUyv/+9z+JPvn6669l8KhRbW0t/eIXv5B89JNOOkk6szlznHPNw+FCOReNOVqF42Kampro+OOPl7iVM888k2bMmCFDO7lA/8c//rFFcbot3nnnHclWX7t2Ld1zzz2Sx37TTTfJz3j4KMfanHHGGTJslLeNO+P5PvEQ03D69+8vhfLHHnuMNm7cSB9//LHkrxtxNz8vVPBw0n379kn3O5s8eTK98sorcns8SPTyyy8P+RykEhTSAQAAACBiJ3rxF19Q1Qsvyvc97/4TldxxO1mCshuZGdEu0IW4DMVzx6pVSd0WAAAAaDvuwA7Xhc3xIzyAlHPAOc7ltttuo3/84x8B5/nVr34l8SP333+/niPOx6+//nrasWNHyOvlAabcDc+DQrkz+4033pBiMw8MPeqoo2S45rBhw+jCCy+UYaiced5e9957r9wXHor68ssvy22qDPPs7GyJpuHC+Nlnn00jR46kq6++WjLSI3Wo9+jRQzLmuUjP18Wd6Twg1ahv375y25wbz/dDRenwoNejjz6aTj31VMmn5wWEIUOGUCpDtAsAAAAAhFX13PNUOHuOXkQvvOSSsOc1qY50RLtAF+DevSegkJ43eXJStwcAAACiw4XfSD788MOA77lTnDvWjYzZ3tzlHYy71oM7140yMzNDdqxzrvqjjz4qX6HwUE/+au3+hMpZ53x37nQ3Muao9+rVK2IczYthHreLLrpIvoyCs8/vvvtu+TLiAj0X9o24Kz3S9SQbOtIBAAAAIKwa7YNE0e23RSyiM3N+gRx60JEOXYBrb3MhvWn16qRuCwAAAAAkHgrpAAAAABCWp6JCDnOOPqbV86poF86MBuhaHekopAMAAACkO0S7AAAAAEBIPqeTvLW1ctxc2L3V86tho14U0qELMA4YdW3fLntiqN8BiKxx+XJqXPITdb/0EsowobcLAAAg0VItIqWzwrsWAAAAAAjJXVklhz6TSc8/j8Skol1qa8lnyFsESDdeh0Pf88Jc4H/dOxDvErWdd91Fe+6/nxoWLkz2pgAAAABEDYV0AAAAAAjJU+mPdfFkZ0fVNaqiXcjrJW99faI3DyBp3Hv8sS4ZWVmUNWGCHEdOenR4AcK5foMcd23bluzNAQAAAIgaCukAAAAAEDEfnQvp0TDZ7ZRhs/kvU42Bo5C+XFo+urWkhOwjR8px5KRHp3H5Cv24yxCPAwAAAJDqUEgHAAAAgJDclZVy6MnNifoyKubCW4OcdEhf7r3+QrqlVy+yjxwhxx2rViV5qzoHx/JlIXPmAQAAAFIdCukAAAAAEJKnQiuk5+RGfRmTFu/Cgxc7C3d5OTUuay7uAbRGdVJbe/Uk+wh/Ib1pwwYZ0AuRNS5b3qKzHwAAAKAzQCEdAAAAACJnpOfE0JGuBo52omiXnXf+ljaffwE1Lm8u8AFE4tYKwJaevcjSpw+ZeE8Ml0uK6RCez+cL+D1z796V1O0BAAAAiAUK6QAAAAAQkruiLYV01ZHeOaJdfC4XNSxcKMcbFi5K9uZAZ4t26VlCGRkZelc6ctIjc+/cSZ6yMv17dKQDAEBncMwxx9Cvf/3rZG8GpAAU0gEAAAAgcrRLTBnp/kK6t7pzFNKNcRxNa9cme3Ogsw0b7dVLDvVC+mrkpEeiutFtAwfKobe2ljx19UneKgAA6GquuOIKWQi/4YYbWvzspptukp/xeZT333+f/vrXv7brNrtSMf4vf/kLHXTQQZSOElpIf/LJJ+mAAw6g/Px8+Zo4cSJ98cUX+s8dDoe8QIuKiig3N5fOOecc2rMHXQkAAAAAqcCjOtKzoy+kmzpZtIvj55/14yikQyhep5N8Xm/AaWpIJke7sExt4GjTShTSo8lHz554GJny8uS4ew8GjgIAQMcrLS2lN998kxobGwPqlK+//jr1798/4LyFhYWUp/3f6sqcHTwLhiPh3G43dZlCer9+/ejBBx+kRYsW0cKFC2ny5Ml0xhln0M/aB5bbbruNPvnkE3rnnXdo9uzZtHPnTjr77LMTuUkAAAAAECV3lb8j3Z3blmiX1Cqk18+fT9Uff9zidMfPK/XjTevXk8/j6eAtg1TmWLmS1owbT/sefiQgDsitxZNYe5bIoX3kSP/5V6+WD31yvqDiOxA5tKG+WfsfoHfzu3ahkA4AAB1v3LhxUkznbnOFj3MRfezYsRG7yQcOHEj3338/XXXVVVJg58v873//C3tb3N3Odc///Oc/0u3OX5s3b5afrVixgk466SRpMO7Zsyf94he/oDJDDBrf9i233CK33717dznPM888Q/X19XTllVfK7Q8dOjSgcXnWrFlyG5999pk0ONvtdjrssMPktozmzp1LRx99NPXu3ZsGDBhAt956q1yv8X5yJ/5ll10mDdLXXXednP673/2Ohg0bRtnZ2TR48GC6++67yeVyyc9efPFFuvfee2np0qX6feXT+P7y8Z9++km//qqqKjmNt9e43Xxfxo8fT5mZmbKNXaaQftppp9HJJ59M++23nzzA9913n7ww5vMHmepqeu655+jf//63FNj5AXrhhRdo3rx58nMAAAAASJFol5zYo11SKSPdvW8fbbv+Btr529+RY9WqsB3pvqYmcm7ZmoQthFRV+/U3RG43VX/2qX6aFNG5WG6xkLmoSE7LHDyYMqxW8tbVUeXLL9P2W39Fa8ZPoC2XXa4X1rs6n9tNjdrvW9YB+5NFK6SjIx0AIH3w/7wGpzspX235f8uFcK5FKs8//7wUp6Pxr3/9iyZMmEBLliyhG2+8kX75y1/SmjVrQp6XC+ic0nHttdfSrl275IuL+FxI5pooF+65AXnatGmS1HH++ecHXP6ll16i4uJiWrBggRTV+bbOO+88mjRpEi1evJimTJkiBfiGhoaAy915552ynT/++CP16NFD6rSq4L1hwwY68cQTpaGZi9VvvPGGHN58880B1/HPf/6TDjzwQLmfd999t5zGxXsujq9cuVLuGxf2H374YfnZBRdcQHfccQeNHj1av698Wix+//vfS2P2qlWrZCEglVg66oY8Ho90nvPKBr94uEudn7zjjz9eP8+IESNkFef777+XlZJQmpqa5Eup0bqd+LrUi6GrUfe7q97/zgzPXerAc9F54bnrPPBcdS7cTeupqtIL6dE+bz6t6O6uqk6Z57rs+eelSM5qZs8h89ChemHPoX3gMXXvTt7KSmpYuZJMpf2oM8LvWPypwq975y5q3LGDLCUl1Lh9h5zGx928B4O2F4Nt6FBqWrWK9jzwoH75hgULyLF7N1mKi6mrP3dNa9aSr7GRMnJyKKO0lMwl/m7+ph07Ou397grPW7rAc9V54blLbfy8cAFbFbG5oL3/vV8mZVtW/OUEyrZFV+ZU23zxxRfTXXfdRZs2bZLTv/vuO4l2+eabb+TnXsPeZcHfcxe5yljngjUXkr/66itpJg7GhWebzUZZWVlUov3/Y4899phkif/tb3/TT3v22WelO3z16tXSlMy4kP2HP/xB7wbnIjPHZF999dVy2p/+9CeJ1+Zub66nqu3kwvdxxx0nx3nBgGuu7733nhTquaOe7z93odfW1so2PvLII3TsscfS448/Ll3sjL/nRBHF6/Xq28L4Orlw/tZbb9FvfvMb6SLPyckhi8UScF/VNvGh8bjxNPU9Z6yr7Taerz34Ovg55Nes2WwO+Fksf18SXkhfvny5FM45Z4i70T/44AMaNWqUPLn8IurWrVvA+XkXhd1a5mAoDzzwgOwiEGzGjBmyS0FXNnPmzGRvArQRnrvUgeei88Jz13ngueocTPX1NFR708qF9Gift5x166gvEVVu20ZLP/+cks3U0ECDX3td3w1z66ef0ve9/Z2wtt27aaDDQV6bjaqHDKaChYvo5y8+p3JPamUxxgq/Y/EzaMkSsmrH5734ItWNGUO5y5ZRH+5Wt1rpc8NrvLBfXypetYqcPXpQ7ZgxlL94MVmrq2nuq69Rw7CWH6q72nOXv2AB8W9efa9e9MW0aVRYU028vLDpx4U0f0Dy/1a0Rzo/b+kGz1XnhecuNXGxtFevXtI0yzW+utq6pG1LbU0tuW2BBdJwuHDK2dtc9OVubo5l4SIrH+f7wT/j86jmXf6e88HV91yU5SK3+p5xx/f27dsDTjMKvg7GTcYcZ8KxKaHqqfzY8uW48dh4OY544YK9Oo0L9IzjU7jmqjrTx4wZo5+HnyuOgOHIFe5E5w5zjt7mhYPgxQK+7eHDh8tx43UYI3CefvppuT1+7nkbuRCvzscN0NxQbbxcXZ3/tcHnV6dzAZ/x9vJparv5tsM9jm3Fjz3n4c+ZM6dF7npwJ39SC+l857lozlEu7777Ll1++eWSC9RWvFJ0++2369/zA8u7Q/CLPdQLryvgX27+p3LCCSeQ1are6kNngOcudeC56Lzw3HUeeK46F+fGjcQhJzIQ0GyO+nlr7N2bdrz4EuVlZEjEX7KVP/EEVTqd0v3q2buXcrdupRMnTyaT3U41H39Me3nw4ZgxVHL88VS2cBH19/ro0BTY7rbA71h8eaqraZO2VwYbZbFS8cknU1V5OXFyaY8RI2h/w2vFd9JJ5K2tld8ZzvfcdfvtVD/zSzqwe3fq3sprqis8d3sX/Ej8kbjPMcfQASefTDVNTto780vqbbPSePzOQYLhueq88NylNm6a3bZtm3Qg83PVo7BAOsOTIctqlv+/0eDXEheWuY7IcSvcla06xPk0/hmfR9UZ+XsusKvvTSaTFI6NdcjgywQLvg71+J166qnSYR6Mc8tVZzcfGi/HHdXBt8+4i5xPU43Gwefhy/HiAZ/GRWXOPOcoFy5u822ox4+7zHlb+X5y57vxOr7//nu5HHeNcy22oKBAutE5uludj2+Db8t4OXWct00dV4kj6jS13byAEO8aLz/WvOBw1FFH6d32SixF+4QX0vmB5xUPxjnonMvD+Tmcj8OrAZwHZOxK5ywgfsDC4SeDv4Lxi7Wr/1HFY9B54blLHXguOi88d50HnqvOwaW9oTQXFsb0vHm183trapL+PHvq6qj6NX+XTa+7fk97/v4QuXfvJteyZZR7+OHkWu2PdckaM5qyR/iHRTrXr0/6dhs5t++gyldeoaIbridL9+5RXQa/Y/HBr4WA75cvl8fVu88/AMzWu3fLx1nLTGdZw0dIId0dw2sqnZ+7Jm3AWc5BB8p9tPfjfVdIFrg6+31O5+ct3eC56rzw3KUm7jpWAyUZF15z7R2WIt1mapt5e7nxgyNa+HuOa+HTjD83XibS9+FOM9ZHucPb+HOuk3LUCg/s5IJ5pO2N5rb4e/XFOFOdB4ayyspKWrt2rXSs88952CpnkKvOdi5ch9r24NuZP3++RM9wnIyydat/xpA6H9dt+bVhvBwnkKi6rzp9mTaEPHi7jcfjRT2vof6WxPK3JaHDRkPhFw2vOPCLhTeU84MUDuXnB5+jYAAAAAAgedyV/kGj5qAYvtaYtO4RT02N5KwnU+Ubb0hB3zZoEOVNmUI5kybJ6fXz5smhY+VKOcwaPZoyh/szKF3btpGnrp5Sxb6HH6aKl16SL+hYjpX+wbS2oUPksHHFCsnVV8MxLb38HwjDUa+pprVrqavzNjRQ07p1cjzrgAPlUA0bde3CsFEAAEge7pzmgjIPzgzOzo4nLmj/8MMPEodSVlYm9dGbbrqJKioq6KKLLpLGYx4AOn36dBl4yoXo9vq///s/qbuuWLGCrrjiChlYeuaZZ+pZ6/PmzZPhpRzlsm7dOvroo49aDBsNtt9++0nt9s0335TtffTRRyXGO/i+cu48J5TwfeU6MHeDc367GiLKaSXGYnxnkdBCOsewcPYMv0j4SeHvOfvnkksukdZ/DsXnmBYO8edcIH6hcBE93KBRAAAAAOgYngqtkB5lF7RiLijwH+GMRS0LMRm8jY1U8cKLcrzo+usow2ymHK1Zo37e9+TzeMixyl8otY8aJd3elh495Hvnen/BL9k4p7Jh4UI53qR1z0PHUa+PfO5Oy88nn8Mhw2ldezgQiMiqdVaFY9cGhDWtXy8F+K5MFq28XrL07EnWniUBjx//neC9RwAAAJKFu7ETHRfNgzi5UM8d4ZynzsXoPn36yIBTLppzTMr+++9Pv/71ryW5Ix4d2Vy0/tWvfiXNzDyP8pNPPpHOeHbAAQdIMZu71Lkrn8/z5z//WbYpktNPP12Gj3LBnQelcjGeh5oanXPOOZLDzoNK+b6+8cYbcvrzzz8v+eR8W3w/jUNWO4uE7m+xd+9euuyyy2jXrl1SOOcniVdWONuK8URbfmHwA8yrE1OnTqUnnngikZsEAAAAAFHwVFbIobkwtkK6KTOTMjIzycdDhmpqyJykGTbVn3xCnooKsvbtSwWnnCKn5UzyF9KbVq2ixiVLyNfQQBl2O9kGD5bTM4cPJ/e+feRYs5ayDjoo5PVKQdQcfQZne7h37iT3nj3+bda6eaHjNK1uXmjJOuAAqp87lxqXLpV4IGbpGT6OkllLSykjK4t8jY3k3LqVMrXXWVfkWLVaDu2jR+unmXJyZIGC9xrhx9SsxYECAAAk2osv+pstwvnwww8DvuemYCNuGA7G3deR8HBSzhcP1eHNwzvDCb7tcLfPDRjBjjjiCOlGD+fggw+WOm24aJdQt8Meeugh+TLiwrjC0S48JzPYyJEjpfAebruPOeaYkPejy3SkP/fcc/Kgc5Gci+pffvmlXkRnHO7++OOPy24MHGzPL5xI+egAAAAA0DHcWke6qbs/8zwWqnjOwxqTpVHLXMw//TTK0HIPLUVFlDlihBwvf+55ObSPGCHd6ixzWOQoDu6a3XDyKbTl0l90yH1oWLRIP+7asSOlImfSndfhoKaNm5oL6Qf640gal/xErr1aR3or0S4ZJhNl7refHG9a07X3KHBu2SKHmYMHBZxuVfEuu/0LRgAAAACprMMz0gEAAAAg9XE3d1uiXZipwF9I507TZHGu3yCHmUFdrionve6bb1p0yNpbybSunTGTXFu3UuOiReQuL6dEa1i0OOD7VImc6QrkNeDxyLBdS0kJZR3kL6TXz5lD5HLx5C09CiiSzGH+Qrqji+ekq0K6dcCAgNNVzrx7966kbBcAAABALFBIBwAAAIC4RbvIZfL9Oeme6uQU0nmX0KaNG+V45hD/oMjgQrrC3caK6kjnomeo3UprPv1UP94RUSuNi/0d6RyVo7YLOjiKhPdYyMigrP33D9jLwlxcpO/pEIl92HA5bFrTtZ87VUi3BRXSrb16yyE60gEAAOJHRaRw1jrEFwrpAAAAANCCu7JKDs1teAOuR7vUJCfaxVNW5u+Gz8gg28CBAT/LnjCeMrQhS8w+prkj3cZFd7OZvNXV5NbiOxTOTq+fP1//vmltYgvpnqoqalq3Xo7nn3hiXG+Tc9533fMXqvogMP8TmjlWrZRD+6iR+u+BbVBzLIm1lXx0pbW4oK7A53SSa/t2OW4bMDBkR7oLHekAAADQCaCQDgAAAADho10K25CRXlCQ1GiXpg3+bnRrv35kstsDfsbfZ40bJ8e5oG4cAGmy2cg2aGDITOuaL74g8no7rCO9YckSOeTibfZhh8X1NhsWL6aqt96ivX//e8oPdEoWxyr/oNHMkf5COlM56czSM3I+upKpxQVxIbmrZtw7t++Q352M7GyylPQI2ZHuRkc6AECnhvcT0FVeoyikAwAAAECLN5rxyEhPVrRL00YtH91QJA8V78KDR4PjOexhOoirP/HHuqgifKIL6Y2L/fnoWePHNQ+sDBM5EyvOeVdd7+p5hmY+j0ePYrGPbI7+yTroIP24NcpCuqV7dz1LvWld1+xKd27ZLIe2/v0lJsdIDWxFRzoAQOdk1ga2u3h+CEAKa2hokENrFNF8kVjitD0AAAAAkCa89fXk0z4QtaWQ3pyRnpxoF6fWkW4bGpiPrnS/4HwpSheceWaLn2VypvXnX5DDkGnt3LyZHMuXS+xLj1tvoa1XXCmFdC5qBxcG4z1oNHvceMrk+5GRQZ7KSvKUl5OluLhd1+3c5o/ZYBwfYykqavf2phN+vn0OB2VkZZFtQH/9dDVwlFl6RRftouJdOBqIo3myx46lriZcPjqzoCMdAKBTs1gslJ2dTfv27aP8/HxyOBxkMqFntzPxer3kdDrT9rnz+XxSRN+7d69kxqvFn7ZCIR0AAAAAAqguZS4kmrKy2pGRnuyO9CFho2f6/vMfEaM46r/9VoZ7cod69aef6Z3s2dyRbrHIYoN71y6y9ukT9+33NjX5C/dcSB8/TuJouJuXC5K8ANDeQrprm78jnTWtX085hx1Kqcq5fTvt/utfqejKqxK2nY3LltGuu/9M+aeeQkVXXUWOlf5YF/vw4ZRh+LCVOXSoxJP4GhrI2rMk6uvPHD6c6r/7rkVcUFcRqZCuOtK9dXXkqasjc25uh28fAAC0HTcU9O7dmzZu3Ejbt2+nrKyshDUZQOIKzY2NjWn/3HXr1o16xdAIEQ4K6QAAAAAQspDOsRRtYdaiXbw1ye1IzxwSOtolkpyJE6WDmAvWWy79BZU+9RTVfOqPdSk49RR/rvqggdLJzV3piSikO1askD0CzMXFZO3v74jmbZJC+rp1ejRNWzm3btOPN23wDzRNVTWff0H1s+dQhtnSrkK6z+uVYq1a5DGqeu99KXLvW7OG6mbP1geJqkGjSobFQrlHH0W1M2aSff/9o77tzGHN0TxdkStCId2UnU2mggL/gN/du8k8dGgSthAAANrDZrPRoEGDaObMmXT00Ue3OzoDOhbH8syZM4eOOuqotH3urFZruzvRFRTSAQAAACCAu7KyzYNGmSk/eRnpntpacu/dK8dtQ0J3pEfC3d8DXn6Jtv3yRmpcsoS2XH45f8KgDLudco87Xs7DmeWqkJ579NFt2k5vYyNlZGZSRohdaBsWLpJD7n5XnUF8m7UzZ0qXfHs5tzUX0p3rUruQ7t7jj/xwbvUXY9uq8tVXac/9D1C/J5+gvGOPbdGRLjIyqHHhImrUTucM/WB9//EP8vy5NqZFJu5sZ/zcJTIOKNnqFyygnb//PfX6858p75hj9NOdm7VCujbINxjnzTdVV5Nr127p+gcAgM6HI0E8Hg/Z7fa0LcamKy4wu91uPHdRSr/wGwAAAABoF0+FVkhvc0d6QdKiXZwb/LEuPODRnJfXpuswd+tG/Z9/jnKOOlKK6Cxv8rFkzs2R4/rwzzYOHOUM7rUTJ9HGk06WIaY83NKoYbFWSB/vH2wqt6kPQW3fkFPOrefuX6VJe7xSlVoUcW3dJl3lbVX37Vw5rNFieowLGqpTfMArL+vDZJl91OgW18Nd6bHuqSELOmYzeWtq9IWBdFTx0svk3rmLKl99LSCmyLVrV9iOdGbp7d8DwL1ndwdtKQAAAEDboJAOAAAAAAE8lVq0S2EbC+lJzEhvUoNG29CNbsTZ8KWPP04FZ58tcS7dL7lE/5kqpDvaWEjnQaI8zJKjWnbeeSdtPOMMqnr3Xar+5BOqfOMNaly8RM6XNW58y0L6+vXtKiirQaMcp6EGmLrLyynVC+k+p1OiP9rKtdWfC9+wcKF0hSuOn38m8njI0rMnZU+YIMX0nn/4AxX98gayjx4Vh3tAZLLZ9G7sdI134YJ5/bx5crxh0SJ5vpiL937w+ciUmxt2DxcVpcMd6QAAAACpDNEuAAAAABDArXekty/ahTtwuegbKr4k8YNGY89HD5ZhtVKf+++j3v93r3QiBxfSnes3SDe5cSBlNJzasE/b0CHk3rtPrmfXn+4OOI8pJ4fsI5ujRWz9S6Wg72tsJNf27TJ8tD2DRvnx4QI6F5ib1m8gS1ERpSLXPn8hnTm3bm1TJj0/R86dO+U4d4S7duwgW79+8n3j0qVymHXAAXLIz2XhZb+geOOhtfw8O9asodyjjqJ007Bggbw2GR82Ll9O2ePHBwwaDRdpY9U60l3oSAcAAIAUh450AAAAAAg5bLStGekq2oU7UXnAYzIGjXKROl6MRXRm7ddPMtO565aLu7HimBLW7ayzaeiXM6n4ppsoa+xYypk0kfJOOIEKzjyT+vzzHwG3y8fVfWprpIxx0CgX5jO1rv2m9e2Li0kUXoRx7yvTv3duif2xZtLJrkX0sIYfF+rHG5f689GzDvQX0hPFNnCQHLq0PQLSTd03swK+r58/PzAfPUysC7NoHeludKQDAABAikMhHQAAAAACuNsZ7WLiIZp2u57J3ZGaNvoL6ZmD41dID8Zdy3oRug1FbVV8tw3oLzE4PW65mQa+8Tr1f/556vfYo9TnwQdaDMRkdpXN3o54ENUNby3trw925LiYVOSpqgoogKvu5rbG2SgNixa2GDRq1zrSE4WjY4xRNemEo3LqZvkL6Wr4bsMPC/R5AMw2MHwh3dqntxzyngIAAAAAqQyFdAAAAAAI4KmsaldHekBOenXH5aTLYMPt/qJp5pD2R7tE0p6Bo07OjdaK2THdpspJb0dHuuqGt5X2o0ytw50jR1JRcNHZuXVLuxYPMrKy5LBR60h37dnj71Y3mShrdMvBovFk6Vniv8296TdslF+Prp07KSMzk3r8+ldyWuOSJeTV5gC01pFuGzhQ/71Q2eoAAAAAqQiFdAAAAAAIHe3SrW0d6XLZApWT3nEd6dL96vVKRru5uLiDCumxdXNzh75X69LnYnZbbtPRno707c1FfFuKd6QHF9JdbexIV3EqeccdJwNWubjr3rdPz0fnx5Uz6RPJWuIvpLv3pF9Het2s2XKYc9hhlDlihHTf+1wuKaZHU0jn88vjz1n2bYhKAgAAAOgoKKQDAAAAQMhCelujXZgp35+T7qnpuI5054bmQaPhBhvGS+aw/dqUL64yys09ismUnd2mjnTnps3k4k7qGHmdTj2HWjLSeSBrRgZ5KivJrT3nqVhItw0apD92nJve1o50++jRlDl8uBxvWLSIHFqsS9aBB1KiqWgXT3m5FJnTiR7rcuwx8nuXc9ih+uk83JVZIxTS+TI2Pa8/NfeOAAAAAGAopAMAAABAQDyKt6GhU0a7qCKcLcGxLsbucB6myAXqaLm0oq4txlgXVYyVoq/HQzvvuivmorJr+w4ZAJuRnU3moiIyZWXJ4NS2dNZ3BJdWSM866CAii4V8TU0BXep8/yvfeKPVDn3Vkc57AGRPmKAPHO2oQaPM3L07kdUqx7kbPl24Kyup8aefAvLRsw89TA6rP/xIDk0FBWTh+x+BPnNgIwrpAAAAkLpQSAcAAACAFt3oXPQz5eXFoZBenVaDRgPiKPjxcbulQzzWjnRbaWnMt8mdu70ffECyvhu+n0+Vr7wS0+Wbi/ilese+XsCMsbO+I6iiubV3b7L17asvXCi106bR7nv/j3b/3/9FnUmvF9IX/ECNP/8sx7MSPGiUZZhMZOlRnHYDR+u//VbilDjShZ8nlnPoIQG/+5FiXRQ10yBV8/oBAAAAGArpAAAAAKBTER+Wbt3aFY9i7e8vFFe9+67e4d5h0S7aEM1E4semLQNHVQa0dUDsHeksc9Ag6vm738rxvf/6d0x56aqIbzVks2fuNzTgsUsl7r3+zm1LSYn+eBkHjtbNm+c/LUI3fUAmfb++lD1hvN6B72tokGxuG0fcdABriT/exZVGOel6rMsx/m50Zu3bl6z9m1/f0RTS9WgXbTEMAAAAIBWhkA4AAAAAOk9lVbtjXVjhZZeRpVcvcm3dSnv//TAlmo87w3nYqKEol2htKaTz49HWaBel2wUXSIyGz+mknXf+lqo/+oh23X03bTntNCp9/AnyNjaGvm1t0KjxtvUCZhyiXernzaN9jz5GPo+H4kHla1t6lpBtwEA5roZXsob5P+jFck+V/3UbzKnFuvDwWS6aW4qLyTbQf13Mvv/+lGE2U0fgBYFwHekcqdTZ8PyDum/nyvG8Y44J+FnOof6cdGYbGE1Huv916Ny4MW6vHwAAAIB4QyEdAAAAAHSeSn9Hurkdg0bl8nl51Ptvf5Pjla++SvVa0TNR6r+fL0McOYva2qcPdQTboJbF3daomBEe9tlWEvFy399ksaNpzRra+bvfU9U775Jr8xbK2rqVmlb8HDlWxnDbmUO1xYA4dKTv/tt9VPbEE1T75VcUD6rgzAVom9bhrBYinNu3k2u7v0gu32unh188aL7P2Qf74106KtYleOCoe69/gUBpWLiQNh42kQq//oY6C86n59edt7aWrKWlsiBhlK0NHGVqESQS7mLPyMyUxSHXjh0J2WYAAACA9kIhHQAAAAB0rp275NDSo0e7ryv3iMOp2/nny/Fdf/wjeerqKVFqPv1UDvNPOlHyqDuCrf+AFnEjkXgdDr3L2hh90RbcWd3n7w/K0FD7gQdQ4dVXkU3rkA9XiHRqGemcFa5kDh6kZ+OrWJ+2FlZd2iJBww/z23w9+vW53eQuL/dvLxfSta5m5xb/fWj4IXBhRp0eTZxN1vjxzccPOpA6irWnvyPdpb0GlLrvvpOs/ZyVK6mzKHvqKar75hvKsNmo78MPt+jqD+hIjyLahS9vGzQoYGgwAAAAQKpBIR0AAAAAdKooHE3xKxolv/2tdJtycXfvQw9RInCBunbmTDmef+qp1FFUcZc7wX0+X6vnVx3UptxcMnfr1u7bzz3ySBr23Vwa9NZb1PPOO8mudVe7djR3agcWure36Eg3ZWeTtV+/dse7uPftkz0CWP0PC9p8Pfr1lVfIEEsym6XzXnWkc+c53xd9Dwctxz/cXgGquG+Ms8mecLB+PCuok7pjol32BW6jtu2Ze/bIfUt1dbNnU9lj/5Xjvf7yF8oaMzrkQk/3Sy6h3GOOIfuI4VFdb3O8CwrpAAAAkJpQSAcAAAAAnUvr7FXd1u1lzs2h3vfdJ8er3n47IYMWuTOWB5pywT5r7FjqKFKAzsiQ2/Zo3dOR6N3R/UvbNcg1HEu/vnLoDtGRLoVuzuE2m8nau3fIAqZjVds7oo1d8Dy4lG8vLrEuxcXSrSxxPWYz+birf+9eapjv73rPOfzwiHsFqCgdY0c6Dx3t+Yc/UM8/3x2XPS+iZdGGjaq9EvRt3OzfdpPTSe5d/j1CEs2xZi3VfhNblIy7spJqv/6adtz5WyKfj7pddCF1O/ussOfvdfefqPSpJynDao3q+m1D/ENf0ZEOAAAAqQqFdAAAAABokTVtG9C+6BGjnMMOpcxRI+V4w48/UrxVf/qZHOafckpCCtThmGw2vSgdLqM7ZLd/OwaNRsILCeGiXVRnNm9vcGEze+Jhclg788s233bwbdYviL4rveaLL2jTeedT49Kl+mnufc356Iy32aotFNTNmi2Feo4VKTjjdP/th4l20TvSg6J0Ci/7BRVefDF1JB6aGjxslPdkUENymXN9+4e+toZvc9svb6Dtv7yx1Xx/3stg91//RuunTqV1EyfR9htvIm9NDWUdeCD1uuuuuG5X5mBt8O3GjXG9XgAAAIB4QSEdAAAAAAR3VqsiX3Dhsb1yDj4kIYV0T1UV1c2ZI8cLTuu4WBdFz+7WuoojcenDPhNcSN++I6pBo0r+SSdJZ33jokXkamNHtHHwJ2uIMt6l6r33aMftd5Bj+XKqfPvtkINGFbWXROXbb8lh1rhxlDlsmBwPVRCWwZXa/VHxNcnEWe/MW1+vzwvwlJXJ753iDBGv49q9m7yNjXHbDh7Y6tZmIbRWSK/5/HOqfO215j1VBg6kbuedS/0e/68sZMRT5lAt2mXDhqiikgAAAAA6GgrpAAAAACCcWoa2uaAgLhneRtmH+HOpG2LoVI5GzYwZRC4XZQ4fTpnasM2OpIaGBkeLeOrqaPf995Nj9eqWMSMhitnxYNEK6Z59+8jrdLY6aFSx9uxJ2doAzpovprXptp1aR7p9zJiQw0BDqXzzTdr1xz9JTAhr/GlpiEJ6c/SKyu1vWrlK39PBVlqqL6h4qqsDrt+1c6fkrGdkZXVohEs4ppwcycc33r/gQnZTUEe6Y80aWn/CFNr5hz/EbTsaFi/RjwcPPjXiYnb5Sy/J8cIrrqBhP8ynIdO+oN5//atE7sSbLDCZzbLQEBx/k0hyP597PuaoGwAAAOh6UEgHAAAAgIBisDVOg0aNpFCbkUHOTZvanZ9tVPPJp3KYf+oplAy2AQNDFkSr3nqLKl9+hXbc8Rt9gCR3Aicy2oWHcno5tsXnaxG10twNH7qIn3/KyXoHcluo2ys44wwik0kej0hF2oqXX6bdf7nXf5mzz9Y7kT01Nf7r0wrNqovbv+2Bj1v2oYfKsFRVJA+O11ELQ7Z+/To08ie6gaP+x0aPddHidoKjXeq+/loWiupnz4lqECkXoVvTuHixftwYM9PifIsWyaJFRmYmFV1/nSywJRJ3uOuLJRs6Lied957Y+49/6K9HAAAAgHBQSAcAAACAwEJvAqJHuMOdu8ZZw8KFcblOju1Q11VwSrIK6f1DZnQ3Ll2mF4e5GOpzu8nJHdIRitntxcViV1FhyHgXVei39gt923lTpkg3sGPFilbjPkJRt2cfOYLso0ZF7EqvmT6D9tz/gBwvuvYa6n3f3/TOfvW4hYx2MeT2cwE9S+t+V8VXZ9Bz0NyFn5jHu1056doig3qssw/z59Q7N26U14rSsHCRHHL8i/r9DKfi9ddpzYSDqWbmzIjna1hiKKRHGP5b8fIrclhw+ulk6d6dOkKmNnCUf286St23/mgod3k5ImUAAAAgIhTSAQAAIO25y8po3ZFH0frjT6Cy/z0j3ydT7VdfybYYIxZSgSpEJirDO/vgg+Oak17N3eg+H2VNGE/WPn0oGdRjxd3QxiIcF6SVsqf/JznX3FnMQzMtPXsmbHtc3bVC+o7mzHIuzDatWyfH7cP9meLBLEVFlKMVc3n4Zyx8Hk9zFnnfvpR9qD8Pvz5EIZ2jS3ZpQyoLL7+Metx+uywAZB10oJymBo669+4LUUhv3lMi6+AJ+tBU64DQ8Tou1ZGeQoV0a0nPgI571ZHOA1+9nDnucumd9fy8NS5p/hvhWOWPtAmnfs638vvQqBXfQ+EIHOf6Da12pDu376DaL7/UB7N2FNsQbeDoho4bOCqPG3O7yRfHLPp44f9Zu/58T1z35AEAAIC2QSEdAAAA0l79vHlShOCBiPv+/W9ad+xkGXDIRaVkqHr/A9mW8v/9L6G3E2t3pSrgGTt/4yn74AlyWB+HnHTOvy5/+mk53u2ssyhZpNs5I4O8dXXkqaiQ09wVFf58bu4Sz8yUQZpVb72tD73MMJsTtj2uwu4BeexyfPNm8jU1UUZ2tt75HUr+yVq8y2exxbtIMZa7qHmRoKSEcg49NOTAUU9tLW2/+RbpruZYlpI779QjV7IO1ArpP/3UfJ1BhXQZpqo9djmH+ov+xiGkrqBO+pTsSFfRLlonuBpSax04kJq0BZamtf5FD8fqNQGDSB1aNnw4TZv8xWeXFhsTSoP2+CrhzssDRjlfPmfSpA6dPZCpF9JbDl1NBF7gUotMTEULpYrGFT/L/6yqt9+mjaefoS9uAAAAQHKgkA4AAABpjwf2saxx4/wFO5dLsqBrpk1Pyvao2IK6uXPJXVmZkNsof/ZZWnPQWKoPKmZGlZGe4I507ojlYnMoPqeT9v77YWow5Di3OI/PJx2anAedddBBVHDmmZQspsxMsvTuFdDRr7rRbYMGUbfzz5fj5S+84D8tQY9ti450Q7QLF2SZfdgwyjCFf/ufd8LxUgznwqJj7dqY89GtvXvLIkHWuPFS8ObFIvUzzvfe+fu7pKhv6d2b+j78b8qwWPTr4OeRNS5bJoNS1aKEsZDOHej2MaOJLBbKPepI/fRw0S56R3qConTaQu2NwAsF/JioxSueS+BUhXStsNuwUNtzQ3vOInWk82Om7q/q5g+lUdsLJnPkyLDRLvx7VfXuu3K8ewd2oxsL6c4O6kiv+1brRtd4qlOrkM5/x9Vr31NZKQtRO//4x6iy8JPN29goCwGIywEAgHSCQjoAAACkvSatkMiDEAe+9aZ/IKJ0Dpd3+LZwwUsfiuh2U+30+BfzuRt5338elS7k8qefim67mprIvWt3iwiNeOKcZdXd2vBj6Jx0jhXhTv3d99wT9nqq33+f6ufOleGEve+/L6Ed3tHQC7naQkTj8uVyaB8zhoquulIKv9KxncBFiuCOdC5iK02r/QXYzJEjIl7WnJ9PuUceGXO8i1O7LWtff7yOOTdHzy+v+3Yu1cyYQdt/eSPVffWVFAT7PfofshT6C/6KFPntdvLW1DR3slutkq1v1O+xx2jQe+9S5tCh+mlqDwpjtjsX71RXfrhc+GRnpLt375bfUX59cDRRU6/AQjoP+2R5xx2nF9LDFSUlIkYbRhpxgKi2QJV/4oly6OFccJcr4DxVH35I3tpaeV3nHnUUdSRefOI9PLhoHG6xLZ7qv50b8L23pppSBT+n6v/DgDffkHkC/NhUv/c+7fjt7yhV8eup8s23aP2UKbT53HOp5tPPkr1JAAAAcYNCOgAAAHSZjnT7CP+wS0uPYjn0Vnd80cRY8GLVn34a99vY+49/6sWx+nnfU9OmTa1exsVFR5+PTLm5ZE7gYEE9Jz1MvIuKnmhatz5kIY2jGPY8+Hc53uNXt1LmYP9wwmRS0SKqkOtY8bMcZu0/Rrq0eVijft4Ex4y4tAK1sZDuWLVaDu0j/F3IkRjjXbhjOqaOdI5e0ajhmbv/8hfaceuvqG72bPm+11/uoaz9929xHVxgV8X3Wm1YprVHDz36RbGWlJBdG1qrqC5/Lr6qaA7uaPdxLEpGBln7NW9XsvH2M9e+vfrrxcZxPxYLOXv20gvpXDBvWOQvene/+CLpSueid7huc+fG5t9x6XYPUXDnvT3UIk/ecZNloULOH5S9raJ9ul96acQ9GBLBlJWlzztI9MBR/hvJsV8sIytLjx9KFeXPPSd/k3OPPZayRo+mkjvuoP68Z4vFIotStbNmUaqp/fpr2nja6fJ779lXps9FAAAASBcopAMAAEBa48GiHh4umpGhd0OrLtdkZKSr4pAUHTMyZDCgKkTGA+eP186YIYU3Fd9Q9eZb0eej9+/fongZT9mHHBJx4Khj6TL9eHDXukS63HOPdMvaDzyACq+4glKBKuS6tvgHjjauaO5IZ0XX+DtJmbV/xxTSPdXV5KmrC7mQFEnescfIYopr69ao95Zw7dipF4QVY/QKR7kUXn0VDfroQ+p2zjlhr0cNHOVhvMGxLpGYcnLIrC2OObduC4js4MfbxEM8Uy7aZR81bdwYsEeD6kjnAnvT6tWyGMAZ+9njx5Nt8CD5mWPVypDX69Ty0Rl3uXNnfzDpaG9qInNBAdkGD9YXFIM72J3awlv2hPGUDPpeK9pCQrR4EWXfY/+NauFQDbbl2Qb8/yB77NiUinZx7dlDVR9+JMeLrr1WPz3nsENlSC/bc9/9sidRquDHffuNN8lisbmwkLLG+18/7vLkDvcGAACIJxTSAQAAIK2pIiIXO03Z2XLcVFAgh56qju9Ib9Kyf3nYoioqV38e23DHcHweD+154EE53u2C86nk17+S41UffCB5tZGofGlrggaNBg8cbVq7tkU+vNfhCMjmDu5a50GU9bPnSPdyn/uSH+mi2AaqaJetUpSUTkyTiezaQkbm4EFUfNNN8pznaM95ovgyM8mkLRRxVzp3G8tCEi+sDBsWVVG68Er/AsW+Rx8jnxZJE4nqfg/oSB8/nkqfeYYGvPoKDf3qS+p5550tOsmDqZx07ryOpZAeuFfAZlnMqHzlVfm+29nhC/fJYCkq8i+quN3U+NNSOc02cKAcevLy/H+bvF6qfNs/nJZnOnCEkX3kKPm+KUxOepOhIz1cvEuDlo+eNXasdJpbS/yFe5chJ52L0dzZz6ylif1bEE7eCSfIYdUH78eUr1390cdU9vjjVPb4E1Gdv26Of7El54gj9MXVVIl2qXjpZZnlkT1hAmWP8xf5leJf3igLMrwXkXStpwh9D4sBA2jIjOlUcKY/Qk11pgMAAKQDFNIBAAAgral89MwRzfnQ3JGpunY7fHs2+HdzzxwymPJPPUWO13wSn3iX6g8+kEKbKS+PetxyixSIrP36SXdqzeeRM69VvrcqSCaykGgbOiQgA1pxrFylZ4mH6lqvnfmlHOZNnRqQkZ0qHelcSHJo0Rm8fRxTofS4+SYa8NKL+mJOIqmCNhe4HatX68Va4/ZEUnj55fI7wp3J0UQPhYp2YblHHiGFwGjjQWQQsEFMhXStq5s76RuXLCHHzz9LN3e388+jVMKLQObiooCFIrUQwwV2m/a6rvno44CucLUoo2J6ggXHoLhCFNJVPjoPXQ7ojt+zp/l6tI5+c3GxZN0nQ/6JU+X3hPfwCLfnSiiunf49I/QZFK2om/ut/jo1FeTLcU9N8qNd+P9S1ZtvyvGi65q70RV+Xnr+7rdyvPzp/5HTMFg4mdTiDefcm3NzyVKk7fGgLYwBAACkAxTSAQAAIK051qh86OZu2ORGu2hxDkOGUP6UKVJY4+5sx5rmTuy28DY00N5H/iPHi2+6UYY5csc2d6azyjfeiHh5LlolctBoqJz0ejVUUtO4bGlAQdXYtc6dqSo7O+/44ymVyADRjAyJnOHhmsy+/5jkbY8WseI0FNLthoWk1nARTAYbEkl3b/AwSiPuWOfc+lCF9FhZevQIuI7YOtLVYsZWqnjlFTmef9qpMuA21ahOcFXANv7OqQUi/n1mKh7DPkoV0lt2pHOWvYozsfTp7b/uoCx1yVxf4u9IVx3O6vF172suurv0BbXkdKOrvSLyT/Fn9Ve/917Ul1NZ79FEZfF5m3jhTnWk56lCevKjXXhvBH7+M4cPpxxt+G+wvJNOkjkEHNWz54EHKBW4tT0b1OtKjw7iPWIAAADSBArpAAAA0DU60ocbO9K7JaUjnYuOMmxUOtKHSNdvztFHyfc1n33Wruvm2AaO8LD06kWFF1+sn86Z1Fysd6xYoQ8ajJiRnuBoF5YzaZIc1n39dUB0g2OZPx8999hj9K71hoUL9aI6RxlwzAV3kKYSU2amPO5M5YqrwZnJYNE70ndQk9bBbNwjIxrdL75YupL5MedooHCkGOzxyGuMC+HtpeJdmKUk+utTr9uGxYupdoZ/waXwF7+gVBS8QKCiXeT4foY9LcxmytYeD7UQws9H8EBMfg58HN1ksVD2+Akho13kclzQtFr17H5rT23waUBHevOshGRSWfo102dEPQBU3WeOBmotyqpu7ndyaB89WvaSMWsd6akQ7VL7xTQ57H7JxWHnVfDpvf70R33wKMdeJZt6/C3a68pS3NyRHktEDwAAQCpDIR0AAADSls/p1Af62Yc350ObuzVHu3A3Z0fhqA3epgy7nax9+shpBaeeKoc1n37armJD0/p1cph1wAFSbFa4Mz3vxBPleOUb/riAYLxNKhahIwpouUccQRlZWdI56ljZPDyxURs0yvdBda2raAcV65Jz+OHSsZpq1OOm9nKwj9k/adsSKtrFPjK2QjpHaxRfd50cL3viybBDDVWsBL+eo41wiTbexdrGaBcu7PP8gdYy2ZNFFRpZhmERRu2pothHjdJf67wXjfqbEdyVrg8t7d9fP09wIZ3jblgWX6fd3mLwafCshI5YUIvEfuCBspjmcziiXmRUHenMtWtXwM+4sL7zT3+iTeedT+uOOpp2/fGPcnqONhTXlJ8a0S7630STifKOOy7ieXnvhfyTT5Lj1Z/FZ85GXArp2u+tmecBMJeLvEmIUQMAAEgEFNIBAAAgbUmBye2WIolFKzAZM9J5qJ+3vr5jt0fLkFWDMnOPOUa6RLmQHU0kQdjrXq9lr4fIDu9+0YVyWPP55yFjOpx8u14vZWRnSxdyonFWd64WWaDiWrhrUe5/RgbZ99+fcvRCur8jvfbLLwMGEaaagEgcq5UyDQs3Hc3ar6/+mlB7QMQS7aJwLBAXed27d1P1++/HlI/eVlljjR3p0RfSrUHZ/t1/cSmlKuP94uK3cQFCZaSrga1GmVq8S/DAUT0uavAgvYs/uJCuoqP4d0vfjh5atEuIjnSJK0oi7rjuds65crzq3fdiL6QH/S2t++Ybqn73PZlhII+N1yv/BwpOO01+nirRLrVffSWH2ePG+QfTtqLgFG3OxrQvZNh0MqlcfrUAZrLZ9MHeiHcBAIB0gUI6AAAApC29G3fYsIBd5Lkjk7vCOzonvWn9Bj3Wxbgt6vumNf4YmrZwquvWIlGC4zK4w5i7O3kgZjDp4lVFvTBRAvGmCuIqhqNRi3WxDR5M5rw8vSO9afVqalzxsxxy1AXHvqQiYwcvd0JzESn50S7b/QXD4uI2xa5wZE2hVpCumzU7ciFdy2VvL37suPuaF3Wsvf1539HgAYxqEYi7svMmT6ZUZdU6wQMGjWr4vqtCuxo0qugDR7Vsb6Vpk7+QnjlocHPueVAhXS2o2AYNbNEZH1hI75ihw9EoOON0WZTiWCpHK38bOVPcW1cXtpDetNGfIc9RWgPfeYf2+3YO7ff9PMocPFhOT5VoF32g8gnRzYHImThRFgQ8+8r0RcfkR7s0v771eJcyDBwFAID0gEI6AAAApH8+eohuXNWV7qnquMKJc4MqpPuLN4qKoFCF/1hxJIzqSDd2tCrc8aqyl5vWrWu5XSrOoQO7ULkgzrnazo0bZdtVIZ1jXRgXfrlzn3w+2vv3v8tp2RMmpOTwyOAOXvuY0cndFi5AGxZE2hNxwhEprOGnn0LGIEmxPo4d6RxLNPCtN2nQW2/GHOGjiqLdL7lE3+MjFVm0YaPhhvv2vPtPVHjllf69VQzsI0eFjHZxakVi25DBejewyzBANKCQbshjV+flIrSnrl72zuGCrJyvfyklm8RSHXtsVF3pxm70UIV0df/5b0jW/mPk74txTwA92qU6eR3p7ooKali0SI7nHnd81L8veVOm6HscJQvv6cTZ9MF7XKiuenSkAwBAukAhHQAAANKWY43WkT6iZSGROz/bO3C04pVXafstt0oRKhpNWiHdmINsLPQ3afELbekElG5MszmgUBZwG/vtF76Q3oGDRhVzbi5lT5qox7s4VD76gf5COgvOSc87PrriUjIYC6JZhviMZODimrErNNZ8dCOOhOE8e8445kWPREe7qMdSvV5j0fMPd1HJnb/Ru+g7RbRLiN/X/BNOoJ6/+y1lWCwBp9tVtMuGDQGZ9ep54YUEvSN9X5m+8CFDjrdt85/HcHu8UGHKzfWff+8e/Tz8t1GPv0qybudqQ0c/+SRidEnLQrp/5oOiD3nmxbkQzKqQHuVg00Tg+Bneg4QjfGxaPFM0VE46DzoOFd3VEfTH32rV/7cGdqQHPj8AAACdFQrpAAAAkJakS1t1pIfoyG3uSK9q8/WXPf64FIGrP/wwuu1RBa+gQroahKoK/+FwJ+qmCy6gynfeCTi9aZ3WjT5gQNhIEXvEQvqWpOQi56tOyukzqHH58oCOdGM3tJJ3fOThe8lkKy3Vu8DtY8Yke3P0nHSWOcJfgG0L3mtALQw0LF7c4ufOnaqQ3jyDIFm46F909dUBw3ZTkdUwbDRUR3o4vDhi5j0yPB5qWrtOL/yqIibvwaEKlzzgUf1tk0HCLpd/sGlQXE7zwNG9+p4p1iQPGjXKmTRJiv18Xxyrwv99DI6yMXak899e5yataz/MQqMqpPsaG2X4clJjXWJcMOS/kxxrxIvC9d9/T0mNdelRHNDpby72d6SrbnUAAIDODoV0AAAASEtcXPJUVhKZTCG7W5s70ttWSPdUVOiFqqr3Wh+G5961i3wNDUQWS4sIFdWR7tq6LezwU+5C3Xr1NdK5Xf7Ms4E/W78uZIE+4DaG+Yv1qgBnpHLTOzoXOZdzrM1myT/31tZKbr3aTmNHuipOx5KZ3dF4gGrJHbdT4RVXBNyHZLH1K41LRzrLGjdWDhsXLwk4nbtf3bv9+dq2OGWkdwU8gJELn1zwDxXFFA7PL1CLNNWffBzQjc6d6DxbgBc+zCpOQytu6rEuAwYEFDn9l9OGk+7Zk1L56Ap35et7pswPXyRWiwlqEUAt8DBPWZn/72pGRtjFQlNenr4QloyBo7xXU/1337WpkM4xRvlTp8rxms8+T/Kg0eY9YZilWHt9aZFBAAAAnR0K6QAAAJCW1OBO7kDkgZ5hO9LbGO2iBofK8VWrqPHnnyOff8PG5mKW1doiC9jco1jywEN2jG/bRluvvEqK92o4qMs4IFBlr2s56KGoxQSOcfE6HAEFHNe27S0GEXYEzjsPKJaPHh0QZ8Gdu6owpoaTprKia66hnr//XYcNbI1EDf/kLuRYup5DyR43Tg4blgR2pLt275YoCr4NNegTWsevjwEvv0QDXnst5sz/wisul8PK19+QxTU1RJOH9CrBA0cjdWOrwqdrz96AocOpJGfiYXJYP6/1Qnr2QQfJIWe9q/gbtZDA8UPh9tjhBQYVc+Op6fh4l/pv58jCVFtjjfJPOVkOa7/8MiD2p6O49+5rEVsUGO2CQjoAAKQHFNIBAAAgLanBnaHy0Zm5W/uiXVQXuFLdSld604b1EbvG7cP9XcMOLY7GWKzkIjoXxbhQrvLVG35c2CLaJTNCdyt3qUoshAwmbV4EaPzpJymGcpFJDR/sSHlTmgvkxlgXpeS22yj3+OOo2/nndfCWdW4q755jjYKztmOVxcXJjAxybdkaUBDT89H79EmJxYPOhPPMeehlrHIPP5xyjzuOyO2mPfc/QM6N2iLa4EEtu8y1QnpTiEGjoYru+tDhFIp2YTkTJ+rRQt4wsSuqI5qL0Kbs7OZIG+P9D5OPHhzv4q3puAHULWJdTji+Tb9L/DvKsT3ceV83Zw51NN6jIXQhXds7AtEuAACQJlBIBwAAgLSkBndmagXqcNEuPESxLVQXeHPUwqcBnd4tz691pA9p7hw1ytRy0pvWBhbSt//qV+Tavl06s0ufe45yjzwyYACnZK+v1zLSh4QvpHNxJtTA0YZF/oJ89oTxlAx5xzXHGBgHjSr5J55Ipf/9b8ydu11d3uTJ1P3ii6jkjjvafV1cYFSLNA1LmuNdHCtWyKG1FLEuHannb++UvVo4CqRKm89gG9T8d0UtiLmCo11CFdJVRrpEu6RmRzrH3/AeOz6HgxqX/BSxI50LuSqvXw0cdW4Kf/+NTAX5SYl24f8bdbNnt2ugMnfU55/kHzpa8/nnyctIN+T/y/cYNgoAAGkGhXQAAABIS01rtUL6sNC7yTcPG21ftEv3iy+Wbm7O+ObBo2HPr+JXwhS7eVBicEc6F8g5E52sVhrw/PNSIMs+5OCAQjoXMLx1dZI13lo0S6hCeuPCRXKYNT45hXSObyk4+2zpFlWdp9B+ppwc6vXnP1POoYEDW9sqS4t3UTnpHENR8frr7Sr+Qdtw/IeKeOEIE5ZpWKCz9AiKdtm8JUIhvUSPj3JzVI/kjKdORrpaBMw5VIt3+X5e5EJ6jx5k7dM3YI+J5oWEyPfLnJeflGiXqrfekk5y3rPDHmKvnGipYcwNC36UBdaO5N6nMtIDC+kq8slTUUk+j6dDtwkAACARUEgHAACAtOPzevXiSbgoFR74165oF1UYHzaMCs4+S45XvRs63kW6xvVCeriO9OF6trsqgtTMmCGHuZMmSbGeZXPBOyNDhgxyzIaKdeEu0nD5vy0GjmqFdJ/TSY3Llvmvd8IESpY+999HQ774XF/cgNSTrQ8c9eek10yfQe6duyQyqOCMM5K8dV1P0fU3+OcqaEJnpO8jb2OjDDqW84RYaFOFTzVTgoduqr11UjLe5fv5IX+uhllKIb1vuEL6wKiiXTwdGO3ibWigsv89I8eLbri+xTDYWNhHjpQFVU95uR610lE4Yz9ktEthoX+Iq8fT5v+1AAAAqQSFdAAAAEg7rp27pEjM8QeqqBLMohWL2jJs1F1ZKcUKlU3c7ayzpFjQ8MMPejyCEZ9XImQyMsLm9GYOGiTby52JqgBUO91fSM+bOlU/HxebVdG9YeFCcm5oPR89XEc6D0j1NTWRubCw1fxg6Nr0jvSVKyWKouL55+X77pdcTKbMzCRvXddjzs2hktvv0IvfKqKlRe659veIFw5DFcj1y2mLd7wgl4p592rgaOPy5eSpDewY59ejiujyR7tohfSdO8nndku3vfobG020i7cDo10q33hT/j/wcGD5P9IOpqws/f+Ail3q+GiX5tch4/kMMpsDA0cBACBNoJAOAAAAace5aZMccq54htkcuSO9DYV0p5ZJzgUbHmzHu+TnTJokp1W9/36L89d9O1cOuchhsttDXicX0TkLmDWtXk1Nmzb5u0QtFsqbfGzAeVX3OO/Cr+ejDw3deW/Ew0oZRzhwDnDjIn+sS/b4cSlZPIPUwYU+6YB2uaj8uefIsXIlZdjt1P2ii5K9aV1WwRmnU88/3EV9Hvp7wO9vQCFdywfPHDgw5O+4pajI3zGsSbVBowr/jeW/5zwYWcVaKapAm5GZKYsKzRnpO/yLki6X/MzSq1d00S7VgYX03f/3f7Tjzt/qBfl44UXT8meflePFN94o/wPayz56tL5I2pFd9RxtFqojPTAnHYV0AADo/FBIBwAAgLQtpEfqQDQXNHekcxRMLFRMi7F43e3cc+Sw+oMPW2TB1kz7okVneSh2LXrFsWYN1c7w563nHHZYi07S7IObc9JVtEs0Helm7lzt3dt/H9atowaVjz4uOfno0HlwETZ7rL8rvezJp+Sw29lnYQhsEnEMSOFll1HesYELbZaSHnIo0U8bN0SMNeHirbm4SP/emmKDRkPFu9QHxbtwhI2KdeHXqTHaRY91GTCg1dgUsxo2WlsTkL1e+fobVPPJJ7TxlFNp36OPSVxOPFS89jp5KitlgaDg9NPicp32Mf5CumPFzx3ejZ6RnS2zGYJZtNeXB4V0AABIAyikAwAAQEqTGJUYu8admze1molr7qblcXu9/mGdbRg0aixe5x53nBS8OZu2fq6/A53xttd/5x+Ql3/SiRGvN1MbONq0eg3VTp8ux/OmTmlxvuyDJ+jFcMfq1S22JZqudC7WNyzxD47MnoBCOrQuS8tJJ7dbupgLL/cPvITUIl3mXDT2evVhwpEGEVtLmuM4bP1Ta9CoUc5hE0MOHNVjRbRuaFVI59Md2tDp1vLRmUnLSPcaOtJVzBbjuLCyJ56gDaecEjCwuS08dXVU8dxzcrzHTTdJBEo8ZGkd6Rzt0lEDR13a42/VFjKCqYGj6EgHAIB0gEI6AAAApCzOvuUuwI1nnNmiyzuS5uFy4TvSOdc5IytLjsdaqFdxKplDmovXPOgzX+sqNA4drf3yKyk88qDPcINPFftwf0d6/Q8/SHQGD47LO/74FufjAW6qG97ncMj5os04V13vtZ9/IbnC3EUoQ+oAWpGt5aSzvOOPky5fSD0cZ6XiNNRiWaRCsjGOI1WjXVj2oYf4By2v36AXb1XXuOpIZ5zJrf62N3z/vRxG8/dRj3YxZKQ7tUJ61vjx1PeRR2SPHh6yu++/j7d6fT6XSwrmoVS++pr83+EhsfmnnELxIvMzLBbpdFdDZhNN3yMgKB9dsRSpQrp/rggAAEBnhkI6AAAApCwHD5arqPBneldVRX25Ji0XuLXiCQ/uZJ6qGAvp+oDPwMJ4t3POlcPab74htzaMtOaLL6LqRjd2pKthd9mHHBw2OkPFu6gBgVzIj4YaOMqDSuV6Djowbt2QkN54wcWUmyvHC6+8KtmbAxGo4rhPiyGJWEjvaSikp3C0C/8tVIt+DfPnhy2k++Nd/DnpKr4qmo70UNEuPLCU8fXlnziV+j70d//1LlrUasf3jt/+ltZNnERNGze2+FndrFlyWHTVlWHneLQFz+BQf+Mb2zhw1LFmLW069zyqmzMnqvMH7xEQDBnpAACQTlBIBwAAgJTVsOQn/Xi0H8J58JnqxIsUZ8BU9ngsRXo+r2eff1tsg4e06Ci377+/dKBXf/SxxNLUax2ReSe2XkjnTnNVDGL5ETLVcwyF9OCCfiSqyKJwpyVANDhPu/Tpp6jvY49Stop5gZQUXNSMVCBX5+W9U1QMR6rKnniYvtdOpEIuDydVcSzMNrD1vSfMEaJdVFyM/YAD5PeA875dW7aEvS6Ofqn9Ypp0pdfNmh3wMz7NsWpVwv7+2kePkkPHzyvbdPnq99+TaJjqDz+K6vwcZxaxkM5Divl/ZzkK6QAA0PmhkA4AAAApq/Gn2AvpTq24wUXy1gYh6h3pMUS7qO5CS5/eZM5tOVit2zn+oaNV771HtTNnEnk8lDlyZMTBpy12zWcZGSFjXUJ2pEeZjy7nHTzYn5+srme8P28dIBrZ48dT/gknJHszoBVq4Kgc79WLTNnZYc9r1SI5uNgeKuM6leQceqgcNiz4MWxHurHwrcSSkW6MdnHt2BlQmOdIMC6mG/fqCaXi5Vf0443LlrWIBvM1NZEpLy8h8UhZY8bIIRfD26Jx6bKYFpjd+7SMdMOeDUZmzuyX88WnkF7/wwJyacV7AACAjoZCOgAAACRExSuv0o7b75Duu7bg3eYbtXxfxh2AseWjR7MrvyqkxxAbs65lPrpR/iknU4bdTs4NG6jsyaf8p510UtTXbx/hL6RnT5ig7xIfCheNVHSNPajLvLVd//XuVIuFsg70F4UAIH0E5J63smdOzuGHywyHbuf5o6lSWRbn9JvN5Nq2TY9dCVVItxkK6dEsqgZ0pNfVkc/rlePqNozXx4tJxtiYYLwnUvXHH+vfNy5dGvDzxuXL5dA+ZjRlGBY148U+ekybB45yB7/M54ihkO5qNdqlR9yiXXhI9tbLL6edv7mz3dcFAADQFiikAwAAQNxxEWLfww9TzeeftygiRIt3m+eBaUq0g8qaNm2KfrhcG6Jd9Hz0MINDzXl5eiSLipjhbN1odb/oIsqdPJlKfnNHq+ftdc89VHjllRE710PhopmKADBpQ/kAIH1YjYX0VhYVrb160eCPP6LCSy6hVGfOzSX76NFyvOHHH4OiXUJ3pEezqGrsSCefj7y1tVKEDo52YdkTtEL6otCF9Kq335GO88z9hsreP/x/wLWneTiqY7m/UzxrzP6UCJk8tJrjZ6qr9Y76WPLRVRyOu6r5/28kbu2+tRrtUlXV5oV1xanNP3Fu396u6wEAAGgrFNIBAAAg7jhehbPKjR19sWowxLowNbyz1duOctBoW6NdnOs3tJpL3u1cf7wL46JPLAP8uGBT+sTjlHXgga2eN+ewQ6nn735LGVEOGlWyDzlEDvOOPTamywFA52AsamZGWUjuLHIOOViP+OCir1oIDYh20aJYYiqk22yyN5GKd+FB1z6Hw3/dvXvr58saO1YK5NwVr/LBFS4UV772mhwvuuaa5sGfy5oXlNUQUPv+/s7xeOP7ofZSChfvwovdLm2h18i48B3NEG5ebGht2KgsWPNAVT5vRXTF+XA8WnGfFzoAAACSAYV0AAAAiLsmbZAac+1s+WE9Go3aoFFV2HCX+Xffb41T70iPItqlm7+Q7o0lI32DKqSHzyXPmjCBrAP8xfP8k1ofMtrRul90IQ14/XUp9ABAmke7pFkhXS0ENixYoMeF8ABQtYdRWzvSjfEunuoafRGYH0suTuvnycujTC2Cq3Hx4oDL10yfIYVlHtqad9JJ+oKoQytQex0Oalq7Vo5n8WDqBFFd+46ffw7584oXXqT1x06mqg8+DDjdWPD3NTSQV+tOD8dbUyPd95EK6Rxfw4O0Y/k/Ho67osJ/u/X1evwOAABAR0IhHQAAAOLOsWq1frytHelq0GjOEYfLoSeKaBfujlOF9Gi6MFXhxR1ltAt3KaoORFuYaBfGA/v6PPAgFV5+OXW/+GJKNRlmM2WPG0sZFkuyNwUAEiCdC+lZ48b7c9K3b9c7qLkb3TgolQdcZmRmRr13kn65Ai0nvbYmZKxL8JBmx6LAQnrFKy/ri5VcfFczKNQATwcvMns8UmjnIbCJYlcDR38O3ZFe/emnclj19tsBpzu07VQ8lZH/N6qhn7x3Fw9iDYfvr1xflHuWheNRHe0cv1Nf367rAgAAaAsU0gEAACDupFigCbX7eGs8dXV6157K/45mUBkPJJUP1yYTWQcMiDraxRvFLuzGbnRLz57SlRgJF6p73vV7MmVnR3XdAADxYu7enbIPPpiyDjqIrP36UTox5+bIoE5W/dlnLWJdGBfV+b5zVnjWAdF3fpvyDB3pWr546EL6+BYd6fULFkghmrvju19wgZymOtI5zsXndhvy0ccEFP7jTT0+jT+vbDFwlLu61V5jPNBbFcM5Iodj2ViGNjtDRamE4967L2I3uqIGZ7v3tW/gqHFuCnfDAwAAdDQU0gEAACCu+EN7QCG9DR3pjmXLpOOMCxj2kSOjzkhXg0b5csZd8WPJSK/77jvaMPVEqv3yyxbnr583L+KgUQCAVMBF2v4vv0QD3nhd9kBJNzlavEv97DktBo0qpf97mvb7+iuyGvLNo452qalu7kg35K0HDxx1rltHJo5AaWigXX+6W04rOPtsvXBsGzyYTLm55GtspKb166lx+fKE5qMrnJHOBX2OLePOfaP6778P+L52xkw5VNvGezCox6y1jnQ9H71nz+gK6e3tSK+saD5eV9eu6wIAAGgLFNIBAAAgrrhDzbj7NnekB3fEtaZhyRJ9qJulqEiOy+A3tzvKQaPRRRmoaBc1rI5VvfmWdOXtuPO31LRunX5644qfqeypp+V4/iknx3R/AACSUUxPZNdzKuSk83BPZunRsiOao0aCO9Wjj3apjRjtwoVhFZmTtXkzlf373+TaulWGkpbccXtAPrjqiG/8aSk5tGJ1IvPR5XZtNsocHjrHXS0I814LrGb6NH37ZNsOPCDk/8ZQWhs0qliKi+KTkW4o7GPgKAAAJAMK6QAAABBXjlUr5dBaWqoPLGvtw3gw/QP9QQf5P+ybTNKhbtytOxQ9Hz3KTFyT6kjngWlerxT8G7SiA3cQbr/1V+Spq5evHVwccbko74TjpeMQAACSI2vsOMlJV0J1pLdFQLSLtjdVqEK6bIPWlV74zSyqecufNd7n/vv0rnbFrsW71H83l5yb/Yu99gQX0lnuUUfKYfXHn+in8f+4+nn+jvQet98mh42LFpNr715q5D3BeNsOiKWQvieqx191pHP8Wnvwgrp+HIV0AABIAhTSAQAAIK5U9mrW2INk4Btzx5CTzgVtNWiUr4NjCcyFhf7raeVDuCqkRztcTxULyOslb12dFDm4m567+XgQHF/frj/+kfb89a/k2rJVTuv917+mbZcnAEBny0lnsXaetzfahWVP8A8czdq6VQ67X3op5Uyc2OJ8WQf4B47Wfv2N//r69iWL1g2eSAVnnaV3oKtFAd5ri/8fc+xLwamnkp2Hofp8VDtzpj9STbb3QDJ3j66QzgV4Zm0l2kUNG3VHMTQ8HF4EMBbS+X82AABAR0MhHQAAAOLKsdJfSLePHKXnrMYycNS5caPsss3Dzuzarukq3qW1D+Gq288WbUe6zUYZ2jBQLhioXeDtB+xP/R55WAbV1U6fTtUffSRd8X3/+Y/m4jsAACQ9Jz2aaJFYo11c27ZL7jmz9ukdsZAu5xk4ICDSxUgNHCWPp8O60ZmttNQfgePzUdWHH8pp9d/7Y12yxo0jU1YW5U+ZKt9XvPiSzArhRWT78GHNHemt7AXm3r0numiXIlVIb3tHure+QY/ykW3DsFEAAEgCFNIBAAAgrtSgUfvIEXonn2vHztjz0fffnzIslsBBZRE+hPucTnJqQ9WiLaQHDxxtWLhIjmePGy+xMj1/9zv9fMU33hhQOAEAgOTnpMezI11Fu6j/Y+YexWSy20OelzvLbUOHktdspp733SeF6VAshYV61BnLSvCgUaNu5/hjyKo/+FD29lKxLjmTJslh3tQpcujatk0O7aNGSTE92miXSDnyRpYe7S+kGweNMm8tOtIBAKDjoZAOAAAAccMdYi6tmG0fMaJNHekN38+XQy5kBw8q85SH/xAuRXSPh0zZ2TF1J+qF9KpqalisFdK17Nvul1xMJb/9LRVddx0V33B91NcJAACJlT1uHGXY7RJTov7XxKsjXUWIhIt1YRzx1ffFF2jznb+RXPFI9K50/t84pmM60lnelClkysmRQnnD/PnU8MMPAYV0W79+ZB/dHJHDg0ZZNIV0b3293rHeeiHdv9Dhrakhb2Njm+5LcHe8tw4Z6QAA0PFQSAcAAIC4caxarRcf+IO42iVe5bO2hj+01375pRzPO/64lvmq+8qiykePJcNcFQyaNqyXHHTKyNCL+Hw9RVddSSW336Z3xwMAQPJxgbj/s89Qv6ee1BdE2yt4UKitlQIx3647irxzlZPO/1+MhetEk/iWU06R47vvv19yxXmb7aNG6ufJmzq1RcFfZbhHKqSr/+s8tNuclxd5O/Ly5PmKdWHdyG3IR5dtQ0c6AAAkAQrpAAAAEDeOVSvlMFP7kG5R0S5RfnCu/vgTiWjJHDEiIEdWz1ctD5+R7tzq3zXdOqB/TNusCjB1X33t3/bhw1sUUwAAIPVw3Fbu4YfH7fpM+YEF+dY6raOVM2kikdksi7Q8KLUjqXgX5/oNcph92GEyxFvJ1+JdmP2AAwMWmN1V4TPSVZSatW/4rn2FF6XVYxlL1JuRpyKoI70WGekAANDx0FoFAAAAcdOk56P7C+nW3n2i7kj38UC0d96R493OOzegqzyafFWV8WorbVshvWGRykcfF9PlAQAgPZjzAzurI0W7xCJz6FAa9P57+ryPjsSxM7ahQ/RCuop1UWwDBlDPu35PPreHbP36BkW7VIe9XlUQb61r3/hYNq1dq+eqtznaxWQi8nrRkQ4AAEmBjnQAAACIG8dKVUgfFdCp5ikrI29TU+TLLl1KTevWSeZtwWmnBfzMUhRNRrrWka4VAqKlCgb8wdyYjw4AAF1L8N5I8epIZ/bhw/X/ZR2JF6W7neXvSmc5hwcW0lnh5ZdT0dVXtfi/yJnmPo8n8qDRPlEW0lVHepRRb+GGjao8fG8tMtIBAKDjoZAOAADQBe154AHacMqp5A4a3tUeXoeDmjZulOMqf5U/jHNhnLl37454+UqtGz1/6tQWxQw9I70sfLSLa7v/Q72ttDSm7Q7O1s1CRzoAQJeUkZ1NZJiHEc9CejIVnHmGDPzMPvhgGTAa9f9Fn0+GiEcspMfQkW68XKzU+xVrf///eA+GjQIAQBKgkA4AANDFONasoYqXXibnhg1UP29e3K6Xu8nJ4yFz9+5k6dmzORdV+/DsjpCT7qmro5rPv5Dj3c4/r8XP1e7wvGu3z+Vq8XOf10suldcaayG9W3MhnQsC1l69Yro8AACkB/6fZRycqbqfOzvuhB/y1ZfU/8UXojp/htUqA0KZp7IqciE9isJ8XDrStYx0W/8BcuhFtEuXx+8Hqz/9jFx79iR7UwCgC0EhHQAAoIspe+op/XjT2nVxu16HIR/dmG+uChHuXeE70ms+/Yx8jY1kGzIkZEe47GauDUdzBw0ck9P27ZMhpXyeWAvherQLYl0AALo8tUeUubCQTNyhniZMNlvAkNHWNOekV8anI12LemtzRnqFP9rF1t8/B8WDaJcur/abb2jnb35De//+92RvCgB0ISikAwAAdCFNGzZQ7bTpzd+vXRu363Zu8Me6ZO63X+jduXeF70LTh4yeGzhkVMkwmchSWCjH3WX7wg4a5dvKMOyWH2u0S9Y4FNIBALoyk/Y/IV1iXdqquZDesiPdU1evn64K5K1RjycvfHt54TtGbq2gbxvgL6T7GhrI53bHfD2QPtx79sqhc8vWZG8KAHQhKKQDAAB0IWVPPy2Zp5Y+veNfSN+yRQ5tA/27XSvWPpE70rmT3fHzz7IrOee4hqNy0j3lLXPSnSrWJcZBo3K96EgHAACNinZRi8Bdlbl7t7DRLqqrnBeizbm5UV5fd//MFJ8vYtRba9Eu1lJ/IZ156xDv0pV56+vl0B3ifSEAQKKgkA4AANBFODdvlggV1udvf9M/DHNnWXwL6QMDTrfo0S6hO9KrP/xIDnMnTyZL9+5hr1/lpLv3lbX4mWubv5Bu6xdbPrqKnuEsWNuAAWQbNCjmywMAQPowF/ijXdCRHr4jPdZYF31mispJjzHehbOwvVqUi6Wkhz7EnOerQNflbWjQC+k8KwcAoCOgkA4AANBFlP3vGSKvl3KOPopyJk0iS0mJnO5c3/6cdN692qnFq3BB2qh52OjukJer/vRTOR6pG10NSwvXeeTavq1Ng0aZKSeHhkyfRgPfe1ciZAAAoOvKPuRQ2UOK/092ZZEy0mMdNNoiJz3GgaPuSm0bTCZ/F7y214C3pobawufzkWPtWv9sFej0HenkcpGnujrZmwMAXQQ+LQIAAHQBzu07qPrjj+V48Q03BGSZ84fJ9pIPxW43ZWRmkiVo2GdzRvouKeQb1X/3nUS18FC33COOiHgblh7FYTPSnaojvTS2D/X6dRcWRr17OgAApK/uF15AwxcvotwjDqeuLN4d6cb3A84YO9I9WiGdt4kXvHkvMjm9ti6gOL7n7w9R+XPPt3p9tdNn0KbTz6C9Dz8S03ZAihbSw8T+AQB0ukL6Aw88QAcffDDl5eVRSUkJnXnmmbRmzZqA8zgcDrrpppuoqKiIcnNz6ZxzzqE9e/YkcrMAAAC6nIrnn5dCd/bEwyh77Fg5LXPYMDlsWrsuLrExzNa/f4uubmvPnrxPt3QMmQ0felj1R/5Yl/xTT5EOwEjMWke6pyxUR7rKSI+9Ix0AAMCotf9HXUHkQvr2thXS1cDRGDvS9UK6Fv9myvMvfHvr/HEv6n1IxQsv0N5//EPfQy6cxqVL5bBh0aKYtgNSM9qFuctaxv4BAHS6Qvrs2bOlSD5//nyaOXMmuVwumjJlCtUbPkTfdttt9Mknn9A777wj59+5cyedffbZidwsAACALsVdUUFV778vx4uvu04/vbmQ3v6OdOfm0INGVUFCxchY1e7Z/MG4poZqv/xKjhecETnWhVmKe4T8sOR1OMi9d2+bh40CAABAIDWzJNSwUdVRrqJaEt6RXlERsE3mXNWR3lxId+/xvw9g1R98EPH6nFu3+g83bJBOduj8Hemh5ucAACSChRJo2rRpAd+/+OKL0pm+aNEiOuqoo6i6upqee+45ev3112ny5MlynhdeeIFGjhwpxffDDjsskZsHAADQJVS++hr5HA6yjx5N2Yb/rZnD9tML6fxBkgeBxXvQqPHDs3vPHrIYOttqpk+XfNLM/YaSfdSoVm/DUhw6I13tYm7KzdU76AAAAKDt1P9Td8iM9J1t6ki3qWGjbcxI5xg4pqJdvIZoF/e+5kJ61QcfUvFNN1GG2Rzy+lxbt+iFWF6Ilz3noNNBRzoApF0hPRgXzlmh9g+QC+rcpX788cfr5xkxYgT179+fvv/++5CF9KamJvlSarQBI3w9/NUVqfvdVe9/Z4bnLnXguei88Ny1/iGj4rXX5Hi3K68kt9ut/8zUv78M7uLdth27d5Ol2J9B3haOTZvk0NyvX8jnwtzL/yHVWlWl/5w/6LLcU08N2K5wfAUFcujety/gNhq1WBlLv35RXQ/EBr9jnQeeq84Lz13nlM7Pm0+bG8Id6cb7x13gXu1zfUbPnrHdd23vNPfuPeRsaIg6QsepFUkzCgrk9jJycuR7l+E9RRPPYdG4d+2imrlzKdswMFadz9nURM6tzdEvDWvWUrZWn4DO9XvmqWteSHHu3ZuWv4edSTr/PUx3eO4opvveYYV0r9dLv/71r+nwww+nMWPGyGm7d+8mm81G3YK6x3r27Ck/C5e7fu+997Y4fcaMGZSdnU1dGcfnQOeE5y514LnovPDchdbtu++opLqanEVFNMflJPr884CfDywsJFtZGc199TVq0DrU22Lg6tVk40XynTupMeg2WHFDI/HHVEtllTxX1vJyGrR4MfkyMujHrCxyh7hMMFN9PQ3l9xQ1NfTFxx+Tz+J/G9Nt3jzij+blFjOtiOJ6oG3wO9Z54LnqvPDcdU7p+LzxHmSDtW7wzz/7zD/rhLvKd+0i3vfMnZND02bNiu1KvV4aarGQye2mmW+9Re4oC9glP/1EXDHYVF5OCz//nIr37ZP3FOuXLaMy7f9+jwULiINffCYTZXi9tPrxJ2h3iHz3We+9T4MNjXk/ffoJVVX6o2Ogc/2eDSorI7UUs2XpUlqA94ApIR3/HnYVXfm5azDs4ZIyhXTOSl+xYgXNnTu3Xddz11130e233x7QkV5aWirZ6/n5+dRVV074BX/CCSeQFYNxOhU8d6kDz0XnhecuPJ/LRVse+Q9xj3bfG39Jo049tcV5dn35JdXP/JIO7N6dup98cttux+mkDXf9QY4feeGFITvbq2tqaN/s2ZT/00/U2+Uib20tOYkkambKRRdFdzteL224/wEZmnr8IYeQtVcvOX3fip+Je+NKJ0ygsW28DxAefsc6DzxXnReeu84pnZ83b2MjbXzgQSlKn3j00RKfxuq/+Ya49ztn4EA6uQ3/c7c89TS5tmyhI4YPp+yDD47qMru//oa493j4wROo28knU8W27VQxZw4NLOlBh2jboM7Dw8trP/6E8letogMPP5zM2t5s6rmaOGgg7TFc91C7nUrw3qFT/p5tfPDv5NWO97LbaTyex6RK57+H6Q7PHelpJylTSL/55pvp008/pTlz5lC/fv3003v16kVOp5OqqqoCutL37NkjPwslMzNTvoLxk91Vn3AFj0HnhecudeC56Lzw3LVUPW2a7N5sLiqiwnPOIVOIxydr+AgppLs3bGjz49fEQ7u8XjJlZ5O9V6+QWes5Bx5I+zjipaGBHD/+qJ/e/eyzY7pdS1GRZK1nVFWTtbRUTvNoWauZ/fvjNZBA+B3rPPBcdV547jqntHzerFbKsNtlxkpGfT1ZtUGfXm3PcVu/fm26z5yTzoV03+49UV/eq3WW24p7+B9rrTjuq2/Qr8Ojxb/kH3ssOdetp6ZVq6hh2nQqvPSSwOtS+ez8XsXnI/emzen33HWR3zOfYdiot7wcz2OKSMu/h11EV37urDHcb1MiN4QHl3ER/YMPPqCvv/6aBg0aFPDz8ePHy8Z+9dVX+mlr1qyhrVu30sSJExO5aQAAAGmv/PkX5LDwF78gk90e8jyZ+zUPHG0rNWjUOnBA2IGlWQccQP0//IB2XHE59XzwAer1l3uozz8eks6xWHAhnbnLm4dKubb5s05tWmEdAAAA4jdw1KMN+zQO+I510Khi7dsn5oGj6vbNhf5ivinP3x3Pe7cpPD+FWUpKqNvZZ8vxqvffa3FdLi0fnd+XsKYNG9p0PyD5e13yHpFK8CB6AIBEsSQ6zuX111+njz76iPLy8vTc84KCAsrKypLDq6++WqJaeAApR7PccsstUkQPNWgUAACgvW+6ox1s1dm5du2Sbiwym6n7hReEPV+mlovOHyR9Hg9lmM0x35Zzk3/YZ+ZATk0NzzZkCNWPHEl5J5/c5m4Hc4/igM4zXrR3bt8ux62Gvd4AAACg/YV09+7dMpRccapCer+2FtL7BhTko+HWMswtWle8WYt05cGn6r2Ae+9e/3lKSih/8GDa+9BD1LRyFTlWriT7qFH6dbm2bZXD3GOPocalS8lTUSE58Oq6oXPwBuUZ8/PY1vexAACxSGhH+pNPPknV1dV0zDHHUO/evfWvt956Sz/Pww8/TKeeeiqdc845dNRRR0mky/vvv5/IzQIAgC6o+tPPaM248VQzfQZ1BQ0LFsihffRovaMsFFv//vqu29zZzR9Gy555hjadd37UH3L1jvQBAyjRLEX+Qrq7rFzvUvPxh6mMjDZ3xwEAAEBL5u5aR7qhkO7asVOPaGlXIT3KjnR+X+Kp9N++WRtOqvLaVUc6H/L7GGbp0UOK4rnHHSff13wxLeD6XNv8i++Zw4eTpU9vOe7cuLFN9wWSx6tiXXjwvMkkEYNcTAcASLSER7uE+rriiiv089jtdnr88cepoqKC6uvrpYgeLh8dAACgreq+/lo60hsXL6KuoF4rpOccEnmQF3fuZA4ZIscdq9fQnr/+jfb969/kWL6cag3Ra9EU0lvrSI8H/oDMGpcvD4h1sfTqRSabLeG3DwAA0PWiXariF+3SR4t2iXKxXorlbrdW2Nc60vPy/NtV5y+kq250U36+HmWXe9RRctiweHHzlfl85OK5LrwQMGAAZQ4ZKscR79J5O9LNOTn6Aotb21sRAKDTFtIBAABSRZPWbRS8K2i6aljgH+iZfcghrZ5X5aTvvvdeqnz9df30qDvSN2/WP5QmWt6UE6TzqO6rr2TvAqfWWdbWzjgAAABopZBe5c8o99TUkLemJqAg3uaO9N27JYqjNarLmAeamzIz/ce1Qrq3tk4Om2Nd/IvtLGvsQXLIjQEqS9tcV9e8F1u/fpQ5eLCc7kQhvdN2pJtycshSHLi3IgBAIqGQDgAAac/n9ZJz0yY57q1P/0I67y4tndpmM2WNG9fq+TOHDWse5mW1Us7R/i4u5/bWC+m8MOHes6fDol2yRo+momuu0Qv/jcuW+m8bg0YBAAASVEivClhg5w5gLmy3ec8yjuNwu/UCeCScX65uU98urZDOcS5cJFeDRq0lJfp5bAMHSgc7/5xz0uXn2kBKa+/eshebbYi/kN60AdEu6VFIR0c6ACQeCukAANAlCsu+pqYu05He8OOPzfnoWo5oJFkH7C+HGdnZVPrkk1R48cVRd6Q7tV2kzQUFHTaoq/jmm6T4z11qla+8KqdZSzFoFAAAIJ7U/3VVSNcL0u0Y7s2RclzIjvZ9hizyG2JdjBnp8vO6OnKpjvQezYX0jIwMyho7Vo43LF4ihzZVSB/QXw4zh2rRLhvRkd7ZqPfzvKBjKSqS4+4y/4IKAEAioZAOAABpz7jLblcopOv56Ie2HuvCssaPp74P/5sGvfsO5R5xuP4B2bV9u8w2icS5WRs0OjDx3egKd5H1efABf0ebtn02dKQDAAAkrCPd53ZT2f/+J9/naYM820rPSY9i4KiKdjEXdg8oxquOeM5Qd+/1F1Atho50lj3OX0hvXOIvpFu16A9bf/97FhXt4t65q3l4JXS+jvQe/o50DzrSAaADoJAOAABpr2mjP9alqxTSY8lHV11b+SedpH+gVB9wvXV15K2ujmrQaEfkoxvZR42i4htu0L+39kVHOgAAQCIK6e7KKqr+6CNybdkqESuFl17SruvVc9Kj6EhX0S6WboF7vamcdE9tXXNGujaQXFHxdg1LlkhjgIp2sfXvr98/s9bNbHyvCKnPYyikm5GRDgAdCIV0AABIe07DLrvpXkgPyEcf23o+eiimrCz9Q4mzlQ+5+qDRgQOpoxVffx3lTJooRXz7iOEdfvsAAABdopBeto/2Pf64HC+67lopXraHta9/wd653T8wPBJPRcuMdGbK88e7eOtqDcNGAzvSOeIuw2qVTmX39u16tItNi3Zh+sBRw3tFx9q1EhkDqcsXEO2CjHQA6DgopAMAQNfqSE/zXXdVrIt9DOejt/2Drk11iwUNHHWXl1P5c89TzRdfSNE+WR3pjD8clz73HA2e9kWbh54BAABAK9Eu+8ok/oQL1d0vvLDd12vTI+RiyEg3RLvI93n5/p/X1IQtpJsyM6WYruJdrFqh1ap1pMu2DB0SMHC04uVXaNPpZ9Cuu+5qxz2EjuxIV9EuKKQDQEewdMitAAAAJFFXykhXsS45Uca6hMO7XTcuXdpit+uyJ5+iylf9Az6NbAM6viNdxdIAAABA/BkHfLKiG64nk93e7uu1anNNeBZLa9yV/oz04IHmekc6R7vsC52RznjgaONPP1H9rNlkdjhazFXJHKwK6Ruo9uuvac8DD8j3jUuXtfn+QQd2pOdkk0XbixIZ6QDQEdCRDgAAac1dUSFDsoyF9NYGaHZmDVpHerT56OEYB44aOZYvl0NLn97+YZ/8ZiI/nzIHJaeQDgAAAIlhys3V/9fz/JRu554bl+vV32Ps2kU+l6tN0S7mXH9GumvHdvI5nXLcUhKYkc6ytIGj9bNm+S9XUiIRdkrmEH+0S+PixbTjjt/oQ8y5y92rFd4hxTvSVSG9upq82msBACBRUEgHAIC05tzo31XXXFDgP8Hj0T9wpRvuHpfCdzvy0YMHgTl3NBfSfV4vOdatk+P9//c/Gr7wRxrwxus06P332p2XCgAAAKmF9/pSRcrim24kk80Wl+vloaAZmZlEXi+5du+OeF73nj36ZUING1WRLBxDE2r7ssf6C+mkFeyNsS7MNmSoHiHja2yknCOO0K9bZs5ASlJRjabsHDLxe3yrVb73aDn4AACJgkI6AACkNfUBS2VkpnO8S70W65I1Zky78tGZtZ+WkW6IduEPlLwrbYbNJsNFefdu/oCqsk4BANKdx+OhmpqaZG8GQIfp9ec/U49f/5oKzjgjrgV6vSs9QrGaGx9UbAt3xBuZtWiXpg3rQxbaFV4ICMhE718a+POSHv7Oe+5OHzaM+j7ysB794kQhPWV5DdEusuBTVCTfIycdABINhXQAAOgSHemZ++1HGVqup7c+PQvp1R9+KIfZEw+L3yCwHTv1KBzHmjVymDl0KGVou3oDAHQVXEB/+umn6d///jfNmjWLvF5vsjcJIOHyJh9LxTdcH/f/+2rB3rktfE66dKv7fNK9HhztYtKGjTq3bA2bj96iK13y2QM70rkIW3jFFZQ1bhyVPv0UmXNz9cK7c6v/uiGFO9K1PSLVnhMopANAoqGQDgAAaa1JK6TbBg8mU3a2HPc2+N98p5PGFT9Tww8/SJZp9wsuaPf1WXr35k+Xspuz2k22abVWSB8xot3XDwDQmZSVldFzzz1He/fule+5kP72229TU1NTsjcNoFOy9Wt94Khr5y45tPbu3WK4uBo2qiJbIhXSeeCoYg3qSGc9br6JBr7+mtyObJsahopCespSTTEopANAR0MhHQAAukZH+pDmQjrHk6Sbiuefk8P8k0/SPwi2B+eMWnr2DIh3caz1F9Ltw4e1+/oBADqLHTt20PPPP0/V1dVUVFREU6ZMIbPZTKtXr6Znn32WKioqkr2JAJ2OtdS/55tze/j4FNfOnSFjXZhZyzFXIhbStYGjoTLSQ7ENUB3piHZJVaopRr23Nxf7o108KKQDQIJhv2wAAEhb3sZG/UOYsSPdo+0Omi44w7Nm2nQ5XnTVVXHd7dq9ezc5t2+nrAMPbO5IH46OdABIT263mz7++GNao0VZMafTKRFXvXv3pksvvZRycnKotLSU3nrrLdq3bx+98MILdO2111J+vj9qAgBiiJCLFO2iCul9WxbSVa65Mes8HI6ks+23H9WX7SPrwIGtbpuKf3FuQ0d6p+tI34dCOgAkFjrSAQAgbTk3bZJsTXO3bmQpLDREu6RXR3rFiy8Reb2Uc8QRZI9j7Iqtrxo4upM8dXX67teZ6EgHgDTEmecffvghLVu2TCJb1BcX0QcPHkxXXHGFFNEZF9Kvu+46Ki4uptraWnrzzTel4A4A0bGWRhPtEqEjPWjhKtywUZZhMlG/11+jzXfcIYPSW6MGksqcGLe71fNDEjPStff2lmL/8+/W4ggBABIFHekAAJC2mjZukkPbkCEBXSvpFO3irqykqvffl+NFV8evG51Z+2rdYtu3U9PatXKc414s3bvH9XYAAJKNi+UzZsygFStWkMlkonPOOYd69eolP+Pvu3Xr1iKjmTvQL774YnrmmWdo586d9MEHH9B5550n5weA6N5jeKqqyFNb2yKqpbVCuik38PzWCNEucn67nXxWa1Tbxu91Mmw28jmdMvBUdc9DavB5PDLDhyEjHQA6Gt7lAQBA2nJu3CCHmYMHyWE6dqRXvvGGfJjIHDWSsg87LK7XbVUd6du3k2P1ajmeOWJ4XG8DAGDjxo30xhtv6IM8E2H37t0S2bJkyRJqCPE/4LvvvqP58+fL8TPPPJNGjx4teej81b179xZFdKWwsJAuvPBCyUxftWoVffPNNwm7DwDpxJybQ2ZtYT5cV7oqpMsA9ODLq2GjUWSkx4o72K1a8dy5ZUvcrhfiF92oNBfS/Rnp7rJ9SdsuAOga0JEOAADp35E+eEhaFtK5U6ry1dfkeNFVV4ct9LSV+hDJw0ab1vg70u3DUEgHgPjh4vO7775LHo+HLBaLdHQnIvf8nXfeofLyclq8eLH8rRw4cKAUyCsrK+WrqqpKzsuDRA844ICYrn/AgAF02mmnSSzMt99+K1EvkydPRmY6QBTxLp7KSpnFYh85MuBnPq+X3Lt2+c/Xx7+wb2QKHjaqdSTHi61/fxlY79oW/4GjPpeLKt95h3InTSJbFJntEDofnUwmysjMDHj+PchIB4AEQyEdAADSlnNDUEd6TnbgG/AEc2ndla3tbtxWjnXryFNRQaaCAso/cWrcr9/WT+tI37mTHKtWyXF0pAPE38KFC6VTetCgQTRq1CgZahnvhbFU9NNPP9FHH30ksSps7dq1kjNus9niejvff/+9FNGzs7OluM3d6Zs2bZIvoyOPPJImTZrUpts46KCDpBg/a9YsuV8///wzHXHEEXJ91ijjJAC6Go5McSxbFnLgKEd0cMGZi6XWni3fR0knMv+d5Fk4hYUSxRJPVi0n3bk1/oX02i+/pD3/91eqP/ZYKn3yibhff5fJR8/J0f9XmrWMdG6W4S/VPAMAEG8opAMAQFri4VDOzZsDM9I7sCOdu8U3nXW23FbpU09RzqGHxP02mrS4Fe7iyrDE/186Z4SS2SwfZB0rVvhvazgK6QDx7sj+9NNP5fiOHTto7ty5ksfN0SJcnO0RYYBeZx7q+cMPP9D06dPle76fW7dupYqKClqzZg3tv//+cbstLm7PmTNHjk+dOpUOPPBAuZ3Vq1fLIFHuSucvjnDJzQ2MiojVMcccQ0OGDJH7tX37dol54YL6NddcE/fFAYB0oO/5tr1lsdqtYl04rzzEYhTHr5hyc8lbWxtx0Ghb2Ur7+7dt29a4X3fTuvX+69buI7S9kK5ws0xGVpbEHfLAURsK6QCQIMhIBwCAtMSZllwAzrDb9SFVGR1YSHfu2EGe8nJ5Q7/t+uupfv4P0V92+w6qmTZN79IMx7FKK6SPGEGJwMV5q8ol9Xql2wu7IAPEz65du+h9bVgwd6LzF3cvc/GXM7sff/xxGWTJHesu7szs5LjbfMGCBfTYY4/pRfRDDz2UTj/9dBozZox8v3z58rjeJg8Q5ceuf//+emQL55pzp/ixxx4rRXyOZmlvEV0pLS2lq6++WoaVcgc8577zNgBAS9ZSLYc8REZ6pEGjiknLSY9nPrpiS2BHulOLi+G9CiF26n28seucO9MtRVpOOuJdACCB0JEOAABpqfGnn+TQPma0dC0FdKRrnSyJ5Nq+Qz/uczho2w03UOlTT1JOFANBd/3xj9Twww9U+tyzlHv44WHP51jtj1uxj0xMIV0NHFVDwDL32y8hne8AXVFNTQ29/vrrUuTlLmYuvPLASi42r1u3jpYtWyZRJ9ylzl+zZ8+Wwi93VPP5Ohu+P9OmTdMHfWZlZUmUysSJE6UAwoV07hxfv369nIeL0NF0tnOMCj9mOTk5chkuiHNHf2ZmJm3YsIFWrlwp13/yySd3WFwO3w531fP2vPLKK7IQMmzYMPkCgGa2Un+xOlS0SzSFdHNuHrlpF1lK4t+RbtU60rnozY0N8fz74dzqH2DqrqyULHj1PhXa3pGuctL5PSsGjgJAIuHTMAAApHUhPXvsWP20jox2ce3wfyjMmTSRyGql+tlzaNsNv6T+LzwfsE2hNK1ZI4eNi5eELaTzB68mrSM9c0TggK54snJOutZMn4lYF4C44OL5G2+8IUMpi4uLZcCmKo5zBAjHuvBXXV2dFKA5BqW6upo+/vhjmjdvHp100klSfO8suJCs4mu4yM3F87FjxwbEnZSUlFDPnj1pz549Ersybty4Vq+Xu9f5MQmFC+s8wJQdcsgh1KtXL+po/Bxxxz0/f5wFf+ONN8p2AUBwtMv2FgVl105t0KjaMy4ENXA0ER3p8v7HZCJfQwN5ysriGh/j2qLFxbjd5K2pIXO3bnG77i5dSO+hDRwtL0/KdgFA14ClTwAASOtCetZBB+mnqTfcHVJI17q4bYOHUL9HH6WcI4+UzvTyZ5+LeDlPTQ15qqrkuGPlyvDXv2OHfJDg3FA1TDVRg8AUOwaNAsQFF8c51oW7si+++GKy2+0hz8fd1RxBcvPNN0u+N5+/rKxMOtm5o70zmD9/vl5E54L2LbfcIsXlUJnhsca7LFq0SA779OlDAwcOlDx59VjW19eTw+GQwjVnlyfL8ccfL9vF2/PJJ5+0GtkF0JVYeYFLm8Xi3rcv5o50S2F37XrCF9vbymSz+bfPEMUSD8b3ecxdURm36+7K0S7MXOwvpCPaBQASCR3pAACQdvhDStP6DS0L6R2Zka5Fu3BHkykzk3rcegvVf/stNSxYQD6PhzLCRDMYszgdP/8c9vodq1Y1x62EGMIVz2gXJXMYCukA8cBxJOzwww+XvO7WcG666uJ++eWXaefOnXIdRx11FKUqLhhz9/zMmTPle14QOOGEEyLGI3Ah/auvvqLNmzdLt36e1m0aCi8o8IBSvr4LL7yQ8vPz9Z81NjZSZWWlZM337t1bFiCShZ+7s88+W7LuudOeu/MPPvjgpG0PQCqRWSx9+pBr2zb5svKQ8+BCet/whfSiG24ga99+lH/ySQnZPmv//rIdzq1bKTuKvWSiEZy57qkoJ0pgQ0SX6kgv0grpZSikA0DioCMdAADSTuPSZVzFIWtpqT54iJmyk9CRrnV020eOlF2QvbW1kTvNt2m7+/IHgb17W3RoKU2rtViXBOajG3e7ZuhIB2i/8vJy2rZtmxSA1fDLaHG3NXd1s8WLF0tGeKrex1dffVUvonPBv7UiOuvevTv169dPivA/R1hIVPef7bfffgFFdMaFc+5S5+GtfJ3JxsX84447To5/8cUXtHHjxmRvEkDKkAgV6freHnNHetbo0dTz978jc4RFt7hkuMdx4KhLy0dX3OUYOBqvjnTOSGduRLsAQAKhkA4AAF0i1qXDM9K1QroqRHPXVbbWhVg/f37YyzlVbqYmXNHdoeWj2xOYj84yhw2T7E77gQcgwxMgjt3onJ8dXACOBheHeZAmd1tv2rSJUi37/ZtvvqEnnnhCBn1y7vuUKVNo8uTJUQ/qU/Eu3Lm9YMECWrp0qQxfVXnnzO12y+ksmiz1VMAd+TyAlBc/3n77bemoV3jhgKN6EPsCXZGtX2nA+ya1Z6G3rq7VjPREs/b3bxt3pMdLi470ShTS452RjmGjAJBIiHYBAID0LaSPDSqk53RMId1TV6/nXxo7unMOO4zqvv6aGub/QHTttSEv6zR0pKtCeu7RR7c4n0PrSLcnuCPdnJtLQ7/6kjJC5BkDdAVOp1OiVAYMGBB1MTgcLqKqAvBBQQt90eJsce5k//HHHyUjPFWGjq5du5Y+//xzKfAz3q6TTz6Zigx7BUWDh6xOnz5dCs18fQo//pdeeqlEpfBtceY4Z8hzR3pnwK+d008/XSJntm/fLjn3fH94kYAXDfbt2yf3jQeuTpgwQY4DdAW89yBzbW8uMLt2+QeNmrt3b9F13JFs/QeEfG/WHsFFeXRPt6eQHroj3YOMdABIIBTSAQAgrfi8XmpctkyOZyepI921w99VZS4okEK0kn3YoXLYsGgReZ1OGWTV4rJap5J99GjJSG8MEW/ARXq39iEzc3ji41aCO34AugruguaIEs7i5iJoe7ufOfubO4+5o3x4O353x48fL4V0ztzmgjIP1EwWLpxzXMmaNWvke841P/HEE6Vzvi0LD3x5zhTnjvampib54sLzli1b6L333qPzzz9fj3XhxQjueu8suDjOee7PPvssVVRU0KOPPtqio58XEb777jtZLOEOdb7/vJhjjPHhiB8utnN8DUBnZwsR7eLasTPp3ejM1j/+0S5OLdqFFxA4F96DaJd2RLsE/u8zGzLS+e9nexe/AQBCQSEdAADSinPDBskhz8jOllgSI72ryeUKW8hORKyLwoNBzUVF5CkvJ8fSpXrUS6hOpfyTTpRCeqhoF8fqNfqHsETlggIA0axZs6SIzn744QcZ9tmeD+Yq1oUjPtrTcdyrVy8poqqhozy0lAvaH330kcS9LFmyRM7HRebDDjuMjj/++IQUFDjr+4033pACsMlkkts6+uijZaGgPfjx4S+F7xMvaPDCARfT169fL6fz89HZcBf9RRddRM8995wUyEtKSqQozp31fN+qq6tl0CoPao2EFxNGjBhBxx57rHSxx4KHsfJCDN8+X76jFiN4UYD3qEBxC0J3pG+PadBoR7CW9pdDT2UleerqApojQtn7yCOcPUU97rgj7OvcpUX4cfwgF9LdiHaJY0e6fw8oHy8+8vMVh/fIPpeLar/5hnIOOSTmiMP6+T+QpaSEMjFMFiCtoJAOAACdCu8C69yyhbLDdIY2aAWkrDFjJJfcyJSVFfAmvKML6fyhKufQQ6nm88+p/vv5LQrpXoeD3Hv2yPG8qVNp7z//Re6du8hdWUkWw8A8x+pVcojhnwDt6zaPVEDkYu23336r/+7u2bOHduzYIcMw28LhcNBKbWGsrbEuwV3pXEjngioP1Pz444/lNoLvI3c3cxb7oYf694iJtnOeC+P9+/uLSKFwFMlbb70lRXQ+36mnnipF4UQYNGgQnXPOOZItroaQDhw4MObYmFTBhe9f/vKXUtDmQaT8+uLHsUePHhL3wq8Tfm656MyLEnzIz4fCHfrLly+XhQX+OvDAA2nq1KmU3UoEBheyeUGIi/TqtVJQUEAHh1jUjSfuDOXfJc7P5wWg0047TRaDAIzvlXjAOr8PMtntUQ0a7Qjm3BwyFxaSp6KCXFu3knnUqLDnde3ZS+VPPS3HcyZNkq9QndRqiDzHD9Z88gk60uOYkc6vHVNenjTUuPeVxaWQXv3RR7TrT3dTt/PPp97/d2/Ul3Nu30Fbr7xScvaHTp/e7u0AgNSBQjoAAHQqO++8k+rnfU+D3n+P7CE+0DT+tDTkoFGWYbVK1jd3qvh4t1BDcTqe+M0zs2q7KxtlTzzMX0j/4QfqQbcE/Iw7k5gpN1c+WNoGDJBFA8eKnyn3yCP08zVpg0YzRyQ2Hx0gXXG2OMeR9O3bV4Zh8qERdwR/8MEHcpy7hblzd9myZZJl3dZCOhdHeUhmcXFxi9trCx7KOW3aNCovL5cCM+MiJRfNuahqsVikW/2rr76S8/HtRpOnztEzL7/8shQ/L7744pAZ5BwnwxnfXJgtLS2lyy67TG4vkTgq5pRTTqHPPvusUw0ZDYcXP/grGC/u8H2LdP94UeTII4+UPSb4dcW5+xyFwwXqUJFB/FzyeWbMmEENWiQCF935+OzZs6UQz8X6ROAFAl7k4cI/48Wop59+WvZeOOaYY9q99wJ0ftzly1no3PVdO306FZxxRsoU0pmtf39qrKgg5+bNId93Ks4N/j1lWNkzz4QspKv4GlNBAWUO8ncpY9hoe6JdWi4eWoqKyMmF9LJ9cekEb9D2JGtaty6myzWtX8d/fGUPBLVABADpobm1AQAAoBNwrPW/keUPNBEHjYbp+FTdK4nMSVcd6bYQBTceOCrbuXSp3lGjOLVCOn9o4w5FzklnwfEuzYNGRyboHgC0TV1dnXTZpirOmZ45cyZ98sknUtTm3O1nnnlGiubccc7fc/GZC9NcLObOYS5KczGdrVixos33T8W6cDd6PKItuABpjD/heBcuaGdlZUl8CGeNH3HEEXrW9jvvvCNF99bwIE9+nNRldu/eHfBzftz48eGhmd26dZPM70QX0RXunObO90MOOUQK610Zd/9zXvzVV18tnfn8u8cxO/xa5m52lanOi0J8+ocffiiF88LCQsmgv+222+T548stWLAgIdvIt/3SSy9JEZ1f8yeccII8b/za+v777+nJJ5+U3zPo2vi1UXjllXJ877/+Le+NVCHdkgKFdDWLJtTMGqOm9Rv04w3fz6dGbfEoVD46v8/jTnfmbqUj3bVjB+17/HEqe+ppqnj1Nar68MMWA0u7mnAd6QEDR8viM3BUNa/w8xAL4/ldO/1zjQAgPaAjHQAAOg3OKeR8ccZxJ6GGcDo3btR3mQ2Fu1e466kjCunWfv7cTyPuNOcOK/6Q2LB4MeUeeaT+M6eWm2nV4hTso0dJ9zpnpSuc7d60wf9hzY6OdOgAZWVlEuPBwyS5q5m7aIO7SLkzmWMbODaCC3UcW9FRxdVYOmO5mKiiQbjwzIU+7jTnbl3+MuIM83PPPVcOueuaC5d79+6V88cSk8K4WKiy1rmTPF6OO+442T7uQh48eLDcx+ACFXcp82BLjgPhLvJrrrlGiu2RCumMr5c78dVluDDPBVruYOYFB34NcMd6Rw86VYsa4MevzRtuuIG+/vprKU6r1zJ3nHP8DefL8+IPd7pzB/ikSZP0SCPOR+fC+9y5cyUqKNTrgoveHPXDv/dceI8W3+YLL7wgrz0ejspFf36NqtfYp59+Krn+HE3E3fXQtRVefhlVvfOO7JlX9r9nyLVLDRtNfiE964D9qeqtt8ixrGVh3Ei9NyP+3+d2U/kzz1K/R/8TcB41tJQL6RatkM7vSX0eD2WEiRrb+/AjVPPppwGnmYuLab85synDEPnUlYQbNsrMPdTA0dYXjlvjc7v1TnSJHophvpJL2ztVju/YgZx0gDSSWp9wAAAAInBzd4nPJ8c9lVUtfs5d3owjUYyZ4kZqN9BEFdK56ODUC+kt4xu4sMXxLtXvvU/18+cHFNJd27bqH7BYqI50Jw/Zc7tlt2BL794JuQ8AiupK5mLYu+++q5/OBXUuinFUCHcoc3QIF6UZdz1z3AR3QqcKzoPmgjAXszlr+vTTT9dzyrm7mSMvuNDMsSgqcoOjNTizWv3ecqGR42A43oUvE0tXuRqOyR3usRQjW8NF7JNOOiniebggfsEFF0jnPT833J38i1/8IuSwUy7E8wBRxkVyjlHhhZRXXnlFFkZ27fJ31fF950WGRGWiQ2z4ueQ9J0aOHClFcS58c/e5yuTnPPKzzjqrxVBS3qOBM/R5gYgPeSitET/3/BrgYjwXw6+66qqonnPuhn///ffl7wZnsPPrjf9mKMOGDZMiPg/H5T01eM8JDCDt2kyZmdTz97+j7TfdTBUvvCARfKkwbJTZtT1/uKkhUsG7SYt2Kbr6aip/+mmqnTmTmjZupExtAYmpTnLOzdYHV/p85Kmu1gvr4Qr0OUccIR3YtV9/Ld3W3LSh3i92NeGGjTJLcY/mzwzt5Ny0SX8tynXu2iWfMaIRanguAKQHFNIBAKDTUIM4Vfd5uBzDcLEuHVFI54FUPo5+yMgga5gcZI534UI67/pr5NQ7lUoDolv4zTjfX/7Q5dB2MeVudBQeINE41oOLYfxa42Icd5BypykX2PjLGAnBxWfO6OaOb+6M5SJdR7xGWxsaytvLhWDupuYuao4i4eGVCmeec4GQFw0ibS/nSH/55ZfSnc8F+QFRfphm67SONi4gJgN3k3NhnDuEedvfe+896RA2DrBkXDDlhRFeUOBuZr7Ms88+K/eZ8ePM0Rycbx2PnHeILx76ys8ZP4ecRc7PJy+28KJQqN8Rfv4nT55Mb775Js2fP1+6/bkoz3uY8J4XPCCUf7/UYtSrr74qUTJcHI+E91rg1zwvvvDvm7GIrvDr6PPPP5fFHV7E4s566NpyJ0+mnEkTZQ4Oy8jKai42J1HmkCGUkZ0t7xt5r8fMEHMjpIlinb+Qnj91inQx1339NZU/9xz1ue++ENEuA2Ruj7mgQIrovLdlqEI6Xy8POWW80JA5dChtPONMalqzhprWr++ShXR+TPSO9FDRLtoQ6ngU0h2r1wR8z53lURfSjdEuMcbCAEBqQyEdAAA6Ddeevfpx3hU2WNOatQHdQ6Go7pVEFdJVB4qlpCTs7p/ZWiyEY9UqiahR3fPNnUr+D0b8ActaWiq7OvN5s8aOpZoZ0+VniHWBjqA6WrmwysVmLrJxpyt3vHLnMg845NgSjjo56qijJAqEI2C4cznWYnOsH6S5SDhnzhy5HY4vGTt2bIvz8bZxEZ0XBDi2gjPEe4fZk6O1oj935HIsy5IlSyRGY/To0VKYVxEaoTq8GRciVUd6qMGdHYUXQi666CJ5PFavXi2dxpw3brzfKtaFC/6SW1xYSJdeeqkURvm55MWEjo5ygdhxAZufr2h+/zgWiBeTuJj9yCOPtPg573XCxXaOgFF7J/DfAn7dh8K///x6Yfx7Ge73jX93uJjOMTTclY5COvDfnJ533UUbzzyL/3BKDF4qNAxwB3rWqFHUsHAhNS5fEbKQzk0UXBDnJgrboEFUfN21Ukiv/vgT6nHLLWTt1Ssw2mWA9j6vqEguxznpmSH+PUgUodZ9zdGAjIvpUkhft57yJk+mrsbncPBuL2GjXSx6tIt/Abg9mtb4m1cU544dFO1/QD6vgkI6QHrpmqFaAACQVLxr7JbLr6Ct11xLPu3NcDw60t3l/u4Ta6/A3deNuKuIBQ/6jJfmWJeWg0YVa0mJf3iVzycftFT+u9r109hhZNcG6lV/9hltPv8Cqp89R+/cAkgkLlarPHFjHAkX0LgAxkXYX/3qV3TXXXfpWd1cZFWRLtyVnghcwH/uuefo5ZdfloI+x0jw8FAurBvV1NTIoEMuovN2XXHFFWGLerHmc3NGOHfTcnHxtddeo//+979SDFQDHo228UKYwyGFfC5YJhMX/M855xw5vmjRIlmIMD7fxkK6wnsZcAGes7VRRE8/XKjkWBjj3gn8u8wDTDm+hxdSeO8DPuQ9G7iYzjFJ/HtlfL3za5yL4hzpwjj+iBdeIlHxSjzENzjfH7omLlJ3v+giOR5t529HsGv/1xqXL4sYv8Lv/UxZWbJnZPbBB3NelmSlM87XdmnxWDZt4chc6G+k8FSGHjjKjRTM0rMnmex2OZ6531D/bWoLtF2N8f27KTsrwrDR9mekq71A1WeHaCNaPLW15OWFFQ2iXQDSCzrSAQCgw3HmYMMPP8hxx88rKWv/6IbvufcaCumhho2W+z+ImAv9u3VGjHapT1RHur/rxBYiH90o/6STaN+aNVTz2WfU7Zxz/B+u3G7KsNmkm13hnPTa6dOp+t339O6lPg8+SDmHHpKQ7QdQODeZY104EiJSlENwxyDHfvAAQe565stzV3M8t4k7Yrnoy123HFnB2eyrVq2it956i6699lopAHKnPBf0uCOdi3/cia7yztuDC4q8gMDduxx/wV+8TdXV1TLIdN68eVKU5C5eRRWnuRs9OEolGXgR5JRTTpGOdB4QyzE3HAmyZ88eWXzgx9UYfQPpj7vBf/e730lh3GazhYyB4cU0zjp//vnn5fX/1FNPycIKz0rg+CRe4FKFdb6+KVOmtHq73DHPf1v494f/XnAcFEDJHbdLQ0TuscdSqlDvU8MNHHVqhXSOgVGKb7qJtl5xBVW++SZ1v/giogyTdFJzUZaHhTKL9n6VO9JDXq/qYDfsscEd6ayrF9L5/XyoYavqsY1LtMsaf7RLLg8nnzkz6s7y4POhIx0gvST/3TwAAHQ5TVphidXNmhX15Vx7m6Nd3FUtC+nuCv8HEUtRYdIy0lW0i7Vv5M7T/JP9AwLr5/9A7n379A9LPIDK+MHAPtrfka4GTQ3+6EPKPfKIhGw7QKhYFy4KR8ogD8bDCFUh+QdtwSxeuOOVi+hc+OVu+JNPPpnOPvtsKXBzRyx3h3OOORfbuYjOwxWvvPLKuBTRjV3pZ555pgzw5AI9bwcPaeSoCi6qc440d6EH56MnM9Yl2MEHH6x3C/MCAEfyqO3kwmi4mBpIX/z65b0mIv2u8+82v+b5tcyvEf4dW758uUQXcRGds9A54olz2nlBpjW8sKS60nmPDsbXw3uz8O8yR8Tw7xR0LdzRXXTNNQFF6WSz7+/vSHesXUvepqYWP29arxXShzZvc85hh1LuccdJTM2ev/89YKC8WoA2a+9XPRWhu6ed2wIj/4yFdM5r5z08uxr1/j0jxKBRY0e6u7w8pr1eg/F7cx7qSiYT5R5zjJzm2rGzxbbsuOM3VDPNH7vY8rNAX/26eI8EAEgP6EgHAIAO59AKNqqQ3uOWm6O6nNuYkV7VvMsk8zY2kk97c81d2+GowUQJK6TvaD3aRX2Q4l2FHcuWUc30GUQm/4cqW2n/FoNJCy+/jKwDBlD3Cy8M2X0DkMhC+ogRIwIKw9GYOHGidIVznvixxx4r+eLtxQU2joBgnMnOneaMC3o80JCHYnIH/Ny5c+X08ePH04knnpjwojBf/xFHHCHd8R999JFkRPPh9ddfT3V1dTKok4smQ7XiR6rgx4a7iPkx++qrr2QYazIHokLnwFE/l1xyiQw05b8LHK/ERXP+O9GWBSte0OGCOb8WOZ6J5w+ovze8uMN7TXCBnn+f+fc+FfbqgK7H2rcPmbt3l70hm1avpqyg2CIV7WIbHFj873nnb6huzhyqn/Otfpqxu9zSvTCgESSYnqle2vyekmfnZGRmkq+pSaJfbAMHUlfsSDeHyEdn+tBWj0diIEMNcY1l0ChHDKkFkuCIlpoZM2TP0sYVyyn/xKktYh55ZpMU9B0Ocu/alVJxRQDQdngnAgAAHa7JUEh3/PxzwBDRaDPSuWju5YFDQVEvHI2iiuXJ6Eh3atEu1laiXVjBKSfLIb8J1z8sGbqO1JArHr5VePHFKKJDh+EuUC4Ac9GqLZ3U3JHORTXudF64cGFctonjJDgCgqMngou9XFTnHG/uquXC9llnnSWDDjuys5qz48844wyJu+AcaS4OqlgX7qDnbt9Uwttz+umn63sOqOIlCukQDRUBxAtlRx55ZJv3+uDoJ/794D1NeKYBvw75d5w72/lvD3fI8+/T9OnTJZudu+ABOhovhtoP8EcPNYaId2nasL5FRzrjInfhpZfKcVVMV4NGAzrSw0W7bNf2VjQ0WfD7QtvgwV023kUV0sN1pGdYrbLo0d54F8fqVXJoHzlCBt/K9e3ZQz5DZ3mTlqHu2rKVPHV1+umqc51jHlVXOuJdANIHPpEDAEDSCuncUcPq5sxu9TL8IdsY7RI8cNSjdfNwN3pwZrORSetgSUQhnXex1QdJRTFUMO/Ek/jTGTUuWUL1WgQGR7sAJBtnjquCeFu6yfl38PDDD5fj3CHeEIffN46QYCNHjgxZIO/VqxfdeuutdNttt7U65DCRxXQu4LPvvvuOFixYkHKxLka8XdxJb3wM8/Pzk7pN0PWoeBfGxfkbb7yRJk+eLJ3vd955J5100klSuOcIGc5m37rVH3cB0JGyVLzLiuUt3ot69pWF7Ehnxb+8QS/sBse0WLQ9KFvtSA96b9iVc9LV+/dwHemBA0fbXkhv0jrSM4ePkNx1+czi9ZLL0NSjMtTl/Nr7poBol379ZG8GOQ0DRwHSBgrpAADQoTiCRX0w4CGbrG5W64V0b12dHt2iOs5DFdJb24UzkR3p0jHvcnHWA1l69mz1/NaeJZR98MEBb8Bt/bHbJ6ROrAsPpmyrAw44QDKVObv822+bd2tvC4/HQz///LMcjzSQkLvBuZidTBxxwdvIi3/l5eUp3+XNQyHVMNlU3k5IX7zwdfTRR8seHZzBzoNNFV7I40gXNUiYhwu/8MIL+t4eAB09cDS4I71p40Y5tPTuTebclsVdc34+9fjVrfr3xvd5Zi3aRb2HNeK9Lt1aAwnHuYQspK/rvIV0d2VlwJ6lMQ8bjbD3qbm4KA4d6av1jnRuDlBd6arbnP/HG4vnDu19k/882t6pffvql3OiIx0gbaCQDgAAHappw0Z+90nmwkLqdq6/kF4/b17I4U2hYl1MeXlk7dM7IM7FuFssX290hfS27R7Ob5zVm/hgKhORt493vY1G/imnBHwf3HUE0NE4RmHPnj0S6zJ8+PA2Xw9f/oQTTpDj3Jldafh9NWpsbJSBlxzrEK5znfOT+WdcJOeO1VTHHbRc1GdcFIznsNN440IlD4fkXHv+AuhoHN/CETFjx44Nu0cZDw6+7rrrZI8U/j/MQ4X5MFocCfPmm2/qQ00BYsV518y5aRN5ampa5KNHGo7a7dxzKWv8eOlsNg6Rt2jRLqE60jn/XL3vNRsWl+S29uvcHemONWtp/XHH07Zrr4v5sqoRxhQm2oVZiv3/c91loYe4tnobDoc8z6ojnTUX0nfon0s81c3zmhwrVzXvQasPG+WOdES7AKQbFNIBACApsS6Z++1HmSNHkqWkhHyNjdSgRSCEo7pyLD1LyFzQrWUhPdqOdO2Nt7c+9o50fnO86/e/pzWHHEoOQxeK4tLy0W19W491UfKmnMBhs/5vzGb9jTpAsqzWurC4YN3e7m4esMnXwx3lPDQw2JYtW+jJJ5+U4hYPGpw5c2bEWJfRo0dL0S3V8ePG+eMcRzFhwoSIcVOpgIuUU6dOTbkcdwAjnoHAv1ecoc5zHEJ1pXPHOg8mDjZnzhz52/bpp59SjaEIGoz/VvFch7ffflvmRAAo/P5SDZLn+T6Kc70qpPtzy0PJsFhowEsv0n6zviGzNijb2Pzhra4mH+/RaODUCuk8nDT4f4jqSHdu3Eg+t1t/j7r1mmtp49lnt9qckky8nXvuv1/2Mm348Ue9CSWeHekq2qWtHenyWcXrlefHUuIvygcXxIM/B6iOdN5bVhX7OdZFL8Aj2gUgbaCQDgAAHapJ++DLhXT+YJB7zDHyfd03syJeTg0ktZb0bB4iFCYjPVEd6TWffkbVH33Mn7Sp7tu5LbfRkIkYLUv37pSrZUnzm20ekgSQTKo41Z5udIV/x1VX+rJly2jXrl3yIZq707mw/uKLL0pRS0WLLFmyRIrrRi6XSy/uR4p1STX8+N111110xBFHJHtTANIGL/bw4pSav2D0448/0r/+9S/64osvWhTXFy1aJMfdbrcMAg7Gf5c40uqJJ56QYjsf5w72phQuSELHs4eId1Ed6bYIHemqmM5fRmb+36cNkueok1Ad6cGxLnJav36UYbdL8d2pxSU2LPiR6ufOpaaVqwJiRlJN7cyZ1KDNBWJ1X7dcZI+qkB5FRrq7bF/7Yl1GDNcXMYIL6U1aPnr2IYf4v9+wwR9fqTXVWHr0IFNmJtn0y6GQDpAuUEgHAICkdaQzvZA+a1bE3bRVtAt3sKtCesiOdG032XhnpPOg091/+1vz/QjRCefcvFkOraXRF9JZwdlny6F9zOiYLgcQbxyfsk378B6vvOw+ffroBfBXX32VHnzwQfrPf/4jxSz+necsdR4uqIZechGLi13Gwr7T6ZSIlNIQBYVU1hm65wE6G44g4t8t/lulFt527txJ06ZN0wvqvIeLMm/ePPmbohbsFi9eHNBtzrEvnLvOXeg814D3KOFoJj7+ySefxBQhA11v4Kge7aJ1iceCYwD197RB8S6qQB4q8i/DZKLMwf4O+Kb1/vfVVW+/3bxNa1JzhgBHpuz9+0MBTSd1s75JQLRLUbuGjeqDRkeM1E8L7ix3aOfJPfoofxOP1yufDVw7AptqVAGeP8cE73UAAJ0TCukAAJDUQnrOxMMoIzNT3pg6I2Q9uvdqhfSePfWsSE9Vczahypc0F7bSka7tCuqLIdqFP0Tv/vM9suutury6H0YOrTvFPsKfpxit/KlTqP/LL1GvP/85pssBxNv69evl9c5DQo0D/9pr8uTJUvjighV3eHJ+eq9eveiss86is88+WyIbjj/+eClgcYFr/vz5sh3cia7iXsaMGZPyESkAkHh5eXl00EEH6V3p/Dfl3XfflVgW/lvCuADOe7PU1dVJYZ2deuqpskDIf1u+/vprffHwlVdeoa1bt5LVaqWjjjqKbr31Vrrgggvk79SKFSsk6gWAZR3gXxSum/udxJJ46urIvWuXnKYK27GyFIYppG/bGrYj3ZiT7tywQbrZa2fM0H/mWOPvqG4Ln9NJO+74De377+MUbxUvvigd3fxevt9jj8pp9T8ulMcxvsNGi9uVkW4cNKq06EjXol0yR4wguzaYneNegvdO5SJ7hs0mhXaX1hQEAJ1b4L5FAAAACcRDeVRneeYwfyHdlJVF2YcdSvWz51DtrFl6gT1ctAtnpPuanB3akV794UfSMc+xK33++Q/a/ssb/bmULpcexcK7czYPJoo9EiNH2zUUIBViXeLVja50796drrzyShlkygX04uJiyQ834iL6lClTZPDorFmzpKi/WdvLIzc3V49zAACYNGmSdJavW7eOXn/9/9k7D/A2qvTrv7Yk994dO07i9N57I52EkhB66AsLCyzsAttZ2PLx313Ywu7Se1tqIIWSQAhJSEjvvTvFSZy49ybZ/p7zztzRSFa1Jdf7ex4/GsuyNLLk0Z1zzz3nAyosLGTH+Z133klvvvkmf49VL8hLhxs9LS2NOxuioqL4dw4fPszHmO+++44uXrzIDnT8rigGzsjI4Mm9VatWsdMdv4/VNZLOTejw4RQ2bhxVbtnCeeTx9/6YrzckJjQqBPUUxQBygiwFtkK6WXOkZzj8vSDVAV9z/ASPU9ntjFVQdXXNcqSXb9pEpV99xfeVcO+PFRHYB0BEzn/lVd5O+sUvKKR/fwrq0YPHzoikibr8co/up86jjHRRNuq9Ix0TbSK2RT+e14R0lIyWlVHt2bOaeQbPpWLDBqo+eIjIaNDy0cXqAbjZsWoVsS9BXsQ/SiSStol0pEskEomkxahRHefGLqlkiIjQrg8fM1b5uYMCT/uyURMc6bHOy0bdOtJVIR0nHHDduN3nkye5FAkkPPQQRUydyvfBuZS6LGetmCg+nnMRJZL2BtycEJb8IaSD9PR0dpFCSLcX0QVDhw6lbt26sfAFER0udmSM//SnP/WpQ14ikbRv4uPjaYDqAkW8C1arXHfddTxpd8UVV/D1GzdupG1qkfnUqVP5NijWxXFGRE2htwGTeHfccYcmousjZNB1gGPj4sWLOWJK0rlBFEvXl1/isWBDTQ3lP/c8Xx+c6Tof3RXCAFJXaHVPN9TVac5nlI06QkTJYPwpYl1iFy1Srjt6lBoclO56Aowjyg7VeV0E6or855+nhqoqCh0xgqKuVP5HI6ZN48sydYWIJ6CkVD+ed4QxMUE7T3AUpwIHfNb8BXTuoYca/awehcWqQz6oWzeb+2TzDHqS1q+H4s7jfWN8vNWRfuiQlpGuF8zt3ewSiaR9I4V0iUQikbRarIsgqJvitqk9o7g7XGek66Nd1LLRhgbPHemhodo2XOSuqNq7l84suoUH1aFDh1L8j+5ScinV/dfHu1QfFsVE/WT8hKRdgrzh6upqLvOD6N0a4H/n6quvZrELUS4Q0OEKDQkJaZX9kUgkbRd9ke+MGTO0DoV+/fqxyA5nKSbl4CTvrRt3TJs2TesvwPHu9ttv5zgrR8ejBQsWsIsdBcnIWm9tsB9w06NAVdI6BIaEcCxJ1Ly52nXBbopGXWGIVcatlkKrOUTL0zaZyJiS4vD39GNRuLoDwsIo8acPstiL+JOmiLb4nylfZy3jFSstfUHldiUiKeEn92nj5MhpSk8SVqU26LpRmutI5/ME/I/jGKD7uwrg4MdkQ9m3qxuZaixqf0JgVBSXhQow/ocRCJR/pwj/wWr0S8hARUhHRrrWl6QX0u3y1SUSSftGCukSiUQiaTFqjinCc4idkG7qqgrpasmhPRhci+WZiHYx2pWNBlZXE6kDcEOcayEdS1S1OBYX8S7lG36gM3fexXE0IUOHUPrLL1GA6qIVsTTVusLRmqON8xQlkvYY6wLBCdnArek0vf/++zV3qUQikTgiNTWV5syZw25zRL3omTt3rjYBJ9zoAkTAIEYKv3/bbbfxKhlnQGjHbUUeO4Tslgalp+iKePHFF7mo+eOPP6YXXniB89sFiLDZvXs3vfzyy7yfEv+CsWSXv/+dYm6+icXuiMumNvm+DA4c6VrRaJcu7IJ3BMTZAJ05JPqKK8gQHU1Bana6iCfxBvyO5eJF6/dZWeQLeBWn6m4P1q14Q1ROYHQ0j7Wr9uzxmSOdRW/1fKCuIL/RZEHR++9r39vHv4gVsI5WlwpBnB3pGPP37aeJ5oGRkfw8zeq5jHCh67elI10i6RhIIV0ikUgkLQacGg4d6V0V10Z9aanVZa7DUlDAsSlwl2AJpUEV1yzqbQ3qEky4U/TuEbc56aqrxZ6y1asp+4EHeAlq+MSJ1O3NNzXxXr//jhzpweqgWiJpbZD7i6xxT52L/spHl0gkEn+B+BU4zO0n/1BIiszzG264geNZ7Bk7dizdd999HuWeDxw4kLp3787udmSmtyQ4fr/66qscU5Obm8sTAnhuWD2EgtUlS5Zw5vtrr71Gy5cv5+M+suFRwCrxLxC4U//wB+q7cwdFTJnS5PsxqpGE+ox0rWjUST46Pz5WSOqc8DE33GAj7lYfOdr0WBexH6cUd3VzYQHZYmHh36hb/QGDSsRU5W9XtnatzxzpIrfekVBeuXmzjdNeCOf2jnRjkgMhXRXERfSLMM/g/xI56RrIRddN0GlCunSkSyQdAimkSyQSiaRF4PIeEe1iJ9RB2BbOD0eudC3WJSGBT1xEtAtcKfU1NWQoVwbVyCf3hIBw14Wjuf/4J5HZTFHz5lHXl15sNFgX+y8c9sihrFadP9KRLmkLHDx4kF5//XUW0iHCnHOTc4piPhSBQozq2Ywl6hKJRNJWgNNc5Kg3B4hkcLjjErEqJ0+epJbim2++YVEc+e3XXnst/fKXv6Sf//znNGXKFN6fffv20fvvv89Z78HBwZz3bjab6WgT3MiSphHYzDJOQ5y6ylKNKATm7HMu89Htc9KR0R06eJByXV91jNqE90D5WkVIR6EqqPWRI71GjTtB5jgmAPREqjnp5Ws8E9LrK9w70sU5A7Dk2Qrphe9/YPO92ZmQ7sCRHqRzmYPgftYxv8hJ599NSdZWv+qLR6UjXSLpGEghXSKRSCQtAgamWLoJl0ZQZmajnwvXjaOcdLMQ0pOT+RLLJzn7EAPq4mIyVijOELGM02NHugMhHaJ4rTrQTfrFY7x81x7hSMfyTdwHLiHqBwQHU1D37h7tg0TirwkruBFRjAf3pMlkYkfjW2+9RXtcLJsWbvSMjAyOMpBIJBKJFfQ2jBkzhrdXrlxJVVVVVFpayhOQEK79QVZWFse3QDC/5ppraPDgwSyUI999+vTpdNddd3H8FX4+atQoevjhh/kS7N+/3y/7JPE9WGkJLIWOHOmuhfToBfM5biTxkZ9r16GrBwiDh6dg9WfVvn28HX/XnXxZc+oUjyuai8gNdzRGDkfXgdHILnFxO2dgzF2Pcwl2jDfuNdBjjG/sSK89d57KVee7MMVYchXhXCC+dxXtAgJCQmzKSEVOOj/PNNueGc2RfvGix1nwEomk7aKEvUokEolE4gfE4BsnecKNjkGno/iVoIwMqtq5k8zqyYMesezSlJyk3R/iXery8zkKRkS7eOpIFw5zR0I6567jpDggwOEgGnC8TFwcu4dqTmZpDhMMykWOukTS0iAjd+nSpZqAMm7cOM4GXrZsGbsTcXnhwgWaNWsWC+z634PLEshYF4lEInHMZZddxsdXiOdPP/20zc8wcTlx4kSt8NRbysvLeUUQhHJxfytWrODt0aNHO4ygwcTngw8+yI71cHVcA7F9/fr17JqvrKzU7k/SdhHdPnWIMVQxi4x0N++n8HHjqNea72yuC1ajjMxnz3KEobsIFEH5+g1czhk8oD+FYdIoIIBFa4yLPTWquBfSrcKzwBAZSWGjR1Hl5i28D3EuDCnCqY9cdUNUlGeOdF1GevHHH3FUZPiE8RSU2ZMjJ51GuzgS0nWOdB7z6/Lr9Y50fdGodl8Yd5nN/Hh6QV4ikbQ/pCNdIpFI/AhEXl84OdojdaWldPLyy+n4uPFc2lnw8isO89EFQarrRhQs6bFcUot/khRHOjDERCuPoxPSvXakq8tDbR9Lcb8bEuJtlmXaY413OUbVRxQRMqRf4xxWiaSlgHACkQdizFVXXUWXX345u8tvvPFGFtTBtm3bOEsXOboi0uWdd96hM2fO8PeOsoQlEolEohSP4rgq4FxktdD0yJEj9MYbb/DxFS7yuro6j+8XE53//ve/6Z///Cd99dVXVFxcTJs3b2bBHgI5MuCdYTQaNREdIAIGkTaYID106FCTn6uk5RBjV4jeiCvUxxyamjAxg04f4dauVlebeUL599/zZeRll1FgaCiZUlOVfdHliTeV2tPKGMPZqs3wsWP50l3hqFmNqXM3wQCMakY6TDcAf9vixZ/yduwtt2h/o0ZCuquyUZ2QLpz/Ajw3Uf6qvx1AnI34e8p4F4mk/SNtcxKJROInqg4cpNPXX0+xt95KKY//jjoblTt2klmNaancskW73j4fXWDqqka7OHKk20W78HZMLNWyg7yYjFpGuqdCunNHuvmi8lgmnWjvCEwI4HnBaS+cNvqsRInEEzDRBlH7xIkT7BIfOnRok6NVIOSA4cOH08iRI7XrIaxDiElLS+MyOhTWQezBY0F4RywBHhsZwPEeruqQSCSSzsiQIUN4whEiOo6bcI5/9tlnnE8OAf38+fNcAhodHc2FpiNGjNDEdkcgcgvHZWG62L59O+3cuZPvH8yePdvrzwS40vG5guO7iHqRtF0C4azGakaLhVc61gcHU31pqceCsSPgSocgjJz0sOHD3d6+obaWKn74gbcjLrtMeezMTC7HrMnKojDdmKIpaONkJ0J6yODBfFnlJpLIfE516ruJvNE70it37aacP/6RI1tgvjF2SeXnWKcWsVtylXG/J450Ft/V1yrYzjwDdzoKR6t27bKJfNHnpGOVAOIjw0aPdrv/Eomk7SKFdIlEIvETVTt38BLJ6gMHqDNSc+yoln0YNfdyqj58hOpKSyjmhusd3j6omyKkC/Fdj1kd5IpoF2CIVQpH64uLyFChCOnGuPhmZ6SLAbUxJcXlfQT37qU50nGSATCAlkg8oaSkhJffI5scGeaCNWvWsPACAQbL9VESii+4DhHJArHGEXAfinK5fk4mdBDbcv/999Pnn3/Oj7tr1y6+vlu3bjR//nyKa+bSbYlEIukM2B+HIXTPmzePj9EQwvGFY/yqVav4mJ6ens7H2e7du/NxFr8fFBREW7Zs4dsIgX7YsGH0ww8/cDY6wO/gem8ZOHAgffvtt7zSCPsBUV/SdsGkCVzkEHDP/eznPK4UQi6c4U0BKyQrNmzwOCe9ctcuqi8v54jEkEFKaWlQjx4srteecp1b7g6MtS3qKjhnjvRQVUhH5xCy4p2tMMXPgSndvZAu3Px47OKPPtauj735Zha9Taoj3VnZqPi5Hvwe4mlqT5yk0MGN/zeTf/sbKvt2NUXOnNF4f0ROunSkSyTtHimkSyQSiZ9AoQ2oK1NcJZ0NcSIQNnYMxVx7rdvbC9cNBrD1VVU2Jw9atIvOkW6IieXLuuISXUa6t2WjigCvB0VA9qK9I0JUZz2KmXDyAYL7yFgMiWdAPDl48CBvw9WYmZlJRUVF7BaHuIIvey5dukS33HKLQ3cjss+RsQtxpkePHk4fNyIigm6++WYW0Xfs2MGudBTowbUukUgkkqaD4ytW/0yaNIn27dvHx/G8vDw6ffo0f6EI2hHjx49nER7HYXwWZGdn0/HjxzkbXTjTvSEmJobz08+ePcufMxMmTPDBs5P4E4jmGP9Wq2WfhsQESnjg/ibfnxiP1hxxL6RjNUTJ0qW8HTF1KseQ8H1kKmOJWnVip6nUnlUMMoaYGP5yBPLOIdwjRqZ6/37eD0dYRLSLB450TAik/u2vNsK1ITKKYm+6kbet0S7WslGO11FNNs56ktL+/nfuRwodrEw42E8IiEkBe4LU3HSzen4okUjaL1JIl0gkEj8hBm71pVa3aWei+ugxG8HZHRhcY3krlrMiG1L/e1peoc4dgrJRUAdHuk8z0oVo79qRHtRLcaQLEd2UkUGGCM8KnSSdGzjNhXv8mmuuoQEDBrCYjpNZRLxs2rSJTp06xaI44lhSU1NZ+Ia48t5779Gtt97aaKm/iHXp1asXu9ddAWEG0S/6+BeJRCKR+AYcz3F8xeoi5JzDGY4vCNtYgYQVRPrYLQjvesEchaVNLS3Vx7vg8RDvIoX0tk/Cww9R6edfcMRJ+MQJHB/YlEkUgejsgamlob5eE8ftqa+uppzfPU6larFt1Lx52s8gbPN9nHIupFds20YXfvFLSnz0EYpZsMBN0ajzElEQOmQIC+lVe/c5FdJF2aiIg3QF/n7O9kl/ToHzDmHgEW50nCc4K2nF6tOmrEA1paXbuOolEkn7RQrpEolE4idEIY7I4OtM1NfWWvMQvSgvDMrI4CgcZAgKIZ3dIUIotykbjbE60tVoF4PX0S6NHemWS4oj3ejGkW6IiCBTly6cH+modEgicQZEb+TqIo8cy/bFyTIue/fuzV9VVVW8/F84xQcNGsQiOvJ3UQ5622232RTMuYt1kUgkEknLgmM6yj/xpc8qx/EfE6o4vje1E8MdmKBduXIl5eTk8IqlLl26+OVxJL4BBZ/48hVcfGky8Rgaxh5HWeuINDn304cUF7zRSClPPEERkyZa76NHpnK7c+d5XB8YFGTz+w11dXTp/z3FZpfCt99ptpAeMmQwlSxfzis9HVJfr425g7oqonRzCIyMpICQEGqormYBHecgIubFmRu9OYh9Rka6RCJp38h1vBKJROIH4CwVjvSGqiou8elM1J48SVRXxw5zfRyLO8RSzdqzVreGWXWIwxmid3xrjvT8fDKIZZheR7s4KBtVH8/kJiPdvjg1pL8UMCWeAYegEMedOc4grujjViCC3HnnnSyeo0Tu448/1lyNBQUFHB+A20OEl0gkEknbBauGcCz3l4gOcP/i8wCTr2KyVdI5gIgeJLp8HLz2yCE/feNNLKIHRkdTxuuvU+yNN9jcxpiUqLiy6+rY4GJP6ZdfUs3x48pjHDmiidz2iIx19470oVrhqCjftdmf4mIu+cRz8+bcwmU2vWqaEStfXRWNNheTGu2CzHZMTEgkkvaLFNIlEonED6AVHi4Q7XvVUd1ZEOVGcJV7szRVLNWszT7buPzTbtAsykbNp09TAAbcAQFOsxftCQx3UTaqZqTr3e/OwNJbbbuvFNIl7qmoqKCTmGhSl957Q3JyMovpiHzBkn1EwAAhkKCYzp/CjEQikUjaD1dffTVnpcP9/uGHH3LBtSOBUtIxCVFz0qsd5KSXLF1GlpwcFnd7fPwRhY8b2+g2GL9b411O2fwMBqG8/z6nfKPGyZWtW9c8R3rfPhQQFET1JSVkPnOm0c9NhYXKZXo6l376AlOiEyE9yfdCOopcAzBGa2ggi5NJB4lE0j6QQrpEIpH4AfsiGeTvdSZqjh1v5Nj2xpFu1jnSRUmRfdSKURXNLZcUoT0wJoYC3GRDC0TuYYOdkI4JDzEB4q5sFEhHusRbDh06xEIGcs8TEhK8/n1EBFx++eW8vXbtWnani3x0GesikUgkEr0r/fbbb9diZdasWUPLli2TYnonIVjNSa/atbPRz0pXruTLuB/d5VLgDtIKR22F9KJPFvPKWzi3E+69l68rX7PWtZDew7WQDhFdZI/Dld5oXwpUId0HsS72OenmRo509+cA3sITE+lpvF0rC0clknaNFNIlEonED+gb4kFdWedypItlpN7kowPkE+rFc1C26lu+DNPli+qjXQSeFo26KhvVRPnISKclQ3pCBg5kJzwG4kYPomAkEhHr4q0bXc/w4cOpT58+VFdXR59++imXkIK+Xv6/SSQSiaTjx8hceeWVdNVVV3H81969e+nw4cOtvVuSFiBy+nS+rNi8xUa4xRgbfUQUGEhRc+a4vI9g1ZGOElABDCf5L73E2wkPPkBRVygFpZVbt1JduW33kKWoiOpKSmzG+K4IGTqEL1E4ao+psEC5Hw+KRj1FCOmW3Dy/O9KBKV01DJ2ThaMSSXtGCukSiUTiB8znlaJRQX1Z+3Kkl69fT2Vr1jT592uOHePL4D7e5TWb1EE2chYbzGayFBRQxebNfF30FVe4FNINTRHSKx0L6aYUz7IXgzN7UPqLL1D6Sy96FWEj6ZwUFxdzJAsYiEmYJoL3Gpbsh4WFUX5+PrsLU1JSKMbDaCOJRCKRdC5GjhxJkyZN4u0VK1ZQdXW109uinPStt96iEydOtOAeSnwNhOuwceM4SqRkyWfa9aUrv+ZLxLkY4+Nd34daOFpzKku7rvDdd6muoIDH7DHXXktBmZm8jXF7xaaNDt3oxtRUCvQgei50sCqkOygcNamOdLF61bdCeq6NoO6PjHR9Trr5nO15okQiaV9IIV0ikXRKsITvxKzZlP/yKy3jSC8to/aC+dIlyr7/ATr30MMsZNtz8S9/oVPX36A5TOyB+0Q4OoJ7exftgoFrQHCwUmyUk0OlX3/N2yGDBzdaegrXOOkyEn0hpJsvXvI4H10QOW0ahTZDFJV0Hg7AAaZmmUdHRzfrviIiIthlKJCxLhKJRCJxxeTJkykuLo7Ky8vpu+++c3ibqqoq+uSTT+jMmTO0evXqFt9HiW+Juf46viz+bAk1WCy8XbpiBV9Gzp3r9vdFRjoKQzFpX7FtG+W/+hpfl/jww1z8icn9yGmX8XXla21z0mtPK1nnQd27ebS/oaojvebw4UaFnFpGelc/Cul+LBsFQWosTW22FNIlkvaMFNIlEkmnpHLbdjJnZ1Ppqm/8cv+1dk6DunbkSC/5/HMWr/FVfVjJXhbAbVL84UdUvX8/lSz/3OHv1xw9prkuDBHu41H0BAQGak6T2jNnqfTLr3hbLBu1ua1duai9Q92zaBe7JahOik0lEl8K6c2JddEzYMAAGjduHEVFRdHQoUN9cp8SiUQi6ZiYTCZtAnb79u1aLJgAQumXX37Jq6cAOjhycnJaZV8lviFy1iweK2PFZfmGDVSTlaXELxqNFDVrltvfZwE8IIC7nkq/+IKy772PGqqqKHzSJIqaZxXiI6YpMTLl339PDTiH8LJoVACRHPuL840atf9FvDdNqrknyKdCemKLCunSkS6RdAykkC6RSDollnxloNRQWeWX+zefv2AzEKtvJ450DFRLli3Xvq85YpujWXPyJA9uQcmyZa5jXZqY12xSsw8rt26hqt27eQAfNbexkA4MsTG+daR7Ge0ikXiCxWLhpfQQJZBRCwHcV6B49NFHH6VYLyaSJBKJRNI5yczM1CZev/jiC+7aEOzevZsOHjzIRgXEhQFkqkvaL4FBQRS9YAFvFy/+lEpXKCWj4RPG25hRnP5+cDCZ0pSCzAu/+jU1VFdT+NQplP7C82x+EYSNHMErResKC23yzYWQHuyhkI73XsgQxWxQtc9aOFpfUkIGNY5IiNG+wKRzpNdXV/OEgd6p7mtMaaojXQrpEkm7RgrpEomkU1KXn8+XGDT5Q4wW0S7B/fu1K0c6yodqT560fn9EKQ3Vvj9kFdarDx2ialU0t7nNsaNNykcXCKdJ0Qcf8mXY2LFkSnY8oLVxpMd7LqQHqEJ6Q22tNjEALE2IdpFIXFFUVERvvvkmbdu2jb+fPn06Z5tLJBKJRNIazJ49m0JDQyk3N5f+85//0KpVq+jIkSO0cuVK7XMKX2Dfvn08GSxp//EucIsXq1npUfMcG1QcEZSpxLuAiJkzKP2551hg14OIl4jJk5XHWbu2yY50EDpEmeip2medxBEObkNiokdZ656iGZ4qK6n2jBJDg4hJjo/0A0HpadrEQF1ZmVfnlhKJpO0ghXSJRNIpseSpQnqV7x3pKOCBY4MCAymkj5IRXl9WTu2BkqXLbJwYNUdto12qD9s61PXudUHNseN8GdJUR3q3DBu3uKNYF4FR58L1ypEebo2c0b8HRNmoUTrSJT7g6NGj9PLLL3NxG0SLRYsWaWVvEolEIpG0BuHh4bRgwQIKDg6m0tJS2rRpE3300UdkNpupR48eNHHiROrZsyffrrKyUpaOtnOCe/ak0JEjObLRciGHRe/IGTM8/v2wESP4MnLu5ZT+7LPscndEhDr5Ur5OEdIb6us1cdo7IV1xpFfrnO2I4wQmNWPcV+B8IDAiQnk8NX6P+5oCAnz6OPrHE+crnsa7II7n2LjxdOlvT/tlnyQSifdIIV0ikXRKLKojHTl/vkYMjJCzbYiNazeOdJT6lH6lZJIn/uxnfFmTdYrqa2q021QfPqRlLoKSLz7XyovEoLnmuCKkB6uTCN4SpEa7MCYTRc2e7fS2hpgmCulBQRQYFaVlsTeKdpEZ6ZJmsmXLFvrwww+ppqaG0tPT6b777qM+TfyfkEgkEonEl/Tt25d+8Ytf0I033shxY0ajkSIjI2nhwoUcQWYwGLQImD179rT27kp85EoH4VOmkMELx3X8PfdQj+XLKO2f/2QR3hkRkycRGQxUc/wEnbr2Osp79lnFWGQ0avEwnhA6ZAibkSDCV6u9S+LcypTuu3x0gTAPVR886Nd8dIGYDKi16yhwRtm3q9nBXvj221S6apVf900ikXiGFNIlEknnFtIR7aHLh/QFtWqsS1BaGgVGRbabjPTydeuorqSEB5TRC+Yr5Z11dTwg1kRytXw0/if3caxKXV4+VWzaZOMYweQElkUGZegEcS8QZaMgAoP96Gint7WJdvFCSNc7bCq3b9feC1hNAIxqNqhE4i319fWch/7111/z9yNGjKC77rqLYjzIIpVIJBKJpCXLR/v370833HAD/frXv6aHH36YxXSBENKPHTtGFXbl7JL2RdScOVpcSdRca0moJwQYjbzKVJ+J7giM1+NuvYVFcIjSBa+9rkU24j48BWP7SNVEU/jmm3xpzhZCum8d6XohvaqFhPQgNSfdfE45X3RH9QFrVvzFJ/9AZrUYVSKRtB5SSJdIJJ1aSPdHvIsYGMF9YYhUXM/e5OC1FiKmJfrqqyjAYKDgfn1tCkchktdXVFBAUBBH1kRdeWWj0lGRmY5lpN4MmvWYunRhRwvvi4tYF8Bif1OF9NGjbIR0c65SQIvn50kBk0RiD5bFY3m8yEOfOXMmXXXVVezsk0gkEomkLYvq+NKTnJxMXbp04Qni/futYp6k/YFc8bR//J3i7/8JRV0+x2+Pk/zb31LvDesp5c9/ovBJkyggJISi5l7u9f3E3/0jviz56isy5+Tool384UhXhPMatRfK/4505TmYz3nmSK86oAj8bGAqLqac3/9eZqZLJK2MFNIlEkmnA1EkaJXXvve1kK460uGaMGiO9LYd7WIpLKTy9et5O3rBAr4M6dffpnBU5KMjsgVLO8XtylZ/R3Xq86tRl2AGNzEfHeC+4+64gyKmTtXyFp0hBO8Gg8HrYqCw0aP5snLnTnbbW3LVfPTkZL9lI0o6LhAalixZws49COfXX38956HL95JEIpFI2ivDhg3jSxnv0v7BuDrpZz9rstHFU4zx8RR7ww2U8fpr1Hf3Lkp8+GGv7yN08GBlnG6xUOG775FFRLv4OCOd71N1pDeoUZbCoe4vTGrhaK0HGekwfllycogCAqjrKy+z2adi/QYq+vBDv+6jRCJxjX+PohKJRNIGsRQUov7cxpEe4EMHspbjh2iXduJIZze6xUIhgwZRcK9efF2I6kivVh3p1YeUy5D+isAeMnAABffuxdEvOY8/DgmcKnfsaFY+uiD5V7/06HaGWOV1s4SHey1YhgwYQIFhYTzJUXPsGFkuXuTrjcn+HUBLOh5wBn3zzTd0+PBhFtFvvfVWLmyTSCQSiaQ9M2jQIP58u3jxIp07d447P/ScP3+e9u7dSxaYVOrq+AtxMQMHDmy1fZa0HZpjJoi/525eNVr8ySdUX1nJ1xn9GO2ife/vaBfhSFfjalwhctuDMjMpdOhQSvrFY3TpL3+l3Gf+TpHTppEpNdWv+yqRSBwjHekSiaTTYclXIjwE9VXVPr3/2vMixy/N6khvw0I63Oj5r7zC2zHXX69dH6w60rHUEUKhcKSHDOivDY41V/q3q6ns22+prqiIC0LDx49rkX2HGB4QGkJVTRAt4cgJFTnp27aT+ZKSOWhKlvnoEu/YvHkzbd26lbcXLFggRXSJRCKRdAjCwsI0UfyHH35oFGf28ccfc5zZrl27WFA/cOAALV26lCpV4dP+9nl5eSzInzx5krKyslh4l0gcgVJUGHYQKwkDVD2iF72McWyLQrrIeccKZqyIdUXVgQN8GTpI+R+MvfVWCu7Xj0tcq3bv9ut+SiQS50hHukQi6XTU6fLRQUNV48F+U8GAyHwhRysbDQgN5W0MAhEp4+/llE0h9x//5Db44P79Kebahdr1wZk9OGalvrycB3uakK460kHMjTdR7enTRAGBFNyrJwVl9qSQ/v14WWdLYEpOph7r1tHXa9c26fexbLTihx/Y8cLZ7Gq0i0TiKQcPHqRVq1bx9qxZs2jw4MGtvUsSiUQikfgMxJTt27ePjhw5Qrm5uZSkCo/bt2+n0tJSLigdNWoUGY1G2r17N+Xn57Owjt8TVFVV0YsvvkhldsaSbt260aJFiyg4OLjFn5ekbQPDTtxdP6Kc3/2Ov6+Nj/dLXF4jIV3NTPcXppQU7oJqqK0lS14+mVyshK3erwjpIQMH8SUKX4N6dKeaI0fIkl/g1/2USCTOkY50iUTSqYtGfV02akGTutlMZDSyIGuIiLA+Tnk5tTUqd+2ikiVLeDvlySdshH6I6EFqzEvFhg3KBERgoE3+uSEinFL/3/+j1D//ieJuv50iJk1sMRFdgHgWZAc2BS0nfccOMl9SMtJdDWglEj3V1dX0xRdf8PaYMWNowoQJrb1LEolE0ibJK6uhn7y3k74/ZrsqUNL2gXDer18/3t64caP2+bdhwwbenj59Ok2dOpUmTpyoiedwqevd5nCzQ0SH2B4dHc33iXLTM2fO0P/+9z++P4nEnugrr9CEbrMf3Oit4UjHuZaIZHFVOIrVwFUHVSF90CDr/iUkOjyflUgkLYcU0iUSSacDs//+inbRikZTUnighFIY4Ur3R046D7L27KG68grvf9dioYt//BNvR193LYUNH97oNiHqiVPx0mV8GdSjBwWqz6cjgKWSASEhHElTqUZzGGW0i8RDtmzZwif/CQkJdPnll8tiUYlEInHC1wdy6OuDF+nldSdbe1ckTWDy5Ml8CWd6UVERbdq0iV3m+PwbMmSITaZ6eHg4O9XRGwKwLeLPUMT9yCOP0AMPPEB33nknhYSEUHZ2Nr377rsO42AknRucRyU88ABvV/XM9Mtj2AjnJhMZfNib5TbexUXhKMxZdThnNRh4ta9AGJakkC6RtB5SSJdIJJ2Oxo70St8XjerKcAyRSk56XWkp+Rq0tp++6WbK/cffvf7dwv/9j0s2DXAGPfaYw9tohaP79jWKdekoA/TQ4cN4m/PdZdmoxEMgICAbHVx22WUUGCiHVBKJROKMnBLFtHAq3/uJf0nrk5aWRpmZmWzgWL16tfb5Bzc6SrYFcJwj5kVMNoN169ZxGWlGRgb10ZXR4z7vuOMOCg0NpQsXLrCYjttJJHpib7qRun+3morHj/fL/QcGB/O5EDAmJHB8ir8J6qqcJ9a6KBytVvPRg3v1sjExGRMTHHZ+SSSSlkOe9UlalNIVK6jmxInW3g1JJ8deSEdhi6+oFY709DTtukA/FY7ChZ7//Au8Xb1vv3e/W1ZG+f99jrcTH3uUjLGxDm8nCkcFHU1IB2HqCZ9NdqFE4gaICDU1Nbw8fcCAAa29OxKJRNKmuVRaw5cXS6upqlYWTLZnVzq6QVAc2qVLF+rvYFwIIR2TyygV3bNnD+emg5kzZzZauZWamkp33XUXl5pevHiRHe8SicP4FT8K3CLexd+xLgJTmntHuigaDVGLRgUQ+0GdzEiXSDqmkL5+/Xq66qqr+EMWH5rLlinRAALMaD/55JP8AYqZaHy4Hj9+3J+7JGlFqvbvp/OPPkbZP7mfX3uJpLXQZvBVB019pe8y0s3nzmtFowJDZJRfHOmF77xNdYWFvF2bne3V/xVcDvWVlWTskkox113n9HbCka59P6ADCulqTjoTEKANUCUSQV5eHgsC4n8My8+F027atGnSjS6RtBGKK2tp11lldZGkbXGp1GpaOF0gXentke7du1O6bsWlI2EcoHxUFG8vX76cPzuRsQ5HuiMwIY18dTFJLc8TJS1NiwvpwpHuIiNdFI2G6vLRgUE9T5HRLhJJ6+HXM7+KigoaOnQovfCC4pi055lnnqH//ve/9PLLL3NuGvLU5syZI8tGOihixhWXyHSWSFoLzptjN0Caz8tGtYx03YlGYKRSOFpf5ruyUUtRERW++Zb2PdzudcXFHv8+Il1AyIABLpcwYqkjxPaO7EgPHTqUI160JZ0mU2vvkqQNcfToUR6nvP766/T2229zMRqyYWtrayklJUUrYJNIJK3Pbz7bTwtf3EQbjssl721ZSJfxLu0TiOaIMgO9e/fmqBdnjB07li8hiuP3ZsyY4fK+R44cSUFBQTxxfUKuXpa0mpDeMmaaIC0jXTlvtAf/NyLaRV80CoThx1JQQA319X7fV4lE0sJC+ty5c+mpp56ia665xuHB4d///jf9/ve/p/nz53NJCXLRkI9m71yXdAwg/AlKV6xs1X2RdG4secoJdlDXrnzZUO2dkA73N75cZqQ7cqSX+c6RXvDKq1RfUUHBA/pr7gmzk31yRPVRVUjvY+s4d0RIX0UohKDeEgU8LQ2yEUPVoixjcnJr746kDYEl5h999BHV1SkxBBDR33rrLdq4caPmRpcFoxJJ28BSV68J6GuPSCG9rYFIF4EU0tsvvXr1oocffphuuOEGl7fDivRu3brx9rBhwyjRjdMXpaMQ0wEmqyWSliR8/DheqRyuTgD5G5N6Dmq5eJEu/P732rmpwHz+gmKQMpkouK/tuZoxLk7ZqKujupKSFtlfiURii5FaiVOnTnEOGpaECaKjo3n2Gku6brrpJoe/hzxSfAnQAg6Q04avzoh43m39+Zt1OV6lK1dS3GOPUoCunKYz0l5eu44E4kzwBQxpXfjSUl7h8WuBAcuZhdfyYKv7t6soMCTE5r7NFy7wdmBamvW+IsKV+y4u9slrbc7JoaIPPuDtuIcfpqJXX+MBWNWpU2T00DFeffQoXxp7ZrrdJ1PfPkRr11Jw335t8r3qi/+j4JEjqXLHDjIkJ7fJ59hRaE/HvF27dtHKlcqkL5aoT5kyhU/u9+7dS/X19RxL16NHj3bxXDrT69bZ6cyv1aGcUqpQs7e3nSpod3+DjvzaVdZaqKzaWiJ5MreswzzPjvy6OQPRLZ485yuuuIIOHDhAo0eP9ujvAyEdsWnQCbKzs3nVly/pjK9VR8Hfr13Y3LmUOX06m2ta5P0RGUkxd9xOxe+8SyWffsYmw9h77qaYW2/lYtGKvcrq/eDevakuIIDq7PYpMDaW6ouKqDonh4IjlJXPbQH5P9Z+ka8defXcAxpaKIQMjq2lS5fSggUL+HucjCILDQ50nIwKMLuN23788ccO7+ePf/wj/elPf2p0/QcffMAlJZK2S+LyzylW5zDIvvfHVNWzZ6vuk6TzYSoooB7P/J3qTSYqnDqVElavpuJxYynXwcoZR0Rv3kLJ6qqZMz99kGpURwEIOXuWMl54kSyRkZT1+8e16+O//pri166jookTKO/qq5v9HJIXf0rRO3ZQZWYPOnfvvcr3O3dS/pzZVDh9uvs7qK+nXk88SYEWC536xWNkduMSMpSXU8KKFVQ8aRLVdFEmHzoagRUVlLhiJb8X9K+ppHNSWFjI7nOQkJDAmbDCeY7J/OLiYoqNjeVl6BKJpGUpMxNVmIlS7Ib9Gy4G0KenFINGADXQ38bUUUjn9mu0GXKriP5vj9W/1SOygX4+SBaOShpz+vRpKioq4s9YZLJDqoBxDgJHfHy8XAUm6VCEnDlDiV98SaHqqmJLRAQVTZ5MpuIiitm8hYrHjqXchY3PUbs9+ywFX7xE5+65myp7926FPZdIOh7owFq0aBGVlJRQVJSSKNDmHOlN5be//S09+uij2vf4YO3atSvNnj3b7ZPtqGBg8e2339KsWbPI1IazfS+u+544IRr7aDbTwMIiSnpoHnVm2str15Go2r2bkEYXlJxMfYcOoYLVq6lrYiINnTXLo9ci+/33SayJGZWQQNHzrO/hks8+IyzMixw0iObpri+6eJEK1q6jjPh4Gq27vinU19RQ1u+f4O3ef/oTDRk2jAqzz1Hhzp3UIzSMxnlw/7WnT9NZi4UCQkJo5q23erYyxM0S3g7xf3T99b7cLUk7PebBbY5MdAAXHfa1s5+4t4fXTdI5XiuIale/uIVO5JbT5w+Op95JVife6sX7MNpUbkcBlNh/DE3u1X7Kozvya7f1VCHRnh0UGEBU30BUUh9E8+ZNo45AR37dWoOcnBx68803ecIa5/aIWIOwDtCnBlOeoYkrmuVr1X7pyK9dw333UfnKlVTw3HNE5y9QoroaEvSeezmNcnBud37JUqq6eIlGZvakyGaeW/qSjvw6dXTka0da2okntJqQLpZqXbp0ycaRju+Ro+aM4OBg/rIHL3ZnfcHby9+gQc3wgvBYsnw5VXz7LRn/8KQs9msHr11HoqpIKeQ0JSaSMVyJXKHqGu3v7+q1qMk6RTX79mvfW44dt7mt5cRJvgzt18/melO0kiveUF7R7Ne5Eg3uZjMZ4uMpctQoFvhCunfnn9WdO+fR/VedzOLL4F69KEgXTdPekf9H7YfWeq3gdMOSdLjanIFl6DhpDw0N5cGkdJ1bkf9j7YeO+loduVhKRy6W8faqw3k0IC1W+9nubGWcmRYTSueLq2h3dilN7289x2jLlFab6emvT1CX6o752hVUKrEuA7tE0/7zJVRYYaaqOqKokI7zPDvi69YaZGRkcGwa4l2+//57LT8dIs+RI0doyZIldP311zv8W2M12fbt2zmPfcSIEU4fQ75W7ZeO+trFLVhAsVdcQSVffcU9WLWnTvH1kSNHOny+pqQkQsNXQ3Gxz/4eiA5FV1RAYPNrFDvq69QZ6MyvncmL5+3XslFX4AMSYvp3331nMwOwdetWGj9+fGvtlsSPWIoVN0HknDlkSEjgrOmKzZtbe7cknQxLfp7WeB4YqqwLr6+2FmC5okSNdAkIDbXJGRfUHFMKPIORKa7DEKVkSdaXKSf/zaFq316+RDmmcMkGZShRJM4KUO3R9rOP7X5KJB0ZnIC//fbb9MILL9DatWvJYrHm9erdrqJIdMyYMVJEl0jaGKsOXtK2Vx+2bl8qraZzRVXseL5rojK5vA0u6HbC4h3n6P1t2fS/EwY+DnU0LpYo46yeieGUGKkYok7LwlGJEy677DJ2nUMQv/LKK3k1+s0330xGo5GOHTvGJeBVVVVaEXheXh4L7M899xx3rX3++edszpNI2hMwF8YsWECZX35B6c8/R2n//Q9npDsC57HAkp/vk8cu37iRTkybTrnP/N0n9yeRdHT86kgvLy+nEydOaN9jZnnPnj0UFxfHs80///nP6amnnqLevXuzsP7EE09ww7fIUZd0LOpUJ7AxIZ6i5syhovffp9KvVlDElCmtvWuSToQYcBgTIaQrbuz6KqV81BUNdXVU8vnnvB1/112U/+KLVHPkCDXU1/PMPU58a1RhPcROoA6MVGKn6nwhpO9VhfShQ7XrTBkZynO7dIknBfQFqI6oOa4I6SF2gr9E0lHByTaWK4roFrjcDh06RFdffTXHw+nHKVhWjpN1COkSiaRt8c1BJboFHDhfSheKq6hLTCjtPKOYNfqlRNFlfRPpqa8O057sYqqx1FGwse0HpZ/M4/BDyqkMoJ1ni2l8r6QW3wdMPPRKiqC4cN9PIF4sVYT05OgQ6hEfTnllNXQqv4KGpCsr9iQSPd26deM4V4jpwjTSq1cvuuWWW7gX7eTJk/T000/z9fi5fvIJnWnIucWE+U033dRqz0EiaSqI3IycOdPlbaxCumIQay5VO3fyZeXuXT65P4mko+NXR/qOHTto+PDh/AUwm4ztJ598kr//1a9+RQ899BDde++9nEMK4f3rr7/m5VuSjkedmm9niI2lqHlzebts9WrOfJZIWoo6VUjHqgi0ooOGKveO9MqtW8ly8SIFRkVR/N0/YtdAfUUFmc8jcZ3IkpvLqyzIYKAguxJdzZHuRe6WM6r37lOF9CHW+4+JoUC1sd187pz7+zgqHemSzsXu3bupoKCAT7AxWY+cVTjY3njjDVq3bh2L6+CHH37gS4xVcBuJRNJ2OFdUSQcvlLLrXGSjf6e60oWQPrJbLPVMVMTgGks9HTivxL20FqsPXaKtWQVub3cqz+rO/t9Wz1aX+ZL1x/Lohlc20+NLrfF1viS3VBnrJ0eGUI8E5dgKIV0icQYmtO37SWC8u/XWWylCHfMCIaL369ePNYU777xTW4V24cKFFt5riaRlgDFRf17bXGrPnOVL89mW//yRSNojRn8vy3K1PBEfjn/+85/5S9Kxqa+qogY1PgNCuiktjYwpKSxMVmzcSJHTp7f2Lko6CZZcNdolMVGLaMH70x3FaqwLJoECw8N5qV31oUNUffgwBXXtqsWlBHXvToF2PQ6eONIbzGaqPXOGRXhnxYaWvDwy46QAueiDB2vX4/amjK5Uc+gw1Z7N5uxzZ7D4r0bABPft6/Z5SyTtnZqaGnamgSlTpnAPS58+feibb76hvXv3spB+/vx5mjBhAmVlZfH/E7YlEknr8acvDlJJlZmevnYImQyBNrEuo7rF0Yz+SfTXlUdo1aFLdNv47jZCOv6HR3WL5Z9tO1VEI7vFtcpz2H66kO55dweFBxlozx9ma8/DEacLrKIy9ju3rJqSIlvOWPTDCUWM2aH+Hf3lSE+JDuEJDiCFdElT3eow5yEzHavN8AXnOibKBUOGDOGS0jVr1rDwLpF0NGAIA5Z89xO1nlB79qxmfKwrLyeDbrJKIpG0oYx0Sed0o5PJxCIkojDCRigrFYSoJ5G0aLSLzpHuTkivK6+gsm9X8zay60Bwv358WXNEiXPRYl0cxKVojvTyco6CccSlvz1NWVdeReVr1zndj6p9ihs9uFfPRgOcoK5KvIs5WxkIOaMGcVsNDTwAM8a1jrggkbQkyEutqKig2NhYGjVqFF+HE+5rrrmG5s+fz66348eP0zvvvMM/GzhwIN9WIpG0DodzSumtjadpya7z9M6m09r1qw4psS6zBybTzAHJvL0lq4Dyy2vo4IUSTUgHY3rEaWK2P4HgPfNf39NvPttnYx7C9tMrj/B2RW2dS9G4stZCOWqGeEpoA5nrGujjbS07NkYMDkDkSnFlrc/vHxn2IDkqmHokKIKnzEiXNJXAwEAKDg7mz3IUiOtFdDB16lSeUEPE7FlVIHQHbrtp0yZthZpE0pYxJiT6NCNdCOmerm6WSDo7UkiXtAgWVUg3xipOIRFHATgOQ2KD+VIuXXj8carcvZvaAuXr19OF3/6OBeWOI6Qn6qJdXAvpZd98w7eB2zxEzSYPUYV0UThqjUtp7PIOjFSEdAjYENMducSLly7l7codO5zuR9UeJR9d7IMerXDUzZK8atU5b5/jLpF0RBAZJ8pDZ8yYwaK5HkS43H333RSjfh6BiRMntvh+SiQSK0t3K5Fp4Nlvj3FRZWFFrVYeOmdgCse3ZCaGs+j8/JoTfJkUGUzpscrn+ujuipC+43Qh1df7r7zzvc1n6ERuOX20PZs+3WkVH9YezbVxd2NywBmn85WeltgwE81KU0S8D7adJUtd8wQ9PO9bX99KN7y8mcwu7guPs/+cdSx+7FLjcUpzwKSCFu0ShWgXxQiAyYWOWKwqaX3i4+O1aFm40t2BVWnIXl+1ahUdOHCgBfZQImke6PoSZkWsam4OdcXFVK/TY2qlyVEicYsU0iUtWjSKWBdBYHS08rNiKaTrwUlFzhO/p5LPllDBG29QWyDvueepZOlSqvhhA7U3GiwW63Z9PVkKCrQBSECIZ4700pUr+TJ6wXxtIii4nyKY1xw+rFwec547jqiXgCClvKveQbxL6TerqKFSOZGuPXXKrSNdXzQqMKmFibXuHOkyH13SiUBsC5Z/o8gcTnNHpKamcq4qykVnzZrF30skEitVtXX08fazVF5j/Tz1F3X1DbR8z3lNWIab+6mvDnEWOvTw/qlR1DVOcZ/O6q+40t/fesYm1gUM7BJFYUEGKq220NFLjmPVNp8s0MT5poAi0w+3WT9z//TFIc5xh4D9zNfKJHuQUTnVOnrRebSbcKt3jw+jYfENFBduYof6ajX/vakcyinlyJZtpwtpu4vneTy3nKrMddr3x5z8vZoKJkFqVSEfcTXd4pXXD68NfiaR+ANEuSHy5fTp0+w2d0ZVVRUtXrxYc6Jv2LBButIlbR42JBoMbNKyFBb5zI0OZE66ROIeKaRLWrxoVGAQQrp0pNtQ9s0qqli/wWYCorURS7wshf5dIu1r4Og/MnwE5b/2mvW9pgrriDUJDFMd6TU1TiNXkGtesXUrb0fOnqNdLxzpyCyHOF+TleU02gWgpFTcnz2YpBDUnrYuY9fTUFdH1fuVErDQIQ4c6aqQ7m7w40rwl0g6EpcuXaKdO3fy9uzZs512DwAsC583b550o0tajbMFlSwIQ0j2lmpznV+dvS+tO0G//mw//WWFMnHsTxDVcqm0hqJDTfTWXWO4WPTLfTn03BpFCJutRroAEe8CN7o+1gUYDYE0IiNWc6XbA4f4ote30O1vbm3yBMHXBy5SfnktpUSF0IiMGL6fXy7eR8v3nqcjF8soMsRIP53WywMhXXGAd08IJ+juN45M5+/f3axMEDQ391zkrruLdRHAYe9L8HqC+PAgnlgIMRkoLSa0UTa8ROJLsNJs5MiRvL1kyRIqEjGjOnDcXLZsGRUXF/PtEReDInIUlUokbRnE5IqIzrqC5sW7oKPL5vtzvhPS4ZbXm9o6O9VHjvAKAEn7RwrpkhYW0q3L5w3RMtrFHpR7XPrLX7Tv60tb/2+D2BHx+umXfbUHKiGAm81U8NLLLGCjrFPM4sMhLqJdgCjDtaf8+/V8HygBDc7soV1viIoiU5cuvF369dd8m8CICDKq19ljUONd6kptl3dj+Vzl9u023zsacNScOEn1lZUUGBbGGen2mNSM9Nrz51l0dwROGDQh3YngL5G0NwoKCuicXZ4j3usoE8Vlv379qHv37q22fxKJJ/zs4930+NID9PF2705gvz+WR/2e+Jrmv7CR40T8IagLQfarfTlUqxZF+jvW5YohqTSsawzdPl753z1bWKnFuggglMeFK6u97IV0fbzLttONBbS/rTwCIx9Vm+vpwPmmjW1EfvstYzPoXzcMo1CTgTZnFdBvPlMmvX8ytaeW1Q5h3RlZqiO9h+rUvml0Ok8gbDpZ4DISxh0bdUL6t4cuOX1v7FWFdEwI+MORbs1Ht5andldz0rPypJAu8R8zZ86klJQUqqys5OgWlI/bd6gcPXqUnes33HADjR07VnOly9ghSVvHoMa7NDcnvfaM4kgPCA7mS3O2bzLScT566rrrKeuKK6m+tnmrj2rPnWv3mlHF5s10asE1dOHx37f2rkh8gBTSJS1CXbE1I10gHemNyfvvf8mSm8tiaVuJvYHjWtDeZlCFgx4CdPHiT6lO5KOrAw8xYFBu4zjepWy1UjIaOWNGo58F9+/PlyWff65836ePU9droCgctXOklyxbzpfhE8ZTQEgIO+YdlbxU7d3DlyGDB1MAlvLZYUpN4TJfCPqWi0ohGz8e3PbqyYAlN095DVHS1LOxGC+RtDdqa2vpzTffpNdff5127dqlXY/y0KysLD45hhtdImktckur3WZdn8wrp91nlc/Xr/ZbP3M9YcW+HL7cd66E7nprO930+nY62XTt1WGsC+4blFSZaf0xZULaH+Cx4PIG1wxP48tHZ/ehxEjlsxr55/1TI63jyMAAmt4vibfhdB7YRRlXCkb3UMac647k0hmd8xkCMyYgBPvOeT+2Qab4rrPFZDIE0E1jMthN/vgVypigxlJPCRHBdNfE7tQvRdnf88VVVFptdhvtArrEhNLcwama4N8UsEpBxNZAlMfjH7xQ6tKRfu3INL9kpAshPSVaJ6THh/OldKRL/ElQUBAtWrSIC0nhNF+6dCmPibGNyfbV6hj/8ssv5wg4COkmk4lycnJcxsFIJG0BY4IqpOc1U0g/qzjSw0aN8igm1FOqDx6kmqNH2fFec/x4k++nas8eOjl3Hp2958fUnin64AO+rGojHXiS5iGFdEmLlo0aYvRCuhp1IYV0purgQSr63/u8nfSbXzt0L7cGcDi3VyG9TpcZV/jee2TOUU7QDerAA8viAkThaHVjIR0idMX69bwdObOxkB7SV8lJr967z63L2xCpvt9LrUI64mRKli3j7eiF13KZKahxEO/iKh+dn4vBQEGqG16UxKAI9fjESewEKN+4UXOj43ECIdpLJO2cvXv3UkWFIsR8/vnntH//fqqrq+MTZDBu3DiKU5e+SiQtDQTbMX/5jv71rXLsdcbSXdbP2S1ZhVTkRW70PtVNPaVPIgUbA1ncff6QgXOvfcHu7CKy6OJmPt/rndDvDcgERzwKBPORaixLVIiJnlowiAXr28d3azRZfdVQ5XNvfGa8lkcuGNM9joZ2jaGyGgvd++5OqqixcH75X1cqETUxYSa+3Ksr2vSUdzcrn9PzBqdqQj+c6dP6JvL2o7P6UFiQkWLCgqxObyeu9NOakK6Iy+CXs/vyc4bgv+G495MXO88UsaCfHBVMM9UseUfxLvibCAf6dSOViLj88hqv3oPuuKg50q3mhR4J4TaTCBKJv4iKiqKbb76Zy8ZPnjxJBw8epFdffZXd6MhCHzx4MI1SBcTw8HBte/369dKVLmnTGONVIV3t/2oqZtWRHj5pkvL9+QuNVjfDlOZtREvFps3adk0T45LwmDl/+jMbxRBx2tzn2lpgVXzZ2nW8XVdY6DDqVdK+kEK6pNXKRoUjvb3FhfiLS//3F6L6eoq64gqKmjtXy+6udxI50hqOdEu7E9KtuaiWnBxtJtiYqJzoAiEoOyocrdyyhQcOxuRkChk0qNHPg/srOen2wrojAiMjlMcps06OVG7fQebz5zkSBkK9ENId5aRX793Ll6FDhzh9DFNGhk1pTN6/nqX68nKqzcqi7LvvoYt/+IOy3zIfXdIBwAnwli1beDtBnRyD2+yzzz7juBecEE+ePLmV91LSmdl0Mt+t+AxhV8SZBBkCOSMdMRyeuo6PqyLo3xYOpg2/mkaju8dSfUMAfbjNNxmn208pE9KZiYrwiX2rrG1+3imeN8ToD7ae1e5P/B3gRg+EjVoFcS6H/nw53Tul8UqqqX0S6eN7x9E/b2g8yYyc9FduHclCNwpHf7F4L78WB86XUkSwkf7f/EFNcqRDZF6uvqYiegZA5H/5tpH0xU8n0aKxyucx6Ku60h3Fu+C+iioVp3q3eGvcHBzut47rxtv/99Vhr7PzRRzPxF4JNFuNw1l10LpaTbD/fAmXuKZGh7C4LbLLfRnv4ijaxSqkK5E9Eok/gdt84cKFvI0C8sDAQI59u+mmm+iaa66xmaCbMGECr2bLzs6mM3bZ0RJJm3Sk5zdvpZg4bwwbPVpZ3Wyx2KxuhqP82MRJdOG3v/M6ykRQfbhpQnrRBx9SzeHDNu709kjJ8uVaTxuoPS2PLe0dKaRLWr9stLTUadFjZwHO5yo1liDp0UcoMDyc4zdAXUnrutIh9Arq20DUTFNWQggXN5aYAWOCTkjXHOnVLmJdprN73R5ROCpwJVA7cqSLktGoefNY0A/q3s2hkI7sfGSk83MZ4lxI1wpHkbu+ezeVf/89N7pHX3ctX4pJEWeFqBJJewLxLRDMUQ52zz330JAhQ1hcP3ToEP98+vTpFCJXXkhakTMFikh4rqiKstWMb3u2ny7k2A0Iuz+eovRwrDigxLW4A/nZcIsnRASxEJoUFUIPTM3kny3bm8NRKc0F+wfumtCdMuLCqMpcR98dzm3WfcLl+cTyA/Tk8oP0u6X7aeLf1tDTXx/R4lbmD1MiRvSYDM5PWcZmxnOUiiMQJ/LyrSPY3b3ywEX61WfK6q77L+vJLn6QXVhFhV44sD/ekc1Z8YPSorhkVE+w0UCD020jZkS8i6PC0VNqtAlePzjY9Tw8vTcXlkKAX7LLu8zaH44rQvqkXgk0o18Sx7vgfuzfhyLWBXn0oE+yMunvqxUN+rJRR0I63PjS9StpCQYMGEDXX389paen08MPP8wiOsR0iOp6EAMzfPhwbaUbisslkraIiCoV0aXuQE45er30Jj3oMEKngaHLurrZ+plTtmYtNVRVUenKlR47qWFQE9pGUx3p5txcjr3Vm+DaYywKPuMQMcuoxxv7gte2sI/ZNy+i5E8/tTEiSpwjhXRJq5WNBqpCOtqe7HOjOxt1ucpJKTKyUVYJ0RZllm2hcBTLu9pvtIvyQZDw4AM2eehiBh8EhIU6dKRjSRsGDiBy5kyH929KS2M3uSC4d2+n+2Kwy0hHiWvpqlW8HX3NAr7UHOmnbIV0LGXD/wnKTfVu+kb7k6EI6bVns7WBR/SC+dTlqaeox5IlFDZ2LP8dwidJl66k/YNl2WDkyJEsmM+fP8MFAi0AAQAASURBVJ/6q70FycnJ2omwRNJa6EXLLVmOlyMLF/bcQSl0zfB0LRIGeeTugJsYDEqL1hyVEzLjKD64gcqqLfTFvubFsJjr6jkiBIzpEU9XDU1tdrwLTtb+9MUhen/rWcIuwwENR/ZL606y63pIejT1SrJ+rvqCkd3i6M+q+xwCOCJGfjSxB0WHmihTFXS9caV/vkd5/reNaxw144i+roR0tWxTCMt6YsOD6KHpvXj7n6uOeTwxApf7gQslmiMd9yNKT+3jXUTRKCJwQJ9kZV/FSgdfcLFEzUjXCeld48I44x4TM0Jol0j8TZ8+fSgxMZFXrLliypQpHAlTWFhIr732Gu1uh+KdpOPjbUZ6/ksv0fmfP0L5zz+vXYdzRlFcaogIJ5NqytLnpGvitcVCFRs3efRY1bv3UIPZTAFwuOP7I0e8njTNfebvvLIa/WCJP/8ZX1e5q/39L1bt2MHCOTrwIucovU21ZxqvPm9NkGVfc+AARe7Za6NtSJwjhXRJiwrp+rLRwKAgChClmp083sWsLp8ypaRoJ2WBLZwhj1UB9nlo7blsFB/WQkhHsWb0/PmNZvBBYIjqSLcT0rF0rK6ggAKjopSlbg7AhEewGucCkdsQaS1BsydQONJVIb1s3TpqqKwkU7cMCh02TNnPHj0cOtKrRKzLMMf56IIgNdql4ocfqHLzFl6el3D/A5oLvds7b1PfHdspdHDjmBqJpD1x4cIFOn36NDvJUA4GsBT72muvpRtuuIFuv/32Ri4ziaSlOaMT0jc7ENIRzfLVfsV9fs2INBaQeydFkLmugdYcueRR4SUYkmZ1QCMSZUKyssoPsSnNAeWUEDohOGO/RB7590fzPBL6HX0u/3XlEXp7k/IZ9/S1Q2j9r6bRC4tGsIAO7p6kfA76mpvHZHD5J/jdvP4UGqSUdovHFYWq7sBrJmJPJvd2PrGtp1+K8vl/5GJpIyFBZIQ7EtJFdAwy45Ez/sYPWR49Ht5reBi4y4ULfPYAx/Eu9o50MYnhy8JRR9EuWGHQNTZUW1khkbQlIKLfd9991KtXL7JYLLR8+XJavHgxl5pjNRxc6lgB5wnV1dVy1YXELxi8zEgvV1dal32rXAKzWjQalKGsig5STVlm1ZGO927lbquznFc7ewDiUUHk5ZezmA5BXL/K3R0VW7ZS6ZdfIjONUv7wBwobOZKvrz5wgJ31emrPnfPqvlua4k8VNzrie0P69W+TjvTyDRv4srJXTwoICmrt3WkXyLNMid/BAVhka+ujXWziXTq5kC5yyIwpyokOMETHtGjh6LmHHqbjU6ZqcSgC/QcTx/A4ENtbE+xT4TvvNPo7wfGNmXBgiIujuDvvcOhIF9Eu9VW20S5lq7/jy4jLpmqz6Y4QuehCUHfvSC+1iY2Jmj1HmzwJ6qYMYiwYoKsFiqBy2za+DB0+wuVjiGgX8bux119HQem2S+RdPReJpL250QcOHEjRYnUT/reNRl6+7c5tJpH4GwjNxWr2NdiaVdhITEFECpzjXaJDaFyPeM2ZDlbstwqeB86X0B8/P0i5qiBp70gfnG4bLzI2qYGjTCCSHlSdyU1h+yllMnp09zgW6CEIQ5ytraunbw40ztt2xwtrT9Cr6xUx+C/XDKYbRnVlV/IVQ1Jp+YMT6dCf5ziMdfEVf7hqIO3742ybxxii/u2EM9sdENERpxMbZuI4Fk/omRTOz7O02kI5qjvbUyE9xGSgX85RxhfvbD7jMCsdQnVptdlhPrpg1oBkLapHxNjg97A/iH0ZrE7GaI70XN840rECoEB9PH3ZKJjUO8HvBbYSSVPBOGLRokU0Y8YMHqejpBRRL++//z699NJL9A7OPdycE+3bt4/+9re/0T/+8Q/ub4Gzvbzcd5NUks6NMIZZdNEuMMAVvPU2x8bqMefkUM3xE5qIK3LRhaArzFimdFVIP5et6QB1Osc7BFdPInmrVCE9YspkCuqtrKyq1mWdu6Pg9df5Mvbmmyh00EAydevGOlJDbS3VqBGO/NyLiujUgmsoa+G1LWb4QwFqxdZtvC/ugD5R+vU3vB2D83L1XF8UvLYVKtYrQnpFH9d6hsSKFNIlfodFPSFoxtie7In4krp2lr3tayCcCkd6o79NC2Sko1CzfO1admBX7thhvb6qiq/TgMu7hYR9T8l99lm69Ne/UeG779lcL9zoiMuBWB6cmUlxP/oRhQwdomWm889DQxo50iF2WPPRHce6CGKuu5aCevSgmBtvcHk7zZFeWsaDm4rv1yv3P8t6//j/EJNNYmCD21buVJwA4ePHuXwMU3q69XkFB1P8fT9xeXuJpD1SUlLCJ7Rg/Pjxrb07kg5IcWUtzfrX9/ToJ3s43qQ5sS5wcxsDAzgHHVncepbuVhxf83XlmpcPUuJT1h/Lo4oaC31z8CJd9/ImdnH/d81x7XcR8yFyrIUIKog0Ec3qn9RsV/o2NR99TA+rCeJq1ZXurfi54Xge/fPbY7z9x6sG2JRxAghV9hnh/iAqxHYyeWhX5W+391yJR65RuPTt43Tcgdx0ESFjH+/iTkgHcwelUlSIkfLKarTMev37bMY/v+ec+S/VKB99Pro+SqV/ahQXiy7fc97GjQ7xPDzYaONIzy+v9So33hm5ZcrEASZ24sJtXW4LRyhjlq8PXKTymuYX2HYW8Lo8+P4u2uokLkriO7CyDaXld911F8fI9e7dm6PjsAIORaTbVKOLI2pra2mVGuFYUVFB+/fvZ2f7c889R7lqpKdE0hyEMay+tFQTzi/87nHKffppKnhNEaIF5apQav99rSroBnVThfSu6TaRLyLnPHhAf44mQR579UGrkO2IwIoKLRM9fNw4zYVdc+Sox89NnAfDxQ3weRuqRjbq411KV6xgt3t9SQkVfvABtQT5L75IZ++4g4o+/NDtbUu++IIaamq4Rw0RNVofWhtypKOLDd1qoFL2qHmMFNIlLRbrEhAaqrl/BdKRbudIT01x8Lfx/+wqcstInV2u0bVqY/YaoPwUH54AH1RtBZz0CkHarMty0wvphjirAJD8q19Sj48/1p4LCAxVn5eueMV89iwXdmJpU8SkiS73IWTAAOq5cgVFXnaZy9sZIpWT07qyUm4xx+SFMTmZQgbZxqxAlNfHu1Tt2csfwMiuC+rZ0+Vj4P9LZKjH3nwzmZIVIUUi6UjA0YUl1d26daMuaimSROJL1h3NY5F6ya7z9LOPdpOlCWK6KBqFMCnyp/U56QXlNfw4YOFwq0O6f2okdYsPoxpLPf384z30k//tpGpzveZSF8L+oZxSdicnRgY3cvqCm0crrrLley6wIO8t9fUNmmgLR7pAxLtsOpnvcY42MrJ//tEejhtBxMqdE/0T39IUBqRGs1s8v7ymkVvcEVgdwL/XRZkc9xSRk47CT/0YxhMhPcgYSHMGKuNDIZYLPtmRzSI0Vjb89IPd9MD7O+lsYSVP3qCEVc88dbUDMurveWc7fbVPGeMN1a1ogKCOKBlf5aSL/POkyJBGEw/Du8bw80Z8EMR0iWegVwGRUE995bm7U9I8MjIy6KqrrqJbbrmF7r//fpo3bx5fv3btWip1YjDasmULu89jYmI4bg6CfHx8PNXU1NCSJUs4MkYiaQ6BkZFaDAcEboizIlKlZNkyG+d4+QblfBnnk/rvhTNdONLFJc6DgRBYw8eMpfCJEzyKdwk7eZLNd+gOw3lpSL9+Vr3B0zQDXeytdr8jhjcqHC1Z/rm2XfTue3x+7U+wbyXLliv7ceCg29sWf7KYt2Ouu44/A8XfF+75tqJ/QZdA/j1c/+Z423GDxDlSSJf4HU3Q1BWNNhKLW7lQs7WxflgoTjRgUDPSMcvsb6p1HwTVR482inVBqaZYTeDNsil8mBUtXuw3F7v5zBktwx3N3npERI0x1ioAOEJM7jRUWT94Lep9mVJTeRLBFwhHen1pGZV9+y1vR2K5qF2OsygcrVGF9IotSoRF+NhxHrnf4n98D4VjsH7fvT7Zb4mkrXFEHYgPU7sFJBJfs/usNeIM4vWjn+x1GKnhijOFikCaERdG41VBU5+T/tqGUxwRgozu3mqcBsBxHg5k8O2hSyw+w72dEBHETlQR2yEEXbjRHX02jO0Ryy5oiKyIhXlr4yl6f+sZWnc01yPn9Ym8co6mCTUZ2H0t6BYfTjP6JbGzGUI/ojtcgUmIhz/czfEeA1Kj6A9XDaC2BLLSRZyJJ4WjmiO9i+0qAHfADQ6OXiy1EZkhIkPIh2PcFVeqExgQnMXEDi4X71BWNVzWN5HLW0Uk0PCMGIpQXeaCH0/J5PcSHm/14VxtVcGwDNvxufh7HFNXPPgiHz3FQQwO3rdiEmnJLuV5OOsC+NWne+ntjaeavT8dgZziKi3a6YK6LWlZUGaenp7OrvNvvlFiG/RUVlbSxo0beXv69OmUmZnJETF33nknhYaG0sWLF1mEl0iaA46hhoR4LSddZHED87lzVLVzJ28jgqRyk3I+mfTIo3xZuXUbu9iFkG5SM9JNaYojHSIvzt+rVPd36IjhFDF1qmdC+omTfBk+QVk1GtxPiQup8TDaBdoRx7MGBJAxyWoK0xzpe3bzOKYmK4uq9+1DSRIZU1NZoyj+9DPyt2aiaQ/nnH9ugYofNnKJJzoBo6++iq+DmU88p7biSq/Y8ANfhk10bR6U2CKFdInf0QTNGNt8dGCIiW5zLufWwHJJFW5TlAxLgJLLlop2qVZjEuw/5DQhHUWaqpAu8u49Ief3v6eLTzxJF596ivxBuTpI5f3KVZx9grrCIi0f3RUi2gUxNvbvWftM/+YgMtIxMClfowyeI2fPanQ7IaTXnlKE9MotW/kyfJxSqOiOuNtvp4zXXrUp9pVIBHBCeVqQ1VZjXXACCrDEWiLxB7vVyIvrRqazsxeC468+3ccubW+jXVhI76kK6SdRAtnADm0I2+Dh6Y3fx1cMVoR0CKOPz+tP/7dgkHbd53su2JRj2se66E+w4f4Gi3eeYxfy40sP0J1vbaetava5K7aptxnRLYaLIfX8ZeFgigkzsaj879VKXIszEOeCiBiIui/eMoIzv9saQ9Ot8S6ugHAtijEHeutIT27sSM/KL9feI/Z/Y3sm9IznvzkiV8Rrs/54HpeQIjLlldtG0vv3jNVWJ1zWt/GKNPztkU2/6pEpWhY/RPUxPWzHSb2TI3zmSMd7HaToikb1LFCFdEwyIf5Iz84zhXTnW9voqud/oE92nKM/fXmIVw50dvCaCzDZJmmdyJcrrrhCy04/CQeujg0bNvB4KyUlhQbpVp5GRkbS1VdfzdsQ2lGaLpE0B2OCshLZnHORipcus4n6LF62TItCgbnNEB9P0Qvm84rohupqKl+7jp3s+pJRQ0S4du4MB3nNMeUzPmz4cAqfMkW5fv9+m1x2e8JOKFnsYWr8onCkQ4D2xFxnFiv1ExJsur1CBg4kMpk4sx0itnCjR0yeTAn33cfbBW+9pXWk+YOyVdaJM3dCupbzfv11NvHGIie9LQjpGJOKotEwN6vwJbZIIV3iEThY2pdQekpdkeOiURtHemfPSNfKRvWOdNUB3gKTDNWHrEK6/kPOfP5Ckx3p5evXU+mKlbxduvJrsuTZCt2+oGLjpkYuckFdkXKiadRFuzhCRLtgQKH9rpNyXJ840svKOO4I7/2wUaMa3U7LTjt9murKK6hq/37+PmyczIKWNA2ODzh1iv73v//RX//6Vy69Wrp0KZ/8Veve9+2BY+qAHk6wiAhF7JFIfEm1uY4Oqa7jn8/sTc/dPJzFxs92naMv9ytRGN5EuyCmZURGLGdEQwDD9RCfEd0yqlsszVCzzPUMTo+m/9w0jD64Zxy7iCHWXK0WZCIzHfno+88rn1NwtDvjtvHd6CdTe9LCEWl05ZBUSosJtXGzu8JRrIsgOSqE/rZwMG+//P3JRrndAOWXv12yn15apwhMz1w3hLq7iC9pTUThqDtHelZ+Bb9u4UEG6h4f3qRol5N55Vo8jyexLgII7Zer8S5fqJEsH21Tlt7D1Y0c9gk9E+jrn02hFxaNoLsnOY/P6ZkYQS/dOpK+engSfXLfeP5eT+8k1ZHui2gXNSM9yUH8EIATf2yPOF55sWz3eW3C4jef7aNrX9rM8Uf4/4sMMfJtvjvcMsIx9uFEbrlHqzdaGuHyB6sOyUic1iI1NZXGjBnD2ytWrGAXOiguLtay02fOnMmiu57+/ftrK+owFmtv4zBJ28xJL8YK8Px8MiQkUOpT/4+vK/v6GzaKiRiXiEmTeCV0+ORJ/H3R++9r57uim02fk1765Vcc0WLq2pUjWkxJSRxp6ihzXS8uB6FfzWiksFGjlfuPimItwdN4F6suYo11AYEhIRSqPn7lzp1U8rkipGNyIPqaBfzcLTk5VPLVV+QP8HlQ+s0q637m5TUqdRXg/L1y61b+O8TdcYeTc/3WF9JrT57kvxkigkId6BIS50ghXeKWurIyylpwDZ2+8SaPWpob/b4Ld2+gzEingNpaqleFW5M+I1040v0ce4MZ6pqTWVrWmv5DzlG0iyerB3CfF//4J+Ubg4HLZos++cSn+43ZZv6AEo9ZVmaTi2YRjnR30S4hjR3p2uSPXTmuLxzpgohp0yjA2LhYLViXkV61c4eSWZaeTkHp1gxdicRTIKC/+uqr9M4779AJ1SGCk729e/fS4sWL6dlnn6WiJk6StgZH1eipvn1lq7zEP0BktqjZ4xCe5w5OpdvHKyc92z1wctsL6XAbIz5keFdlDPS/LWc41xr8Zm4/p5Fd84elaU52MCIjhrOrK2vr6It9F1jkc+VIFw5kPMa/bhhGzy8aQQuGd7ERcF2dLArX8xgHQrooRYVjHyb9Rz7ew+KeEIjhkkVZ64fblCXjD0/vRfNUR31bRBSOwuXvatWBPh9dlMN6Cl47uPLNdQ2Ulaf8/U+pl56K8lcOEfEuOZRTUkXfHVEMBDeqefggNjyIrhiS6pHzf2CXaBrZrfHYvI/qSBfvseZwyY0jHVyrlo4i3gVRQQ9/tJs+2p5N+BPfNLorrXlsKt07OZNv883BlhHSn197gmb+63uvS3VbAn2W/9asQiqp9J/7UuKaadOm8aR+QUEBPfPMM1wk+sEHH1BdXR316NGDejrpNpo7dy7FxsbyKrvvvvuuxfdb0vGE9IoflHiOmGuuobAxY/jcsb6igspWr6YKVfQOnzKZLyMmK87yyu3b+VLkdguCuirfl65UDHGhw61RihGXqfEu6xVx3h5xbo5iTbjbBcH9FVe6KCH1xJGuX6lvH+9S+MYbLABDu8A5dWBwMMXdcTv/DEWrTdGs3IF9R49aQHAwd//pTYf2FLz+Bl9GXzGPV/braUuOdDEhgveMfZehxDVSSJd4VECAGU4cOJqS1+1KSJdlo0RG9W+K/CwhZOtjb/z9t6lGg3Z9Pc80h40ebdOqbRvtEu1xtEveCy+ws93YJZVS/vAkX1f80cec0eYrqvbt4wECxG7xYaZ3vVvLRt0I6WEiI13nSPdDtEsABHvd8rTIWTMd3s6EwUxAAE8MoIkchI8f57P9kHQeqqqq+IQuJyeHjEYjjR49mh588EG64447aPz48Xzyh6XHcKa3B5BFiokBIIV0ib/Yo8a6oAhRiNzD1LLQAxc8+zyGGAihE2TEK6uexqmi+Os/nGLxedaAZBrlRKR2BLvS1Zzsf397jO8DMR5JLgRKe4Rge7rAtZBeUmXWxDr7/Gw9yDuHQHyuqIrG/uU76v34Sur7+5X043d3cP43nNYf3TuOHp3dtv9fkQkebAzkwk5XfxuRjw4B2lvw+glXOqJuINhrjvREz4T0cZlxFB8eREWVZvrl4n2c2w8hXJ+x7wtQkAsQI4Ncfl+UjWIVgzPmDk6hEFMgncyroIUvbeSc9yBDIL14y0j627VDOJd/jhpFg44A5P77G1F+2tZKUPG+yVX/poj0waTf2qO2KzIlLUdISAhde+21XCIKIKjnqitk4UZ3NlEaHBzMYjo4dOhQu47ck7QuRjUjXRBz/XXsOo+eP18TdGuOH0ceEUWoGdicXa4zc5m62QrpwpGOc1EQNmKE9rMINd4Fwr2jCJWag4f4MnSk9XdASF+1cPSwJ470S41W6tsL6TXHFXNQ1Ny5LKKD2JtuosCICHZZl/rBlV6q9iHgbxCkxucIrUQPzHBlqxTnetzddzf6OUo924qQXvGDIqRHqKsUJJ4jhXSJxwUEoCnxLnXFRU4jNgxRUkg3Cjd6SorNgEs40uv9nJEu8tGRO2bfqi3KNLyJdqk+fJgK336Ht1OefJJiFizghnCI3KVqyaYvqFDz0cMnTOClZvbxLhYPo12ECG/jSNeiXWJ8WwijRlHgMcOdFHpgMCBmrhGJA8LGSiFd4j379+8ns9lMCQkJ9Mgjj3CeZ2JiIruk5syZQ1PV0iBR3tmaYD9RvHXgwAGnt0EGKVxeMTEx/DwkEn+w+6wqpGdYPztE2SbysUXRoyuQ9QyhG0WdiRHBmggqgNP2V3O8F5evHqZ8NlxQRe7Bad59RmWqgq1wQjujVn2OGJKEBTVeOSWIDDFx9I2IjAGIPkEUByJlVv5sMo1Ti1bbMohNEZnnInvelSPd23x0QT9VSH9i2QEa9udVtPGkkjGLUlhPMCLeRSco27vRfQVe865xymv66c7sJsebYIWCyD13JaTjfTRHja05cL6U/2/euHOU9lxB76QI6h4fxpNU3x/1fVSg/UTSUTXWBrFFbSnepbCyVvv/vH6UIuTIeJfWBWOqhx56iH75y1/SokWLeGy1cOFCSlOjLJyBAlKTyUQVFRV06ZLMupc0DcSZCMLGjdPc5Yg7ASi7BKFDhmjn8obISApT44VAkFo0qn2f3tWheK05zWNjqb68nLPX7dGiVZNt3eQhqiO9+mhzHenW/dY/T/G8Ym+5hbcv/Po3VPD22z47fuN+EJUDIufM0XLozecb56QXvPkWR+KgnDWkT59GP9c70lvz8wWGxMrtO3g7XF2lIPEcKaRL3BcQqEuF9JEX3uCquLGlXNfO9qvoo4+cZlu1FCb1uUNI1xMoJhnsVgFgqRJiUqqPui74aoqQrrVqHznCfxfh8Daleyak4/2S84c/EtXVUeTll1PkZZdx5lbsjTfxz4ve+5/T3605eZKzzjz9QBFFoxCkRfu1WSeke1o2GhgiHOn6aJcin0e78GOp8S7IqBORMo4IUuNdhIPf06JRiUTPrl27+HLUqFEUHt5YqBGu7nPnzlGZ6jppDSCOf/bZZ/T999/Tp59+yhMA7mJdnLm8JJLmsvuscvwfrnNi94gP51zsanM952S744zqakasi3ivIic9yKgMuxGJ0hQXcb+UKK200l2siytHOoR4ZME7Q3wMB3rwf4YJh42/mU7HnppLu5+YRRt+NY22Pz6TI2XaYrGou5z0vU5y0uEEPtQMRzq4Y0J3LvaE+7202sLvJ0w6QCT2FMS2CBAVI0pofY2I4vnLiiP06Cd7qcILF/i5okr6xzdHacLf1tBZtXRXP9niiBtGKcINstDfu3sMTe5tO1mK/yMhtvtbON51pkj7H4Ar/7Qa09QWEOWtCRFB2muPHHlX/8+SlgHjrD59+nDcy5AhQ9zeHisFu3fvzttZWUrEpkTS1GgX4UYXBHXtSqGjRmrfi1gX6/dW4TTIzpEuikcBHN7BvXpp3wcYDBSqOtRrTiqucD11TqJVg/v158va4yfcrlB3lpEOYJ4TIjay2/UiP0h48AGKXrCAV9vn/u1pyvnNb6jeBz0EcPXDaQ5dA/E2IvPd3pEO7aRELXmN//E9Du9LTHYg6cHT7jl/ULFtG68qwHMJ6qEciySeI4V0iUcFBPbucm+w5k27iHbxcw64I/L+/R/O8S58911qC450oy4f3X6SQS8uY+bw4pN/oAu//Y3vHen9+2sfFubsbM09DUHZk4z0qj17qHrfPo6pSf7db7XrY2+8gWNN8POqA41jJDA5kH3/A3ThV7+2yT13Bv4m1fsV52r4xAmakG7JdRDt4iaeRUS76D9kLWIVhQ+jXYApSZlZj5w92+XtgtSBNQju3ctmkCSReMKFCxfo4sWLZDAYnJ7QRUVFaY4pIVK3NFjOvHz5chtX/LJly+js2bONbnccS1NlrIvEC/DZCRe5pyITRCqIzHCM60s8kYeNXGxPizqzVfFQxLoAiMq3jevG+dOPzmr6e1i40t0VjToCURBRIYrD3FWESb065jB4MWGFSQLkc6M8Eo/T3hCTEkIstye7qJLKaiwcOdJbzRBvSoQMyj0P/GkOffnQJHpqwSB6/fZRXsXzjO0RTwnqKoerhnah8GDnKwaaw6/n9KNfXd6Xhf6lu8/T1c//QMc9KB99f+sZmvLMWs4Yzyur4X395Zy+Nv8LjpjYK4HeunM0ffXQZKeRR7MHKmOoNUdy2ZnuL+zLc73pRmipotGU6BB+zyJ7Hr0Jm08WtPauSZqAyFDHijuJpCmIiBGcp0fOmmXzMxHvos9F177XCevCIS2AQC0IHTaMxXM94rxUiOZ6hBkt0G5FuCmtC0fYQritUWMa3TvSGwvpIEw1mMUsvKaRsSYwKIhS//oXRYcwGKhk+ed09kd3U0Nd8yYby9SS0fBJk3iFOUyGoPacrSMdq8kxURAydAiFjrROZNjsY0iINkkAcd4TsP++zn2v+EE1JU6ZLA1KTUAK6RKX6N3o+oOjrzPS64ttxeKWoGrvXr6s3KEsaWktjGp0iynZTkgX7dl1dVRfYXXD1J49o+WY68s1mwLiTOAEF0I6ZiQDw8P5Q0689vjg41iSaPcZ6aKUJHLGDC1uhZ9jYiJFzZnD20X/a+xKx2uADH5QtXef2/2u2LKVZ5qDevXkD1mjw2gXz8RwEe3S4DDaxbdCevLvH6eUP/6Boq6Y57GQHjZuvE/3QdI52L1bWW7Zv39/CgtzLmD0U+OcWiPeBcf8lStX0j5MvgUE0I033sj7A4f6hx9+yFmjgvPnz/PyZ+SKZtiVIkkkznhn02ma+58NNOb/VtOfvjhIJ3JdC4F7spXPjb4pUY0iTYQLGdET3hSN6nniygG06pGpLII1FZGTjnMeETnjKfg/Q245OO3CWS/6NjvTeVX/VGXMdSin1OF4VOSjI+ccUTDNAb+P1+7Wcd1oWj/rWMkTIGz/bGZvnpC5d4pSwOkPMHn0wGW96MMfj+MsfuSX3/X2dpfRRt8cvEi/X3aA3z+IMnph0Qja9Jvp9OA0q5vRFfhbuBLcUdgLYR5Z9luyCvwupHdR/0+Rad9WEN0FENDx/ywmF2S8S/sW0s+cOcM9MBKJt4QMGECpT/0/6vrKyywi60F+OPrKgvv3p5CBA2x+Fty3L4UOHUrG1FQbxznAeXWA2utlH6UCDKpIXldY4LHug+NViGqEcVU4is9fixshPemxx6jLM09T/D2OHd94rLjbb6eMN17n8/yqXbuo+pCS3d5UylYpsS5RcxQznNWRbls2Kh4HExeuxGlvCkchop+6ZiGdmHoZFX/6abMnBbR9VeM0w0aN8sn9dTakkC7xLB9dnYlsnpDeOCZDiLMQbvVCpr/BTKEQkKv37mvVfCpjiWNHOsopsXwI1Ku3AZZLqlhcX68UhTYDzkKvr+cMc1NyEpeTBKvCWvl3a2w+KNxFu2CWVGSH4YPbnrhblcwyFGha8pVsT0HJsuW6fTrsVT46sBfS4S5vUCcZPI520TnSrasofBvtggEEilDwd/ZUSJexLhJvwckYxGkwQlcQ5EpIR4lntQ+WPnrDmjVraPv27bx9zTXXsOiPXNEuXbpwUer777/PLnQ8n2PHlCirXr168XJoSccmt6ya5v1nA735g2vXkitQxPjaBuX3EaPx1sbTNPNf6+mut7ZRZa3FTT5642O/EK09KRw9ozrSu7lx4TYFOL7/c9MwevaGYZQYqTiTvaG7KqSfync+EY8YE0+jXToKKNg0GQJYpEV5qj0H1dd9UFrT8tF9CVY2YEJGTIr4E0TRfPXwZF5lgL/Lt4ccZznvPFNED3+4myNRbh6TwQI8YmhEnJGvxH2U9ArR3hOe+foI3fTqZqqq9Ux4wOqVvdnKa/1jdaLC3qHeVhzpQPw98LrgmCdpX6DDBqsDYSCwX4knkXhKzHXXsShuD5zTPVeupB6ffNzo3BMib7f/vUe9vl1FgXaGG9YD1Gzv8HGNe7qMcUr3iaXA9tgIgVesXHeURABBH1Qfcn6ujxXlXGIaEMBGPEfAJBd99dWa2O8M7HvowIFeOb8dAbGby01NJoqYNo2v08pG7RzpomdOZML7Qkjnxz92jGNjcn7/BJ269jqq2LyZ6srKtK8Gi3cl3NBtqtWVvmKCQ+IdUkiXuHQrV6oiB+IzmlI2igOqyD935AxGBAgOSv7KSTfn5FDJ8uWNlsLwkiK1aRrCsHBDtwamYpGRntroAy4wOqpRTrrl0sVGM4lNpVo0aw9QPmT0B9PKnTuV/VKLL61CuuPXqWrnThaysWwrfFLjIs2QoUP5Qx6TGFzCoQJXfdnXSqkmqHHQ5l20eDEdmziJsq6eT9k//SmVqaWlon3cmJRoI6RrEz4mE++PR9Eu6kQOPoiQWeYPR7qnBPfqqU1ghY0e3Sr7IGm/HD58mGpqariUU+RvujqJi4+P55O4EycaZx36i82bN9OGDUpTPEpQRfxMUFAQl3VFR0dTYWEhi+lPP/00bdmyhX+O/FFJx2fTiQJ2Br+1qelC+tojuVx0GBNm4vgMCE6IbFl7NI/+/MUh10J6V0dCuupYvlCqCc1uo13sHOm+Yv6wNFow3HWRnTOE+Hoqv9yDjHTqNEDw7Z2kjBfw3rNHrEQY0MR89PYMXOCLxigrgd7a1FiMyMorp3ve2c5FszP6JdH/mz/Qb8vE5wy0Csfu/g+PXiyjF9edpC1ZhSz0e8L+8yVc5onnvHBEOq/KwAqTXFXAbisZ6XCki6gf5Mojy32fk3x/SdsF/ycy3kXiTwKDg50Kzrg+wIk5pcvfn6H0F56nMAfxJMb4OJsYVQFrOSIaTo2o1SMiZEWsrKtYF0NCvGYobA6id6zWTZyMKyo2K+cgYUOHaokBwmiIv4FICNAbNYP7eiakmz0Q0oWDH8Wy0DXw/dm7fkTHRo/Rvo5PmkzFS5Z6bA5FtjtMh3gP6A18Es+RQrrEKRDRcUDAkqCwESObVDbKArAqYjty9+ojQ3wtpEPEP/vjH3Nrc9kqJddKYL+kSMS8tAZGrWy0cTO1QRSOqvEvwKxrdnf1QeQJQohHrIsgWMygqq9bkJ0jHQfdegfLD7VYl5kzGy0tE691wgP383bRhx+SRY1tKFu9mj+A4IoXs65okdZT9P4HVFdQwLOx5au/Y6EcH65CZBYxMkJIt6gf7MaYGLcnc3D+64V07X2I96aI12lhsJQt9f+eorR//qPV9kHS/ktG4UYPdLP6Af8fInO8pXLS8/Pz2Y0OZs6cSaPtJosiIiLozjvv5P2HoA6R32w2c9577969W2QfJb6jKSu+8suVEvDswioqULe95d0tysnJjaO60swByfTa7aPof3ePZWHso+3Z9OU+2+W45rp62ndeONIbT6L2SozgksjyGovmOHf2fM/6WUhvDtZoFxeO9IbO50gHIgffPicdr6nmSFdv09lADI0xMIC2nSrU/hagpMrMkS9FlWYamh5Nzy0aTsZmRt+4YnzPeC5ZzS2roT1uhONXvrcKkxdKPFv1Ktzno7vHUnSoiQt+21K8y0VV0E9WhXRMAI3LjG9zznmJ50ghXdIWCc7M5KhWR4jV3uJ8WyCE9bqwMIcCfejgQVr8ibN4Emusi2+KtIWQ7i6X3RUVW1UhfbzVnY/z80D1HF0UjgqjJsRuROO63K/uqiP9tHshvVo1GeL16LnqG4pdtKjR5AiMoTm/+x1l330P1Z6zLUB1RI16zhfUu5fTyRSJa6SQLnFKuRrrEjFpsjULy0tHuhDecUBxNhsqhEJnTuemgnKJ2hPKoKRCdTPaH5AEnuRy+wMWkFUBFxll9jiaZNCiXbDfBw/4pmh0kM6RrkY9CMSMKzu7VVHOPt4FLu5StYQjal7jWBd9Q3jIoEEc41P4luJKF83WiDzhJVwNDVR9VIlx4McqK2MBHaT965+U/MTvKe6uuyjt2X9pS9FEtIs5N5dPeLXGcDexLvy81PtoqFZeh3r1ueHDsTU/WGKuvZaiLr+81R5f0j6BSI2sTQjkw4Y1zjV0Fe+C+BSLl0sDveXgwYOUrRYZT5o0ib8cERsbS1dffTX9/Oc/p4ceeoiuvPJKuvXWW13mvUvaHi+sPUF9fr+Sbn51C3247SwVV3qWAYuSQsE+D8o97TmVX0Hrj+WxaH7LWGuJ1oReCfTgZUoW6G+X7Nec48K9Wm2u5zLOTAeRGRAH+6W6LxyFMxTlf3Bzp8e2vfer5kj3oGy0k+noNECXk64Hoi1eV7ymQljtbCBKZO5gZZz69kbFlY7x1u+W7GfHdnpsKL1x5+hG3QK+Jtho0HLlv9qX4/R254oqafle62RZTrFnjnJRLCoKT8d0j21ThaPCkZ4araymFKI/2H7a+/hNSevTQxX6cnNzqazMfaGvRNLaiPNrmNz0CGG9Ltxx7FhQZianEUD/cOYQtxaNNjYYNgXhtq491bRoF6QaVG7d5jDmRmgktaqQXn34sLa6352RTx/t4s5wUn1UjYvp15cTHlKefIL67t5FffftVb5276LExx6lgOBgqti0ibKuuorK1qx1c5+KkB7SW670bSpSSJc4pUJddh8+eZIWceG1kF7svGi0kVhc6jshHY7pvOef076v2qk4NO0PSCJju7Uc6ZaLirs8MCKCc8ycTjLo/jZiphbUZp1q5N52Rl15BeU++2+6+Je/cH6XfdGoIBiOT52LVUS7IC/NOulhK6RXbtvGH6ZwrTvKUrNxpT/4AG8XfvAhf+CI5VLR8xdobnh9TnrVnr3sjkeDeNS8eRR3yy2U/Otf2cySiww1CPT15eVUV6R8kIsJIFcEamWj1fw44j0ON7tE0t7YqUYywbmN3E1PSE9Pp/DwcI6DgQjvD3Dfq1evps8//5y/h9t8hhOni/0xA9Ezo0aN0k42Je2D1zdk0d+/OUrmugbanFXAwvXo/1tNj32yl2osrvOK83Qu9H1qXrE3vK+60S/rk9iovBBFjSMyYjgL+2cf7WYnOtidrXyuDcuI5SxmRwg3squc9LOFFZrQ5ct8aF8hMtIxWVFWrUTcOXWkB3ZOR/phOyFdTJwgRz00SOkM6ozcNVERJCBQY6XIJzuy6av9OexUf37RCI5DaQkWDFPGpUt2nXN6LHl9wymbzPAcDxzpuP0ONQJmjCqkj+6hXG5rIyK1Fu0Sbf1bj1b3dcfpQrdxN5K2B8ZfqaqZSrrSJe0BY3y8ZvTTZ3MLI1tduGMTQYDBQCEDlHiXqv0HXGojRp850rtbBWu7qF9PqDl+nJ32mAAIHTzY9r7T1cJR1QFeo3bXiSx4V0DXgFsBOo79hESjfRD3q4uLgdkPCQD8FRpKCT/+MWUuX8bFodBD8p591vV9Hjuulc5KmkbbG+FLWg3MDgrnc212tlLKYDSyMGr0QkjHshZxUHVVNCrwR7RL8UcfkeVCjjZjygdB9f4x6ycOSDE33siXLCy3cNGeXhQ3Jie7/NuI4g7so3ge7BDnwlHnzdfi+ZauWkVZV1xBBa+8QkXvvkenFlzDRRVcNJqQoDm6+X5DQrRlUPrZVleFo1qsy+zZbos/Ii67jBvGERGT/ZP72YGOiBZ8GIX0H9AoJ71qtzIJEjZiuEtXuchCR7yLFu0S64EjXY12AQEWi/b3ba18dImkqaAsVAjpEJ49BfEvIt7liJvjibfg+HPgwAF6/vnn6YcffqD6+nqKi4ujyy+/3G8ZupLW54OtZ+mpr5QJ0Qcu60m/vrwf9U+NYlH9s13n6NFP9roUfOD+FXib+4tSQQh84PbxjXMfTYZA+s9NwzlXeNfZYpryzFqa/8JGenndSaf56PaFowfVvGxHwJ3bVmNdQFSIieLDg2z21R7x0nS2aBe8RwFKNRFZIsDqBjDCQeRPZwL/G4hvqbXU019WHKE/fq50DfxiTl8a5uL/xtdM7ZPIGeGIk1l1sHH5KUT+j7aftRHd0ZfgjmOXyniCLTzIQP1TI20E9SMXS23eE61BRY2FymosNtEuYGCXaAoxBfLfI8tF94Gk7SLjXSTtCdYDMD7AKnCdJiAMlM4c6SB0kCJGV+/f3zKOdJSCGo0sLlt08biAnfHqKllnVKqpBsiKt89sN3VRhXThSBdFo/36epRdb1In0FwVjkLT4OjagACtANaV+z7tuf9q2pd99I6jaBd39ylxjhTSJQzyqo9PnkLHxo6jY5MmU/Z9P+Hrw4YNI0NkpCYqWuwEVHsQoZI1dx6d++lDSsSG5u5170gXYnFzgfM6/6WXeTvx5z/TlvRU7dmjPIfcPGW/AgMpYuoUFpLJYnHZIO0vxAHd6OTDQisbVTPSxe0DQkO1fHBXOekohz13/wN0/uGf8e9i9jNy1iz+QKnNyuLbhAwc0EjQEvEuWCJkUGedbYR03WuFZu2yVd+6jXVx5EoXzyd6wQLlcTVHulXMq9y1my9D1Zx+Z4jJAHzYeBPtgr+lILC21jr5Ix3pknaYjV5bW8sFor16KfEVniLiXRC94qt4l8rKSi4L/fTTT3m5MspPr7/+esrIyJAiegdm2e7z9Pgy5QTp/st60i/n9OXLlT+bTG/dNZpMhgCOZPjzl4ecLmfVR7vsPVfiVc7653vPU2m1hbrGhbLg5oiucWH09+uGUJAhkHJKqmlvdrEmtI3NdP65MUgtmoQj3dk+iXz0bnZO+LYY75KVX+EmI506FcjERkSJ3pWO13n1YSVSb0Z/35zYt1dw3L5romK0wIRYlbmOJvVKoHsnZ7bofiBm6YZR6bwtBHM972w6zTFNQ9Kj6bqRXfk6/J+7Q2SMj+gWq+W8J0WF8P8y/iV2eVhY6u98dGTER4ZYTStY+SImMmS8S/sW0rOysthwIJG0ZeAsF+fJerFWbFvCG6+yF4SoOenO4mk1k2FKim/2FWWacH87KBw9/8ijdHLWbKo5ccLp74uV8+Hjxjb6mQkiPTvSz6lGTUW/CLaLyXVGUC/l/96+y0+PuE9TRlcyRDifoBDA/CrEcSQGOAKpBLVnlc/OkL5SSG8qUkjvwKAoNPcf/6BzjzxC9TWuy7qQES4iQury8zWRNeKyqXwphPR6uyU89lTuUNyQ5evWUfHixSzk6n/fEaLVWS/Ooug0a+FCqlRL87yh8O23WQyFgB6zcCGFjhih3Kca71KjxrrAdQ03cujQocrfYF/Lx7u4+7DQykZR2qorGkW5psg1r1ILQx2R+/d/8GtBJhPF3/8Tyvzic0p/7r/Ue+0aSnzkEQqfMJ4S7rmn0e8FqzOpiHXRC17a6gHdhErF5s382mFCQoj77oiYPl37kEHZZ+ScOTYCPjLR8T6DSC9id1w50oExKdEqpHsR7YLIGkwY8DaEdPW5SUe6pD2BQs6tW7fy9vjx492WjDo6icPyYojfyEpvLsj6fO211+jEiRNkNBpp2rRp9OCDD1KfPn2kiN6BKayopV99uo9FpzvGd6NfzbHNiZzWN4n+eYOS3f/2ptP0ouoCd1Y2KrY9EcEATmTeU2Ndbh3bzWU0yeWDUmnjb6bTZ/eP5yLSp68dTC/eMoLGq8V9juiTEsExFsWVZqcO17PCkd6GhXQR73LamZBe3zkd6TY56Wrh6NFLZfxao2gWonFnZ97gVEqMVMZMWNnwrxuGtkoE0A2ju7IhcuOJAjqjy/tHGfA7m5VjwP1Te1KXGMW5nVNc5XZCTojQo7rZTqaJ6JTmlnni+DjrX9/THz93boDxJNYlOapxhI6v9lHSOnTt2pVMJhNVVFRQTo7z7H+JpM3lpOuEdGu0iytH+iBt9Tm0KueOdN8I6UCYKvWFo4gBRp44X39ciTmxB1oENCkQ5iC6VqzahyMd5kDWEAwGCvbQzBR3+x1a3K0Qtu2pVlMUQnSxLu4IG6uI/hXqeaE9NegQRCpBXJxiKJU0CSmkd1AsKJy760dU8PobVLbyayr7drXL25uzz2qxG90Xf0Kpf/srJT/+OMXedhtfz9nY6gmVqwgW/dKU3L89TdUHDroVJQM1cdZ6v0Uff0I1hw5T7tPPkDdAuBcllnCjIz8qbKQqpO/aaVM0KkTb0CFDWi0n3XJJRLukeBR7oznYk5MpVM01F39jexADU/bNN7zd9eWXKOlnP9NiTJApnnDfvZTx5psOxe+IiRP59Q4bZesCdxTtIt5bUYh1MXiWHQphJemxR/nDJua667QZVlNGBse0NNTUcLQQPjywFAvFn0GqW8MZpqRkrXDUon6QGz1wpOtz0gPNZq1sVArpkvbE4cOHqaSkhMs4h6jHNG8wGAxaOSmc7c3dl9dff52KiorYhX7PPffQ1KlT+SRR0rFB/EFtXT27wf9w1UCHkyZXD+1CT16pxHghQ33l/pxGOcUQnIDIXPY03gUlowfOl7Lr/YZRigPJFRAER3aLo1kDkunG0RksErqa6EHRYZ9kJfIBj+OIM4VtO9pF70g/7daR3gmF9C62haOrDynjrom9Ejp1Prre/fyL2X04WgURSXBstwYo8p3cWzFQfLxdWZoPofzPXxzkCBYUBs8emKKVclbU1lFplXMjEH5XFIqO7mE7/hvjI5F61cGLdDy3nN7dfJrjZ3xRNCoQ5ag7pCO9XQLDgYjY++6777xahSWRtAbiHBupBgIhqjvLSNfO9aOjWUSvthOw8b63+ENIVyNra09bdaqaQ4fYsKc8B8fHdqz6h9EU+yt0I5vnkm4tGxWr6YMzMzm2xRMiJk2kcGguZjPlOsk0FwZQYXL0hPCxY/iycosTIf2YNdZFmpuajhTSOyAobzh13fVUpWblgtIvv3T5O7VnlUFocO9eXKQQs2ABxd12q3YggCCtFU26yEmvPXtGK89E7pQQcj0qG9UJ9CK3CeK2iGTxhIr16/mAh8JM5HUD4Uiv3refZx/tD0jCkV69dx+1NNZCDWcZ6crfvF4tG9VHwYiCUCxTQpyNPeXrvue/BVzl4ePHe7VfyDDvvWkjpfzpT26FdBEtE+ZgyZMrIiZPpt4/bKDk3/7Gxh0unOooItXy0YcP5595Fu2Sp32QG1xECukJCAu1OtKLhJAuo10k7QMMPDdv3szbo0ePbrJgjQJQABc5RHlnlJaWsvsdcS32+4Ec9I8//pgjZrp3704//vGPKcWHg2FJ20a4sXsmRrh0qf5oUg+6fXw33l66W8mWFBRV1rKYjrH9ZX0TtXgXT/hezbIe0yOOYtUccF8zKE35XD54oYRKKs30z1VHOWd93F++4689amlptzj3S3DbarSL0HA6W7SLI0e6NdbF2iXT2cGk05bfzaBJvVvXyXbzaGWybPHOc1wa/M9Vx+iTHef4ffvElQPIEBjAkx+xYcpn4gUXhaPZhVUcnYIVJ/Z576O6K2PJvdkl3MHQVDaeLNA6CFYeUMSipkS76PPRBShQxvNGtNQl9XaS9sX06dPZ1IB4l6PqeXB7AGPCNWvW0Lp162jv3r2UnZ3NnT2Sjo2IfhUudGBRV4TXuYh2gXCrmQHtCkdx/s7idkAAm/58hVY4qnOkV+r0Jb2r3mGsy5jRDs2CQaojHYkNVTt2eBXrIkj61S/5+cL4WrlbibPVY28A9QQ2SQYE8PM1X1LGMHqw8p/vU8a6NAsppHcwKrZtozO33sqzeZh9S3/heb6+/IcftJgVR9SqjnRuEHaClpPuorjArM70pf7l/2yyp12WjYr4ElEGCrFbd6ArfPc98pTqo8qBIWzMGE14xXIeLF3hmc8DB61LZNQDUgiWGAUEkPnCBXYzt0lHuurWN6vCuyk5mYwoCYVAhUyuw0rhk57Sr77iy6gr5rkVoZ1lbNn/nngdtdfKbNaWQ4V40FDt8DHsPpjE64IPDhHHIyZDPM9I9zzaBQSGWB3pWrSLzEiXtBNw0nL+/Hk+AYOQ3lTi4+OpWzdF3NztYDAnHuuVV16hlStX0ssvv0zH1f9/ZHriutWrlRUqY8aModtuu43jYiSdh9OqkN493v3rLtyk9rEtItYlNiyIRnaL9cqRLkohp6j37Q9E4eiSXedp0jNr6Lk1J1i8gsiFL0wCxIUHUc+ktvveF6/PaV0khiNHekAndqQfzy2jC8VVtFd9783o17nz0dsiyKxPiAjiToWffrCLnl+r5Nz+3zWDaVo/68RHlxhljJfjQkhfd0wZ/w/PiKGwIGOjiae0mFBebbPpZH6T9hXlyptOWH8XPRFNdaSnRDd2OyIzvV+K8t6VrvT2CYrYEc0HvvnmG5/11fgTxPhhBeL69etZSF+6dCm98cYb9Oyzz1J5uSy+7cgY1XNsS6HOka6a0VxFu4CQwWrhqF1Ouoh1MSTENyr2bA7BwpGu05eq9liTCPTPQU/F1i1OY11AYHi4po+Vrf7Oa8Gbb9+3L0UvvIa3c5/5u81qFDaAik47L+4X+lGw2jvnKCdd6GXBfTx3uUsaI4X0DgSiPHJ+/wTHYoRPmUzdP/mYImfMoOAB/blMU7jDHWFWHelBGRlObyMOFOIgaQ8ESCGwRkyaREmPPWYjmLrNSFdzwFlEx+BBdVWWrlqlHVjdoZU86GbYeOZTzdeu2LyJI0OU2ygHD8SKwMEOqvc1z5UOsf7C7x6noo8+9tKR7lhIR6SJ/m9jjXZRbq/lpNsVjtaVlVH599/zdtSVV5KvsHek47WCmI4PEpET1lzEgb/68CGqUiMm3OWj2wvpohTX62gXXUa6q/esRNKW2KRm/A0dOpQiIpy7QLxxpUNIty+82rdvH7399tuc4YkMdlyiTBQnfJ988gltUwdrc+bMoXnz5rGwL+lciKxiT4o2texiO3Erv0zEugRxWSDYd66EhShXVJvraEuWMok6xUnJqC8YqBaOIje7rNpCfZMj6flFw+nLhyZpX2t/cVkjMa4t0T1BeX2Q9V6kxug4jHbphGcJEEyjQoxkrmugV9dnsTt/cFo0pUS3ToSJxHXMzLUjlbK3bw4q4+NHZ/Whm8fYnsuIKJQLxc5dsq4KZXEeMV0V5r870jTDDbL2CypqueAYbD1VQLll1U1ypKc4iHYBo1XnvMxJb79MnjyZx3GIxtuyRRHxBBiTwcwA9zfE688++4zMajRFa3D69Gl688032ZEOI8bw4cN5JWJQUBDV1NTQyZOOO1AkHQNDnOpI18WiaNEubkoxNf3CzpEudA5TSqpP91VkpMM0Cb2MH1tnGNK76gXoF6zapdwm3ImQzvuq6h+avuRFBIsg8eGH2YCKfSr79lvt+lr8D1ksrAcZU737m4SPUZICKrfZxrtwKaq64kWUkkqaRiccIndcit54g8xnz7KgmPavf5EhUsnxjL5CEVJLvnAc79JQV8fZTkC0GrsW0h07HURJAh4fOdexi26miBkzeFvMPLqOdlHFWfWfO3ToEGVpisVCRR986MFfADNstm5zQdgIJeu7ePGnSrlCfLzNkiE8lihdbQ7l69dTyZIldPHPf9b2xRl15eVUr87WO492iXFYNmpMTrIp7LDPSUduOUR9tEH78iBpXzaqb6duiuvdESH9FGd71Y6dZMnL4wkVV+8f+7JR/pBUJ3REEYo7AkJDtGgXmZEuaU+gGPSI+n84zsVAz1MGDBhAwcHBHO1ySnVuwBUFp/mSJUu41BQ5no899hi7zgFiZbAPEM6vu+46zVEl6Xx440jvoopB+eW1LIIL8sqrtfxy5JGj5BGCtTP3tAAuzCpzHSVFBlO/FGX8469ol1HdYvkx/nvzcFr5s8l05ZAu7FQXX9GhbbsPACI/Mq7BKQd/VzFn0Rkz0iGaClf6h9uUca2MdWm73DTaKprfNq4bPTS9l9NJO6wwcERFjYW2qLErM3ROdj3T1ffAmsO5Tcqv3qi60cf1jKehXWP4f+xrL+NdNEe6k1x6kZPuDyH9vc2n6def7uMIHYn/wPhr5syZvA2XN4pHYWxYvHgxPfPMM+z2xvXnzp2j/fv3s5kBUXotzcGDB+m9997jCBcUpd599900f/58uvPOO2nUqFF8mzO63jRHYLLgueeeoy+++KKF9lriS4zxatmoGufC+eaqRuTOkY4YYYBV7fVV1uOyWS3aNTnRRZoKdJ9A6GINDaxX4XGEaO/MkV61ew+bU6EXBWVmOr1vU7oymSvw1pHO95GcTPF33cnbuf/8p1bCai0a7ev1CsEwNSe9YqutI70uP1/R8hCn28t1/5zENVJI7yCY8vKo6I03eTv5d78jg86ViGgPRJcgMx2twvZwqQNmtE0mp85om1iPYidC+pmzNq52CKvpzz9Hvbds5gOEO3G2Xo0v0cTwPn0p9nal7LT4449tDrSOgOhah8ILHBhUh7lAOJpFgYX9AUnkpDe3cFREkUCsv/T/nnI52Bb7UhcawpMNrjPSS3nCwzpTqzrSRcaYnSNdZOJHX3mlT5dm2zvS9Qd4XxHcpzeXkIoCkNABA7SSVFeYhCNdfDAGBGjvLXcEhoZZo13UQYCMdpG0hyW1n376KW+PHDmSktT/geaAfHVRVrpz504+WXr++ec5+xxMnDiRbrzxRo5sgev8pptuotDQUAoJCeEol0Hq5J6k84HPO+FIz/DAkR4TZqJQk8FGILJ1pAeTyRBIA1VRE650V6w/rsa69En0ayQJCkc/vX8Cff3zKVyc6ioLvi3jqnBUjF06o5AOBqQqY4caiyIaznTgUpa0nffxn+cPpJ/P7E1/vNpxwbE12sWxA3zD8XyObUFBcK8kx6u6xmfG8/EKrnBRROsNm1ShflKveLpqiOIs/NLLeBfhSE91sjpitCqkH84ppbJq3zmVcTx45uuj9PGObG1CQOI/MAZLS0tjgRxResuXL+exGERrjLUGDhxIs2bNYuc3XOH/+9//WjSTHAYOjD1hrOjXrx/dfvvtXHQvyFB1gLOqwc4R+F046gsKCmjPnj3tIsZGYoshVpSNKkI6mwPVc3d3QroxOZkMiQl4I2gZ4LYr9X3rSMfnglY4euq0tX9PXTmrd9U7inVxNaY0pXXRtiG6G9XseG+J+9HdZEhIIPOZs1qyQc2Rw03KXef9xoRWYCCbbMUEhT7WJahbN21FvqRpSCG9A4ABTvLSZXzwQqRL5BylZFMA0ZWd3XClf7Wi0e/XZquxLmlpDosUBCImw6kjXZ15NnVXMnYBDjyBbjKuNCG9slLJRxe5TX37UuT06bxkBpExJW5mrIWo6+jAgPLMAF2Dsv0BKUQVjqoOHNAE3KZQqSt4rdyxg8pWrnR6W3OOIqRbVNe5I0TBqxCvLfnKANaYpJzU2RaOlmsTChXqcsCoefOa/FxcC+klto50NY7FF6DgFo3XAk/y0Xnf7EpJsK+u3s8Oo12qq6leLVCUjnRJW6ayspI+/PBDPtFCrvncuXN9dt8i3uXQoUPsgiouLqbIyEh2m+PkDbEuApxEPfroo/TII4/wkl5J5yWvvIYqa+u48C491v3gHOODVOEU1cW74H6EkA6GpCufOyKr2l0++lQ/xrp0JLq7ENKR8w46qY6uOdKF+1dM5kjaJreP704/n9mHy0UdIYRnZ470NUcuaSsPnAkmISYDTeyVoLnSvQEu7q1ZipA+oWcCzR2cqjnHPS0GxX2I/ghHZaMA8UNd40LZ7b77rGe9Ep6ASJqyGkXolPnr/gdjLIzpRDxely5daMqUKfSjH/2IfvnLX9L111/PpgYI2HCwQ7CGO7zKjeHMF6CPB+NCaA8Q/G+44YZGBfdCSM/Pz+cIQEd8//337KoXojpuK2mnjnSYGHWxLogoabB7T9jDsbuD1Jz0A9Z4FxHl62tHOgjWFY4KIZ3FZidlo8KkGDbStQ4RpHOkN0XwFiBqOPGhh3g7/8UXOY3A2uvnvWERyRRCJ6rYao13kbEuvkMK6R2A8q9WUNjJkywUpzz5pMNBYNRVV9o4lR1FspgynMe6AEOMWirhNNpFEdKDMqxCuifwUht1n3HQEP/gaBKGEBp72638feG777p0eNccUw8MDg42KKwIVcVyvm874Te4Z08WThsqK6lSzcPyFkwEVB9SSj+jr13Il5ee+Ttf7wjzRWV20OLCNR1gMmlu9VqUTdTV8eypMSFem9wwdlEG5IVvvkV15RVU+vU37IgPGTrEZeZ9s4T0khJ+LapVIb0py5hcoRfmRb69OzBhoxe/PY114d9Vo12MaiQMu9l1kxgSSVsCJx04kcGy2JiYGD6RMRp9l8ecmprKJ24A9zt16lR66KGHnLrNcRKFkzlJ26O8xkI/HM/XhFF/ckaNdYH7E65tT/Oo7bOL88tqtGgXMLSrNSfdGXC0H7lYxkOJSarYJXFNpiqkZzkQ0jtztAsYkGr9/HclrkraB8KRrp+wE6B7Yc2RPI8KZUXEj7c56Xuzi6mito5iw0z83sJxb0RGDOfvr9zvmSs9t6yGb28yBFB8uHOD0uhuyth3hw/jXfSTbTvOyPz1liA9PZ0efvhhFs7vvfdemj59OgvU+u4Z3OaOO+7gVYEQuP0d81JYWEgffPAB57JnZmZylIveWCGAOz1RNTc5cqUjNhDxNAD7DhBhI2lfiPNsLc5FrOhWS0jdoeWkH9jfaLW+q4SE5uakQ0iv3K0I6ZEzplt1DTsjpSVX+VwwqedDztB3xDVXD4m5diHH8sI8mf/KKzYRuk0hXI13qdTFu9QcE4ZVKaQ3Fymkt3Pwj5//97/zduxP7rOZFdMTNXs2R7fgn0cs6RCYhSO9q2vR1V3ZqHCkwxHuDRDLWUxXixo4Fxv/4Go8S8y111JASAjVnjip/fM7wl3MiN7ZLIpG9fsQcdllvF2+Rmld9pYqFJVaLHzwT3niCT6w4gMh/5VXHd7eojrSzW7iRwLVn1erzx3LhvRO6/Cx47TZyxNTp1L+q6/w99FXXEG+RotKMZv5teIZXAdROr7KSQdhHjrS9YWjvO2Foxyz5/w76nsbpR4BPhQmJRJfgQInLIfFiQgEbESrIGbF11x77bWc0wkBfdq0abyEWNL++PvXR+jWN7bS0t2NY93coc8t90ZI9yQf3d4pmlPs3pF+8EIJWZzk84pYl6HpMRTrQmSSOHCkF7iKdqFOCeI9IFgCGevS/hHHGUy42ZcW7ztfwk7viGAjjenh2oAxrW+StjomT53w84SNJ6xudBEFhV4Fb+JdRPxVUmSIyzgpkZO+zZdCunpsB3uyi2VOegsRHR3tdnwH0wPEdES+wOH98ccf+yUmBYWiiJCBwzwlJYUNHK4K5bFS0lFOOn4ffTsA5aRD1WjVi6qA2lSwchJlrJKWF9I5fra2lixqYaeIfHGHyEmv3u/Ike4HIV2NdoGeUn1YiUxh7UedDBKxtQIRFYsYGlfoM9KbUjSqB9pD0i9+wduFb7/DOh8MlMG9Gnd/eELYWLVwVOdIF3qSL2N5OytSSG/n1JWVkalrV6pJSqLYO+5wKYBGTJnC26Vf2kak1J5VhXR3jnSRke7EkY5MJ76fbhlNFmgrt2/nS1NGBgWqgwcsTRFLbyo2b3Z6H9qsnZMDg1iaA5d3sHow1RMxfRpfln23pklFQiLWJWzkSM70Tv7tb/j7wjff1OJzbPb3VBZfmlV3ubu/Tc2x43xpnzef8ocn+QtFGPUVFVSXl88fCpGXX06+BoIz3P36gzI+mDzJMPeG0GHD+BICvTdZY3oh3StHeogipJvUD1GjzEeXtEGw9PX111/nyBW4gCB244TGH8THx9OkSZP4RE7Sfjl6SYmqErECnrLzTBEN/uM39Oy3ziev7RH56N08yEcXpKqFozbRLqpAlRChfNb0iA+nyGAjVZvr6dglJcLMWawL8tElniEc/0UVjePsOrsjPcgYSL++vB/dNLorTeotVzi0dxCFAu3ZXNdA+RW2Avh3hxWxZEqfBH7dXYHoFJQN4xRh3VHPXekiV3xCL+t4dp4a77LjTBHlOHDK11qUOBgxeSgiYLAPrhCTAbvOFns9GeqJIx3H4YMXvM+Il/gPjANvueUWNlecPHmSli5d6jNROS8vjz7//HP6z3/+w450jAkXLVrEwr0rnAnpX3/9NZWVlVFCQgLH12AFZHMd6cePH6d///vf9O6777JbXtIysD6hTqbAlS5KRz3tGAtRhXQ4xNHhx2WlwpGe7D8hvQYiutnMeeTQ0MT+WnTxLvW1tZrepdcWHMGOdXWs5IsV+hFTp3IuO6cQQAvJ7MGxt02BzYhGI5kvXKBLf/0rFX+2hGpPnFDuV0a7NBsppLdz4EBPe/cdOvfje1ggdkU0SkfhuF63zub62mw12sWNI104fB0J6ZgxEzN5TYkTsRfSEeuiJ3z8eJdCOg54NadOuTyI4aAUOWcOJTz4gMO/VcTEiSwSm8+d0w4y3oAyVxCqCvYRM2bwTCCWCpU6yKZHUzVfuhHCRMSIcOPbz4xCxI69+WbK/PIL6vr66xR1xRWU9KtfauWbvgTLm8UHTsXmLX6JdRHlsGn//Q+l/effXv2eMckqoni6tAwEhtkK6TIfXdLWOHz4ML366qt8UhMREUF33nkn55NLJK4Q5Xr7z7su6rRn88l8Fp1WHsjx2rXojZDuMNqlvNZG6IX7cliG8rmz2cGEAGJrUBYIpvaRoqenGNQTv3oHxgFxXWcV0sE9kzPpb9cO4cJbSfsGryGc3PbHGvCdmnfuLtZFMF293RoP410qay20O1s5b9LHTkEQH91dGWuudpC5/ubGU3Tjq1voscV7WWASx3Jk9ruiZ2I4JUcFsxC/60zj87XSajNV1XonsNuvWvFlbIzEN3Tt2pWL4GGyQDEpRGXEsMB8gcJ4bCOXHEK7J8WkcLWjUPSFF16gXbt2caQgomRQKh/lQfSlyEmH0xwrKQGE+ANqHvbChQt5paMwg+B2TRX/t6i9YChe9ZcjX9KYgMBAa1pBYaEmRHt6/g1dSYi5WdcspKL33lPiVQICyKQ7n/cVnJigG9OEDhvKuoZ91jtvq+kISHNwNzEAHSbx4Yco9rbb2NTYXLBPyb/6pbavwX2bfq4HUyoMnqDwnXcp5/HH+W+M2GB9JI2kacjRYQc5kNV58KHGs1ss4J7Q8qwwODN77Eh3LqSLnHXEjohM7yYJ6Wo+eXAfW1d5+ARFSK/cvoOXDzV6/JMnOVYFMSjOcrWQoZ3+n39Twk9+4vjnYWGaYA9Xup6iTz6h84/9gvKee55KV6zgZTF613qDxUKVe/bydtjIUdqBMGLyJN6uPmptpBbCf+1pZZa+1s2sqyE6ykZ4d7bECO+DiEkTKe2f/6D4O+8kfyE+UIQjvbnLmJyBOCJ96ajXjvQmRLsYRNGodKRL2hBZWVl8ciCKRe+77z7tJEUicYZefDl2qcwr8eRsoSKKn8gtpwq1ZM5zR7oX0S5q2ahwZEIUL1Qdo4lqtAu4TI1UWH1IcY/q2XeumEqqzBQVYuRoF4lniGhbl0K6PEuQdBC0Y40uRgrlo4dySlmvmNbPM/PJDPV2mLyDWO2ObacKeVISk4YZcbbnR+MyFYf6AQf9D5tPKqLO8j0X6LNd5z12pOPcAxEyYONJ2wJHrPaZ+sxauvHVzV6tvBWxXch1FyuWJG2PXr16sUAtROVjx45x3AtWM2J77dq1XEr6r3/9iwp0oqEjVq9erYneffv25aLTe+65h53kngDnOjp88D7LVldlQ/DG99hP0cOD+0NEDMa36P3xFvwOJgdEp8+JEyc4/hDCv8T/oKsNWAoKtehfb86/YZiDMx3xMJf+8lfl9xPitdXvvgSCt0ldAQHC1NXvIopGRNMAc64yuWlCnK4HhoKE+++nlMd/57M+lZABAyh64TXKfqo5500FulDyk09Q7C23UNj4ceygj739NtaNJM1DhgB3soMdCgyQNV65YwdFzZrFLvL68vJGGU+OEAdGlGfW19TYLDMRorC3+ej2QnqDOktuX4CAuBY8PkT8qv37tdk1R/nozTmIRUyfTuXff09la9dQwk/uU+778GG6+Ic/QpWwuW3sokWU8uQT2uOjqBTZ2sG9rTlWYhaxRt0/Qe2p04rwHxlJFlUod5eRrr1OfmiybsprJVYg6PPMWxu9C9/oYUabPtolQH2NpSNd0laAkwfLasGQIUO43MlVLqVEIiisqNWEHkR1QDAa2S3WKyEdv3fgfAmN6Gr9nMKJ8Efbs2lIejQN7KJ+djc00Cl1+b83GelaCaDqEsU+4zHxMR6nyzqf1T+Z/t+Xhzj3t6TSTNFh1lVl36uxLojgMEr3sMcIt7mjHlox3OnMjnRJxwLHmt1ni+mCOrmod5WPyIi1Od64YnBaNPc3IFcdK2SmuomTErEuE3vFNzo/EcfPAxdshXQcT3HcFTy5/AD1To70yJEOJvSM516MTaoYL1ixP4eKKs1UVFlCu7OL+Xm7A/siol2uHZnOkTHbTxfx9bKEt+2BUvjIyEiOVEHpJ75QBo/VjBDV0a+DnPLNmzfTlVde6fA+ILoLlzd6eJq6+hHGD2SXY18gnO/erZjlJkyYoN0G49nk5GS6cOECu9IRK+gN4j579OhBEydOpA8//JBXcGLc7KwMVeI7DMLNXVig9KZ5kZEOELXb/cMPqOD1NyjvhRc4csWU6rrcs7mFo4g50cfI6p+DfdGou3x0f5L6pz9RzHXXUeiQIc26H2NCAsUtWuSz/ZJYkUeXTkbY6NF8WbVjB1+ahZM8OdltzjUXgqoCjn0hQ+1ZRUg3NSEfHRhibHN4Q+xymzBrFj5ecdRXbNrsdT66p0RMUwpHq/fu49lIDBQv/fVvfFYZOnIkRV+7UDnwBgRQ0QcfKAWjHOui/D3Dhg+3meEL6a8MPlDMiQkIbX9Vd3kQyiPcDEQNUbZ/G2NSKwvpdm7tED850ptCkzPS1WgX7XelkC5pI8AVhBMROHuuuOIKKaJLPEa40QX7zzkuCndEdqHVtYliPT3rjubRb5fspwfe36W5GosrzVRWrTjX7V2XruiiZqSX11g4cgDiFIgLC7IRxTPiw6hvciQ71tfqsolRHCiKVEXkgsQzhEje4MKRLoUySUehi4Ni49VqPvqM/p5HISJqano/RTy/661ttOCFjfTs6hN0rnFnr00c1URdrIsAeetixVCNxeqgvVRaQwUVtWQIDKAx3eOosraO9mYXe+RIB+N7KmLkvnMlVFZtzYz+ar81quvzPYqY5A5MbpbVWPhU5crBXbiEF8dpMdkqaXtAwJ4yZQqNGjWKBgwYQD179qRx48bRddddx19gz549VKk7LxUgv3zZsmW8PXbs2GZFCIqVk2fPnqUdO3ZwfjmiXCB66xHxLt7mpMN1LoT0kSNHstP9+uuv58+tvXv30rZt25q87xLPEKY1xLpYREa62qnnTcEmzIs9Pl1MkXMvp4T77iV/IXLSkRseMmiQshkX3ygjXSsa9UNMrjd/F9aV5Hlfm0UK6Z0MrbRTzSLXika7uo510fKxncS71KplIkHdujdpv4Trmh8nNJTLH5xF0zjKSa8+etQnoi4czSHqzB+y5Mu/+44qt23jJUZdnn6auvzf/1H3jz6k6Pnz+TaXnnmGT0Ird+7i7yG2288CoswCQrwQz/V55yyke+gA1/Yxpe0I6XhuiPNpK+g/8IxeZKQH2E0iyWgXSVsAzqHt6rH66quvZleRRNJkIf28ZwVxcLHryz/32sUOCAc4lvuL8s8zqqgCt2RokOeDftw2RnWXI2ZBCOlwfNozc4ByfP9WFb9EdAH2A2Wk8wb7p3i3o4LyRYDJCedloy28UxKJn7AvNi6qqKUf1G6F2QO8O3bcNbEH9UmO4P+TPdnF9OL3WfTPfQY+hulBLNbhnDKbElA9iHvB8Q/RL8d1Rcqi06J3UgT99+bhFKtbgeOJkJ4eG8ZdFfjfRrQMyC2tpu26bPMv9+VoRaae5KOnRoXwSiA48sGO0zLepT3SvXt3Fq6RIw5xWw8yypcsWcICO1ziM2fObNZjicJROOG3qnGgcKPbT9CKwlE40r0BMS4Q/kNDQzXBH5coMRVGFDjxJf7DoK4gqEO0ixqN0lQzGlIF0p99liJnzCB/EZTZQ+t3EwZSkemO5yCw5OW2upAuaftIIb2TETZKcaTXHD5CdWVl1qJRD/N2jeoso72Qbj5ztslFo/au6+DevR3OvoWrS8HgAq8rt1o/IGRbHenNL9+LnD6dL8u+/oYuPfN33o770V0UlG4tZUj8+c8oIDiYqnbsVMR2tWg0bJStkK4v46w+fMSxI90NIiNd0JrLjOxFZnzotSWa7EgPtXVQejubLpH4GuRFikgXOG0yfVBgI+lciNzxcFXY3n/eM0f6+eIqmyQzZJDr2aTL3RWOTpGPDue4twhXek5xNWf46otG9cxSxa7vj+Zp7s0Ptipjj4Uj0igsSKYVekOAi2gXIa7LaBdJR6GLmpEuYqS+OXiRLPUN1D81inolRXh1X/idVY9MpU2/mU7PXDeE0mNDqZ4CaFOWbQknXOT4X4JgLoR8+//BQSLeRRflIrYHpUWzcP7364Y2Kmh2h8hJF/EuXx+8yMd1COEQ5kU0jTtO5yuTpN0TlMiuUd2VsfWOM7JwtD3CGfrq+TQc2/pizvXr17OBw2QysXMdl80BMS3h4eHsHEecDEpKBw4c2Oh2TXWk71TPvYcNG8b56ILRo0ezCx/PbenSpTIv3Y+Iok6LLtol0Itol5Ym+qqrKOrKKynpsUe164zxDhzpaka60Q+lp5KOgxTSOxmm5CQlfoVd1Ds9LhoVGGLcONK7Ny8jHYTY5aMLgtLTFac6ij13KC5NkWPFUTOBgTb55E0lYvo0vqzYtImjbwyJCZTw4x/b3MaUkkJxaqFnzh//xE3PcK2LZUJ6hEteXziqCeke7K8hqq0J6bpJjzYU6yI+DEVBiTdOeftoFzSJSyT+AE4fT0q+vvvuOy5RwonHrFmzWmTfJB0LIRiJok4Uh1bWui8OFaK4iEJAzAuW9wMI3cKFDr5Vyz81saUpQroQuEr0jvTGecVD0qIpKTKYY2C2ZhWyw1I8/qKxTRt7dGYQG+GsbFQco6QjXdJREH0MYoIRjmxw5ZDUZt3nDaO60pXqaphtdi5tUco5wkU3xUA13kWfk35Q3R7URfnZzAHJ9K8bhtKf5w/UnocnOen6jHbko4Orh3aheYNTPY53OW1XIi16NqQjvf0CMRs56uXl5bR//35NVF+3bh1vw9Gd6IPVxhDtRbwLQLyMo3hCuN9xW4jtcJh7QmlpKR1Xz6VHjBjR6HGRjx4SEsLZ6xs2bGj2c5E4RuShw40utCHh8G6LQFNJ+8ffKXz8eAfPobBx2Wgray6Sto0U0jt5Tnqt2qTtKErFEWK5jkUnpNeVlGiZ6Z5ExLgVZ/s4F2fFga9SF+9SowrUyL3SF6A2FTji9X+PpEcepcDwxuVp8T++h13PdfnKIDVkyGAKdNAyHayWcYrC0fqKCjKfO6f8zANHuj72Bm5wXzxHnznS21DRqMgT6/LMM5Ty//6szTB7gn0/gIx2kdiL3x988AF98803VFVlu3TbUyBMYZnpM888Qy+88AIXPTnKpwQoZhLLYBHpgpMBicRbLqqC0dCu0ZQcFawUjl5wH++Srca0DEyLph6qC/GA+nubVcelcEUi1iC3rFoT34XY4g3WwlEI6bVOo12QTTyjv3JSAwH9kx3Z7CiFsNM3RSnik3iOEMkdzesJl7rMSJd0FIQjPLeshi6WVGsra64a0vxiuzHdlXOj7WqMimDnWeVcaWSG8zGl1ZFuPTaLbTjSBQtHpNPt4z2PzxQ56UcultHRi2VaxMvcwSk0f5iywvbrAxep2uzarXu6QPk86JGgTJKOUoX047nlVFypHK8l7QuI2cg/BxiLImd8xYoV/D2y1e2FaV/EuwQFBTm9X/xMlIx66krHPmNcDaHekegPEwp6hYTT/vx5pUtF4h9HujknR+uCa289Y3pXvcBySUa7SNwjhfROnpMuykY9jWSxZqRbl3rXisLSxESHgrNH96sTi4OdONJB+ITxjQpHq1WB2lcxIzhxFPEuIQMGUPSC+Y73OSKCEn76oPZ92IjGsS62jvSj1FBfTzUnTyq/n5jg0YeNPvbGqC5/aztCettypIOoy+dQ7PXXe/U7AY2iXdrXIEDiX+DUOXbsGJ9wPPfcc7Rr1y7OkvQULCtFTMsPP/zA3+fn57Mo/69//YuvR4yLANvLly/n7eHDh3N5kkTSFC6oGekp0aFari3K59whSuRQGjok3fb3tqhiDPLIh6o/W3skV3Mtdm+CkJ7qYbQLmKXmpCNS5sNtihFg0ZimRcp1dkRsi+OMdOlIl3Qs4sODKMgQyBNHb206xZNFOL41JY7KnuEZMRRIDXSuuJqjsUQR8i7VkT6ym/OoAyGWH84p5cxyHAMvllZzuSciZJoKJiP7qROMf/z8ID9fHLORnw4xPDU6hEtE1+nKmx1hP0kaHxFMmeoEq3DcS9ofiAxEdEtubq425oRjfNo0ZVW2rxg8eDDHrMDl7soU4k1Oek1NjRbr4kr0HzRoELvvMV4XEwUS3yJiVGuzspQrTCYKjPAuKqu1MahloyLj3TbaRQrpEudIIb0TEq460qsPHCSLWsLhqZNcZEfrl7/UqvnoHBnTRGyiXfo4F9LDMIMeEMDRKGLftXz0ZjSL2xP/k/vYcZ72n39TQKDzfxMItkE9e/J2+KSJDm8T1L0756k3VFaSOTtbi3UJ6d3ba7e+MTmpzQjpiFDR2q/bOYGhdo50KaRLVDAAh/MFhIWFsYsc4vcbb7zBWZKObo9IFixRxbbZbKbFixfzfWCSbt68eeySwVJW5DdClH/77bd5iS1Ys2YNFRYWsptmzpw5Lf58JR0HuC5FRMvgtJhGObyeCekxNkWlm9W83Qm9Emim5g7P5cJPgIK7pka7nHdTNsqP2zOBQk0GLlLF7aNDTXRFM6IZOjPCbO4o2kVcJ+JfJJL2Dla0pKrHmg+2nG12rIueiGAjpatziFvV3PETeeVUWm3h41X/VOcrZrrFhfHv11jq+XdExAvE6vDg5vU+iJx0kYUuIl3wt0DEC/h8r/N4Fzh+T+UrQrpYnWQT7yKF9HYLCjr1IjS2Meb09SokZKTfdtttbAxxhchJ90RIX7VqFUe7REdHO8xcF+C5XH755XwJR3pJifvxjzMwRkcRa7a6kl+iYFSF9AbVEGSMiWl3K9mMahRNfVkZ1dfWcnJAvXpOJoV0iStkM1MnxJSWRsYuqWS5oCyfCoyK8jjKQhww64qtg6faM6f5MkhdvtWkferalYX4oLR0l/uC7Org/v2o5tBhuvDb35H5wgVtFtSX7mg8TtJjj7m9XYDJRN3eeZtqTpyg8DFjHN/GaOS4mOoDB7hwtObYMb4e13mCPiPdlNT6WV0h/fvzpAUigvDcOgKBoaEuc+klnZesrCwefMNJ87Of/YxdMMiRxKD8nXfeoe7du9P06dPZ2YOsyQMHDvAAH2AwievhMsdSWpQ39e+vxCGNGjWKhXiI7MhwhDB/2WWX0ZYtW/jnV111lYx0kTQZuCGFkI6yOs1Z7pGQXqUJ6VGhRu33JoYROy6NgQE0pnscpUSF0D+/PUbrj+dRraW+GUK6yC6upjC1GDXBiSM9xGSgKX0S6JuDSjb6tSPS+TqJ9wiR3FG0i7hOlo1KOhJwYWPSD05scIUPYl0EvaIa6GxFAPc3IIZFuLWHdY0ho8G5IQei9oAuURy9gkgXEcklVhE1B+Skv7nROuEvhHRw1dAu9Mr6LFp9OJfKqs0UGdK4WLKo0kxl1Rbt80AwunscLd55jiO2fjG7r5xwa6egdPTEiRM8joXBozUFUOFIdxftUlxcrJlYFi5c6LYQFVnwXbt2pbNnz9KRI0e0SBtvQdzivn376Ny5c/Tggw86zHrvjBjsYlSFQ709AR2MoGdYLGwUbahWxs6BYWGcPiCROEM60ju5K93bXHNHGenWeJimC+nI/e65YgV1feN1t7cVOekVP/ygiOiBgRz5EuZEyPY3xoQECh83zuVtQvr30wpHhSPdUyE9MDJSs44ZU1pfSMcHS+aypZTy+O+oo6CPdsEHakeZIJA0HzjGwZAhQyg4OJhPPB566CEaPXo0BQYG0unTp+nNN9+kV155hTZt2sQiOq4Xbi6I6Pi9W2+9VRPRAU5YMjMz6e6776aYmBh2sS9dupR/NmzYMOrt4fFBInFEQUUt1dbV80dHclSIFh9wMq+cKlQRyRF4z4qM9K5xYTQgNZpFEmSXb8sL1GIM4JREbACy0oWIjugER2KMJ+IWgPCvRbs4caQD4YQHi8Y2rZdFYhXJXTnS25uzTCJxRRc1RgqMyIjRuh58Qc9o5X9m2+lCmzJO4d52hTUnvcRhPnpTGZsZp4ncmEzFMV0wsEsU9UwM5+P3KnVi0h7hRscxWj9hOWdQCkWFGLnA+st97gtLJW0TOLoxnoVxQ4xbWwvhSMdYuFoVMu1BESkEcTBx4kQtf90d/dQV6xDSm2OqAVgxCsOMHuzz66+/rhlhOhMc46KbzGjLRaPOQPKAPnFBFI1KN7rEHVJI76SEqjnpwJThhZAe4yAj/fSZZjvSQYDB4NFJW9ytt1LEZZdRzE03Utp//0N9Nm+ijDffbFQY2ZYI7qt8iNccPkLVXgrpOMDzbKlsj26RaBcZ6yIRIJ5FDLz1S2DhcIF75+GHH+brcdwyGo00YMAAuvHGG+m3v/0tPfHEE/TYY4/RT37yE3r00Ueph5MYpISEBBbTxUkE7ltGukiai3CjJ0UGk8kQyJnjEEOgjx50UThaWFFL5TUWFuDTY0MpNMhAfZKVWIINOQE2cQF438/sbz3RaIobHUDoh9YD4R8TACAhsnFxt17EgVvz5jFdqVeSLBn1T7SLcimNppKOhIh2AVf60I0OMiMb+H8K4nNuaTXtEkWjahGpKwalKWP8gxdKaL+6amigKq43B0xsitVIcwfZxtjg+C2u26gWrzrLR7fvvkCk1r1TMnn736uPc7a7RNIcEJ0IYd9ZvAsm+b/66ivuHEI0ojdZ7n3VDjUYX6qqlBUf3oDfwcpRAcpLRU8SLpExD6c6Vqti/zoTfP6jc6FjRX97xKjmpFsKCmXRqMRjpO2yk2LrSPc829xaNlqkZWLVqEusgpqRke4NptRU6vryS9SeEI70SpQUqrEPQT17kadDT+Sk15eUkDG59ctGOyI8iRMUxO/nQF1ev6Rzs3fvXh4kd+nSRRO69cBJfvXVV9Ps2bN5MAnnuR6I4vhyB25z1113sfsd5aLIrpRImsMFNR4ARaMCiM+IT9l3rpjG9IhzmY+O2BbhQERBHYrwKuuEkG5dyjtzQDK9s/lMk4tGAYT+pMgQLtgDEKPiwpwL6VEhJvrioUlNeiyJI0e6IlLojQzWslGppEs6DiJGCm9rX3crhBmJ+qdE0qGcMlqxP0dzc4/o6l5YEqL53nMl2gofxL34gj9fPYi+2p9Dd07o3uhno1SR31lp6Gm1+6J7QuNJ0jsn9qA3N57m57lk93m6YZRcHSRpHhhnI0oROeSIm7Efj588eZI/p+bPn8/mFU+Jj4+npKQkLlY9duwYDR061Kv9ggCPz0iM+VF0WlBQwK50rFTdsWMH/xzASY9tlKt2JgzxcWS5pKxqMcS2v2gXvZO+rqiQLHnKxKIU0iXukI70ToqpWzcyJCqusiAvHOlGsfSlqIg/VEq//ZaFYdxXcK9eftvf9k6wOhsuRHTk1BsiPBcd4u+5hyJnzaKwMdYJEIlvCVBXNIjlXZLODY5vItZF70Z3BLLM7UV0b8Hvjx8/nhITE5t1PxIJyCmu0opGBSJz11XhqBDS9REAonAUhJoCaXiGVRga2yOei/JAtyYK6byfOqcoImJcZQpLfINeJLc3peP4p9ympfdKIvEfQ9Vj2fS+SbwSxteMUYXp1zYoBqPeSREUHeY+7goRK8HGQJuuCbi+fcHg9Gj6zdx+vLrInhHdYnlSAbnxIlZLz2l1MsDRJCmO+/dPVQTD/6w+ru27RNJURKQh+obEZ5Bg+/btmtjelHGycKUfPXq0ybEuffr04XG6cKUj5uXbb7/l74VppjnxMe0Vo048b4/RLo0c6SLaJVkK6RLXyDOVTgpmdBPuuYdLIxGT4q0jHc7dhspKKnr/A/4+9sabuHhT4hiUVaBQVRDcp49Xvx97/fWU/tx/OUte4t/CURFfJOncwBGTn5/PRUaDBg1q7d2RSLwip9RaNKoXVMC+c86FdJGPri+WE9EAYFS3WAoyWoeO2J4/rIuWx9tUUnVZxQku8tElvsPgwIEuEEkNMiNd0pFA7vh3j02l/9483C/3jxJmcF6dyBSOb3dg4rB/qtWB7ot8dE/A6p6+anTXzjNKtrujaBdnk6S3juvG8WF4vh/vyPbz3ko6OgMHDuQSTzjH9fEu+P78+fOc4w53eVMQOenHjx8ns9ns1e/CCQ/QazRmzBg2z+D84K233uL7ysjI4Jx5cPjwYS32pTM50gX6mJf2+BzqCgvIkqcI6SbpSJe4QQrpnZi4O+7g0kiUZXpKQGgoBahibvmmTVQFx6bRSDE3XO/HPe0YhPRTZsO9yUeXtBx4bwPpSJcA4UbHwB6DZomkPZFTXN2oXA9uTBTPZeVX0Gc7z7l0pOuF9L4pkeyWBON7Nj5J+sNVA2nDr6bRuMymneAq+2n9H5NCessQENg4E936vXSkSzomPRMjuCzZH4zqbjt+HKFbveNpTjpv+yAf3VNEGaooRxXAESziaRxFuwC43H86XVmN/Nx3x+mldSfpvS1naNnu81pPh0TiKYg1FM5xRLkI9uzZw5eITIG5pSkgohGucQjfp9RIWk8oLi5m5zkmlRE3g/MB4UpH+SkiZhA1A5E9KCiIysvLWfTvtI70dpuRrjwHC8pGZUa6xEOkkC7xCnyQiINk/otKTnnU7Nly1s4D4P7XtqWQ3mYLRw3RUkjv7KBYCPmHnsS6SCRtESFi6Mv1YsOD6OHpymfP75cdoGOXyjwS0pFhPrNfEgUHNtDsAY0Lr+FK10fBNCe7GKAYVdKy0S72jnRrtItU0iUST4kNC6J+KZGNRGpP0IvnelHd3wjX/A67nPTiSjOVVlt4u1uc89iuG0d3pbSYUMotq6Gnvz5CTyw7QD//eA/d8vqWRvEcjvDkNpLOg8gvR7wLijvxJUR1b7PN7fUL4Ur3Jn5FxLqkpaVpppqxY8dq2zNmzGCXPAR1RL94e/8dAYNulUD7zUhXHen6aBepbUncIIV0idcIIb3m8GG+jL31llbeo/ZBiF5I7yOF9LbqSA+UjvRODwbtFouFy4m66iKZJJK2wNasApr09Br67ZJ9VG2uc1k2mqpzegO4Byf3TqAqcx098P4uqqhRhBLBWbVcLiPeVhj/+3WD6M+j6qhbMwVzZ6TqnPMJEc6LRiW+Q+82txfShUNdCukSiXeIIue48CDqkeB5b4Q+zkWUj7YEo7op+3vwQonN58lpNdYFxdOO8tUFwUYDvXzrSLprYne6bmQ6XT4whVcwncyroIMXlF4oZ6w9mkt9fr+SHewSCejVqxeFhYVRRUUFR6qcOHGCt3EdftYchJCOnHRP41eEkA7HuQAi+qJFi+iKK65gUd3+/hHv0pkmiIw20S7t35FuzUhvbByRSPRIIV3iNaJwFAT370+hw/2TNdjRCBkwAFPiXGoZ1KNHa++OxI7QkaOo3mSikGY4HiTtHwx+RanR6NGjZUawpE2BotC739lB54qq6MNt2bTotS2NSuLq6xvokpqRrheoAaJdnr1xGCVHBdOJ3HJ2D4oTvhpLnZatrnekC1d6iHMtpdnA0SiQ0S6t4Uh3Eu0is10kEq+YMzCFL2f0S/Jq/ICM9KuHdqE7J3RnEb6lSI8N5Zxzc10D7c0ubiSkO4t10YP+DUR8/eP6ofTybSNpRn/Fyblif47L3/vu8CV+3Dd+8DxqQ9KxQUb64MGDNVOLiHUZMmQI/6w5IJolODiYhXn0ILkDYrsQ0hErowe56DhHQG67viwV+4gomLy8POos6F3owtnd3jCoZaO1p09TQ40ypjY2odRW0rmQQrrEa/RljHG3LJJCk4eYUlMp7d//pvTnn6fAIOm4a2vEP/wQnfjjHyi4mY4HSfsG2YkFBQWcdYiBu0TSVjiZV063v7mNymssXAAaFWKkXWeLacELG+lwjtX5l19Rw+IENFAIJPZAqP7vTcNZVF+y+zwtVvPSzxdVEfTTsCADxbegkGMfQSOjXVo/2sXqSG/pvZJI2jcTeyXQ6ken0p/ne1dSjuMxSlD/ePVAaklwDuco3uXrA0rZYx+1jNQb5g5K1YR0V85cTAiD/edL6FyRshpKIhERLohIgXscDPeBaQ8id//+/Xl71apVbl3pKDmtrKzkXHZEu7gDIr1wrsOV7i0Q4NevX8/Z6+3SkY743+iWW03jS4STvr5UGUvjeQSqnYASiTOkkC5pcrRLYHQ0RV1xRWvvTrsias5sipg0sbV3Q+IMo38KqCTthx07dvAlRHQMiiWStsCF4iq67fWtVFhRy/m5798zlpY9OJGjA84XV9F1L22irLxym6LRpMgQMhocD/PGZsbTo7OUPM+nvjxEuaXVNvnoLT1BDuEeWetAOtJbBr1I3mCnJ8iMdImk6fRKinAZh9LWGKnGu+xUhXRMzH5z8BJ0Mbp9fDev728aOjWMgXS6oJKOXHQuCmLyVrDq4CWbnxVV1NLvlu6nHacLvX58SfsmNTWVEhMTOR8dYje+T/ZRzMb06dN5bI9C0K1bt7q8LaJlhJMdGeieIIR6b4R0PM+NGzfSiy++SGvWrKGvvvqK2hOmjAwKCAri1fYB7fQ8Wp/zDmQ+usQTpJAu8ZqQgYpbIu7WWylQzZWWSCSS9k5paak2+MWSTYmkrYA88wsl1ZSZGE7v3DWGIkNMlJkYQcsemEjDM2KooraO3tyoLI/PcVA06oj7pmSysx2Fcn/84iBlq0J6c4tDmwKE+8Fp0ezK7J0c0eKP3xlx7UhXvpc6ukTS8RmllqJCSEc02HNrjvP3VwxOpV5J3jvSI4KNNLWPEouw0km8CybrhCMdfHNQccAL/vPdcfpg61n692plXySdB4wH9MWivnCjC6Kiomj27Nm8/d1337EL3Jt8dHf07duX9//ixYt05swZt7e/dOkSvfHGG/Ttt99yNxM4fvw4VVVZ/zfaOsbYWOqxfBl1e/cdaq8ERkRQgMmkfS/z0SWeIIV0iddEL5hPmSu+ooSfPtjauyKRSCQ+Y9euXXxyh+xDX7lfJJLmAoF7T3Yxi8zv/mgMxesc29FhJvrlnL68vXTXeSqrNlOOk6JRe+BW/9vCIXy/K/ZfpPe3nnWYj95SvH3XaFr72GWNct0l/kEvktfJslGJpNMyoEsUhZoMVFJlppUHLvLnAXhoeu8m3+e8wWq8ixoRYw9WV6H0WrD9dCEVlCvZxMWVtfTJDiXD+lS+ktUu6VyITHTEqgwa5F1MkjtGjBjBLnMI159//rnD+CFEuggh3BshPTw8nHqoPWhvvfUWvffee04F9erqar7NhQsX2CV/9dVXU1JSEjvUmxIN05oE9+hBxoQEaq9g8kOf7y4d6RJPkEK6xGsCAgMpODNTZqNLJJJ2zaFDh2jt2rVcZoSB7s6dO/n6UaNGtfauSSQaa47k8uXIbrGUHttY5B6fGc9RAnClL9l13upI90CQhoBy7xTlJFEswe8W3zpCOlz2Ga302J0RjOHEMM6ZI11mpEskHR+USQ/tqmQb/3bJPr6cNziF+qZ470YXTO+fREGGQC61Pn6pcbwLIskAiq8HpEbx5N13h5XPOkzqVtYqIjsmhmstrrOsJR0POMfvvvtu/goLC/P5Zx9Ea8S1nD59mk009uB8AEI7TDUQt73hmmuuYUc9HgfxMBDLIdg7OgeBmB4bG0sPPvggC/xi0uDAgQPNeIaSpmCI1wvpsmhU4h4ppEskEomk0wHx/JNPPqHvv/+eli1bxgNdFPxgwD5gwIDW3j2JRGPtUUVcmN7P8ckcTtZuG6fk2L635QznqXviSBf8bEZv6q4TsFsj2kXSOhhUJd3ekId4ByAd6RJJ52CUmpOOqK/mutFBVIiJJvdWHKrC4a5HxLqkxYTS5YNStHiXGksdvbPptHY7HIpkEWnnpEuXLpSSorw3fE1cXBznpYviUX3BJwR0kZ8+YcIEr42DkZGRLKY/9NBDNHLkSP59iPWIcdGzd+9evoSAjokDMHjwYL48depUuysdbe8YY6UjXeIdUkiXSCQSSafi2LFjtHz5cm3JJpZhxsTEsDtl6tSpHpcKSST+pqq2jjafLHAppIOFI9IoPMjA7r91R/P4Ok8jUkJMBvrLQuXkDXSPD2/2fkvaB0Iob+xIVy7lykOJpHMwsruSkw7mDEym/qmKsNcc5qrxLisPNM5JF+I4VlnNGaiIpRuO59OHW89SblkNpUSFcCcIOKP2d0gkvmTcuHFcZFpTU8MZ5YL9+/dTeXk5C+ID1V64por1V111FfXr14+/37Ztm/azoqIiLfJFiOcA7vT09HSOmzl48GCTH1vSPEe6ScZ7SjxAqgUSiUQiaTEqKio4Q7AlqK2tpaVLl5LZbOblkhjM5uXl0eLFi3mQigzGBQsWUGCgMqeM66RwJGlLbDqZTzWWenbt9U6KcBmLcs2INPrflrNUXmPxqGxUz4SeCfT0tYOpsMJMPRKkkN5ZEIe7OqGcq8hoF4mkczEiI5ZMhgAy1zXQwzOa50YXzOqfTMbAAI4NO5lXTj0TrZ9h51VHenpsKPVJjuBVUacLKukvK4/w9XdO7M7lp1l5FXS2QArpEt+Dsf+VV15Jr732Gu3bt49LTZGdvmnTJk1o94WxZuzYsZx5jseYOXMmhYaG8jYQRh49ENbPnTvHgj72QdIySEe6xFukkC6RSCSSFmHFihXsyMBSyVmzZjUSrVHugwGmr8Tsb775RivsOXHiBBcX4QvCeq9evWj+/PmaiA6kiC5pq/nocKO7e3/eNq47C+kCT6NdBDeOzmjiXkrauyO9UbSL+j2KaCUSSccnOtREr94+isyWehrYJdo39xlmogm9Emj9sTxaeyTXRkjXol1ilTEfXOmvrM/iPHSsrrp5TAbllynlo2elI13iJ9LS0rgXaceOHfTVV1+x0A3DTVBQEMey+IJu3bpx1jqiXXbv3k3jx4/XYl2QpW4PXPBff/01nT9/ngoLC9nZLvE/hvh4bVsK6RJPkNEuEolEIvE7R48e1ZY1wu2xcuVKdoALAf3TTz+lZ555hl566SXOJkQBT3PAkkhRHjpmzBhKSEiguro6dqlj4Hz99dezqC6R+BLku/5u6X5afcg2C9MRcNvd8voWOpVf4fDn+P+A+OAu1kWAYrgxPeI0ATQp0jshXdL5EEK5fbSLODbLjHSJpPMwrW8SzVZjVnzF6G5KZMzBC6U21wshXRRoz1Fz0sFNYzJY2BfF12ekI13iR2bMmMH9SPn5+bRkyRK+DiJ6SIhvxlCYKMJ5CMB5UHZ2NgvkJpOJ+vfv3+j2ERER7FQHcKVLWgajiHYJDCSjTlSXSJwhHekSiUQi8Xuci2isz8jIoLNnz/JgEsJ279696csvv+Q8QpCbm8siO/IKMZCEKwRLKzHgxLJLiODuKC4upi+++IK3J02axA4TCEMXL17k5ZKIeQkODvbzs5Z0RtYeyaMPtp6lVQcv0dZ+SS4dvc+vOU4bTxTQR9vO0m/nNT6ZOnqpjC6UVFOwMZDGZXo2qL99fDfadqqQo2Ckm1jiDqGT2yW7aMK61NElEklzGNBFyVo/pBPSMR47X2yNdgHD0mOoV1IEXSqpprsmdufrMtS+jrOFjiebJRJfgJWws2fPpmXLlrHZBsI34lh8CeJacF6D8xNxPgQR3dm5CG6flZXFQvqUKVPkitkWwKBGu0BED5BdWRIPkO8SiUQikfgNnDBBKIeYnpiYSLfddhu7xVH2Cce4cI3DMT5v3jxeUonrIKgfP37c5r6wJPLaa6+lAQMGOH08iPOfffYZO9ohuk+bNo2vxyAUpUL4kkj8Rba6BD2/vIa2ny50KoAjk3rH6SKXbjuI8mBCz3gKDfJs9cS8Qan0+yuqaYAPiuIkHR93ZaPSkS6RSJqDKC1FRjpWbAUbDVRSZda6PDDpCwIDA+iz+yfwbcRqqoy4MC3aRXbYSPwJIlZ27drFRh9Eq9jnljcXmIJGjBjBK3LhfBeP6QyI7Dh3wm1xXpQko0b8TsjAgRQYEUHhE8a39q5I2glSSJdIJBKJ30ChDnLKkUW+cOFCdpYPGzaMY1WwhBInR8hMh+CNn2VmZvISSDjH4SCHMG6xWOj06dOcc/7JJ5/Q3LlzHbpFcF/IRceySbg8rrvuOhnfImlRzhVZRfEV+3OcCumHc0qpTBUSThc4dtt5E+sigBhxz+RML/da0lkRixbqZdmoRCLxA+jqiAkzUXGlmY5fKqdBadFarEtCRDCFmKxjNMS5EOGLNJEdx6Bqcz3lltVQcpSMK5P4B0zS4JwBRp7Ro0f75TFwv5s3b+ZzlcjISC2+xRGIlcEK3lOnTvH5jxTS/z975wHmVnlm/9fTe6+2x733BsaA6bbBpgQIgQRCTSOV1E02uym7m382CZtskiUhJCEQkhAgQGgGDDbFFONu497t8Yyn9978f97v3vfOlUblSrrq5/c880ij0UhXutIt5zvfORR0kktLaOq779ColJRwLwqIEiCkAwAAsJ3e3l7asmULvf322+r3iy++2MENztMW+cCQD16dDxD5toqKCvUjsNjOZaVcCMTRL62trYb4bna+s3DPXHPNNZSfr2VzAhAqRCBgXt5TQz+4ZrYSt53ZdKzRuM6OdGe3XWtXP207pTnWL/VBSAfAP0e64+1iUIcjHQAQCLxfm1mWQ+8fa6R9Z9ochHQuGvVESlICjc5LV/fn/SSEdBBMcnJyjFmswYDPSaZPn04HDhxQbnQ2GHliwoQJhpAuGesguCQg9hP4AIR0AAAAtsGRKps2bVI/UhjKjfWcVe4Mt9hbhQ8416xZow50N2zYoKZHsmh+wQUXqKgXzhJsa2tTJ23XXXedykEHIJxCen17L2092WwUgJr54HiTcb27f1Ddt8QkErx9uF7Fv0wrzTLK2ACwGxnkGRHtoivriFIAANiRk85COs/EMs/cknx0T3DhqCakd7rclwIQTbDJh2fecueTN1hIZ06ePIloIwAiEAjpAAAAbKGrq4seeeQRlW/OFBYW0vLly5X73I6IFT6I5NKdgoICWrdunRLOOcqFr/NBJpeS3nTTTcrxAUCo4c+gCAQLx+XRjlMtKt7F+eSfRUrOT2e4EJQF8xONXQ5COv8vc/7kopC+BhCn0S5OQvogol0AADbnpEvhqAw4WxHSxxVk0rvUqHLSAYh2MjMzLbvLueeJz2u4Y4qz0rlnCgAQOXieUwIAAABYgN3njz32mBLRs7KyVNbgF77wBSMP3U7Ybf7lL3/ZiG9hAZOf4xOf+AREdBA2OAO2s29QXf+0nlP+8p4zI/KnD9a2q/tmpCTSORPyXeakH6ptV5coDQXBRKJbnHR0RLsAAGxD9mPsSOfjtaoWXUjXi0a9OdIZCOkg3mARXSIuOd4FABBZQEgHAADgEXZC/OlPf6KNGzeq8k9n+vr66G9/+xudOXOGMjIy6I477lBit7f8v0APMBcvXkxf/OIX6eabb1YCujlTHYBQI+JAcXYqXT6zhLJTk6i2rdfIOhc+0PPRF4/PpyklWeo6T1s3c6BGE9Knl2WHaOlBPCJCOc+KMIOyUQCAXfB+LjlxFLX1DKj95LAj3Xts2fgC7T6ckQ4ih1+vP0z3v3pQDYyA4CHxLhDSAYg8IKQDAADwCBeGckbf+vXr6aGHHqKqqip1O4vqfPvjjz9Op06dotTUVPrkJz8Z0umH7ESfMmWKem4Awok59zU1KZFWzNI6ADjexVU++nmTCmlCYaa6ztEuQmNHLzV09BJrnFNLNaEdgGAghvMRGekipENJBwAECJeGTinRBoX3n2n3KSN9HBzpEQfPmPuf1w7R/71xhHafbg334sSNkI5BCwAiC2SkAwAAcAu7zblhnklJSaHa2lr6wx/+oApEq6ur1d+Z5ORkuu2226i8vDzMSwxAeHB22a2eW07P7Kiilz+soX9fM0uJknwitFkX0pdOLKDmrv4RjnSOfmHGFWRQRgoO00Dw4Ix+xsmQbvyOaBcAgB3MLM9W0S48I6u9Z0DdNsZS2ag22NzU2UftPf2UnZYc9GUFnnl+Z7Vx/Z87q2h+RV5YlyeWQU46AJELHOkAAADccujQISWW5+XlqVxyjmxhMZDdEXx7eno6zZ49m+68805Eq4C4xrlA7cKpRZSVmkQ1bT30+v5adduRug5q7OyjtOQEmjc2jybobruTDV2G2+igHusyrRSxLiBUGemOSrr8DkM6AMDOnPTX9H1hQWaKpYFi3ocWZqao64h3CT+8b3hulzYrlXlh15kR0WDAPlhEHzt2rLqOeBcAIgtYnQAAALjlww8/VJdz5841SkQXLVpE9fX1SjgvKysLahY6ANGC83T1tOREumHRGPrz+yfpy3/fQY/cda4S0plF4/LVdPeKggwVr9HeO6Acd4VZqUbR6Azko4MgI4bzERnpQ/J3KOkAAPuEdBHDrcS6mONdeACa413mjMkN2jIC72w/1UKVTd2UmZJIyUkJKobuvaMNtHwqnNLBjHdhEZ1/zjnnnHAvDgBAB+oHAAAAl3R1ddHhw4cNIV2YNGkSLV26lEaPHg0RHQAnR/qYvGGB4LtrZtIl04upp3+I7n5kC/19yyl1+9KJhYbYXp6T5pCTLkWjcKSDUDnSR0a7iCMdQjoAIHBm6kK6YN5PegOFo5HDczs1N/qq2WW0Zq4W5ficKeoFBC8nnTupkJMOQOQABQQAAIBL9u3bR0NDQ1RaWkolJSXhXhwAIhY+uXHOSGe4dPTB2xbT8qlF1NU3SHuq2tTt504sGJEByznpQ0Nn6ZAupMORDoJNoptol+GM9HAsFQAg1sjPTKHyXG3Q2GdHui6kn2oa7hIBoad/cIhe2q2Vp1+7YDRdt2CMuv7Knhrq6R8M89LFfk56R0cHNTY2hntxAACRJKQ/8MADarQtLS1NuRw3b94c7kUCAIC4gw/SzIKKxLrMmzcvjEsFgD1wUdnVv95I//niPtsfu7W7nzp6B1wKBOw6f+iTS+i8SZp4npKYQAvHDZdzTSjKMBzpVS3d1Nk3SMmJo2hCkSawAxAsxHDu7EgfzkiHkg4AsN+V7osjfZwx2AxHejh550iDitjhzPoLpxTRkvH5aj3ysc+GA3XhXryYJTk5GTnpAEQgYRfSn3jiCfra175G3//+92n79u00f/58WrVqFdXVYYMMAAChYv369XT//ffT448/Tu3t7dTa2qqmETJcMApAtLP5eJNyhP/xneP0/C57pyKLG70oK1UJ586kpyTSH+84h25dOo6+d80sh/uYHelSNDq5OIuSE8N+iAbiJtrFUUkf1H+Hjg4AsDsn3XnmljfG66XcnJEOwsfzeoTL1fPKKSkxgRISRtE180c7RL6A4Ma7HDt2LNyLAgCIlLLRn//85/TpT3+a7rrrLvX7gw8+SC+99BI9/PDD9O1vf9vy43R2dlJi4siT13igv7+fenp61HvAo5YgesC6CxwWfLds2aJms2Rn+x+FEM/rorKyUgnpzJ49e+jo0aPK/dDX10fjxo1TUwr5fYlU4nndRRvhXFfHa5poqK9HXf/uk1tpTskFVKrnkwfKkapG9dhlGakevyv/unKSujTfpyyd1P8eqW6k3TmJ6vrkvPyI+s7hOxY9+LKuhvq71eeto7ODOjuHha3ebu32/p7uiPocxjr4nkUnWG/WmJibZOyDC9KGLG9bilLPqv87XddDza3tqqg7mtZVc2efiraJZrr7BunlHSdoqG+QVk7PM9bdyum59JvXemj97kqqrp9CuRnBe0/j+XvG8S58TsYzhS+55BLKzIzcGYvxvJ6iHaw78umYd9TZMLYW8AYhIyOD/vGPf9BHPvIR4/Y77riDWlpa6LnnnhvxP729vepHaGtro4qKipAtMwAAAAAAAAAAAAAAAIDYMmrm5DiWZDsT1nnDDQ0NNDg4qIrszPDvNTU1Lv/nxz/+MeXm5ho/ENEBAAAAAAAAAAAAAAAAxHS0i6985zvfUZnqzo50zvL1NmoQy9MwNmzYQJdddlncTsOIVrDuAuODDz6gt956y/j9uuuuo+nTp9u+LjiT7uWXXx4x3WfhwoW0YsUKilaqq6vpr3/9qyqWu/7662nq1KkO21YmGrar+B5FD+FcV/f8eRttOdFCP75+NjV19tHP1h2m9OQEeuZz59EYp4JQX/nyE7vozYMN9G+rp9PHlmilUL5w+S82Un17n/H7K18+n0b7UMYWbPAdix58WVeffHgL7TrdRr/82Dy6dEaxcftXn9pN6/fX+/15Bv6B71l0gvUWfL719B56ZW8t3Xf5ZLr7Ai0vOtB1VdnaR//10gFaUJFLdy4bTznp9q+7+57cTRsO1NPU4kx6+t7zKBo5Wt9B1//2A0oYRbT2SyOPTbacaKJ7/ryDynNT6dWvXBi05Yj37xm//t/+9rcqeuOGG26gKVOmBHwO+Je//EVdLykpodtuu01FedqxnPG8nqIZrDtS+sf48eMjX0gvKipSuea1tbUOt/PvZWVlLv8nNTVV/TiTl5cXFYJPsD70aWlp6j2I1w99tIJ15z8s/h46dIhSUlLU7BQpx+SsdDvXRXd3t8oP579zJh0XvhQXF9N7771He/fupYkTJ9KSJUso2hgYGFA7S36t8+bNo3POOcfh7/w+RAv4HlFUrqvfv3uSHnv/JD3xmWU0Ti8TCyYNvQmUkJJGU8YU0zkTCujN4x207WQzvXWykz4/sTygx67rHqUee1pFiV/fncnlRdTY26SuZ6Um0czxZTQqgpoe8R2LHnxZV6npmZSQ0kfpWdkOn9vk1Az1ec7KzomqfUG0g+9ZdIL1FnzmTSyldYdb6XRHYMen5nX1zRd30PYzPernmT1N9MVLp9Bt5413WRjuLw292rHBmW5S5yqRtF+3yvNvnVavYeWsUpo1YeSx0nkzeD+yn2q7iQaT0qkwa6ROYwf4npE6x33//ffpwIEDAZ97bt++XZ1DMxypzL+vXLky4GXEeopesO6IEhKsB7aENdqFv7yLFy82Su6YoaEh9fuyZcvCuWgAgAjn1KlT1NjYqDb07KZmWFg3dyjYwRtvvKGc6IWFhfStb32Lbr31VnWgwaO1zNq1a+n48eMUqYMNXB7KMVrObNy4Ud3OgwNXXnllWJYPxDfP76ymM609tG6f6yg3u78L/FwMu6kSEkbR5TNL1O/7z7QH/NhVzd3q+lg/ne3jTQMJ00qzovJkG0QfCfrnbMipLmlI/5UdiAAAEG6mlWary4O1ge2vhV2nW+nNg/WUmDCKJhVnUktXP/3XS/vpql9upMYO+84jqlu0446uvkE1Ey7aaO/pp39sO62u33G+65kA2WnJNKlIK7/8sKo1pMsXb4jp6ciRI+ocOBAOHjyoLmfPnq0u2SDGM7ABAFEgpDMc0/L73/+eHn30Udq/fz/de++9SrS66667wr1oAIAIhkfOmTlz5qgpOCx0s8taDgzsgLsatmzZoq6vXr3aYXR2+fLl6rl58O/JJ5+kpibNTRpJbNu2TZU5//GPf3RYvvr6enrnnXfU9auuukqVPgMQSlh8rmzqUtf3hODEi09g+waGiHXD0pw0dduscm0W277qwJ6/rXuA2nsH1PUxef59lyboJ6HM9LL4nF0HQo+M1zgL6fz9NAvtAAAQTqaXaUL64boOGpSRvgB44M2j6vK6BaNp3X0X0U9unEvF2al0vKGT/vf1w2QH3U7i+Sn9mCeaeHZHFXX2DdLk4kw6f3Kh2/vNGZMbsuO5eKagoMCIdNm6davfj8MOdE6AYNPGmjVrlLGVefbZZ6mrK/o+pwDEpZB+88030/3330/f+973aMGCBbRz50565ZVXRhSQAgCAOW6FY1WYRYsWqQMBFrWZDz/80JbnYCGB3eZ8OWvWLJo8ebLD3/k5OZN99OjRanlYsGYh3xnOshNRIpTwgOTrr7+urvPy/f3vf1dufRb+X3zxRVX0zJno4kQAIJS0dPerkzNmdwhOvMSNXpSVSilJ2qHPrNGaYM0nznzC6y+VzdpJR1FWCqWnJAbsSJ9emuX3sgDgC+zGZJx1KRHWoaMDACKBivwMSktOUAPiJxsd+4p8pbKD6I2DDWrGzZcum0pJiQl08znj6Fe3LFR//9vmU3SkriPgZa5u7XZ8Xn3mWrTA5y6PvndCXb992QSPM+XmjdWEdDjSQ+dK37FjB/X1+TfLgWdwM9wzyGaqVatWKUNae3u7mokNAIgCIZ354he/qLKNWeTh8kB/M44BAPEBx5WwaM1Z5WPHakVoIqQfPXrUltH03bt3q/gYdqHzAYYr+G88GJienq5KWzhz3NkR/tOf/pT+8Ic/hNyx/tprrykRn9+jrKwsqquro2eeeUYdePH2lpedXfaIkADhoKpZE7ZFyObpw8GkukU7gR2dq7nRmZLsNCV+s4gYyHTx0/rJ8Zh8/2d2TCiEIx2EHnGcn3Ub7YL9AwAg/HAcmxHvUuN5f83HE119I40twqunNfnjugVjaKJpNtiyyYV0xcwS5Xj/75cPBLzMEvkmyCy8aOG9o410tL6TMlMS6YZFYzzed9iR3haipYtf2ATFeft8jsfnvP4gs7enT59uxC2vWLFCXY/UuFIQfDAbIQqFdAAA8CfWRdzoDAvGXFLMjmuOiQoEHuFft26dun7RRRepAxZ38N/YmS75cpxbJ1PuXnjhBbU8VVVV9OCDDypxPhTwAADP7mGuvfZauuWWW1SxMx84sRudufTSSyk/Pz8kywOiHxba7JxZIS5u7bGJ9la3hcSRXmYS0pmZRryL5+dv7e53m5ta1RJYPro40tkdzJszmcIOQLARndw5KkEc6T50LgEAQFCZbiEnnffVF//sTbr61++4FNP3nWmjD5sT1LbvC5dqERlmvn3VDLUvfn1/LW061mjLAH60CuniRr9x8ViVg+6J2foMPz4esjNjHrguQ5w0aZK6ziYuX2Hj6okT2rqdNm2acfuYMdpgCfdn2d03BiIfnqnOxj+erdDaipklVsAhcowQjugIAMJBZWUlnTlzRh1IzJs3z+FvdsW78Ag/R6OwSG6l+HjGjBnGVDvOl+MiTxGsuVV93LhxSpxnRzj/tLXZJxpybAvHYbGIzwc/vCN86aWX1N8WLlyopu2xa58FddlW8IADZv4Aq3DsyeU/f4s+95dttj1mlV7AJXx4ujUkQnp5rqPYLfEu+864f/7+wSG65tfv0CX3v0mnGkeeCJ/WBwUCEdL5JPX+m+bR/R+dTwWZKX4/DgD+lY2SayEdjnQAQIQgg8yHPAjpm483qVzyY/Wd9OsNmrHFzP+9oZUprplTRlNKRsaoTSnJpo+fW6Gu/7+1+2kogDx2EdKzUpOiLiOdxXAeTGBuXzbe6/1ROBpaysvL1SWfD/tzjsvnipy3XlRUZNyenZ2tfhjOTwf2w7PpN23a5NcASLBhEyJH+/AgSmbm8Ewd4B4I6VEOC3JPPfUUHThwAGI6iAtYMGZYRHfe0IuQziPtXBTqLzJVjqe8JSVpB8DeWLlyJZWUlCgBfv369eo2FuG5xOWOO+6gSy65RLnn2ZX+y1/+UondXPYSKG+99ZbaKbOD/v/+7//o5z//uToA4riZK664wrjf/Pnz6bLLLlMudHbQs0MdACvsqW5VJ6Wv7au1peTL7OLmzFMrJ16cixrICe0ZPat0dJ6jI10KR/efafc4vZlPgNt7Buh7z+8Zsa+VaJexAUS7MNcvHKucXwCEigQ3ZaNDQ9olor8AAJGClWiXLSeGYxR///YxOmwS3f/2wSl6bX8djaKz9PlLNEevK+67YpoSv3efbqXnd1UHbBg4Z0L+iJl4kQ4f8/AhF8fh8eCCFebqOekoHA0+3M/FsCDrq/5jjnVx3seLQB+JQm8swMY3/uHeMh7MiCQ2b96sLnlwxar2Ee9ASI9yWCw7duyYysliNyoAsUBHRwft2rVrxGe6sbHRiG05//zzR/xfXl6eKgZl2BHOsSq+wgckEs/iXDDqCc4c/+hHP2rsfFhEZ3GdD1JYtGYh/a677lLudN55btmyhX71q1/RH//4R1VUykI4x8G4Kiz15EbnHHaZkscufRbyGRbRnQcaOKbmK1/5inGgBIAVjtVrpVt8UtVg05RdKd26dHqJVyG9raefVv3v27T6Vxv9FvLPtLhxpBtCeptbof6l3cMnFG8erKdX9tQ4TCPfqy97II50AMJZNjoyI137PRFCOgAgwhzpJxq7qKd/0K0jncnPSKaBobP0789pg98c0/K95/aov11VMURTXbjRBS4lv/cS7fj/3/+5x+8Zc1UtmnB+3qRCdVnd0kMDg76fl4SDhg6txLI4x9F84Im5ek46D0CA4FJaWqrOLznT2pdZznxefPjw4RGxLnY43YFnWNfg83yG1xn3vTnDt7OmF2p4fXMsLOsI5lkKwDMYbohyWLzj6AYuhuAfGaEEINrgHQfneu/bt09tzBluEv/sZz9rZJS///77RtEKu79dceWVVyoh/PTp0ypLnaNVnOGDahbkefR17ty5tHjxYuNvzc3NyinOO5MJEyb49Bp4me655x71/xz34jzSzyL63XffrRzzb7/9thoE46ga/hF4WhXnl1uBd8j9/f3qgOpTn/qUmo7Fj8liPL8uAOyA3ehCbVsPlfpwYuWthOvKOWX08p4aVTjKgnmOixxOdpXx3xm+dDUd2xvVuiO93CkjnYvGUpMSqKtvkE42dTkUj4kT/tW92hTXC6cU0TtHGugHL+yl5dOK1Xbkjoc3U3Vrj4pjWTQOnQMgupB9lPMYkujq4lgHAIBwU5KdSrnpyWoAm49LJJrNHEMnbujf3LqY7npkM2061kS/efMo/WHjMSWsr5lbRisyT3t9rnsunEhvHapXwvztD39AT3x2meGItwoL58yCijxKSUpQxxMcM1dRENjstVBQ366ZJoqzrEfNDReOQkgPhf7D55w8A5nd4566vMzwuTGL72lpaeqc1JPTHdgHryfuTWNYqGaj4Lvvvqtm18txGL/nDz/8sOp8Y+0jlHzwwQfqkrUL/mwBa8CRHgNMnDhRXbKABkA0woLUY489pqY7iYiempqqdvbs1mYHN7vUpUDzggsucPtYOTk5KsKEef3119X/meEd1SOPPEJPPvmkErRfffVVh1IV+R7xAQYvg6/waP7MmTM9Tolngf7222+ne++9V7nYV61apaJXGI5psdKazQI631fc+fx8fGDEjnzzjhmAQDmqO9KZ2rbAHeks0km0y7yxeYaT29XJV11bD/1h43Hj973Vvp+gsdOcBwCY8jxH13hSYgLN0F1u7Ep35t0jDeqkvTg7lR66fbEqBeX34Ecv7ae7H9lCOytbKC8jmf5yz1J1gg9ANJHgpWwU+xEAQKTA26PhwtGR++sdlc1KLC/LSaPzJhXQly6bqm7/2asHqbmrXzmmf/yR2UbJsifSkhPpj3csofljc9X/3vaHD+iEPqBv9bhDIuXGFmQYxznRUjgqsw/ZnW8VLhzl95bNBXbNXgTuEdHbF/e4xLpMmTLFZcSnONJZ6OVuL2CPUfCJJ55QJjcuiWVDXUpKCtXV1RmzA/hv//znP9Ulr0821YUKnsku3XLS9wasASE9BpDmZhYgfYmFACDYcPQIO6+9TTvjjP+qqiq1Y2FR+b777qPPfOYzSshmtzZnjnMUCn+++cBh/HjPxTe8I+BCTd55cWQKi87sdOdMsoceeohOnjypIljY8c4HCuZyUhHSfYl18Rd2knOuO8fAcG45/86ivjjvPcFZ67zz44EDyYYHIBSO9EDpHCDq7h9SJ1ycWS7TgV1Nn/7l+sPUbZrC7c8U64bOXuofPKtEw9LskSeFM/V4l33VI7dTL+7WTlBWzymjjJQk+o/rtO/a45tP0ZYTzZSTlqREdGdnHADRgJSJuot2gSMdABBJTCvTZqQdrHE0yTBbTzSry3MmFijR/VPLJ9KkYm2WGQ+G//72JZSeYr0fiAs0H737XDXYXtfeS7f+4QNq7rQmLrKQbD7uqNA7VKKlcNRwpLs4ZvL0fsmsPhSOBh9f88xlNrY4j13B55RZWVnqvubCUf597969KmIV+MbLL79MTU1N6r298cYblfYgs+XfeecddclaCQvrgnmmerDh2ftsWOTPE8fEAutASI8BeGoPi4IsFvKUHQAiBRbAN2zYoEZi3eWV8+1vvvmmur506VIlKnPWeWFhoRKXpWBUSkbZje7NJcej7FdffbUhOP/sZz9TDnQW7BmOPfnSl75EF154oRGRwgcJvCwssstofSjhKBnOUZcpVpJ17gpeTnk/zjvvPBSHgqDRPzjkcOJnh5DeqD9EaXYapSYlGgVVzidenM3+9y3aweRH9RJOLj71Nx+9JDtNOdCdERF8n5MjvXdgkNbt0/LQ18zTnD8XTyumq+dpJy9cRvbne5Ya05kBiDYSElxHu8jvIrQDAEAkML1M218fMpWIOheNSrknH1/86paFtGp2Kf3pznOozCnazQp5GSn02D1LaVxBhppJ99KH1ty/p/VZd+yO5+MO/v9oKhz1x5HOiDFiD3LSI65wlIVaFnT5nJEjUn0R6NnJ/tRTT9Gf/vQnS7OmgQYbAHkAgrnhhhuM7jI+d+fzfjbBslFQBHXWPphQ6XnS2SYaDGYh+gaE9BiAP/TZ2dpUt6NHj4Z7cQBQsLOaRWyG3eaSv+UM75x51Jvd6Cyim+GYEt6wMzxQlJ+fr2JTrDB27FhjihK7zjk/jkV4jlPhEWH+fcGCBeqAoqamRk2lYvGa78s7OnaHhxp2CLCTnpdBhHJXHDp0SLkC2LFvzncHwG5ONnapqdJ2CulNvdqBmkx1njcmz6WQ/j/rDqnIictmlNDdF2gRZnur3JeCukOmV7s7iZ7lxpG+8VADtfcMUGlOKi0ZP5x//qPr59LXVkyjJz+7TGWfAhCtiFAuDnRBTsoTcJYAAIggjGiXGkchnUs8t5/UHekTCozbeaD7d59cEtCAN7uyZQDdav53tS6kj9GPcyoKtMtTTdrtsehIZ4wZhnCkR1zhqLjReca1p+hSV4Wj27ZtU5ccl7p27Voblj4+4MEIFtPZhW6eTc/udIl0femll5RBjjWP5cuXh9SRzhoMf3Z4+WbPnh2S54wlcIgcI0BIB5EGt1GzIMyzJcSdziPhntzovCF3ZsWKFcZUIxbCeQTXKitXrlTO9Lvuuou+8pWvqMcyC+T8fLzjkqlNkknGBxm+PI9d8AGRFI1yEapzvjvDO2SeAsbwQIE/Oe4AWIVd4WbsyEhv0h9CCrfmjMkxRPvWrn51fVdli3J+sc73rSun09TSLFXW1d474PPUaCn84hgZV8zQhfSath5qMk3bFufZ6rnlhnOX4Sz0L18+FXEuIOqRj7U7RzrcSQCASGJaqRbtwu7w9h7teIHZf6adOvsGKTstyedS0GAIxCKkj9Z7WSTaJZYz0hkI6aEvHLUa7yKzsr0Z0pyz11loPXLkiHFMwOf3HJcKvCOz3FlEdz6e4n4zIT09nVavXq1MgGYBPthItO2iRYtQMuoHENJjTEjnLx6m3IBIQEavWRjmck3eITz//PMO0894p+7OjS6wEM/FnPzjq/uadwqcQ8Y7MHfCuOSU8UFBS0tLyPLR3TFt2jR1EMMO/I0bNzr8jd9Djsnh7zm/NnHrAxAsjur56PkZyfZFuzg50nnqtEx75ugWdnx96s9b1e83LBxLM8pyKDkxgWbqpaC+nqCxQM6U5zoWjQoc0cIloubC0Z7+QXptn5YPKU40AGLWke6kpEv5KKJdAACRBB8v8Cwx5lBtx4hYF549lhiEcgeJoONIGY59sz6AL45010I6F5j2DbiOvgwnDR2aqaAoK8Wn/5s9JlcZIM609hiudhA8XLnH+VyWu7bMZaFsZOPZ16qwd/p0S4/JUTB8Lrpz50517j5u3DgjEvXFF1/0GEEKRgrpzhQXF6uoWWbNmjUqm56jXVhU58gVXl/BhNcpR8uI9gB8B0J6jMBCZFFRkbp+/PjxcC8OiHN4h85iL8emcHzKtddeqwTxEydOKKd1c3OzagR/6623jKwwV250gV3XXKobDHccHxjwd4cPFjiOJtxCutmVznE4XJDK75eI6Nzwze/lxz/+cWMADYBgO9KXTS60MdqFHIR080nqI++doFse2qROwLjg6zurhwuRZGq2rznp4gwr95CP6hzv8tzOKuroHVD/s7BiONYFgFhCdqnO0S4oGwUARCriODfnpBtCuinWxU7G5KUrQwEXiDrHyriCHfOuhPTGzj7q7NWcpm8erKNL7n+T7nl0i8+RdcGku29QHf/4E+3CxgSJ39l4uD4oywdc56QzLMA+/vjj9Oqrr6rIEGc3OhvbPJ1vS+wIR5yy0Mpi7o4dOwzX8sUXX6xc8GzaZDHdVTY7n6/y363ktscyvC5EqHYlpDPcBffVr36V5syZY2gA4koPdk46aws8GMJajQyeAN+AkB5DTJyoZcgi3gVEihudp4/xzrigoIAuu+wyo736l7/8Jf3f//2f4UZnIT1c8E5LXOkMR7/wqHA44aJTzknjZeODnwceeID+8Ic/GCL6Jz7xCTWwAECwOdagOU6WTdYGapu7+i25saxlpGeMmA7MLnA+gVs2qZCe/Nwyh2nFIqRzTrovsDPKkyPdLKS/eaiOPvXoVvqXp7XpjtcuGO0Q6wJALJFoZKQ73i7nv/J3AACI1Jx0Fuy2nNDy0c+dGBwhnY/H5RjEyqy4qmZNSB+rC+kcCcc/5sLR3711TF1uPNxAj75/giIt1iU1KUEJ476ycnaZunxlT3AdtcDRka6+B1u2qHNrZteuXYaALvnoVnrG+LMuj8vOdhZc+Vydo1D5HPT6669Xs7z5MR955BHV28VRreyA5/vzOStnb3OWejyL6bwe+D1hM6C73jV+P7mzzUyohHTJYed1jVgX/4CQHoNC+rFjx8K24eLRN85bslJ6AWIT3mlIySiPXgsslrNAzDto3nHwjoUFa84x9zY6Hmy48EOy3CNBoOb36PLLL6fPfe5zRiwOuwIgooNQc1R3pC8al6cyypm6AHLSed/UpJvaJTOUmWcqArtm/mh65O5zKCct2W32pi/7uDPiSHeTkc7M1IX0d4800uv7a9XU8DuWjaf7Lsd0RxB/ZaPyOzLSAQCRxnQ95u2tQ/UqCu5EY5cSf1MSE4zjhGBgHIOc9i6kV7c6OtLNhaOVTd1qEOD9Y43G3/775QN0pG5kL1I4qDMVjfqzD7hSF9J5/Yj7HgSHsrIytY7YWcyu9A0bNhi3My+88IISdEU0nTFjeJanJ0RIlyx0dkyzmC5/u/LKK5WYztElf/vb3+g3v/kN/e///q9ywku/F0fCvPPOOxSv8Cx8mfnuS+9aRUVFSApH5fHl+YDv+D7MCCIWyYHmbCzOwuKcpVDDo5NPP/20av696aabKB7ggQOO4OBoEB5I4B8WkKV5OV5LRtmFziKwwJ/N2267jSIRziPjvPFNmzYZeWWRAI9g33HHHbR37171OeMcefN7CkAw4eLNFr38c1JRlsol5RPAuvYeY5qyP7mb/WdHqciIMlPUCrvIPrZkLI0vzKR7L+ay35Enb1w4mpw4ilq7++l0c7elZeCs51r9pHC0B0f6vLG5apnYmXvp9GL67pqZNKUE0UkgtpFzO+dYAUS7AAAilfOnFCmn9PGGTrr61+8YBaTzK3IpLTkxaM9rtUiTxWM5djKXnLN5YE9Vm8pJf+NgnSE6d/YNKFf615/cSU/fez4lJSZEZdGoMLM8W/XOcIH8mwfraQ16ZoJeOMpi+ZNPPqnOv8eMGaPOHR966CEVo/rnP//ZcDpzbIsvkTGC2RjHnHvuuSprnfWPrVu3qudh8vPz1bkqu+Grqqpo/fr16jaJLgkW3d3dKqJExP5Iz0f3BK8/HhxpbW2l9vb2oMW4QkgPHAjpMQRvPPjLwF9cjncJh5Au04m4oCIeYFfka6+9NsKB//bbb6sdibic4wV+P3iHKjtdX0Zgw80ll1yiMt24/COSUNNJ58wJ+kEIAHurW1UOKJd5md3ofFt6SiKVZqcpIb02AEf6ad0dXpqTZjjcGT5x/OlH53v839SkROVE4xNRdqFZEdI5a53FdHaYe8r6LMlJoz/fvVQJ9UsnhX7fCUA4GOUl2gWxRgCASIOPSZ7/4gX0y/WH6fld1UbpaLDy0QWJdpHCUT4mccUZ3Y2enZZE2aaZdUapelUrvazHntx5wQQlOq/6xdu063Qr/ebNo/Tly6dSNAvpvF/hAYLfvX2MXtlbAyE9yLBDnPUXFl75vefiStaEOIKFY0GlFNRKrIv5MQU+L2Zx1xmOJOFZ5RdddJEyfKWlpSnHO8e8cNQM/w/3oj377LNKwGdndjBgB/yDDz6oDI0f+chHfHqdwYLfA2/56O7gGfsyOMJiN0fq2A13wolWJ1EywHeiR+UClpCSRJlOEmrYCc9wnlY85GLx62QRnQXjW2+9le68806VCc4b82BnW0UiGzdudCgZBQBEB1yyyc6uOx7ebGy7pWh0UnGmuizVHeQ1eua4Pxi5oaaiUV+YM9q3wlGZXl2anarEdE9cOLUIIjqIK+QrgbJRAEA0Mak4i355y0J69b6LaPXcMppUlEkfXRxcQYiPW/IsFI7yjDkR/B3+XxfSn9tVTd39g6pQfenEAtXf8h/XaWaZX60/TIdNJarhgA0I/hSNmrlyjhYtsmF/LfX0B9arA6y7x8855xzjdxayL7zwQuNvVmNdRCSX2FU2xnmK+GEBffHixSqNgM//BY4oZdc6z9R/4oknlFs+GHCcDYvpLA7z83AXG0eihpP6+nrlkucZA/4UeQY7J51nC/C5Xl5enuVZCmAkENJjDBnt4xGscAjZIqTzBoyno8Q6Mm2Hd1ZTp05VsRuSVX/8+HGKJzh6RLLZVq1aFfbCTgCAIwdq2tRJmgjkZnZWtigXKjuipLTrWL3mYplcrH2X2ZHO1Lb7L6TLCeZYD3nlnhgu+7LWw3GmRS8adTqhBQAMl4k6Hy+KQx0Z6QCASGZaaTb95tbFtOEblxjHKsGCt4eu4l3ae/rppd1njCL2av24w1lIF0c6z5Jj7jx/grGNvW7BaLpsRgkNDJ2lR947ERGO9OIs/2My5o/No/LcNOrsG6R3j2ixHyC42g8b+S699FKHv1188cU0b948NUvel6QC/lzyY7G7e+HChX4tF5sMb7zxRiXUsiue0xLshp3v27dvV9dl5jbHzfzpT39S3WLO8LEORyAHW2gXfYgFcX/SCYKdk45YF3uAkB5j8Cgkb7hYxOYpPuFwaLu6HquI89+cWx2pQjrvPDi//rHHHqPGxuGCGzvg6Uv//Oc/1XXeWXN2GgAgMth9uoU+8+etdOX/bqSfv3aI/t/aAyPuc7xhWFx/9P0TDtEuhiM9JzXgstHTbk4wrSInsXtdFI7y73wy+7EH36ffvHlEnazKFGs+oQMAWIt2GXakQ0gHAABBBvM5nkX4+pO76At/205fe2KXOg6pbhlZNMpUmGbi5aYn03ULxjhsiz+1XDt/fHZHFbX1aBnr0epI51iwVXrpqMTYgODAxaK333473XPPParzywyLuDfccIMyuPkKu9tvvvlm5Tj3F46YkWgS7tGzE/6ucbkpw274j370o/Txj39cLS87rjnuhTWPY8eOKU2MY3d//etfq1LUdevWUSiEdH97zcSRzrP8gyH6Q0i3h/gKcI4DeIPFG1T+4rG4yVM2QgXnS/f09DgI6b7mQkUTvAH3JKTzdByeZsRZV5EALyu7xpnf/e53dN1116kdT6CwKP/444+rqVs8bWzFihU2LC0AwA6+/fRu+vuWyhHOdGe4tEt4dU8N1bb1jHSk5+iO9LYAol30E8wxfka7cEZ6UsIoauzsozOtPcaJ6q7KFvqvl/YZbvrNJ5ro7UP1VKy76J1PaAEAw0L54IhBKfl7OJYKAAAiE2dH+pYTTbRun9YP9tKHZ2jWmzluhXQ+7uFNLm9fbzmnQnXPmFk2qZCmlmTR4boOembbabrzAu18MtRwKXwgGenmeBd217+2r5b6B4coOcwlqrHMpEmTKFJhV/umTZvo0KFDSiswx78EwoEDB5S2wY8n2gNHyXz2s59V/XUs3LML3pUT/uDBg7R69eqANCA2rbqKReG/+Vs0KvDsAR4U4XgYdtbbmWPO+e0Q0u0BW7QYj3cJJc4O9Fh3pPPUIB7h5BkA5g1RQUGBGsAwF01EAjt27FCXnNfFOWVPPfUUrV271tJIJ+fA807HVVzQG2+8oTb0PBuCR72jqWAUgFimo3fAENFvWDiGnvjMeYaY3d3nmFl5TBfSs1OT1NTiR987QSebuhwc6SW6I72mLfBoF7MzyxfSkhNpaqnWYP/45lP0i9cO0Sf/+AFd98C7SkRPS06gj59bQRkpibTpWBO9sKta3bdMHwQAAHjPSJfoATjSAQBgpJDOGekc5fL/1mou22mlmuHg/nUH6e3D9S4NA1xOunhcPuWkJdEnl40U2NiVLrc/tulk2LrGjLLRABzpzDkTCqgwM4Vau/vpg2Na9CuIP1gj4dgZNlva1eHH2oW4ys8//3wH42h+fj597GMfoy996UvKVS/RKixqX3311eo66zeBRBBv27aNfv7zn6syVVcxx5zZzgK/q5JWK/C2QMRzEeXtoqGhQRk9WQ/iUlPgP1C8YpBg5yp5y0ePFyFddga8keSZAGbElc7TiSIB3nnt27dPXf/kJz9JF1xwgbrOOwDJNffEk08+qVznPPprhgcLjhw5oq5feeWVI94HAED4kDKskuxU+vnNC+jciQWqKIvPzY6ZolwGBofoVKMmmn/p8inq8o/vHFdiGgvSIkLLpb/RLkNDZ4cd6QE4xOeM1hwgv95whH65/jBtPKzlb96waAy9+Y1L6cc3zKMXv3QhzRkz7BQZ7WcmOwCxjBTwOus1IqxDRwcAAMfCUY5l4cJR7pzZcaqF0pMT6S/3LKVPLB2ntqXi6B7j4rjjL59aSm9/61Iam6/lpTtz/cIxlJmSSEfrO+n9o/bGcPoc7RKgI533Lytnl6rrL+85Q8GCBxx4pmXfwFDQngP4DxvspOjUrngX1i9YZ+I+NnOhqhk2Nq5Zs4a+8Y1vqJ+77rqLlixZQsXFxervHP/iL6KHvPvuu0oLMSMOeNaHWKz2F+7eY3bu3GnroJrogyzU2zU7IF6BkB6DyAhWbW2tGnEKtZAuUSbxIqS7mrYjU6wiJSedI1149JZ3HjzQwlOgONpF/ua8EzDDnyNpjXbeAfJOiEV6Xuf+jroCAILD/jNahMvM8hzD4TBFj2k5UjcspLO4zS701KQEuuP8CUp479VPSNiNLjnKJbqQzk53/nEFO90fe/8E1blwrdd39KqTzwQ6S2W6u90fOFeUTzQnFmWqk84fXjubXv/aRfTzjy2gMj0LfVJxFj197/n0hUsn00XTiumCKUV+Px8AMZ+R7hSSLr+K0A4AAEDbZs4bq7nSf/OmJph9+qJJ6vjoB9fMpiXj8437uoqU41l1eRnuTUfZacl0/SLtfOrP79vrRLVCZ+8AdekzFgN1pDOXz9CE9M3Hg+dIf+9oo+oA+sTvNxmFryDy4l1ER/CkOViB42E4KobhQlRvEbqcmc6Cu7NO5q+QzqK2/C872w8fPmz8jV+bLJu8Zn/hklgW4uvr60e40vl5WIfyJz8dsS72ASE9BsnNzVU/5i96KBDhXPLC40VId1UkIY50zrXipupIiXVZtGiRceI8d+5c5SDnqU2ePie7du0yrvPOgndgzqOuPHCAUU0AIltIN+edHzUJ6RLrMqEwU009ZleVMKlo+OAzKzVJ/TCuhHLmH9sq6d+f20t3/GnLCHfQKT0qJi+VKCmArMwLpxbRnh+uoje+cQn94uYFSvyfUqLFvZjh1/LNVTPoz3efq05OAQDuol0cbxf3E6JdAADAdeEobyaLslLoMxdp5qmUpAT6zW2LlAFhVnkOlegdLb5y+zLtvPK1/bVGYXqoY13YZc+GhUCZqw868HFmT/9gUI91t55sph88vzdskTjAPayVsODNmoiY8wJxg3PkLMfFzJ8/3+f/F+OfvxoZ61scaSts2bLFYdnYWMriPWsugcCPwVoNs3XrVoe/vfnmm/TII4/QCy+8EJAjHQQGhPQYJRzxLuJInzx5srrkfCjO4o5FeCPqKh9d4JFPmTpkVx6Yv7CYz+WzvKw8uilwZti0adPUdefIFoFFc7OQzjsO8w5QhHRZ5wCAyOGAHu0ys3xYZJ5SojvS64eF9ON6qSg7vJlPnDtOFXqahXfBW066ON35xOb/Ngy7NLho6v5XD6rrZemBn+TIgCAAwH9EKHfOSJffYUgHAADXOenMVy6fahgMGBbP1913kYqX83dGz7TSbFo6sUDF6z3+wakw5aOn2HKcxTMcCzJT1Gs5VOt/JrUnWrr6jeuPb66kv4b4PQPeYc2Bi0DtiHcRx/fixYuN/HN/hXR/3PEiwEvRKEfcsgbGAzjvvPOOuu3cc8/16pS3AkfRMBzPy7qaZJzL87BG44vWxwMZjY1aZBSE9MCBkB6jhFNI59JJ2XhwIWcsIlNszK/VXbxLuHPSxY3O+WQ8emvGnFnmagSfhXLe6GZkZNDs2bPVbVw66iyqT5mi5SoDACIDjmo44MKRLkL60brhmTLHdUf6RKNUNI1uPkfbh1w4tdDhcb3lpEsGOvPAm0dp92ltH/DfLx+gD443UWZqIn1kAnIsAYjkslFxqGPACgAARpZosnjOrvNbzh2ewSfwjLuEAEchpXT0H9tOe3VYV7d0q9JTzgm3Kx+9KMB8dIH3Ifw+mZ3jVnl1bw29cbDO6/2auySTXovSYVd6MKNkQODxLv7OGmBjIGtbbA7kIlF/4IJNFuA5/lhEZV+XgeGBATEScvkoGyf5b/zYLKTbAetMLPyz4C9Z6S+99JL6XZIAXnnlFcvv56lT2iBTUVGR0nZAYEBIjwMhPdAsKiuw81xGyrjcgRuTYynehUcfOUtcYk08xbo4x7uEMyeds7N2796tri9cuNBlkQVviHkQhDO4nOGNNsNOdtkBipDOr4s33IWFhQ5t2QCA8HO6uZs6+wYpJTHBcJqbhXQWz7lkVK4z5vv9x3VzaPN3L6fF4wscHrdUF9Jr3TjS+XmlkIsdSF9/chc9tbVSlZcyP71hDpX63zMKALAREXvcO9IhpAMAgJni7FR6918uUz0syQHE1HniipmlqremurWHDtUOzyB0xR82HqeH3j5GH3ngXXp2R2CxGfV6UWqgRaNmZFbkvmrrQnprdz99/q/b6d6/bDOOVb050u+5cCJdPa9cdf7c8fBmuuinb6ifi3/2Bj2sH4OC8MGiM4vMbLLk2fL+8MEHH6hLNvdlZ4+MdLQC6x4sUPsb7yL/wwK3iPnbt2+nt99+W11fsGCBQya7Xa50jndhLYr1F34f77jjDpWhLhqVFUSTEo0KBAaE9BiltLRUfbl4tM2VQGo3IphznhOPcLGYbr49muEN1MMPP0xPP/00/fa3v6VDhw5ZEtL5bzwSzyJ1uJz5POrLznGefuQqfoXd9HK781Srrq4uQzTnnQK7znkEmEdv+YenMjFwowMQeezTnT9TS7McTvS4/IpPzvoGh6hSF71FSJ9kEtJ5SrKrfE+Jdqn14kjn4k/ODj1c10Hf/Ic2mMfFnytnacVTAIBIinZxvF10dUS7AADASHIzkindhgxxd3Ap6bLJ2ozAN724svedaVWXPf1D9NUndtH3n9szoqPGKg3iSLehaFSYNVoc6dajXdhlz2YMfk3uyu2dHekcIfPTj85TZbDd/YOql4d/TjZ2qYEGEF64l000A3/iXdiwuWfPHnV96dKlAS2LxLv4mtfOhkpxpPNjcEQuayystbBIzbrP+eefT3bCgwas17CW9Pzzz6vbli9fTuPGjVOXzOuvv24pThlCur1ASI9ReLRNso9CEe8isS4ioMeKI5032k888YThROdcqr/97W9qY8YbS0+NxzyoICOe77777ohpN7zBY0E+WKUoPT09tH79esONziK4K8zxLmZ4Z8Wvu6ysTP3w6xk/XptqyAI78tEBiFxkiu+MsuFYFxHIJ+m555xnzuVP1XqZldmR7o7SbPeO9Laefmrv0U545ozJof93vVaSwyyfWkRfW6HlIwIAIgMRyp2PQ+BIBwCA8HLJNK1r682D7g1xvO2WPpxr52vnnI++f5Ju++MHqpvGV+r1jHR7HenD0S5Wz3nNPTxyXOmOpk5NQMzPTKGMlCR65t7z6Z9fuEDNGHj0bi1io7a9h3oHglN2CqwjmsPhw8MdSu6ora1VLm82MLJQzY5s1iVYwA4039vfwlE2p/Jsfxa2eUY+ayuc1S7MmjXL0MLsHIBgQyPDz82PL2L9smXLKDc3V5Wvvvfeex4fp7293TDXejKCAutASI9hQpmTLoK5COixIKTzxurJJ59UGyfeWN53331qwyWZVLwR9lYkcd555xmNzmvXrjVidnhK00MPPUR//etfjZFNu3n11VeV4M+xK55GRznjiwcFeJnM60tiXWTjLfdlNm/erMpW+b3AxhiAyEOyKM1FoyNy0us7lFOHz2ty0pKUm8cbnqJdqnSHe35GsjqZWTm7jL502RS6ZHox/eqWhX4XbwEAgoNkoLPzz5WQDh0dAADCwyXTS9Tl1pNNbl3ZPDuQo034+Ird2H+8Y4nKb+eMcM4YjwRHOpfWc8xge++AEf/njdpW60K6RLvwsadk1C+oyKPF4/PpoqlFlJ6cqI5z5RgVhA8x3505c8aIBHYHu683bNigDIw/+clPjOgU0VYCQYR4Fuv7+4fLar0hwjsbJcWguGjRIuP6BRdcQMFA4l2Y1atXq9QJhi9XrFihrnMBqafMd0lTYHMk8tHtAUJ6DBNKIT0WHelc3sClDCyWf/zjH1eC9MqVK+kLX/gCXXzxxXTNNdd4fYy5c+fStddea4jpL7zwgsr3+v3vf6/c7QxfsnvcTtgxLiWjH/nIRzwK/lxAytODmAMHDqjRXl5GFvh5x8CvwVlIl6ga/j8eKQUARBbiUDIXjQpTTI704w3agezE4ixLxYJluXq0S7t7IX1M/nAI+tdXTqdH7jpXOYUAANER7SLVOnCkAwBAeJhQlEkTCjOof/AsvXtEO2d0Z5rgaD6Og7l8ZindfaEW2/Doe5pwZuaxTSdV7ri5GN61I92+YzaOF+SYQWavxZx0R0d6v6Vol/yMkcvMx7XjCjTRkGNe/IWd9Gw+adVFe+AfnGvOQi5z7Jj7uB2OlxXRWrQlNiNyjIp0tgUCu7hZ/+DH9CWv3ZyPbn5Nt912G91yyy1GEoHdFBcXKz2HNSXnSF2OfmFToxhA3Q0MINbFfiCkxzAy2sYiN7uHwyWkByu6JFjwhmjdunVqChFz4403qnZjgV/jpZdeqnLorcAjlddff73ambO4/fLLLyuxmnO12OnOG/Fdu3bZtvydnZ1GhhY70a04xmWnxK/5gQceUMsoJaO8oxF4vfLGXEA+OohH+MTlgTeOqFiUSISdS+w0Z2aUjXSkTy7JNIT0Y1I0WmjNnSC56eyCct62n27WnnNMHtpEAYgGpD4BZaMAABC5rnR38S77JcbPZJq4dek4SkoYRVtONNPe6uHz/4M17So//eU9NXTTb98z+nHMNIiQbqMj3TnexQrmHh5PGendfYPUq+fB5+mOdGcqdCG9MgAh/fX9dXT5/7xFC/9znSp1/Z91B2lPVXC1lVhFtAPpWnPFyZMn1SXrL1/+8pfp61//Ot1888105513qqLNQGFNxp+cdEkRcBbMJ02aZMTWBAtOCGBNydVrueGGG5TLnB32bAR1BYR0+4GQHsOkp6cbrnSO+QhltAuP9PEXm0VpzmSKFnhAgItFJWfqiiuuUIJ3oMyfP18J8vyecBzKVVddpVzu5557riFgS+xLoLz44otKTGfBmwV/K8jGn6cE8XvA4jlPHbr66qtH3Fdc6Qzy0UE88sMX9tLPXj1Ir+2rDepzXPDfGwxx2hf4ZIkpyU6lQhc5l0a0CzvS63Uhvchaw7yUjXKRVWu3o+tBHE5j8jBlEIBoQIRyZ7+DIaTjLAEAAMLGxdMlJ73OpTHtgF7gaTZNcATfVXPLR7jSf7R2v5p9xJv96tYeuunB9x2EbX78hnbN3V1kY0Y6M0sX0vdZFtKtRbs06W50HjjgSBtXVBRo5o7KAKJdNh7WBjL4/dtZ2UK/3nCErv71O8qlDnxDtAPuWnOnfTiLvuz6ZtOfnfnjYji1mpPO3XYsVDs70iMBduqzzsRs27ZthEGTkwRYq2MdSvruQODgEDnGYTGUvzT79u3zqyHZCuyulqgP2cCxWMxiejTFu3C55oMPPqhGG7lYk0c+L7zwQtsef86cOSoW5ktf+pJqm+b1wrEp/F7x+8dxLIFSV1en1jNHsvDopGRoeYNja3gHxREwl1xyiRr9ZZHf1aivuNd5/Vp15QMQKwwNnaUPT2sulEo/RG4rvLCrmv707gklTD+9zbciHMd89JGxLlIqynHlnFf5wXFtNtHEYu9Fo0xqUqKRQ2meeusgpJuiXQAA0ZiRrl3CkQ4AAOFj2aRCSk1KoDOtPXSotsNtsbwI1cKd52ti2XM7q6m5s08J8W8fqqfkxFH0j8+dr44P2X1+y0OblDDMdPYNUrc+09JuId1XR3qNOSPdgyOdXxvD8YHu4gmNaBd9pqY/7NMjaf519QyVRc+RO8wW/RgaWIdNnhwLy6Y/d7EqEvvCTu9g4WvhKC8rDzZlZWUp4ToSByg4elhMlVIsah6YsNLvB6wDIT3GKS8vN4oPXnrpJdV6bDcsAvOGhUVX3rgI0ZSTzgL0008/rUYbOff7c5/7nC0ZXM7wFCUWrQUWuiU2ZtOmTQE/vhRJcJwLr3tf+NjHPkbf+c53lJDuaSPLG+Fbb71V/VjJVAYgljjZ1KVONpzLkPyBxSvneJgzrd303Wc/NH5/ff9I1/uOU830uce20ace3WL8/Pn9E4ZbSU5UZrgoGhUx3DkzkvM1rTJcODo89dYhIx3RLgBEBdL/a452MbseIaQDAED44Nzz8yYVqusshpvpHRiko/qsQufjvUXj8mnOmBwVe/K3zafoRy9pZro7lk1QJZx///R5tGhcnppZyJnpHJEiRaMZKYmU6cbd7S8i9HPZqPNsRu+O9H7LRaOuCDQjnQ000jt08bQS+tiSClo1R8v53o14F59hvUic5uxKd4aTDKRHLpjuaYlnYZ2KRX1f8tEjVf9gIZ3fW85Jf+KJJ4wOPsS6BAcI6XEAf6k4i5vbkf2JeOGTqs2bN6upIq6mlZljXaS1WH43/z2See2119Rr4xiXO+64w0HsDjYspPMGmfPAuMVaBid4Wo63RmtPQrqv+LJTmDp1KpWUaLl9AMQT5kxEZyHZV25/+ANa9J+v0e/eOkr9g0PqYP0bT+2itp4Bml6arabffljVqsR1Mz94fi+9srdGZTbKz/ee20t/2aRlCsoBv7NDycxkvXDUXGrlu5Du2pE+Fo50AKKCRF1JNx/amc3pIrQDAAAID5cY8S6OOencc8OGjNz0ZCrTj8vM53QsmjO/eO0QHa7rUBniX7psqrotNyOZHrtnqTI+sNv9obePGUWjdrvR5fnEZHHAiyudowMbdac50+Eh2kWKRvNcFI26ykj3p7eNZ59yTntKUgJN0mdvzhuj6QTISQ8s3sVVTrqIvmwI5NzvYEYgi5nRSk66q6LRSIN1OI544SgcHox45plnVHwOhPTgACE9DmDX83XXXaeu79y502O5gyveffddWrt2Lb3wwgvK1e6cZ+VcNBptQjpPHzp8+LDa+KxatUpFrYQSnt4k7nd+nzmj/X//93/p2WefVVNzrMIHB1LOgfwrAILDXn16p6toE19o6+mnd480UlffIP345QN0za/fUbnofFtacgL95rZFylHEsFBunsa763SryoP80fVz6Cc3zqU7lmnf9x++sI82HWs0TlLcRbuYc9IlS91dtqQrSvWc9DMtw6+fnfUNHdoJDYR0AKIDGUA3O9LN1yPVdQUAAPFWOLr1ZJND8aY5H93Vtvqa+aOpIDOFBvTR0fsun6oEbYFd59++SuvIevCto4YobHfRqDDTYk56XbvjsbWnjPQWXUj35EivyM8wImKsuOGdkVme00qzKFlv6J43NtdYByz8A/8KRysrKw3XtBBK0ZdTCJhTp07FhJDOcDrELbfcovSsQ4cOKT2JXf78u3QnAnuAkB4n8IZCii03btxo+f84t/v11183fudSzH/+858qF91d0Wg0Cek8KLBu3Tp1fcmSJcq5Hw5k3fAOxbwxZ4G/t9ea65WLQnlqEm8oI30jD0C0srfa7Ej3X0jfW6UdmOekJakTAHaRP/q+NhD23TWzlGP8iplaB4G51PSprZpr4vKZJXTr0vF08znj6AfXzqZr549WJ0ufenSrip5JSUxQWejumGwS0j3dzxXTSrUpxHtM74W40TNTEpU7CgAQndEu5utwpAMAQHjhY7TxhRnUP3iW3tFLL8356O5MExwL8/FzK4z4vlvPG2myunpeuYp64Wz0n687pG4rynLv7g6EWXr8jLecdOdja/PggTNNnZowzgMG7khPSTQGB/yJd5F8dPMsTzaM8LFu3+AQHarVBjSAddh8yT+sw8hs+nAI6WI8FCOiOzghQPQsiYSJZFgHuuaaa9T1Dz/U4kJZRLfanQesASE9jjjnnHOMETWzEO4tN1xEZp4qwiPeu3fvpqeeeopaW1uVC9pfRzpHl/zpT38yikrDAb8WLo/gTHApaAjXBo/XD2/kVq5cSV/72tfU+8fryeoMAtkJcAu1q5JQAEBg8PbO7Eiva+8dUdJnlQ+rtO3essmFtP7rl9BNi7X2+FWzS+m2pZpDYsUsTUh//2iDyohk18uzOzRHBGc0Crxd/smN89RBvpxwTDU5Z7w50mWqqlUWjsszstplmqyRj56fDhcrAFGCZKAPmgx15pnvyEgHAIDws2q2lsn9t82Vxm0S48eOdHd84dIp9JXLp9JDty92eUzIx2vfu3qWQ6lnsBzps0Zbc6TXtDoayDxlpFuJdmEq9JmSlU2+d8Xt053/5gELft/Elb77NOJd7Ip3YU2JdSFOCQjF7Hp5jurqatWT5459+/YZcTMcCRMNLFiwgM477zzjd8S62A+E9DiC3dYsGA8MDFBt7cgCOzNdXV30+OOPq40K521fddVVNHfuXLr55puV4/nAgQP0i1/8gn76058azcruhHQexXPeOHG5BDvbWfxlMTsc8DJt2LBBXV++fDllZvomJtnNmjVr6J577qHzzz9ftUHPmKFNt+P32hkW/3kd2ZWPDgDwDudINnX2qVxhdmqyiN6oZ0r6yoe6I33e2DzlpPnZTfNp+7+voN/eutgQoicXZyonEruQ3j7UQBsO1Knn55Oci6dpmZlmxw2fKIkrZ0aZ50Z5c0a6r4702aNzKTlxlIpy4eIosyMdRaMARA/iOD/r1pEOIR0AAMLNbUvHq96ctw/V05G6dgdnt6cYv4yUJPrqimk0pcS92D6/Io9uWDQ8kzkYGenm5TxU26F6gbw50jnC0I5ol0ALR+V9du4dmjMm18EYA/yLd2EhXY5BxI3OpkCOvg023ImXm5urnPGcCuAONn8y8+bNo2hixYoVqteOtTuJEQb2ASE9juDRPYn8kJwnd7zxxhvKSc4bmJtuusnIDWdx97bbblMjcvx43d3dqhmYhZ/iYidhJz1dCfcy0idw+QE72mWjKQWboYYLVNva2tQGdOnSpRRpyAaP86148EPgHc6DDz5If/nLX4z3EPnoAAQfcaNPLckyHDv+5qRLFqUciDMsgieYshR4u3rFTC0b8/X9tfTUVu0g78ZFYynJhbNobH4G/f72JaqY6s7zPQ+o8ZRUeQ0TCn0T0nm68KzR2nJvP9U8wpEOAIgORCg3i+fmWTbQ0QEAIPyMK8ygFXrc35/ePUH17b3KzMDbaInbC4R/uXIGpScnBlVI56xy7uPh2ZV/++AUNbgxooiQPkE3eXgS0pu7+i050v0V0lu7+g2jyAwnIX2eIaTDke4PbPxjLYkd6BwjzFpHOEoxvcW7cHQu62Z8TjZnzhyKJli/+8QnPkHf+ta3qKREO58E9gEhPc7gET4rQrq4zK+88soRTm3euH32s5+l73znO/SZz3yGrr32WvUlZUHaDG9w5Pn+/Oc/0/r161XZATvduViCyxDCJaRzZMoHH3ygrl966aURmRnF7x2/95yRLht3Fsx5kEMGJzhDneGdEA8K8A5J3nMAgL2I+M2O7LKcNHW9prXHr6LR4w2d6vpck5DuihWztOm8r++rpTcPadmYNy1x/x3nrMtH7jqX5upTTj3xuYsn04VTiuiCKVprvS8sMuJdWpwc6drJCgAgmoT04dvM1+FIBwCAyODuCzVx8entp1WxPDOxMFPNSAyU0pw0+u8b59K5Ewto5WxNsLcbNopIHMr3n99LS/7rdbrqlxvpn3pkoSAGlSn6zElPGenDjnQv0S66kH662TchXWJoJBPdjBxnH6xpp55+75G5wBE2W/IsfObdd9+l3/3udyqxINKEdElO4Cia7OzAB61CDetxYmwF9gIhPc4QR/rp01phnSs4ioVH37y5m1l85sKFRYsWqWkjrrjuuuto2rRpasoMl5xyHAw/NkeX3HnnnYYI7BxTEmw464pFfRbzI3V0kUXx6dOnq+v79+9Xl7yDMQ+CvP322w5udF4foZgKBUA8O9Jnj85RJx3+Fo6KIM8xKJ4KkkSw5imrnF3JTtEl4/MdYlkC4Z4LJ9JfPrWUMlN971RYOE6L7oIjHYDoJUE/CzA70s0xLxxjBQAAIPwsnVig4kV6+ofov1/WYj9n6AWednDdgjH05GeXUUm2dnwbDLjP57MXTTJiUjg2hUV1835Hjqu568dbRnqTLqQXZCZbEtJ9daR7is/hY3g+Puf4RRbTge9cccUVKjaYjYP19fUq6YB73kJpChSti7UxcwIAw59LEdKjLdYFBB8I6XGGbJg4XoVd4a6QjCieAhJooQIL5h//+MfpYx/7mBrFY0GdN5B8W1FRkZGjHmpXurjRuUQ1kos5JSf94MGD6r1788031e+cV8/LzRt9ngYl+eiIdQHAHv6w8Rh96tGtyj0u7KsejmMpy9Ud6QEI6d7c6AxHuFw2Y9gdZC4ZDSfiSN9X3aacOMhIByA2ol0cHenhWCoAAACunKXiSjfiRrz04UQaLGh/Z/VMWvuV5bTlu1eovp3W7n6jb4epbdMiX6aUDDvSzUK7mZZO36Jd2PRhji+z6kh3zkeX9TF3rHYsjHiXwKJsP//5z9OsWVrpLZszQ6nNcIcgC/mcVuCc2MA6C0cds3lUNBkABAjpcQZvKDj33FO8y6lTp9RlRYU9gg3vaHjj+MUvfpFWrVpFd9xxh8pYZ+TSm5DOI5SdnVoUQqDwRpF/ODeKhfRIZtKkScphzu75d955Ry0371xWrlxJCxcuVPdhp7840lE0CkDgcH7j/6w7pHLJH3xTm2bIJZ/VeozLzPJskyO91++iUSvxK8yKWVquXUZKIq2ep20zww0L5pyxPjB0VsW7yIACT38FAEQHUmw8ZOp9M4vq8ncAAADh55r55VSUNSwazyiLvqgJgY8hp+vLv1c3qrBgLpGJMvuSHd+9AyPLSbmwlGdrWol24WP2lMQEdcx6pnVYtPeGt0JXIyf9NIT0QPUpNl3ee++9dP3114f0ufk4x128i7jRWezHjH/gDIT0OMRbTroI6ePGjbP1eTmfadmyZQ4CPUeReBPSeYSQc7N+9atfKSe9HSWjDEe6SE57pMKiucTmbNiwQV0uXrxYufsvuOACFf/CjnQeLeUdgV2DHwDEM7tOt1C3nnf48LvHqa6txzjIn1iUSdlpyUZGuj/RLh+ebrHsSGeumFmq8sx/9tH5qqgpEuDtjbjSX9lzRjl8+CSlOEglVQAA+0l06UjXrsONDgAAkUVqUiLdunR49rE7gTdamKMX1+/RDSZtPQPG8fek4kyj8NpV4WiLXjTK93HOL3eGY8oketBqvAsL9YdrO4xIR5fLrx/H74Yj3RZKS0vDIli7EtI55mXPnj3qOmJdgCsgpMchnnLS+/r6DFHbbiHdFVYc6bxR4xx1Lt185plnlLBuFf6/HTt2GG52dnbLRnHp0qUUDZinErGLngV0hmcWzJ8/3/hbWVkZpaUFL9cOgHjh/aNaRwTDWZS/2nDYOMifpR9Ml/pZNspRMScau3wS0jne5dtXzaA1EeJGd85Jf+nDGnVZnpemyqQAANGBfF3Ns+blOopGAQAg8rjtvPGUl5GsjB3RPgtwtn4cvEc3q7BxhWFhPCMlibJSktzmpDfr+eh8Xyt9HkbhaJM1R/rR+g7qGxyi7NQkt++zlKcerkXhaDQjQjrHG4vOxL10nIjApstQlp+C6CEyrG0gLEI6O9J5CpV56m51dbXK4mbHs0TAhEJIb2pqUpntroTgAwcOOCzfG2+8ocoprPDcc88pxzZnW51zzjlqdJFfHzu3xQ0f6bAjnZ3nvNxc7Mq588KFF15IO3fuVOsR+egA2CukXzN/NL2wq5r+vrnScJ2Ie6YsN9WvjHTJR+eD8nwvRaORziJdSG/o0OJtkI8OQHQhx3+DLh3pENIBACASI1Fe/9rFlJyQEPXxW3N0cwofG6tYF/2YWmZ9ZqUlqfgWzkkncpzx2NzZZynWRRhX4Jsj3Rzr4u59Ls9NU1E7DR196v5iMAHRBfcCsgbFWlRNTQ319/fT2rVrjQQDNjIC4Awc6XEIi9cszLJLmx3b7mJdQrFzzsjIoNzcXLeudN6pipC+YMECdclZ4SyOe4Md7DJFhzeI7733nhHrEi1udIY37ByJw9Odli9fPqIgg6NemNmzZ4dpCQGIHdhRsu1Us7p+3xVT6ZLpxSpTcWdli8P0TnGk83TTrr6RU07dITmKVt3okQy/hiSTCwhCOgDRhXx9XZWNRrk+AwAAMUtRVirlZniOM4kGWKRmNzkL0XXtvcYsz5IcTTTPThNH+sjj7GY92oXd+VaoyM/wSUjfVy1CuvscetZKxGiDwtHohXUxSWJ48cUX6ZFHHqHW1lZlKmUNBgBXQEiPQ9idzaKsq5z0YOWje8JTTjrf1tbWppZ5zZo1RsHms88+q6bbeIJfC7u4eSN46623Gtnw+fn5qjQimlixYoUq4DC70YXVq1fTv/zLvyAfHQAb2H6qWZWNlmSn0qSiTPrmqukOfxchnXPSM1MSfY53kQNtOfCOZtJTEh3yOSV/EgAQHYjrXMRzdV3/BY50AAAAwSQtOZGm6KWi7EqvdXak671ArjPSfXWka0J6ZbNVR3q7pRx6FI7GBjKzX/QoNnCy9iKGTwCcgZAep4iobM5JZ9GZs6GYUIqynnLSxY0+efJkJaZfeeWVVFBQoMR1b3npx44dU5eTJk1S8Sj33HMPfe5zn6O77747pqbo8ChqejoELADsjHU5f3KhcprMHp2rIl5kCmehqUyzNDfN53gXiXaRXMVoZ6FeOMrAkQ5AdCG5sjz7T0DZKAAAgFAxe4zEu7RRbZsWFVimH1+zacV9RrqPjnQR0i040nmfuO+MYzeSO0RoP1ynFZOC6GTKlCnqkjWVj33sY/SRj3yEUlMd44QAMAMhPU4x56QLdXV1Kg6F25LFsR5KIZ3zz90J6VK4yRu0j370o5SUlESHDx+mV155xeEE0IzEv0hBBItiXMjJ+e8AAOBJSF82udC47VurptOs8hy64/wJDvcVx4w4aLzR2j1cNCpZ69GO5KQzcKQDEF2M8hDtAkc6AACAYCPHw1w4KsaUUlNGOqNlpLsuGy2w6EgXIZ1jZDpdPJ6Zps4+9cNMLfGsG+Ska0J+dx/KRqMZ1r4+//nP05e//GWaNWtWuBcHRAEQ0uPckc4ucHF1S6wL/y2Ujm0R0hsbG5WQL3ABKYv7LIBPmzbNIQrmhhtuUNe3bNlCmzZtGvGYnP/OZREMmpYBAFbgA2vJQj9/cpHDwffaryynz1082aWQXtM6vN3yxN4YKhp15Ugfm6edpAAAogMRyweHaKQjHZZ0AAAAQUaiDvkYudZJSM/xlJEuZaMWj6dz05PVD3O62XM87LGGTmOmJccYeounYbr7IaTHQukoZvkDq0BIj1M4HoVLLAcGBmjr1q0q1iUc+ehMVlaWkf0t4jdz8OBBI7OKS0nN8Egh54Yzr776Ku3fv9/h7ydOnDA2iPz4AADgja0nm1WxKB84i3PFExLtYtWRvkMX6WOhaNScOXnFzFJaNqkQjnQAolRIN8/sk+vQ0QEAAAQbiU6pbu2hI3o8inNGumtHum/RLuacdG+Fo8fqteWYVJzp9THTkjU5rQdCOgBxBYT0OIVztSUu5eWXX6YHHniAjh49GhYh3V1OunOsizPnn38+LVmyRF1/+umnlaPdOR8dbnQAgFXeO9pg5KNbwddol1f3agOFF04ddrtHOzxj6A93LKHHP3OekbcMAIgOEvSzAES7AAAACAcslk8q0gTrLj0epTQ31WtGuq9lo8wE/XkO1mj55+44Vq850mW5PJEORzoAcQmE9Dhm9erVdMUVV6gpLCxCd3d3K1FE8tNDiXNOOkeziEPenZDOy3rVVVfRhAkTlLN+3bp1I/LRuWgUAACssMlFPronZOqplbJRLjfafbpVuTxXzS4LcEkBACBwRCwX8Vy7ftY4xgIAAACCzWzTTE02ZRRmpjo40l1FuzT5IaQv0uMIeQaqJ46KkF7sfVa7RLv09psy0gAAMQ+E9DiGS0UvvPBC+spXvkKXXnqpikBZsGBBWBqKRUhnF/pDDz1EDz/8sJpezOWgeXnDGbzOcJb7mjVr1AkfR8GwE72lpUXlq/NtHAsDAADeaOvppw/1DHPrQrq2raxt9S6kv7JHc6MvnVhIRVlogQcARJKQbnKk61oAJpgAAAAIBXP0eBemJDvVmOGY7SEjvUWPdsnPtB7tcs6EAnW57WQzDZlHkJ041mA92kUc6X2DQzTo4TEBALGFtnUCcQ1npV988cXqJ1xwwWlSUhL19fUZrnRm7ty5Xv+3uLiYzjnnHNq8eTO98sortHTpUnU7O+v5tQEAgDc2H2tSrsyJRZlUnmst67tMz0iva+9VB+SeyvnW7tFiq1bPhRsdABAZyCbLLCgYZaNwpAMAAAhh4ah5tqdZSHfOSOd9lj/RLjPKsikzJVEJ84fq2mlG2bCALwwMDtGpxi6fHemSk56pu+jNj9dlin1JShhFGSmQ4ACIdvAtBhFBZmYm3XvvvQ4558nJyZbz2i+55BLavXs31dXV0fr169VtyEcHAFjlZd0xfuEU6/nlxVmpSojigtKGzl4qyXY9cFfd0k07TrUQ61KIdQEARAoS32I20Yk5HY50AAAAoWC2yZEu/UOeMtJZCJf9li9lo0mJCbRwXD69c6SBtpxodimkVzZ3q+N6LhEtNy2LO1KThgMeup2E9K6+AVrx87epqqXb4X8KM1OUcUf9FGfSxELtckJhpoMwDwCIXCCkg4ihsLBQ/fhDRkaGiqfh4tSuLm0UGUI6AMAK7CCRItBrF4z26YCcY1rYkV7b6l5Il1iXc8YXUImFg3IAAAgFMn3eHO0yiIx0AAAAISQvI4XG5qfT6eZuIzbRnJHe4RTt0qy70TNSEik1yTfheckETUjfeqKJPnneyAjYY/VarMvEoiyPM00Fvg+L6b0DQ+p8wvGxOkeI6ExjZ5/6cc5qZ7f6/3xsPl23IPR9dQAA34CQDmKGJUuW0JYtW6ihoUHFxFRUVIR7kQAAUcD6/XVq2uiYvHRaPC7fp//leBcW0rlwdC4NT00187Ie63IVYl0AABGEaAQmHX042gUtSgAAAELE3DG5Skgfkz8cr+guI92folHnnPStJ1wXjrL4bTUfXUhPSXQppLNDnZlQmEHrvqpF6PYODNLJxi463tBp/Bxr6KSjdR3qXOS1fbUQ0gGIAiCkg5iBi0evvPJK+utf/0rTpk1T0TAAAOCN53ZWGW50K+4TM1qWYyvVtrkuHOXbxXFy5RwI6QCAyEFy0M0FaVz0ziTCkQ4AACBE3HfFNGVOuWHRWOO2LMlI7xtw6PIw8tF9KBoVFlTkqdlY7BTn6MXReekui0YnF1kX0tOUK76fevr1tm6d7j5NSOdM9BQ9AoYvORPenAvPPL+rmr78+A5lzgEARD4Q0kFMMWXKFLrvvvtU1AsAAHijtauf3jxYr65f50Osi3OWozshnSNjWJdaNC7PcokpAACEAtHKzdEuolWgbBQAAEComF6WTd+/ZrbDbTl6Rjrvojp1UZpp7uz325HOGeazynPow6pWZXS51klIP2o40r0XjZod6WYHutClL7P83RMl2VqkTT2EdACiAkzcBDFHbm4u3OgAAEtw7Erf4BDNKMt2WTrkDXbPMDWtI4V0ds+8uEuLdVk9t9yGpQUAAPtIcFE2Kq4/6OgAAADCCWePc244w7EnzhnpnK3uD5yTznBOuh3RLlI46hztIr9zlrtVId2dMQcAEFlASAcAABC3/NMU6+IPWrQLqYx0M3xwfv1v3qXN+kE6Yl0AAJFaNipxLgwc6QAAACIBLr2WnHRz4WhLl+ZIL8jwzzjnLie9raefGjo0R/hEH6JdDEe6yTVvdqSnJVsQ0vXzCf4f86ABACAyQbQLAACAuORMazd9cFwTuq+d76+QrjlI9lS10vee20NZqUmqOOjlPTXqdv79O6tn0Nh8xE0BACKLBBfRLiKqQ0gHAAAQbjgnvbmr30FcbgrUkT5ec6QfqGlT4rlEyIgbvTg7lbL126xnpBP1DDhlpOuO9HQLQjqfL2SmJKoIm7q2HsryIVoGABB6IKQDAACIS17YVa1yF8+ZkO+30C2OFT7I//P7Jx0EqpvPqaCvrZiuDsgBACAS3X7OZaNyFTo6AACAcJOdyoJ2N7WbhHSjbNRPRzq7v8cVZNCppi7acaqFLp5WrG4/Vq8VjU7ywY1udqT3ODnSu/sGLEe7yHKxGYcLR33JaAcAhB4I6QAAAOKS53ZWq8trF4zx+zFYgH/snnNpX3WbcsvwD4vzH1tSQbNG+565DgAAoUJc5yZDuuFOhyMdAABAJDjSnaNdjLLRTP8c6ZKTzkI6RzEOC+m+F40yacl6RvrAoEtHupVoF4aNNyKkAwAiGwjpAAAA4o6uvgHaW92mrl85O7D88uVTi9UPAABEE4lG2ejZkUI6WpQAAACEmRxdSGdHerZNZaPMkvEF9Mz2Koec9GMNmiN9sg9Fo2ah3DkjvbtvyDdHuj6DlaNdAACRDQ6TAQAAxB2VTd3GATqiVwAA8YiYzk3JLnCkAwAAiBg4O5wxZ6SLkF4QgJB+7kQtJ33LiSbVc+ToSPdPSO/pd85IH7Cckc6UZGuFo3CkAxD5QEgHAAAQd/B0TmZcIUpAAQDxSUKCC0f6kGN+OgAAABAupPSzXY926e0fpIYOTUgvyfHfCDOlJFvNSB0YOktfenwHtff0q1gVZlKRb9EuIpRLlIsgDnXJUPdGqf564EgHIPKBkA4AACDuqBQhvQBCOgAgPtF1dJfRLonQ0QEAAERKRrruSD9c16kKsrloVKJQ/OW/b5xL5blawee9f9lOvQNDlJw4isbmp/uXke4kpHf5KKTLwAAc6QBEPhDSAQAAxK0jvSIfQjoAID6R+BbHaBfHvwEAAADhIlsy0nVH+v6adnU5szwn4JlTnLH+y1sWqkHld440qNvGF2ZSUmKCX450ZyFdHOqIdgEg9oCQDgAAIG4d6RVwpAMAKN6F9GEl/Swy0gEAAEQI2U4Z6SKkzyrPseXxz51YQF++fKrx+6Qi3/LRHTPSXUe7oGwURDr82b370W30yKEE6htwzPoHroGQDgAAUU5bT78hfgAfM9IhpAMA4jzahXcfsg8RRzp0dAAAAJGSkd6hO9IPmBzpdvHFS6fQuRMK/H7cVHcZ6frvIrRbdaS39QyMEOUBCCat3f208Ugj7WocpeKNgHcgpAMAQBSz+XgTLfjhOvrF64fDvShRAwtGlc0Q0gEA8Y3ZdS4CurjT4UgHAAAQbrJ0R3p774Aa9BUhfdZo+4R0jnL5/e1L6Mc3zKV7lk/0+f+Ho12GXArpGSnaa/BGTnoSpSZp8lxdG+JdQOho6+5Xl+lJKJu3CoR0AACIYnZVtigBZGdlS7gXJWqo7+hVB7vsxhyd51uhEAAAxKaQftZRSMcZAgAAgAjJSGdHelOvlpXOjtnJxVm2Pk9uRjJ9/NxxlKM74P0pGx3hSJeyUYuOdBYwhwtHEe8CQju7nUm39lEFENIBACD6p2IxHfoOEFjPRy/PTacU3fkBAADxxijT5k8EdEkJgyMdAABAuMmSstHeAaru0vZLU0uyI+r4XYTyXndloynWlxWFoyCcegI70oE1ImcLBAAAwGdauvsc2uxDAef2NXVqzxvN+egVBXCjAwDil0STWC4CugjqmNoLAAAg3IhDnMtGT3eS7fnodiAZ6M6O9C5xpFuMdmFQOArCQVu3piOkJ6FzzSoQ0gEAIIpp1Xd8oRTS735kCy3/yQY6UtdB0cipxm51iXx0AEA84yraZVAPS5ciUgAAACDcGekcyVjZqe2YZpZnUyQK6eaMdN6X9g0M+RTtYhbSa+FIB2GIdslAtItlIKQDAEAU09LVZzg1QgEfFH5wvIk6+wbpN28coWh2pENIBwDEM2bTuQjoiHYBAAAQadEuzLG2UbYXjdqBq4x08/WMFB+E9Bw92gVloyCEtHYh2sVXIKQDAEAMtGyzkC5CSLBFaHme53ZV06lGTZT2h3cON9CmY40UaiqbJdoFQjoAIH5xdKTLpTjSIaQDAAAIL8mJCcNC9aAupEdYtIs4zjn60rlolHelqT7kuRvRLigbBSEEZaO+AyEdAACimBZdSA+VK/1Y/XCcCwvqv33rqF+P09DRS3c9spnu+tMWhwPPUJaNQkgHAMQz5viWs7qALoI6ol0AAABEAtl6TjpTnptGeRkpFInRLr2maBc5t2GR3ZfOEXGk1yPaBYQQZKT7DoR0AACIgZbtkAnpDVrTz4RCTYR+ettpqmn13TWx41QL9Q+eVVMfRdgOBXxgW6MX+CDaBQAQzySa1HI40gEAAEQi2XpOOjOjLIsiDXGk9w0OGbN2jaJRH/LRHR3pENJBGBzpiHaxDIR0AACIUoaGzjoI6e36TjAUjvTrFoyhcycUqIPGh94+5vPj7KxsNq4f18X5UFDV0q0ygDmvsDAzshwtAAAQSswuORHQxZmegDMEAAAAEUC2KSd9ZllkxbqYHelmJ7pkpJv/5ouQ3tTZZ5SVAhBsRE9AtIt1gnaY/KMf/YjOP/98ysjIoLy8PJf3OXXqFK1Zs0bdp6SkhL75zW/SwEBoCvMAACDaae8ZMIrh5Pdgc6xeE70nFWfSFy+boq7/bfNJauzwzTmxs7LFuH4ygJx1XxH3O7vRfZlqCQAAsYiY0nlgVl3q+xRsHwEAAERa4WgkOtLNGegioHf1DfhcNMrkZ6RQkr5jrvfx3AoAf4EjPYKE9L6+Prrpppvo3nvvdfn3wcFBJaLz/d577z169NFH6ZFHHqHvfe97wVokAAAIOk9traQfvbTPcPUFE7MbnekIgZAu7vHJxVm0fGoRzRubSz39Q/Twu8ctPwZPe9xV2Wr8fqIxdI505KMDAMAwEuGCaBcAAACRSHbqcEZ6pBWNMgkJowwxXRzpRka6j0I6P5YR76JHUQIQqoz0DGSkh19I/+EPf0hf/epXae7cuS7/vm7dOtq3bx/95S9/oQULFtBVV11F//mf/0kPPPCAEtcBALFH78CgMeIZi7Cj7wfP76XfbzxOe6ragv58Ld2O28pgv7etXf3U2Kk958SiTOVYvPuCier3jYcbLD/O0foOhzz3UDrST4mQng8hHQAA+KTdLKCjbBQAAEAkOtJTE85SRX46RSIimIuA7m9GOlOsF44iJx2E3JGOaBfLhM28//777yuRvbS01Lht1apVysG+d+9eWrhwocv/6+3tVT9CW5smVvX396ufeERed7y+/mgm3tbdTb/bpETTN752kUPeXaysizOtPdSpHzgdrWujGaXBFWsb2x2dCi2dvUH9LB2s0eJYSnNSKSXhrHqusXmpRru81efeerxRXWamJKr363hDR0DL7cu6O6E76sfkpcbN9y6SiLdtXqyA9Ra760oE8z51HJ00HLF4VtvGg9CB71l0gvUWPWBdRSeZKZr3c3QmpxoMUH9/5I30iiO9o7tPfb74kklLSvD581acqTnwz7R0Rd1nFd8x//nzplM0viCdLp5WHHIjYJtkpCfF97rr9+G1h03JqqmpcRDRGfmd/+aOH//4x8rt7srhzlnr8cxrr70W7kUAfhIP6477Unaf1jY5j7+wjsZmUsyti4MtfGCnDeW+9v4OGlUZ3OlR2xuGn4/ZtmsP5TV8GLTn21ynPV8OddPatWvVbU1qXDOJ6tq66aWX1pKVNIAXj/LBZgLNzu2nzfUJVN3STc+/uJZMEYNBW3f7TvL7NYpqj+6ltU17AntC4DfxsM2LRbDeYm9dDQ1q28T1G96gojSivVXadr66uorWrq0M+nKCkeB7Fp1gvUUPWFfRRbO+XxqXdTZi191Qn7Yv3fD2O3Qyh2hrjbbMrY11xjmTVbqbtfOk97fvpfwgntcFk0hdT5FKTRfRj3clUU7yWfrPJZopL1RwMuzQWU2jyUiK73XX1dUVHCH929/+Nv3kJz/xeJ/9+/fTjBkzKFh85zvfoa997WsOjvSKigpauXIl5eREXmZWqEZO+AO/YsUKSk4ezhADkU88rbvTzd1EH2xU1+cvOY+WTiyw5XFbuvrp1X21tHpOKWWnJYd1XTRuOkW0/4C6nlZcQatXz6Fg0rK5kujwfuP3MROm0OoVU4P2fPtfO0x09DidM2McrV49S93WOzBEP9z+Og2eHUXnX3qFKsnxxm8feJ+rUen2yxfS3mf2KFf67KUX0+TiTNvXHefIJyeOooyUJJVb/93tb/CwDl2/YjlNKYm8wqJYJ562ebEE1lvsrqt/3b6e+noH6eKLL6HxhRlU+fZxolOHqWLs2KDvw4Aj+J5FJ1hv0QPWVXSyvGeAztldRYln9kbsuvvtsfeovqeDFi5ZShdOKaSqd44THT9ME8eNodWrXUcdu+PoG0fp3dqjlFPG55KzR/x945EG2ni4kb5+xRRK9SM6JpjgO+Yfr++vI9q1k9r6R9HKVVdSUmLQErhHwIY22rKRUhITKDmB4nrdtelpJ7YL6V//+tfpzjvv9HifSZMmWXqssrIy2rx5s8NttbW1xt/ckZqaqn6c4ZUdrytcwHsQvcTDumvoajeud/Sdte31PrLpKD3wxlFq6R6gL142Nazr4kRTt3G9srkn6Ou0o2/I4ffO/qGgPueJRu31TS7JMZ6HL3LTk5Vg3dIzRCW5np+fW+wP1WqfhSUTi2h8YSbtO9NGVa29NGN0nq3rrr2nny7/xTuUkpRAj91zLpVmpxnZ7BPVa4isg894Ih62ebEI1lvsrSspFU1ITFT3H5Wgnbwl67+D0IPvWXSC9RY9YF1FFwXJyXTLueNp7dq9Ebvu0lM1Wa1/SPt86UmflJHq+/KOztNSFho6+kb8b0NHL33l77upvXeAJhZn0e3LJlAkEqnrKVI50zbce9bRT1QcgDnQV7oGtPP7HM51ob64XnfJPrxun4T04uJi9WMHy5Ytox/96EdUV1dHJSUl6jYevWJX+axZmtMRABA71LQO53lLDpcdHNczr2vbwl/IwiWawslGbbmCCYvXTGLCKBocOksdPDcriBxr0F7fJCfnOLfL87JwTvq00myPj7H7dKsqsyvPTaOy3DSaUJShhHRZj3ayt7rNeI9u/t0m+vrKacbypkFEBwAAtf8wl4zyzB1G19MBAAAA4IW0JL1slLNMOZ5FV9Iz9BJSXyjJSXVbNvrz1w4pEZ35x7bTESukAz9m7us0dfZRcfZI43CwkHPlnAjrr4t0gnaYfOrUKdq5c6e6HBwcVNf5p6NDE2I4ioUF809+8pO0a9cuevXVV+nf/u3f6Atf+IJLxzkAIHaEdNlg2wEXfDLiNA4nx+qHxWAW9qW5PVi0dGmj1yxKM21BFNJZqD/RqOWGTS5yjESRnT0L6d7YWakVli6o0Nzn7EhnuITWbsT5Lp+57z23V10fVxDffRoAAODsSBcBXQT1UVYKLwAAAABA6bpg3qML6N36OWC6H8adkuw0l0L6/jNt9PfNp9R1HgNnc9LBmuFzHRC9VLUMnwc3doTWHCgGx5z0+HShR5yQ/r3vfY8WLlxI3//+95V4ztf5Z+vWrerviYmJ9OKLL6pLdqffdtttdPvtt9N//Md/BGuRAABhpKbN5Ejv6bddoOcYj3DCQr6I+hwlwpxqsl8cNiMDEmPz04P+HlQ1d1PfwJB6bWP05/NLSD/lKKRP1IX0E0Fw8MvB5R3LxtMFUwqN2yGkAwCAhm5Ip0FDSNcd6dDRAQAAAEukcbi0cqRrAnqXLqinp/ju8uWZsyKoDgwOGYPd//XSPjXYvXpuGa2YVapuf3r7adteA4gMR3pj53DMSygQIx4c6REipD/yyCPqC+/8c8kllxj3GT+es67WqnbU+vp6uv/++ykpCSsQgFgkGI50PriQ0fr2IMeaeOO47kYvykqhaaVZQXNZOxetMmPzM4Luyj+qx7pMKMwwogCE4ixdSO/wx5GeEXRH+sJx+fTHO86hK2ZqB50LxwWWxQ4AALGCOM+H9MoNcaSLUx0AAAAAnpHIyO4RjnTf5bbCrFQ1mM3743/urFYznF/bV0vvHmlUhqbvXDWTPrq4Qt33me1VhtgOopcqLvw0RbuEw5GeHcJc9lgAqjUAICScae22XUjnEhaOHImEaBcjP7woSzm091S1BT0nfaQjfSDosTX8+pyx6kjnzwDPTGAhfu7YXHXbhCLNkX66uctwvNsBD9yKI51z2/kA9/e3L6ZjDZ2GCx4AAOIdGRcVJ7qRkQ4hHQAAAPBJSO/pd85I911u4/OkycVZdLiug77x1C76zxf3UXKitk/+1IUTqaIgQ/VMFWamqPLRtw/X02UzNLMQiD54RrmY48LhSEdGun+gSijKae3qp9+/c5z+dgSrEkQ25jJQu4R0szgfbiH9aJ0mpE8uyQyqy9q1kJ4R9GiX426KRn0R0iXWZXpptnFgydMXOT+Qx0NYTLfz88ZT1fhgVJaZnZd8YJqAzAIAAFAkGhnpjoI6dHQAAADAGpKFLk50EdLT/CgbZf58z7n0xUunqB4sPt9j81hRVip9/tIp6u/JiQl03YIxRukoiA03OtPUGeKMdF0/yEVGuk9AfY1y+gaH6P51h+mD+gSqtFGEAsBOhobOUq05I90mId0cFxPuaJejumObhVpDSG8KVbRLujGYIG7CoDnSi/13pO88rce6mKJVWNz2deCBS1a9lesc1GNdOIpGXCIAAADcRLs4lY3CkQ4AAAD4mJHeH3jZKFOem07fWDWd3vmXy+ixe86luy6YQA/etoiyUoddwx9dPFZdvr6vjppD7GIG/ukWF/z3Bvr5a4dG9JCZCX20i6ahZMOR7hMQ0qMcFrDOm1igrr+8pzbciwOASxo6e2lAzs5tdKSbC0w7wi6kDzu2xxVoDuhgRrv0DgwaB2k8xY/pHzxLvQNDQRbSPTjSvWSkS478jLJsh9sn+Fg4et8TO+mqX75NO041u73PIV1on+70XAAAAIZJSHAqG9X31Zi4AwAAAFhDBHNDSDeiXQIz8/DM2uVTi+n718ymJRM0zUeYNTqHZpXnKGPlC7urA3oeEHzeO9qg3OdPba10WTQqHWQ8+yAcjvQcZKT7BIT0GOCqOWXqcu2emnAvCgBeneNMqz7yaefj8kEEi8vhgHPajzcMO9InFGUYI8zBKoCRwQg2DZZmpxrT8GVnaCedvQPGoMVkVxnpetkoj6Bzzrk7pBi2JDvN4fbxRdYd6fx+vn+0UbkmX/awzRNHOuejAwAAcI04z2U2kzjTEYEFAAAA+JqR7uhID/asWHGl/2XTSZSORjin9JnqZ1p7HGYQSLTp1JKssDjSRVPITYcj3RcgpMcAK2eVUAKdpb3V7XRCF/MAiCR4h2F2LnO0ix0RJPK44XalV7d0Kyd4SmKCyisvzU5TpZnswq9ucVxGu5B4HB49TkpMoCw9czwY74EMEnCpTW7GyNHq/IwUStJFl0YPuW4S/VKao30OnB3p8jye4LJQcd2/caDO7f0O6UI657EDAADwnJEuk8YQ7QIAAAD4hgjmIqB32eRI98b1C8eobOtDtR30x3eOB/W5QGBUNg1HuOw/0zYiI33+2LwwRbtomkI2HOk+ASE9BijITKFpudqZz0sfngn34gAwAslHF1FTc48P2e50D1dO+hE91mViUaaalsVOvnF63IrVuBJ/89HzdGFbcs2C8R6YY2tcwa+XC3A85aTzwIn8rSQnzaWQbiUKZ291q3Gd2+wrXeTQczSBCOnTEO0CAABuEb1cIl0MRzp0dAAAAMBHR/qQgzPd34x0q+RnptC/rZmprv/i9UNBjRUFgWHuM9xnEtIl2mVeRa66bO7qU7PdQ4VoBznISPcJCOkxwoJC7cv24m4I6SDyEOf45GJNaLYrJ/1Mm2M5B5dthoOjdSOFZi65DGbh6PA0LBHSk4MmpBv56C5iXawWjrLwzwMo6r666C5IFA4fSPR7mZa4r3r4wIN581C9ywMVPpDlWQHj9QENAAAAIxHnuZyzyWQxONIBAAAAa6SbHOlsHurq087H0oPsSJd4lwumFKpzn3999kNbZn0D+zGbv8xCupSNzh2jCem8+lq6QudKF00hB9EuPgEhPUaYV3BWRSvwNBFxjwIQKdTqQnp5Xrox2hmokM7uudrWXodpc+FypHPciOSjC1I4eirIjnQR0rP097Wjtz9or8+dI92KkF7brn0G8jOSlcBthqNwUo0oHMfBEWf26kK6LMubLuJdDupFo1OKs1TsDQAAAG9CuqMjfRSEdAAAAMASacna+UZv/6AyDsngdCiEdN5f/7/r56pzqXePNNI/tp0O+nMC3+AeN+kbMxvDeMClUY9yGV+YaZzXhyrehXP1xYiIslHfgMIQI2QmE50/WWtyfgmudBChjvSynDRjBxGokN7U1acOVPhcnyNVmPYgFG364kifXDIsNI/XHeknLBRo+oO8f3kZKQ7RLm1BcaSL496DI91LtEtdm+uiUYmGkffLU046OyxESP/8JVPU5btHG4zpkyPy0RHrAgAA1qJdnMtGoaMDAAAAPjvSe/qGZ9cGO9pFYBH2ayumqev/9dJ+auhw31kFQg93pvHhlRxzsfG1b2DIcKPzeTxrJNxHxoi4HmzMs/lFSwDWgJAeQ6yeU6YuIaSDSENGYMty0yhHF9Kl2MLvx5QC06xU1RMQ1miX+pGOdBGGTwVJSG9xatgOVrQLi9cibsuAhUdHupsDtzojH90x1mVkTrr796u6tUcNIPDsm2vml1N5bpqaxrj5RLPD/Q7WasL/NBSNAgCARyRuDWWjAAAAgH+kmjLSu/q1c7HkxFGUHMKZsfdcOJFmlueoc6V/7qgK2fMC75zSY12mlmSp2fn9g2fpcF07ndZnYo/N13QD0TQaO0IjpLd1Dxiz+0P5WY0FMOwQQ1wxs4SSn99HB2vb6XBtO02FiAQiABZiRfRm4dOdI/1X6w/TQ28fUyf1HP3BU+TuvmAi3XXBRI8ud37MrNSksAnp/Dpk1N8sNLMzQHac/B7YPU1eBiLy0rUdrvEe2Cyk8yAIN88nmgpU/Yl2qdOjXeR+zkzQ3zvefrljb5VWNMrbttSkRLpkegk9vvkUvXmogZaY3t5DerTL9DL3DnoAAAAjo10kWxWOdAAAAMB3R3p336BDAWmo4DjLFbNKVdTvYd1UFGz4td7xp82q4+q2peNp1axiiiTYDMbn6gsq8iIiH53PpfMzUuiD4020/0y7+rwwY/LSHYT0ps7e0OajI9bFZzDsEEOwQLl8qrbxeulDuNJBZMAjnbKTKM0ZdqQ7C+mc58ZCON/OYmxlUzf9+f2Tbh+3prXbeEwRkcORkS6xJ6U5qYYrXHaILD7za3cnLgeClJDIwIRkz9sdb3Ncd9vzjt8529wnId1DtAtz3iQtmur1fbVum8ol1mVWeY66vHS6tr1782C9UZDH0+SkJwKOdAAA8IwI5tw7ol1qvyMjHQAAAPAtI53jJtmAZO7wCiVTSjQT0ZEQdea9ureGNh9voh2nWujrT+2ii+9/m16uTDAGE8KdS37Tg+/TRx54l94+VB/WZals7jKc57NG5xg56aeN2zUhvTArtNEubbpuIHoCsA6E9BjjoqlF6vLAGfeuTgBCyZm2bqNkkkfmZcRTphKJA65Wj3/566eW0oO3Ldbv414UNjvSgxVr4g1eZil0Mce6MCw6j85LC1pOuhHtkqGXjQZpMOGoFI16iHWxEu0iAjsPOLjiwinFKpuNI2C2nmjyKKTP1g9ALphSpKZNVjZ3U73e33KisVOVlmamJBqj+wAAAFwjgrmMXw4ajnQI6QAAAIAVpFSUhXTpbgpVPrqZycXa+dqRug5jhlkweX5XtbpcOrFAdaGxAPzK6QT686ZTFG427K8zZo1/8x+7DBNauB3pHL/D8MwByUg3hPTM1JCWjYrWkqNHxQLrQEiPMcp14eiMqRUYgHAisS7sHGdcRbuwqN47oNngFo/Pp/kVudrtPf1uDwKGc9fTKUt3Y3f0hqZsdN3eGvr4Q5vovB+vp79+oB0ozB2jLbOZ8QWS++2+QNNf5P2T91MKQuyOtxkuGvUipOtlo+w8d7XOJNrFnSOdBx5WztJ6Hta6mVHDBxxmIT0zNYmWTixU1/e1aKLPQT3WZVpZNhyVAABg1ZHuVDaKqEwAAADAGmlJmmjO2dft+rlYqKNdxNjFpz98nhhsVzOLveL0/tH1c2njv1xKty2tUL8frguNI94TT2/XzG5MbVsv/euzH4ZkcMEVPNOeqSjIMGZW7zvTpsxgZiHdyEgPsSMd0S6+g8PkGIPduebYCwDCjTkf3Z2QXquLrPw3s2udD0a4tMXb42YHKR/cFewy+MLfttP7xxpVnMiS8fn0H9fNpq/qTelmjMJRfRTaTlq7JCNdhHTd6W9ztMsxPdplkpPj3p0jnaNsOl1M5/NWNspcPa9cXa7dUzMi3qW5s4+q9EKWmbqQzlyix7u8dCqBPv6HzfTgW0fV79MR6wIAAJbLRuXkUs4x4UgHAAAAfHOkyzlLuKJd+DxaRFl2pQcTNj7xLGA2OHGkDJdVnjshP2jnvr7ATnSO/mR+cfN8SkoYRWs/rKFntleFNdqloiCdppZmqeVhLWS/PttaykYl2qUpRGWjRkY6ol18BkJ6jMFTaiRGYWDQtQAJQCgxO8fdCun6fST2gw885OTenTAsQnoZl40GyY3tCo5OYYGf2fitS+kf955Pty+b4NJ1IEJ6MKJdWp2jXYyMdJsd6Q0dlqJd2B3OcSquctLN0T0lbspGJaqFs97rXcS78Ki9TIkzj5qvmVdOuelJ1Dc0iraebDHiX2TaHAAAAOvRLuJIx4weAAAAwBqpph6pZt3sZBbXQ8kU3fwUbCFdYl2uWzDauI3P05hTugM7XDy/s1qJ/PPH5tL1C8fSfVdMVbd///m9RsxKqGAto0X/TFTkZ1BqUqKRZd+n63UjHemhKRuVqF1kpPsOhPQYozArVY1w8QmRu6xiAEKJIXjrgzySwWUWyKWIUuJf+AQ+20N5Jguzjhnp8pj+i8jr99fRHw8meC3r7OobMMR+np7lCd5ZMlIk4u1xt5xoclu06fz6JSM9Lz0laNEu7L4/rU858+ZI91Q4ylMcZWaBu2gXI95ldpnLwmQuZDHHugjluen07jcvpm/OG6Cf3zSXvnTZFPr08ol04+KxFl8lAADELxLtIvse2QXJ7QAAAADwDJ+7SuGoONLTk8OTO20UjgZRSK9u6VYlo8zV88xCeroRTRIKg5u3WBc5H/zcxZNVfCwv0y9eOxTSZRHhvjAzRRnPnA1fbEQTIVuE9KaQR7sgI91XIKTHGOziFcenCJgAhBOz4M3IjqLNRbSLWWQV13GrqZTUPHrKESIivmdZjHbhkfMfPL9XtXibGRo6Sz94cT/tbkqgDQc8t3r70sQunQW1Fr6LP33loGoWf3mP63xwMxydIqKHvJ/yfnkbCPCFk41dapo/i/RF+lQzf4R0GSjhCB5v7ow1c/V4lw8d4132Vre6FNKZVJ7GmEl0zbxy+vrK6fTdNbOMzwQAAAD3SISLc0Y6ol0AAAAA68js5Ca91DJsjnRdSD+q91wFgxd3a270cycW0Gj9fFeiRjOTzgatI8wKB2ra1Azl5MRRdI0u8iclJtCnl09S1482dIYlH32syYAnOenq9vwMYxaglI3yrAbWJ0JXNgpHuq9ASI9BOOqCgZAOIgEjtsVDRvqwI3049mPYZT5SGD7T1m2M2vJBi1U39s9ePUCPvHeCXtjlKFZvP9VMNfoySEGMdyHdu1Argwe17b1enea802cO6WWZnpDWcXZwi/tBhGM7o12Gi0a5uGaUD0J6j8ui0WIP+ejO8S6cbccOfUEiW2a5ENIBAAD4hwjmko0uWelwpAMAAADWSdeFdCMjPQxlo1I4yhwNoiP9uZ2akH7t/GE3ulCk++JOBSHaVHvuKlr24/W0s7LF5d+f3qa50S+bUUL5usPb3NPV4GT4CpUjvUKPb3F2pEusC5OfqekkrBuYtZJggYx0/4GQHstCui5gAhCJjnTXGekjHemuhOEzTnEx2Rbd2C2d2t+f2lrpcPuLu4eF9c7ekUWZ7qJdvFGUlapmifDO0Nml7YwMJnCruDfkveOiURG4ZTCBhX4r8TBWOKaP2E/2ko8uFGfpQrpTrJS8dk/56AIPDqySeBd9vXDEjLgqZo/O9ek1AAAAcE9CgpMjXa/XQUY6AAAA4IcjvTMyHOnVrT3UGYR4FY6MYYMTxwmv1mcSmylK0x3pQcoi/80bR5UW8Md3jo/4G3cEPrtDE/lvXDTW9Xlqe69hGgi5pyi7AABz60lEQVRl0ajkxzMzy7ON62NMQjrnp8s5PcfjBBuJxTX3jwFrQEiPQcpytC8jHOkg3HT3DRqirwzwyIaaBd9+vWDDVRGlkaXuYjS2xkmcN6Jdegfc7hh5elSHLoJ/cLzJGCVn0dmcx91h0ZFu5eCIRfRS/TWdafVcuiLvgbi3PdGqF5aYi0GkbNRKxI1VRLyeVGxRSPcS7WIeKPHE6nnaQdk/d1bRlx/fQV/5+w6V28vxMlbEeAAAANYQ57lz2SiiXQAAAADfhfRmfeaw/B5q8jJSjEjOYMS7SMno8qlFRqa3maLU4YhQuzne0EkHa7XZ2xv21yqzlZmNhxvUrGZerkuml7g8T+WCTynZDKkj3SSkc6+hzMQ3O9LV30KYkz4c7YJIVF+BkB6DlOXqGelwpIMwI59Bdm9zPrbz1CHZeIsLu8QktIrL3GW0izjSRUjXReT+wbPUO6Db6ZzgyBazxv6PbZornYtSzMKvNyGdBweYTAvRLuacdE8DW/ycnHvO1LX74EjPSHYYwWY3t7v3zB+O1XdaLhr1KKQbGfjWRPALJhepA0CejcAHa6/urVW3L6jIg0sSAACCkZGOslEAAADAbyRus0mfAW1l9nKw412CUTi6/WSzulypzyB250g/1WR/Fvmre2uM63zu/M7hBoe/P775lLq8bsFo47xYMMfBOs+eDianjGiXYSGdWTqxUF3OcZptPVw42hvCslE40n0FQw8xSFluuoPYGGr6BoZGbLhAfCIubBa8RQBllzaL6ixssyDMOwsRWs0Z6Z6iXWr0xzUc6SZRm0VpVw4AZ2f709ur6L4rphllKTw9bWDorNcpcJ26q93qdD0R+z19H8WNrl33vtNs6R7pSGe0bHF7WtLZ2X/MX0e608GJMVBiKpP1BG8/Hv/0ebTpWKMaGGHnAA+CuMrhAwAAYIcjHWWjAAAAQKAZ6dJlJb+HK96FZ2AHQ0hnxzdjLhk1U6gL6ScauoImpLPhis951+45Q1fMKjV0h/UH6tT1T5w7zu25KmsLbPqSCJxgwufTp5u7R0S7MD++Ya4qQJ0zxrH/q0AvHOXXF2xa3WgKwDtQO2MQyY02i3Oh4sPTrTT3B6/Sr9YfDvlzg8hDPoMieAviSueNN7dSs5PcLMR6jXbRhVkZNOKMV29lm3I7u7hZcK5q6aa3D9fTK3u0HfJlM4rVZYeXjPRhR7q1g6Ny/fvoaYaI+bva2Nmr8t080WJEuzhOpxvOig9cSOfpZJybxlrKhEJrQroI5W4d6RbKRoWppdn0yWUT6FPLJ9HnL5lCX7h0isOUOAAAADY60p2jXWBJBwAAACwjRi42ZoUzI50RkTgYQrpEjkgEibuyURa22WBpF3y+vOOUVjD6vWtmq8vX99Uaz/HElkoV2XruxAJ1HulLn1ew4HNiNoXxIVV5nqMekpmaRHPH5o6YbR2qaJfegUHq6dfeO5SN+g6E9Bik3OSADWWRArP5RJPaWMhoIIhvxIXtnI0tG2sWakVkZWc6x5OMjHbx7kh3yEl3IyLL1CXeOV27QHM2f++5varIg5/7ihlajppXR7outKdbjHax4kiXDHGGv7LeykXcjR4PDyb021Y0Ojo33XLGnwyE8Ai6ufBU4mrMAyUAAAAiSUhHtAsAAADgL84O9HA60o1oF5sz0llbEoHXVT46k5PMrz1BHU+c1os27WDdPi3qc+G4PFozt5yKslKVTvD+sUZlQvv7Zi229dalrt3onmJIgx3rUp6bTsmJ1qTXgqzQCOlivOPDQIngBdaBkB6DiOuTR+fEuRoqZKN0stH+TCwQfTTqU5KcBdRc3W3OgvBw7Ifjfdg17s6R7pyRbs5Jb+/t97izYIH+psUVDju3K+eUUa6eN+61bLR/wKfcO95xmsV/VzjPHvE2m6S1u29ERjojuW92RLv4GusiB1S8M2YRXYp2mHofo10AAACEhgT9TECEdDFgINoFAAAAsE6qnpEuZESAI/1UYxf1e5np7Atc0imOe3dCOh8+SIzJSf1c2w7W6bEuq2aXqajYVbO1SJeXPzyjTJw8+5sNc3xeHylCeqU+kOAc6+IJcaR7M9YFimgsbMTDLETfgZAeg7CrV76Aoc5Jl40SC/itIRbxQeThbuqXOKk1Id2za93ZXc0isYjiEmPkICK7c6QbrdTJNG9sLk0rHc5Fu3peuRHVYne0i7WMdKcoFC856e4c6fIeuHLx+1s0Ko4GK/BIe0FGisO2gN8vzsP3NdoFAABA8Bk1omxUu4SODgAAAFjHeQZvWhiFdJ61zeeqLHrbaXDkCFIRXz3NWBbhmIV8O2Bd6f2jjYaQzlw1p9xwqv/5/RPq+k1LKhxmuIddSG/SjHQVBa7z5F1RaDjSg7uMyEcPDAjpMYqId6HOSTfnTZ0MQlNzvMCOsPeONhgbuGgX0vN1cVWQDTaL23X6Z9TZke5OFJb78w6cs8UEbxnpw63USUo4EFc671C5NVv+3+5ol3LTd1GECmdq9Xgb4zV62bnLTBNnR3pWquvBB384qgvpvjjSzQco8hokuoeb7DFtDAAAIjwjXTeuwZEOAAAARGe0C5/rTg5CTrq3WBdhnC4cn7RJSF9/oFYNCrARbmKRdm66dFKBOhfmZXr3SKMyALgrGQ1lRjr3sImGU6k78ivyrTvSpWxUZvYHC9FYcvQ4XeAbENJjFHHqhsuRzpywacMZj/xl00n6xO8/oPtfPUjRjMR7OO9sZYPNQrq4sUc40k33MSPTnLit25dYE3O0C/OJpePo4+dW0I8+MkdND8uyGIvS7WO0CwvLPFuKC1Ub3Iwsy+CADDB4j3YZdteb8ebK94VjDXq0S5FvjebiYN90rNFBUOf161ymAgAAILwk6pvl4Yx0RLsAAAAAvsKmoUiJdmGmFNsvpHMPltk17Y4KiXaxyQ3/qinWxTwTeuUsLd6FuWhqMY0r9CxYB9uR/tzOKrrgvzfQ/B+uo3N/9Dq9oi+3t+UKZ7RLjh65C3wDQnqMO9I5KyqUNJgd6XpZYazB+c/P7jhNf/vgFL2yp4a2nGiyvDH+/dvH6HdvHfXoeuayjAffOuYgZkYrMpKabynaxTlHXdzVAy4fs1AfURaydTe2OyHceWfBbvYf3zCPVuo75Cz9YKezb9Ctc5zp0qNdrB4c8U5edto1bga2ZDBh7phc3xzpTkK65Mq7c+VbhT+DMhXPV0f66rnaNLsXdlWrmRW1bmYcAAAACD8imEs3vVwiLhMAAACITkc6E0xHunNsq1tHug0Z6RwT+tah+hFCujnexVvJaCiE9J7+Qfrvlw8Yv/P5vJyTTy3Jtvw4YkBs7uwzemuCwfBsfTjS/QHDDzHuSPdUcBgMgbnRIdolNh3pr++vpa8+scvhtqSEUfTKfRcZxR6u4Kk9P1q7X13//cbj9JXLp9CNC4c3/sLLe2rUlCAm2qNdxJE+IiM9wySk6zuyEjeO9O7+QVWcm5KU4JDN5uxyF0e57BR83VlItAvT2TdgONed6dKjXTIsRrswZbnpSiznGSLzxjr+zSw2zx2bS+8caaB6p6gXq5lmRuFqgNEuvE54+lxy4iiHHHorXD6zRGXynW7upu2nWoy8dxSNAgBA5CEzhQadHOmYQQQAAABYxzkzPD3cjnQR0uvtFNJdn4c7M14y0pu6lEEtkDLLg7Xt1NM/REVZqTR7dI7D386fUqiMaHzOetmMEstCOr8O1q54VrpdcE47n+uPzk2j5754IZ1u7qLDdR1Ke5jltNyekPeWz8W53FV0E7tBRnpgQEiPUawUHNoNj1Cajbx2FltEEgdr2tXlmLx05aLm39nFvKeq1aOQvre61cG5/+/P7aU/bDxON41xFFV/v1Fzo0e7kM6jsuLe9uRIr3dTNiqisAjD4kAXR7pztIsI4e5iTWREWFzbzrBQnzDqLA2dHaVy0N0K6T5GuzDlOWm0y40jnXeQvQNaKO2c0bkuy0fN8GeHXfescZTnOhaXyDJ7i6fxRlWzNpDDj+/rgQ8fRLLL/9kdVcqVLgeVcuACAAAgckhwG+0SzqUCAAAAolxID7cjXY92OVrXGbCYPTLaxfN5HYvJbDRkMxx3gTmfs/oCO7MZ1l2cB/m5WPSFL11o+bEKMlLUOTRrVmzOs8voxZrGA28cVdfvWzFNnffyz8Jx+X59jtiUxvoSL2OwhHTWIFxFxQJrINolRglH2ajzFJlYzUjnkVWG87Wf+fwFdIWezeVtitC+M5oAf/3CMfSf181WQjC79h88kGg40Dcfb6Ldp1sdGqqjFZn6xSPEziWT4grniJLhDG3HHbLKLXdRIDo8pcx1OanbaBdxpLvZWfCOOU0/3uno7bct2oUpz3M/sCVFo1yWIo3eUtDpikO17UZpibPTQd4v54JWX6nWP488WOQP18zXZlq89OEZY1ZMidP6BQAAEHnRLoNGtAuUdAAAAMBfId2X2cvBYHxhhhKzeXb3GZs0IavRLkmJCTQm357CUZnhnp/h+TmtwMsly25nvMuDbx1VYjqXod64yGn6uR/IQIW838EA0S6BASE9RikPgyNd2o9FfOONk6cs8GgX0qVEQ9qfzfnwrjhwpk1d8vSjTy6bQG984xKaUZZNHf2j6LN/2aEEYHGjS3FGe++Ax7zuSEY2/LzTcx49FjGbZy3wtCX+M0/XcibHRVyLvM/OU8q8FW3KqKvczxUipHvKGPcn2kW+j66iloyM+Ow0w5XPo/083cwVh2u16Xm8o3Ym26aMdBnYkQMgX7lwSrEaGOBtwPoDdeo2RLsAAEDkIQ41OdaQPE47pzsDAAAAsY6zAz1VjyUNF9zTNaEo09acdDm/9xbtwoyTeJcAhXTpBrPLmS2ag7jrA4VnnP/p3ePq+jdXzbDl+KkgBIWjYtjMRdmoX0BIj1FEkGNBLVRitozqcTlhvr6hE9E5luCsc/POwWppxf4aTUifWZ5jxHA8dNtCykk+SwdrO+iOhzfT6/vrlKj8tZXT1H34fJbF9GhERo9d7Wgl2oWnLDE8Msw7e2ckqkREcMeyUedoF9flpEK7hVHXVP34h6Nd3NHVp0e7yJ0tZqS7daRLhnhOqnofeP2rvgE9g86dI31q6cjSkuFol8BmMnC+OTPaT0c6x+RI+YusD5SNAgBAJEe7kFNGehgXCgAAAIgy0pITHK7bEaUSKFP0eBe7hHR3hjZ3jnjmRIBxvy2GI90eId3uwtFfrj+kMtyXjM+nK2Z6z2m3grjmg+lIlxnwzj11wBoQ0mMUFtQk5qEmRPEusjHijdP4wsyYzEnn3G95P0VIl1FNceS7E3ErmzRxcpYupItT+VMzBtWI9baTzeq2K2aW0oyyHGNn3BalOelmR7ozOU4jn+7cynI/syNdHtfZwW4UbbqNdvGeAxa0aBdxpLv4LhqO9Jw0fbqZ9rqkpDMcjnSJdhnrp5DOXDt/tMPviHYBAIDII8G5bFSr7EC0CwAAAOCnIz3csS4jCkdtdqS7mknuzPgCXQ8K0FjZrDun7Yh2sVtI59l8T2+rUte/uWq6bUXtYhi0M37GrZkPZje/gJAew0jmdG1rOIR0GYGMLUc6R17wuSYXQMhIrJWN8QG9oJSLN5ynJY3PIvrpDXOM3z+9fNKIQs5oxNPUL+d2aOd8dEHc4+ImZ8Sp7TbaxYUIzlPV5TE8R7toQkKHG0c6F6ZwFA2TkWz9AKlMH+llR7pMmxfqDCE91eHS1eeJ//dQne5IL8n2KKQ7P08oo12YcycWOOyYOboGAABAZCGGubMjykYhpAMAAABWSTUJ6eEuGnUW0o/aIKTzcYKnGefOiB4UaLSLPGdeBArpLd391DeoORAWjfe9WNQdY/K09+50c3C0NF6XZjMf8J3IGCoDQYHbkY/Wd4YsJ10c2ZwZzg3KdpRLRHI+uow4ysbYU0b6/jOOsS7OrJ5bRinJSUoAZQFSxGYeKYxWIV0atl3taPnzwY57ngblaQMuwrBEu3DkiVFy4hTtIoWmrjLS+Xn69QY1T9EuhiPdJNyb6dbd6Ixz0acn5PWxEM+j6ub3REaD5T4sPu91UxTM3zHOiWPhQw6MXEW78PvEr9mXZTTvWMWR7m+0C8P5cFfPG00Pv3ucUhITVGY6AACACM1I1wV0GYONgBnpAAAAQNRgFs/9OQcLBpP1aJej9YEL6Ty7W86nrQnpmUa0C0cNZ+rn6r4iWoht0S4W0gSs0qg/Bus2rmJq/WVcYXpQY5JZW+kdGHLQsoBvwJEew4gwF7polx7jyzhBH4GMtWgXGVGVEVbzxofLIAb0EUl3QvqM8pEuYuGqueX0sXMqjN9F8I3aaBfJM3OzozW70t1lc0kMi0S7cEaa5LgWOI1KZ3lwY8v/s7jrKZJlONrFdTRKp56Pnpw4SuWAW4XvK1PgRKQWaiWfTHdsy2Wdi1FyiXXhWCHnZngmIznRyLU1u/h9gYV6ia+RSBp/uWHRGEP0t2uqGwAAAPsQ5/nIjHRsswEAAAB/MtIjxZE+uSTT0CnE5BaoaMzxwa7OQ53h81U+9+Zz83N+9Dp9/cldtOlYo8+zpocd6XZnpAeukUkZqGSa24VECEs0cLDy0fk9tbIuwUggpMcwRi5zGKNdYtWRLhs3yetisZD3Ce4KIfadaffoSHdFzES7uNnpmZ3h3qNdBhwekzf6nCfuyo3N0SsywiqYY108iQPSH+ou2kUEZn8Ojtx9HyUL3TnaRXZwVotGxVko3QiSCe9vrAt/jwPdsc4Zk0tPfe58+t0nFwf0OAAAAIJcNjrkHO0SzqUCAAAAoguzCz1ShHTOah+jzzA+EqAr3VNsq7v348fXz6WJRZnqHPrp7afploc20W/ePOrT8zZ39kdstIuv74lVxun58tWt3WpGu90gHz1wIKTHMKUeCg6DgWyM+AspU3n4y9874FqUjBUhnUdaC3W3sSsXMcdsHKzxHO0S00K6mzISsyPdXX72cLSL9h40dLgf9XV0YzuKyK16NIynWBcrZaMS7eLP1LQy/ft4xvR9ZOFCBHOZQVKsX8oOzswhD0WjgrxGd656q0J6ILEuZhaPz1dRSAAAACLZke4U7QIlHQAAALBMmh5tG0nRLsxkmwpHG/0QjXm2/YavX0z/+NwyWjGrVN321sF6n56XZ6TbWTZaYqOQ7s97YoWirBQ1GMPHZHJubifIRw8cCOkxTHlO6BzpPf2DhgO2OCtNCZ3sjOUvf7CmpISDSlNGuqusLVc56ZwLxnnVPN1rgj7AYIWcKBfSZfTYOYLFpZBuMdpFikZl4GKEG1tvSHeONWmzUDTKpOplo51uHOkS7eLPwdGwI73bYaqaZM3J6Ljs3F1Hu2iO9GluHOnmx/E3VqmqWVu+sTYJ6QAAACKXUW6iXaCjAwAAANHtSGemFNskpOuGNhZ5fT3OWDKhgL62Ypr6fX9Nm+V4F3Zjd+pGNvsy0rVzctauWMOyI+7GlTYRCPyeiXEzGDnpztGywHcgpMcwZSF0pIuAzKWCOelJDl/+WMlJ5w2+K0e6tylCko8+vSxHudfjxZEuI7T5mckWMtI9R7vIII1RNOpm1Fdy0p3d2OJQt+pId3a0j3Ck64K9r+W/jLn8V1znfEAiBSUyqFDv9L3lz58R7VLiXkhfUJGnLnecaqHAHOnYsQIAQKwjKWkioA8aQjqUdAAAAMAqqab+LE+dXKGGu6rsENKbdEObv+5rLj7lnjE+zz6tG7e80dKtnfvzIYnEuAYKa1WsWbkzQfqCN20iEMS4eSoIWppztCzwHQjpcSCk8wai300Jpl1I5AYLyuJumlCkfflPxEhOOgvDnO/FL29MvqNbt8hD+/MBPR99loeiUU9Cs79Z1+GERV8pBnG3sxW3OY8tuNv5uI12yfJ8/w6n90z+n3ecgUS7GBnpATnSezyOBpsd6ZJZK7/zZ4Hfr0nF7mc2LBwnQnoz+YOUoUqeHgAAgNhFBHMxhw3ph4sQ0gEAAADrsAYihaNpESSkT9bPG+2LdvFPfE1JSlBiutlo6I2Wrn5DF/HFkOhtPdmVkx6saBcmmI50iZZFRrr/QEiPYThSg0f9+OTIVUyEnchGqMj0ZZSc9FhxpEtx6ujcdEo1ZaBZdaT7ko8e7dEuLPhyNrynPDN5fTwI4Vwc6nwfcYgb06fc7MClaLPdyZE+HO3ieSRbyka9Rbv44zIocyGk1xn5ZKkjBmW4NFUGIxhxo3M8kKcS0EXj8tXl3uo2v6ariSN9TD5yzQEAINYR84Pss2W6NYR0AAAAwDfkHI27uyLNkc7neDK7OpBol0Dc17N0PWS/bjT0RnOnvfnogsTTBCykG9Eu9gvp4wuDGO1iONIxA91fIKTHMJwZLV8Ocy5zMJCNkGSFM+ONaJfoc6R39Q3Q45tPOYjYw/noI526IqSLY9oOIT2ao11kmlNmSqJb0Vden6cNeI6TI92YPuVmZ5WlC+XO0SzWo13OeizqDCzaRS8bbe0xhApXOzEerZcDFPMAmBSNTvVQNMqMzU9XYjwL8XuqWv3OSEe0CwAAxD5i8JJoF5kIBR0dAAAA8A3JRo+kslHO75Z88aP1/rvSvZ2HW0H0kAM11hzpzbojPc+mfHQr2o1/0S6pQXSkB69stARCut9ASI9xzOJdSIT0GHGkP7mlkr7zzIf0w+f3Gre5y0d3dKT3jGiZrtbf+xllfka7RLGQnu9hxFoGWqbqo+SeHOkdfQMq5mR4JDzVS7SLU9lot7Wy0eFolwHby0ZFLO/mYt7uAYf+AuedmHyeZCdntWhU3IWL9HiX7T7Gu7CDXaaojc2DIx0AAGKdBLdlo1DSAQAAAF8QA5mn2cPhdKUHIqTbEWMiQrrVaJdWPSM9z9StZgd2Rbs0BTHaRTLS2cxptZzVCvxYYtZDtIv/QEiPcYYd6UEW0jt6RgjpkpHOZRIDQc5ot5szuoC5bl+tEY/hSUh3Nz1Ipi2xi93XgoxodqTLNCxPU78unVFCj959Ln3vmllu7yPCN+87OK6lQS85cZuRnuqlbNTLTtgQ0r2UjfoT7cIHVLKTPdPW7TbaxSysOzrS9aJRL0I6s1CPd/G1cFRiXTgix1uePAAAgOhHMkflJE0E9QScIQAAAAD+RbtEkCPdrsJRbxGrVpipd8adbOqiTjfGNVeOdLujXSRFQTQsf2CTnwjpogXZCc8yF11D3gc7YG2pb0DT5kpQNuo3OEyOcVwVHIbKkV6anaZiKjhioroluM9vN7Jh5w3X24fqHYR0GR00I6N5I4V0bbR1RplvsS7OjnQ7RyFDgRVHOp+8XzytmPI87Bg5i14a0Pl98JbN5i0jXaJivAnp7Bp3NfgjZaMZfkS7mONSnt9Z7RjtYiob1X53/Dzx+j+sR7tM8xLtwpgd6b58dsyxLpKbCwAAIHaRTb040ZGRDgAAAPiHlI1KxEukICWf/grpfGwg3V2BRLtwzAzrRXyocaDGe066PKcnvSBcjvSW7n7DfOBJ8whkUKZMN9fZmZMu+gPH/Tj3/gHrQEiPF0e6KSIiuBnpKQ4Z7RLfcbQhsJboUGMum1z74RmHjHSX0S5ZaUbJZu/AYMD56Iw4gnkgQgTcaKFJ3+lx4W2giIucd6TizuedsCuy3WSkD0e7WCsbZTpdvOecnR+Iy+DuCyaqy9+8eZT+se20Ed3inBMvo8Pyd/7+8uAADz5MLNIikzwxd2yuui/vKH2JdaqWotG8kT0AAAAAYg8RzGXseDjaJZxLBQAAAEQfcu4bjKiPQJgcoCOdNY7+wbO2vDZf4l1aOsWRHnnRLk36THk26iUnBkdWFd3Jzqhkd/oD8A0I6TFOeW56iKJdRjrSmWl6LvhBCyOOkYQ5GuT1/XXK0SyDEZL97ix6p+gbUHNpxX69SGOWPo3JF3gkOzlxVFTGuxgN2zYcREi8ywm9tJZP7t3lpGUZGenuol08O8nZ/M6zKNRjuJhuNuxI909Iv2HRWPr8JZPV9W8/vdv43oyIdtEd6nX6iLEUjU4ozLA0csyOeZk650tOukS7jNGnkgEAAIhtRDB3jnbBrCQAAADAN76zegb925qZdMn0EookpuiO9BONnW4jd/l2dzOZZbZ5ZkpiwPnvco5qpXC0RTLSgyWk6+fi/mDMlHdj8LODcYXDOel2IdGxzrod8A0I6TFOWW5q0B3pvMEddqQ7jmzNkmZmi4USkYI5s4sF1cc/OKWmIHF0iKsRUT7hdM5J552RCKD+ONL5MaM1J93O4o0c3UV+oqHTeEye7eBLRvpwtIv3nTAfIDCuctsCjXZhvrFyOl09r1zNNODPFL8U5x2wCOt17T10qrGL/rLppKWiUTMLK7znpHPmu3QAOEa7QEgHAID4KhsVIR3RLgAAAIA/TCnJpk8tn2QYsyIFnm3MJj12lTvHhLR09SmD19R/e5keeOOI53x0G0Rj0YekS84Tkg1ue7SLrlmxbuNvhG6jhU44uxzp9ka7wJFuB5H1DQe2U6Y70vkLw4UIwYBFy55+bWSzKNtxQzJDd6RbycCKJCTWQzZef3znuJGP7s6l5TxF6FhDpypyYGG2In9kHIwvsSZxLaSnOwrpngpOxJHergvnQlv3gGUh3chZd1E4Gmi0C8ODAPffNJ8Wj883PjdS9iYU6470D6ta6ZL736DX9tWq3y+YUmT5eRaNH85JdwV/pi74yQa68bfvGYUjhiMdQjoAAMSZkK79LseKiRDSAQAAgJiAzz8nFWc6xLuwgPz0ttN02f+8RX/fUqkMXn9V5sGzbkVjO87tZ5qMlt70KRb5g1E2KpoVa1iuZqFbwc73JJRCep0hpMORHggQ0mMcLsHkcyEefZTcarsR4ZgFSGen7gx9Q8kbbBHrogFxI9+0eKzDFJhxBe4FRhHSG/QRW6NotDzHrYPaG6F0pP/5/RP09Sd3OTiU/aXJxp2eRLvwwIS3ghO5r1kE7x8cUuWhVqJdzEJ6MKJdBJ4S9/vbl9BVc8roi5dNHfH3Mr0kmL+3fHzBpax/+9RSunXpOJ8d6Xur2hxy+4Xdp1vUgMfe6jZ6YsspdRuEdAAAiC/k8GRwRLRLGBcKAAAAALYyRc9Jv++JnbToP1+j+T9cR19/apc6H5xakkWpSQmqW+uwixz1Jhvd19z3xZG4bFysbO6y6Ei3N9qFNSs55/c3J73JiHYJnpDOJk6mskk7R7ezbFSiZIF/QEiPcbj4oEifghOsnPR6DzlLo3PTlLjJMRZH6zuiTkhfPq3YYbTOVdGoIO+zvB8yXUlywAIR0qUsM1jwyPPPXjlIT28/TS/t1spV7chIt2PHIi7y46ZoF19EcLOoLn/3RGaq+2gXjkIJNNpF4Nfx29sW0yfPG+/ye3P7svF085IKevkry+nRu8+l86cU+ZRZO74wQz1H3+CQEsudMfcW/HL9Ya0HQN9GICMdAADiAxnoP+sc7YK2UQAAACBmuFCf2czGMBbGuUA0LTmBvnXldHrpy8vpvEmF6u9vHax3G+1ih/ua9amppVle4134uKRVF9Lt6F1zRrQrMUz6WzbqabZ8oIj2VN3abZsplaNjGTjSAwNCehxQpucfBU1Il6JRF5lZLPzNLMuxXCgRKYgQy4MAV80ptySkO0e7iCPdn3x0ZxE52I50Lkht118zi+mBIlOd7HCki4tc3gMZsPDkSDcL6TIIwRE7SRYatQ0x3kW0S6ce7ZIeoCPdG/y9+Y/r5tBPPjrP788PP8bCCj3e5WSzRyGd1/+P1+5XA15JCaMwQg0AAHGCDNAO6ednMqMbOjoAAAAQO9y0pILe+ZdLad1XLzJ+PvjXK+jzl0xRme48A5p565ALId0wydkjvsr5reglrmDBnw1hTJ5uLrQTNp0xrhz4VmgIQbQLd/DxTHg+NpOZ47Y50pGRHhAQ0uMAiYk4E6TC0QYvzb8zpJnZQqFEJMCjn+JGZlF19VyTkF6oZYuFSkgPlSOdG7yF9481BrSh5igVcYHbWTYqeJpSlq3fl59f3HWyLJK17o1MD9Eu4kgX13qks0jPYd9RObJw9FCt9n1co3++H99caWwvnDPbAQAAxCaShY6yUQAAACC2GZufQdNKs40f0RqYi6drQvrm401GL1gwol2sCunNelQsx8AEGqvqitmjtWXYW9UasdEubHawMyed9ZFhRzqE9ECAkB5HjvTaYDvS3QnpuiN9f5QUjnLphGSEsqjKpZATCjNUbpiUp7pCHPmckc7Tn3iaEJ+HTi8NPNol2I50iU1h+Bz6nzuq/H4s2enxazfvnP0lR3eZCwUedlbiJh8cOmsU4HJkidmtHkhGemevHu2SHHi0SyhYOE5zpO9wcqRzscuhWm30/asrptLcMbnG35CPDgAA8YOMmxplo7qQDh0dAAAAiB8mFWXS2Px05QLfdKzR4W+NHfa6r2fqmsp+D4kFLaZ8dF/iTa0yZ7R2/run2k8h3RhcCG5EiuSknzIZH/2FM+e5g81dmgSwDoT0eHKkhyEj3dGRHh3RLmYBNSM5Ublzn/jsMpUd5mnkrkgc6R29Rt7X+IIMw+EcyUL6CSny1HeO3ODtqrHbl50Kx7rY4Wx2dpJ72lnxaHVy4iiH0td2XUh3dra7I0t3mzsL6Sw+S2lpsKNd7GL+2DwlklS39jhEO3GxC78WnsY3oTCTvn3VDONvyEcHAID4IWGEI93xdgAAAADEPixWG/EuTjnpw9Eu9jrSuURTztXdCel2RMW6Yo5uJDtU0+FX/nijnpEezGgXxk5HurjReZlZBwD+g3cvnhzpbUEW0t2MarEjm8/H2KEtRRWRjMS6cKa2lG2xgC5N1+6Q18/vhx2xLg7RLi7yus3Fnm8crFNCr79ItMsd50+g9OREOtbQ6TIOxDch3Z4sM2cnOWeFeToAmFqiDdzs09dBW7c90S49A4Om+0SHkM6vZbo+I2THqeYR+ehTirNUbvwFU4po+dQiw40AAAAgPhC9nIV08wA6hHQAAAAgvnCXk253sSaXh4pGZe7tcjXLPdcmTcEZdt/zzHd24B+u8y05gXUXdncHO9rFbiHdyEd3Y4AF1oGQHgeUG450ewoKfI12YTGPndmeNpSRhBRK+uokl9fPxRjb9CiNQIV056JNV/zghb1015+20Kt7a/x+nuMNXUZW2FVzygxXuj80d/bbOjo7IiPdyzSkOWMc8878jnZxGryQWBcmLSk6hHSHeBfTwIh8D81RRf978wL6tzUz6ZPLJoRhKQEAAITXkT7sRtduD98yAQAAACD0nD+liJISRtGJxi5jxjoPsotRzlPEqq/M1FML3OWkt3TZa85zZcCbrce77K3yLTmBtRmOktWWL8hCul6KeqopcC1PjLXIRw8cCOlxQKkupJujHUIZ7WLOSReXcCQjgqkIqlZh4V2KMN492mCTkO492kWyrt876phlZhXeOZ7UHekTijLpxsVj1fUXdlVTjx5l4gsyYm2bkO7kJPf2uDJNa0+17kiXslEfo11kZoJz0Sg79mWmQjSwaJxWOLrdlJN+UC8anWYS0nmA4lPLJ9mSaw8AACA6kAg2PhaQeBcmGHmkAAAAAIhcsvR+OObtw/XGubTkattVNmrWSfbpkbjOiOM7mEK1GPB8zUmXqBt2tAc7IkUc6ZVNXX5H7wp1upAOR3rgQEiPA2TaTGffoNsMKn9p7eo3poh4Kik0ctKjwZEu0S5+ZJsX6W7pdl28lZHWYGak1+gzDXZUOhZK+jIQwi56PpeuyM+g8yYVqlkMvNNcv7/O58drCqIjnfPPnctHnZGR5T3iSO/2z5He7iSkd/XL5yJ63OhmR/qHVa1G/tshXUif7qE8FwAAQHxFu4i7irGj4wQAAAAA0cXF07V4l7f1eBdxo3PsbVqyfefBM3Qh3Z0jXaJd8oIqpOuOdN2AZxWJK/Y2U96uCBqJnZXBBX/hqGUGjvTAgZAeB7AgLCKi3a70nae1uIgJhRkq68qbI/2Ah2bmSEGyscVd7gtmVz4Lvp4GF+wQ0tklLRtULjgV17QvHNenbY3Nz1AjqnzyfP3CMeq253dV+fx4stOza/TYLIBzLps3lxwPXvD5P+8oeNRVol2sZqR7i3aJlqJRgTPP+XPUOzCkDlRYTD9W32n0FwAAAIhfJNqFRXSz0Qk6OgAAABC/OenvHmmkrz2xk770+HbbY12YWbrhkCNHzQP5ZsMmkxekaBezAW9fdZvLZXCHEXUT5KJRJjUpkUpzNI3pdHOXTdEucKQHCoT0OMtJr7G5cFTiIiQ+wh3izOYYkoFB31uRw+FI9zXaxblwlUdZA50aLUI6i5+uYlbM65M3/uw69rdolGNdhGWTCx1Edl+we8fCAxrijLPymBkpSTS5OMsYXW73MdpFZiJIVr4ggxSZKb5/LsIJfwaNnPRTzXSsoYMGhs6qAQrZLgAAAIhPHDPSUTYKAAAAxDOzynNU9Ed3/yA9s6OK9uj54QsqPOs9vjKhMJNSkxLU87gq0hw25wVPSJ9YlKliW3kZjjdocbm+RLvYGXXjCTY8MqebA8tJlySJ4mxoAIECIT1OkOkbZ2x2pEuBoQh17uDIEBZEWRAW4TbSHen+RLuYHem8EwqUzJQkwxUmESVmnAtkWSj1t2h0ol5kYY4D8mcGg91COgvBEuditRXbyEmvavUj2iXRpSO9SxfWo82R7pCTfqrFKBplNzoycAEAIL6RY4yRGenhWyYAAAAAhAc+P/yfj82nW5eOo2+umk7/94mF9PwXL6D/vXmBrc+TlJhgxIy6ineRWffBjHZhs96s0Tk+x7s0duhCus0ufXdU6PEunJNuR0Y6HOmBAyE9ThDnaa2NQvrQ0FnaqQu3C7040rmccXhDGdk56RLhEUhGuh356PK+eSocPdPiuD63+yGkSyP3+MLMEQW1nJPuLS7mjQN19NHfvkfr99c6COmeon58JVt3k5vfX0/MHj1cHGKUjVqMdpH1LgMqAufI+xv5E24MR3plsyGkm4tGAQAAxCdSnq050k23Q0kHAAAA4pLlU4vpR9fPpS9cOoWunjea5o3NC0p3ykw9/teVkN5ic1ysO+aIbuDDzP6mzt6QRbvY5Uhn7a5ez3ZHRnrgQEiPE8pytVGsMzZGuxxr6FQiZVry8GiilWbmSM9Jl0gPcSb760iX1xsonnLSJdqFM+rFcexrm7PMEOCpTUJ2apIhGEuWljt+teEwbT3ZTPc8upV+/PJ+atA30AU27vRy0pN82lkNO9I52sW/slHOFJdyTkchPbqiXZj5FXnKXVjZ1E3vHm1Ut82AkA4AAHHPcLQLZ6Qj2gUAAAAAoWGGbjx0KaR3Bz8jnZlt0g3ccaqxy0ETkWiXgszQOLulcDSQjHSOyukfPDtCswL+ASE9TpCoDjsd6RIjMm9MHiUnev8ozdSFuwMR70gPPNqFB2yn2VTk6ElIl2iXFbNK1ShxfXsvVfuwjnlk0lVGOk/pkpFKT7n6de09tFOP92F+99Yxow3azhFayTe3On1KpmhVtXRTnZ4FZjkj3eQ4l8+COdolGh3p/Nqnlmi58bv09WXX5xMAAED0IgYzPh5wdKSHbZEAAAAAEAeI8dA5sYC731pDJaQb0S6tLg2JPNt+9a820kceeJd6BwYdol2KQhXtUqCZJisDcKRLPjrnulvR7oBn8A7GWbSLnRnp7H5mFo73nI/uPNq3+XiTy+LMWCgbnVysidFzx+ZRWnKirUJ6m+6sdhXtMrEoy4iS8SUnvba9h3r6h5QILyOdgmRneXKkc6wL72/mjsml3966SDnZBTujXSR2RkpErQjH4tLv08ttxdVuJa+NZ1k4x7tEc7SLq0JgzkgHAAAQ37grG0WHBgAAAACCiUS7sPnNbBrkjjM5JMlLD65YPbUkm1ISE1TSgqvolO0nm5UmwDrahv11QemE88WR7mv6gHN5a6iWOdaBkB4niLvYW0yHL4hgu9Big/OCsXk0Ji+d2nsHaN0+LU87EukIICN9UnEW/fMLF9DvP7nYtuUxMtL1wg0zMjBSnpdmCKU79AEOKxzX89G5wMJ5ZNLKZ+Z1fWdyxcxSumpuOb3wpQvpgimF9JEFo/0aiHDHd9fMpCc+cx6tmFlq+X9k4Eaw6khnslKTPQjp0Rft4lwIzE3sdg50AAAAiPaM9OGyUbjRAQAAABBscjOSlT7EHDDFu4joy3pCSlJwJUt+fIkpdpWTvvv0sLby9PbTTtEuoTmfLs9NVzGtbICU5/YVGagQkyYIDAjpceZI5y+eTEkJBBYYD9W2jxDovJ2s3bBojLr+9DZtI2SVJ7dW0sPvHKdIj3ZhFlTkUYmNBQ4iALd2O5ZfmmNXeP3KevClcPREQ9eIWBfnOKCaVm0akDM8q2Dj4Xp1/YpZJcbj/PVT59H/3rKQ7IR3oksnFRon/FaYM3pYSOdR5lQfdsKSjx8r0S7OjnQrnQYAAADiKNqFHel6LQjy0QEAAAAQCqS3y5yTHqp8dGHOGL1wtHqkkL7r9PBtbx6sV9G2IvQXZYUma5zFftFmKpv8y0lnlz8DId0eIKTHCbwRktE8yYwOBB6Z45MuHkH0pfX3hkVj1SULsFbd8ZyR9d1nP6T/eHEf1dnoqPdWNmrOyg4n7jLSWciWaUXlOenGzIC9VW2WB0uMfHQ9OsWlI73d9Xv+7pEGNSo6OjeNZtlUrBqMHaLEuvgyTT1LLybl2ROx4kjnWBwpXEWsCwAAAIdolyGTIx2WdAAAAACEKSe9RReqQyWkzxrtunCUY1TEkc7LMjB0lv7y/kmlTzH5GaGb4V2Rr8XWuoqfsQIc6fYCIT1OYBHRzpx0iQ9ZYNGNLkwsyqTF4/OVCP/PHVWWhW1pGD7l5wicL3QE6EgPlZBeo69HdkizUDy+MIPyM5JVJvi+avet066iXXi9uBXS3XxeXt+vxfNcMas0IrNUZ5sc6dk+xLowEkvT0TMspHdHeUY6CyNLJxaq6/MrfPveAgAAiE1k941oFwAAAACES0g/UGOKdunsD6lQPX9srjGzf0DvVxPRurmrn5ITR9EXL52ibnts00l1yQa1YMfOuM5JD0xIl9hgEBgQ0uMIEUYlDsSOfHTnAkMr3Ki70jljykpZglnM9HfDEaqy0VAK6TIgUpabpoRs/lnoY076CV1Idxntkpvq9vPCzjVzPnokwpllkrmWozuxrSLr3hztIjMV0qNUSGd+dP0c+uUtC2jN3PJwLwoAAICIKhs9axR7IdoFAAAAAKFgZrk2U/pgbbvh9JbolLwQCelswGPHeXvPAO2sHNZRduludBb7WcNiQZ2F9VDGurgqHPUHCOn2AiE9jhBHek1rYGI0i98i1FrNRzezZl65Gr07VNsxYvqMK8yFj/5uOHyhM4Cy0WAK6W09zkJ6t8N6ZRb5kJPOYvhJ3eE/0UW0S0l2mhEF5Dzgsbuqlerbe1X8zdJJBRSpzB6dE5gj3UW0S2aURrvIYNp1C8Zg2j4AAABFor4/4N38sCMd+wgAAAAABJ/xhZmUnpyoImNltryIvjzbPlTHQsunFqvrbx3SOuCYXbqoPm9sLuVnptBlM7ReuFAWjQpjC7Rol0o/jaVtujkV0S72ACE9jpCCgkCjXSqbulVpKRc4ilDpC/zlXTmr1KH52BM8MhgqRzoLxkZGul44GW44tsVcECHIeuQWZ8EXR3p1azf1DQypkdXReWluZzBwVIyMvArr9ViXi6cXU2pSZLxPrpgzJtdoBPeFTBdCerRHuwAAAADuy0Y52kW7Dh0dAAAAAKESsac5FY4ajvQQir4XT3MhpOtFo/PG5jkkK4RFSLfLke7jTH3gGgjpcQRHgDBWSz7dsaNSczvPGp3jt4h642JtI/Tcziol5nrCLGZWtQRXSO/uHzSmNmdFSUa62ZEuGWP8Ponw644TDdpGuKIgg5ISR24KeNZAob6DcP7MvLavNqJjXYRbzqmga+aPprsvmODT/0nZqDlWKBaiXQAAAAAz0nEy6JCRDiUdAAAAAKFhlh7vsvVEE1U2ddGZlp6QRrswF00tUpcfVrVSY0evipnZU6UJ6fN1If2S6SWGgC46SajLRquauy3FIzuDslF7gZAeR4jDmKM6AuFQrdaoPGeM7250YfmUIirOTlVOZ/OoX7gz0kW0Z4cWTzGK7Iz0bocBEpn+JKOM3opZjzd2uo11EUpc5OqzSH+gpl29R5dOH57eFInw8v/64wtp8Xjf4meyPTjSM6M42gUAAABwmZE+pM3K024L80IBAAAAIG4QM+Cj75+k5T99g9Yf0LrY8jOTQ6obzCrPUabKd4400NH6DhXtyrPRp5RkGUbDm5ZohtCppZr4HypY8+Hjs96BIRWx6yvtENJtBUJ6HJGj50Sbo1L8oa1b+/+CTP8LFtgBfeXsMnX93SMNHu/b0TssIPMIHGd7Bz0fPSXJcGmFG9nY8Ya839QiLdEuo03RLrzMUhwqGWPu4NFeZlyhNrrpirIcbR3XmuKAJCuMZyRwVlgs4iraRYpH4UgHAAAQK4hoziK6HF7BkQ4AAACAUMGz3McVZCgjo/xMKMygZZM0l3io4Nha5q2D9YbmMWd0rtEnw3xz5XR67J5z6bbzxoV02ZITE4xIX39y0g1Heohy52MdWCvjCCNr26m00lfk/wPNV+KSysc2naQPjjd5vJ9Z+Oe87vqOXsNdbzcilkZK0ahzUSbnpBfqDdES7WJ2pEthx+7TrXRSd5x7E9JlmpAr5H2uNc1ikOyy2eVa/ngs4qpslGN/GGSkAwAAiDlHuqlsNFKMBAAAAACIfUbnpdPb37o03IuhctJ/++ZRevtwPWXofXlcNOpsCJVi0lDDOemcDsA56YvHa914VmCzxHBGOoR0O4AjPY6QL41zaaWviLCdHaCQfu5ELW7jQE0btTqVWZoxi5nBjneR55INZyTAI6DyXssGsKd/UBW+OjvSmYm6w/xEo+dol8rm4Yx0b0K6OdplX7UmpM/Us8xiEXm/ZWCFc/z7BzWBIRPRLgAAAGJOSD+r8kAZF7UpAAAAAAAxzaJx+cpQ19DRR8/vrFa3zavQ8tEjgbG6AdJXPYyTDQb0YzxEu9gDDpXjiBz9S9PJXyRTRIivtOuOdLNT2h9KstNoUlGmyqHacqLJUkZ6IE3FVhDhNFKKRp0HQaTBWso/edqTzDQwO9IZ7450bQNcUeAoxHsrqBVH+qzRsetIlxkJMmhkLm5FtAsAAIBYIUE/E2AhXbqrEO0CAAAAgHiDM9DPn1yorrfpOsB8J0d6OBHdxlc9TBIlkhJGYXa9TUBIjyPMDnJnl3c4HOkS78Js9iSkh8GRnhlhruPpZZr7+61DDQ756OW5aSOmYE8o0kYqT3pwpPPGVNztnqNdUh2E9JauPqrWn3tGDDvSnaNduvq1y+TEUWoHCwAAAMRqtAuEdAAAAADEI5KTzuRlJKvs9mh3pBuxLunJiO+ziaApQidOnKB77rmHJk6cSOnp6TR58mT6/ve/T319mqNW2L17Ny1fvpzS0tKooqKCfvrTnwZrkeIeLihgB7O5MDQwIT3waSES7/LBsUb3z6eLmbwhC7aQbpSNRpgj/boFo9XlP3dUqYyrM63ae1CeNzIrXhzp1a3dKgLGUz56QWaKx9c6nJGuief7dDc6j4bGcr5WcfbwAALHDvF0KEa+PwAAAECsRbtI2SjOsQAAAAAQj1xkyj+fOyY3ooRnzkg3azlWkRhlxLpEgZB+4MABGhoaot/97ne0d+9e+sUvfkEPPvgg/eu//qtxn7a2Nlq5ciWNHz+etm3bRj/72c/oBz/4AT300EPBWqy4x47CUclYD7RslFk6UZs6s6e6za1LXqJdppdqDmguWAgWXX0S7RJZgunKWWWUmZJIp5q6aPupZsORXpYzMpalMDOFslOT1BRtdxtZI9ZF3xh7E9I5J6x/cGg4H70sh2IZHu2dUZatctFf3VdDXfoAS0aEzVQAAAAAAiFBPz8cGmIhHY50AAAAAMQv3B83qVgzJs4fGzn56OZuO9bD+LjNKhJTI1HPIIKF9CuvvJL+9Kc/KaF80qRJdO2119I3vvENeuaZZ4z7/PWvf1UO9Ycffphmz55Nt9xyC335y1+mn//858FarLgn0MJR/sJ29NnnSOeGZh5Z44KrbSebXd5HBPaZ5TlBz0g3ol0izJHOudyr5pSp68/uqKIzLcPRLs7wqOn4Is+Fo/IejvUyVakgI0XFmTB17b20/0y7uj5rdGwL6czV88rV5Qu7qo0BlkgqoQUAAADsjHbhGW/abWFeKAAAAACAMHHvxZNVl9/1i8ZQJFGanapyztnsx9qMr9EucKTbR0jDfltbW6mgQIvyYN5//3266KKLKCUlxbht1apVdPDgQWpudi2qgsCQUSgZlfIVFtGljMqOjHSzK33z8UaPjnR2CDNVzd3GyV68lI0y1y/UNuQv7j6jnOnuol2sFI6KU91TPjqTkDBKlcIyNa09RrSLDGrEMlfP0+J03jvaaMQJoZwDAABArEe7wJEOAAAAgHjlpiUVtOEbl9Dk4iyKJJISEwz9p9IHc6mRkW6TfgeIQvZOHjlyhH7961/T/fffb9xWU1OjMtTNlJaWGn/Lz88f8Ti9vb3qxxwPw/T396ufeERet5XXn6ULgc2dPX69X83tmqDILuVEGqL+/iEKlMXjcunp7adp09FGl8vUrsfQTCxMVy6p3oEhOtPcaeRY24k49dOSRoXk8+TLujtnXC6VZKeq0cd3jmilo8WZyS7/d5y+gT1a1+7y7yKwj85N8frcJdkpavrQyYZ2OlKnOdKnFWfE3PfNeV2MyU2h2aOzaW91Oz29vVLdlpaUEHOvOxbw5XsEwgvWVXSC9Ra762pwcMAQ0vtM/4N1HXrwPYtOsN6iB6yr6AXrLjrAego+Y3LTVEzvyfp2WjBGM5p6o6VTSzPITk10u26w7sin1+6zkP7tb3+bfvKTn3i8z/79+2nGjBnG71VVVSrq5aabbqJPf/rTFAg//vGP6Yc//OGI29etW0cZGZHTqBsOXnvtNa/3aW/iSQgJ9MH23ZRRs8vn56hW+msSpY4aorVr15IddKvvdRLtrGymf76wlpxNv80dfMMo2rXlPcpJTqSWvlH01Nr1NMHadsMnDh/X3p+TRw/R2u6DFEnrjpmdlUB17QkqCoc5snsLdR8deb+WOnaTJdK2Q6do7doTI/5+oFJ7T88c3kNr6z/0+JxnO7X35Mm3dlH/YAKlJ56lXe+9Qbtj1LBmXheTk0bRXkqk9442qd87W5ts+9yD8H2PQPjBuopOsN5ib101K29KEg0MDNL773+gjh26Ojuwrwsj+J5FJ1hv0QPWVfSCdRcdYD0Fj7MdmjazYfMuSq7eael/dukaV321a23ITDyvu66uruAJ6V//+tfpzjvv9HgfzkQXqqur6dJLL6Xzzz9/RIloWVkZ1dbWOtwmv/PfXPGd73yHvva1rzk40isqKlQWe05O7MdNuBs54Q/8ihUrKDnZc+7RB4P7aHvjaRo7cSqtvnyKz8+1lXPMd2+hwpxMWr36QrIDjml56MjbVNveS2Wzz6PzJhU4/O2rm7Qv85qVl9O65l209WQLjZ+1iFbPdf0ZCYR/Nm0namygcxbMpdVLxlIkrTtmwpk2euM3m4zfb1qzgvIyRv5fyclmevzoFuoalUGrV1/k8Dd+T7+9dT37z+iGVRfRBD0Gxh3bzh6gnZtO0bFuLibtpTkVBbRmzTkUa7haF/Oau+n5n2807jN+TDmtXj0/jEsJ7PgegfCBdRWdYL3F7rqqaeuhH2x/m0YlJNC5S5cQ7dtGOdnZtHr1+SFZXjAMvmfRCdZb9IB1Fb1g3UUHWE/B59gbR+mDDUcptaiCVq+eY+l/3vjHh0Q1Z2jh7Om0erljIoiAdUdG2klQhPTi4mL1YwV2orOIvnjxYlU8mpDgGMm+bNky+u53v6tWmqwsXnnTp093GevCpKamqh9n+P/jdYX78h7kZWjvXUffkF/vV1e/5oTOzbD3/V46qZCe31VN2ypbafn00uHn6xswMjvzs9JoXEGmEtLPtPUF/PzvH22kn792kH5y4zyapOdfdfVpUTU5Gakh/TxZ/fzOqyigaaVZdKi2g9KSE6goJ12VizozuVQbVKpu7aGhUQmUmjRs869v76Xu/iHifxtXlE3Jpr+5YrSeoy6FFrNH58b0d828LiaWJNOCijzaWdmifs9Kw3YmksF+IHrAuopOsN5ib12lJg+qS57pNipBOx5ITEzAeg4j+J5FJ1hv0QPWVfSCdRcdYD0Fj5mjc9XlkbpOy+9xe692rFeQleb1f+J53SX78LqDVjbKIvoll1xC48aNU7no9fX1Kvecf4RPfOITqmj0nnvuob1799ITTzxBv/zlLx0c58BestO0D0e7n2Wj8n92FY0K507UXOibj2sRGs5Fo5yNnp6cSGPz2RVNdNqHcgV33L/uIG050UxPbTtt3NbZF7llowyL5h/RS0fLc12L6ExxVqoqxuRBCCnKFKSYoiwnzUFgdwffz8ysOCgaNXP1vHLjOspGAQAAxBJyHMHHC8Nlo+FdJgAAAAAAMJIZZZoWc6i23Yj79Uab3jmYmx6fAnkwCJqQzs5yLhhdv349jR07lsrLy40fITc3V2WbHz9+XLnWOTbme9/7Hn3mM58J1mLFPTnpSQ5fJl+R4s/s1OSgCOni/DWer3dY2OaTvbG6O9pZHPaV2rYe2sYxNabiTaZLH63LjFAhnfn4OeNo+dQiuudC19NyGH6vxuuRLScahl8fU9mkCekV+nvpjZIcxxkgM+NOSB+t3PtMOoR0AAAAMYRZNB/ST8gS3AzSAwAAAACA8DGuIEMZTHsHhuiEScfyRGs3hHS7CZpayDnq3rLUmXnz5tHGjcMZxCC45OiO9Db9y+QrbUFypI/O05zmXX2DKs4lIyXJwZEuTvoxuiO9qiUwIX3d3uGZEScaht3tHbpwn5kauYJpfmYKPXbPUq/3m1iUQfvPtNGJRkf3vgxCjC3Q3ktfHOmJCaNoaqkWgxMvlOWm0TnjC2jziSbK0j+XAAAAQCzA+3VhwBDSw7hAAAAAAADAJQkJo2haWTbtqmyhA2faabIeUWxFSBctEESwIx1EJjn6KJQI4v5Hu9j7JcxMSaSUJO3j2NjRN0LYlqgVc7QLl2b6y8t7TEJ6Y6fxWJ1OzxfNiCPd7Lj3x5FeahLSJxdnUlpy5A4yBIt/XTOTrphZYsTqAAAAALGAOSJucEjriXEXGwcAAAAAAMLLzLJsdXmwxlo5Zlu3pnHBkW4fENLjDHGSS0SL39EuNjvS+aStMDNFXW/u6hsh3Gfpz6flghP19A9RY+fw/XyhqbOPPtCz2Pmx2AVf39GrpjR39kV+tItVJhRqQrmzI10y0isKrAnp/F5k6+9HvOWjC1w4+oc7zrH8ngEAAADRgNl93j8IRzoAAAAAQCQzXRfS99e0e71v38AQdfdrGheEdPuAkB5n2BXtIs52O8nP0IR0s0Du7Ehn17pEjfibk/76vlpVzMCisDjcTzZ2UZe+gTE/XzTjPiNde98q9NduhdLctLjMRwcAAABiGXMeupRWISMdAAAAACCyC0cPWHCkS6yL2ZwKAgdCepyWjXKJp5RKRYIjnSnM0oT0JnO0i/585i/9mLzheBd/eHnPGXV51ZwymqCLzccbOo1YF3ZipeoxM9HMxKJM433ikUg5Sa7W8+V9cVcvHpev3pcLpxYFaWkBAAAAEGrMovlwRjqEdAAAAACASGSG7khng6QYT70J6azfmXtxQGBEv1oI/HKkcyR4R5/vOekStZITBCG9QI924egVQTYMEi3CiIu8yg9HeltPP717pFFdv3JOGY3X4084R3y4aDQpJvJBS7JTKS05gfi8WMpZz7R2qxPl5MRRDtnn3vjxDXNp27+toNmjc4O4xAAAAAAIJQmmM4HhjPTwLQ8AAAAAAHBPfmYKleakqusHvcS7sP7FINbFXiCkxxlcFCmlniKK++dID160S5M5I91F+edYvSRTsr594Y0DddQ3OKRKM6eWZhuOdM4Rj6WiUYYHA4ZfX6dDrAu7+n0ZkeR2aN5gAwAAACB2MLvPhzPSoaQDAAAAAER7vIs40iGk2wuE9DhE3OT+5KSL+B6UaJdMV9EujmWj5siS/We8lys488qeGnV51ZxydWkIzSraJXaKRgVx3O8/0+ZX0SgAAAAA4iTaZVBzpGPqLwAAAABA5DKjPNuaI13X/CSZAtgDhPQ4JJDCUfmfYDjSC7K8l40yi8fnq8sPT7dSj6kg1BvdfYP05sF6I9aFmVAk0S7DjvRYEtKXTixUl/+34YjayJ5u6nJw9QMAAAAgfjFr5pKRDkM6AAAAAEDk56Qf8GIuFf0OjnR7gZAeh2TrX6I2H6NduKiys28waBnphiO9s3eEI93sgGeXdVFWiopo+bCq1fLjbz3ZRN39gzQ6N41mj84xBGU+YWTB/qQuMmelJtr2msLN7cvG04VTiqirb5A++9hW2qc70ysKtJx5AAAAAMQvHAMnwjkf5zGIdgEAAAAAiPxol/01bXSWCxDdgGiX4AAhPQ7xN9pFRO1gZ6Q3d/W7yEhPdjjpWzK+QF3feqLZ8uNv0e+7dFKhUSbKmfGjczVReW+1JspnpsSOIz0pMYF+9fGFKhOdc+Bf31+nbq+AIx0AAAAAJuFcHOlIdgEAAAAAiFwmF2dRUsIoFb18prXHq5Cekx47GlckACE9jqNdpDjUKtL4m5qUYBSW2kmhRLt09HrMSGeWTNDiXbadbLL8+FtPNDn8ryDxLnur2mKqbFQoyEyh331ysVpvAjLSAQAAAGAWzgdQNgoAAAAAEPGwHsdiurfCUTjSgwOE9DhERqN8jXYZLhoNzpewIDPVWK5+vfDKVUY6s2SC7kg/2UxDuoPKE/x4O061qOvn6v8rjNcLR4/Ud8RcRrowZ0wu/ej6ueo6nx+Ph5AOAAAAAH2mHzM4NOTwOwAAAAAAiOzC0f0ectLbujU9DUK6vcSeYgiCVjYqDvZg5KPLl5tdUayLN3f1UUl2miGkmzPSGc44T0tOoJaufjrW0EFTSrSNiDv2VbepfPS8jGRj5E6YUJjhkA2aEUMZ6WY+ungsDen5Wfl6Hj0AAAAA4hvDkY5oFwAAAACAqGC6Xjh6sKbdQrQLhHQ7gSM9DpEvkUS1WEUc7M6itl0kJoyiPD0nvamzzzHaxcklnpyYQPPH5jlkn3tii8S6jM+nBKczxAm6I13IiqGMdGc+tqRC/QAAAAAAMImGIx3RLgAAAAAA0cBMvXDUSrQLhHR7gZAeh4ijXKJafHakB/FLyHneTNP/b+9OwOwqyzuAf5nJZF8IJEAgC0lECMgiiyFQUMGAxVawxVqgrlSKUusDaFnLolQFWhC1VajFuoBAQbFqUbBQiwqoaAQBQdlkJ4RAAiH79HlP5kzu3Nlx7nLm/H7PM8/MnbmZnJs3595z/+c97/fimrR63fq0pmPES/WM9LB3Pt5lMEF61ViXsN3UrkH6cBztAgAwoMVGvTsAACjEaJcHlryUZWc9yZtnjXYZWg6VSyifcT7YjvRNM9JH1jxIX/rSms5u9DC+hy7xPQe44Gh7e3tn2L531UKjYVbVvPDhttgoAEBv8gb0dR3NC2akAwA0t60njckC8rii8IFnXurxPhYbrQ1BepkXG+1YeGCwHekTR9duJ9yiI0iPGen5fPTxo1qzsS/V9pg1JXvz9/DSlWnJitW9/s6Hnn0pC+ZjZeNYdLPamLbWNH3ymM7bOtIBgLLIR96t7ehIz0e9AADQnKLxYd60jdMVYt3AahGw582w+TqJDA1BepkXG23CjvR8EcylL67p/Pt6GuuSn1XbYauJ/Xal593ou8/YLI0e2fNCorM7FhwN44fpYqMAAL2Ndlm/3mKjAABFMW/ahOxzTx3peSNs0JE+tATpJZTPOB/sjPRNi43WviM9FhvNO9L7GrWy5+wp/c5J3zQfvftYl9ycijnpRrsAAKWdka4jHQCg6c3bsiNIX9K9Iz2fQDG2rTWbzsDQ8a9ZQnlH+fKX12bzwwcq72Cvx4z0LEjv7EjvPbjPFxz92SO9B+k/7/hZft+ezN5iU5ButAsAUBZ5B/q6DWakAwAUrSO9p9Eu5qPXjiC9xKNdovPo5bU9r+7bk875SjXcESuD9BWr85ns/Xek3/34C+nlNd0fS8xOjxnp8Z5wj4779mS7itEuOtIBgPJ2pDd4gwAA6NfcjhnpMdplQ8dxXHWQnq+RyNARpJfQuIrFOwez4OiKRnWk9xFsz5gyNm01aXT25u+ux1/o9vOfd4x1iVnqfZ2Jq+xIj38fAIAyyIPzTTPSJekAAM1u1ubj0siWEVmD7FPLV/U4UUJH+tATpJdQXLI7KR/vMogFR+ux2GgepC/NOtL7Xmw0fyyv2WZy9vVvnlre7ec/e7j/sS5huy3GZ4F9dL/XsuMeAKCZtLRUdaR7dwAA0PTaWlvS7I7pCg8u6brgqNEuteNQOZV9wdHBBOkdl4bUdLHR0dnnZSvXdAb3/Y1amT99Uvb53ie7B+m/+P2yfhcaDWNHtaar/2ZhuupvFmZPRgAAZZB3oK83Ix0AoFDmTut5wdFNo10E6UNNYpjKvuDowEe75PetZUf6lPEbd/L1G9rTE8+/PKC/b8fpE7PP9zy5osv3167fkO7pCNd3m7FZv3/3TttMyj4AAMq32KgZ6QAARVxwtNcgvYaNsGUlSC+pfGca6GiXCKXzhUkn1nBHHD2ytbMD/ZGlKwfVkX7fU8uzAD53/9Mr0pp1G7IgPr/cBQCAHhYbNSMdAKBQ5nUsOFo92mW50S41I0gve5DesXP1J1/4s9Yd6ZVz0n//XEeQ3s/fF/PNx7S1pFVrN6SHl2568rjrsY2Lj+46Y7LLlAEAepAfIq3rGO0iSAcAKIZ5W/bdkS5IH3qC9JKaNDZfbHRgo13yeeVj21prPkM8D9Kfe2nNgDrSW1tGpB223tiV/puK8S53Pr4xSN9l2/7HugAAlFEcR3Ud7SJIBwAognlTNwbpT76wKr24elO+Z0Z67QjSS2riIEe75PerdTd62KIjSM8N5O+cv/XEbguO5h3pu2w7eci3EQBgeC02akY6AECRTB7XlqZO2JihPdQx3qW9vb1zwsPmHesQMnQE6anso10G15FejyB9SlWQPmF0/zt+Pic9D9JXr1uffvPU8s7RLgAAdJePv1ubz0iXpAMAFMbcjgVHH3x243iXOx97IVtzMEYgv27OFg3euuFHkJ7KPtplsB3pbXXvSO9vtEtPQfr9T72YvSHcbFxbmjFlbI22FACg2PLcfH3HjHSTXQAAimNeR5D+wDMbg/TrFj+efV6009YDytMYHEF6yTvS807zZupIz2ek5wbyd+44feNolydeWJWeX7km3fn4851jXSw0CgDQ92gXM9IBAIpn3rTx2ecHlryU1q3fkL79qyey22977TYN3rLhSZBeUnk4vbxjAYL+rFhVv4UKuo92GTmgEwPbbrax8/w3T63onI9urAsAQO/yUS5mpAMAFLgjfcmL6ccPLE3Pvrgma1Ddf/tpjd60YUmQXlJ5ID7Q0S55R/qkBiw2On6Al6JUjneJmVBhl203q8EWAgAMD3lwvi6fka4jHQCgcEH6Q8++lL7xi8eyr9+yy/TU1iryrQX/qiU1+MVG6zcjvXK0y+iRLWnUyIH9N92pY7zL4kefT/c/vSL7Wkc6AMBARrvkM9IF6QAARbHtlLFZbrZ63Yb0nTufzL53+Gu3bfRmDVuC9JIa7GKjnTPS67BQwRbjR3d+PZiZ7HlH+g13P53N+Zw6YVSaPnlMTbYRAGB4LTa6sSO9VZAOAFAYrS0j0pwtxncez83afFzaY5bpDLUiSC/5aJc16zakVWvX93v/PHCvx2KjU8Zv6nofzArDO3YE6S93PB4LjQIADKwjfW3naJcGbxAAAIMyb8uNQXo4bPdtZGE1JEgvqQmjRqZ8v8q7zQfUkV6H0S4Rno/qmOU0YRDB/ezNx6Vxo1o7b+8ywxk4AICBBOmdi41K0gEACjknPRy2u7EutSRIL6l4k5R3ew9kvMvyfLHRjk72WoozZ/mc9MF0pMdj2mHrjXPSw67bmo8OANCXlo53A2vX5zPSG7s9AAAMzk4dExp2mzE5vWrLTaE6Q0+QXmKbFhxdO4jFRms/2iVsCtIHF9znc9LDLhYaBQAYXEe6JB0AoFAO2Xnr9Im37ZI+e+Qejd6UYa8+qShNKbrLH3/+5UGOdqlvkD7Yvy8P0recODptNclCowAAfclnaMZC7cFkFwCAYokJDUctmNXozSgFHekltvWk0dnnB5a8OOCO9LyLvdZeyWiX8Kb5W6YZU8amI1/nCQQAoD+tVcG5jnQAAOiZIL3E9tpu8+zz7Q8+1+f91qzbkFat3VDXjvTpm23sJp86YfTg/tzkselHJx+YTlj06hptGQDA8FEdnOcd6gAAQFdGu5TYPnM3Buk/ffi51N7e3usbpy/88IHs85i2lkF3iL9Sx+w3J00e25besdfMuvx9AABlVH38Z7QLAAD0TEd6ie2y7WZZOP7cS2vSb5/pebzLF295MF144/3Z1ye/ecc0srU+/2W2nDQmffANr0pbDLIjHQCAgasOzo12AQCAngnSS2zUyJa01+x8vMvSbj//+k9/n8797r3Z1ycuenV6735z6r6NAADUTnVwHotVAQAA3QnSS27BnI1B+m1Vc9K/f/dT6bRv3pV9/Tevn5s+dOCrGrJ9AADUTmtVcC5HBwCAngnSS27B3C2yz7c/tDSbkx42bGhP533vNyluHrVgVjrlzTtaeAoAYBiqPsQz2gUAAHomSC+53WZOTqNHtqRnX1yTHljyUva9H/3u2fTgkpeyhUVPO3S+EB0AoCyjXRz2AQBAjwTpJTd6ZGvaY9aU7OvbOuakf/knD2efj9hzRhamAwAwPFUH5xooAACgZ4J00oK5HQuOPvRcemTpS+mm+57Jbr9r4ewGbxkAAPXtSBekAwBATwTppAVzOuakP7g0feXWR7LZ6K9/9bQ0d9qERm8aAAA11GKxUQAAGBBBOum1szZLo0a2pGdWrE5fve2R7Hvv2Xe7Rm8WAAA1Vh2c60gHAICeCdJJY9pa0+4zN8u+XrNuQ9pui3FZRzoAAMNbdXAuRwcAgJ4J0snsM2fjnPTwzoXbdbvMFwCA4ad6cVEd6QAA0DNBOpl95m2ckz5uVGt6+14zGr05AADUQWvVu4FWzRQAANCjkT1/m7JZOHeLdPqh89P2W01Ik8a0NXpzAACog+oOdDk6AAD0TJBO52W97z9gbqM3AwCAhs5Il6QDAEBPjHYBAICSqs7NzUgHAICeCdIBAKCkjHYBAICBEaQDAEBJVS8uqiMdAAB6JkgHAICSqs7N5egAANAzQToAAJRU99EuknQAAOiJIB0AAEqqeia6IB0AAHomSAcAgJKy2CgAAAyMIB0AAEqqW5AuSQcAgB4J0gEAoKTMSAcAgIERpAMAQEl1n5HeqC0BAIDmJkgHAICSqh7lMkJHOgAA9EiQDgAAJWWxUQAAGBhBOgAAlFT30S6SdAAA6IkgHQAASspiowAAMDCCdAAAKKnq3FyODgAAPROkAwBASelIBwCAgRGkAwBASbVWDUmvvg0AAGwkSAcAgJLqvthoo7YEAACamyAdAABKakTVKJfq2wAAwEaCdAAAKKnuM9IbtikAANDUBOkAAFBS3Ue7SNIBAKAngnQAACiplqokXZAOAAA9E6QDAEBJVQfncnQAAOiZIB0AAEqq22gXQ9IBAKBHgnQAACgpi40CAMDACNIBAKCkqke5mJEOAAA9E6QDAEBJtVpsFAAAGh+kv/Wtb02zZs1KY8aMSdOnT0/vfOc70xNPPNHlPnfeeWfaf//9s/vMnDkznX/++bXcJAAAoIPRLgAA0ARB+hvf+MZ09dVXp/vuuy9de+216YEHHkhHHHFE58+XL1+eDj744DR79ux0xx13pAsuuCCdffbZ6dJLL63lZgEAAD0tNqojHQAAejQy1dAJJ5zQ+XWE5aeccko6/PDD09q1a1NbW1u6/PLL05o1a9Jll12WRo0alXbeeee0ePHidOGFF6Zjjz22lpsGAAClN6JbR7ogHQAAGjoj/bnnnsuC83333TcL0cOtt96aDjjggCxEzx1yyCFZB/uyZcvqtWkAAFBKrVXB+QgrKAEAQP070sPJJ5+cPve5z6WVK1emffbZJ33nO9/p/NlTTz2V5syZ0+X+W221VefPpkyZ0u33rV69OvuoHA8Toss9Psoof9xlffxFpnbNQy2KS+2KQ62KSd2Gd602bFjf5fb6deuSUtef/ayY1K041Kq41K4Y1Km41C4N6rGPaG9vbx/ML4/xLOedd16f97n33nvTjjvumH397LPPZt3ojzzySDrnnHPS5MmTszA9LiON+egRpF9yySWdf/aee+7JRrzE5/nz53f73TFDPX5PtSuuuCKNGzduMA8FAABK7Z5lI9Ilv2ntvH3+69al0ZtuAgDAsLZy5cp01FFHpRdeeCFNmjRpaIP0JUuWpKVLl/Z5n7lz53YZ15J77LHH0syZM9NPfvKTtHDhwvSud70r6yi/7rrrOu9z8803pwMPPDAL3wfakR6/MwL7/h7scD5zcuONN6ZFixZ1js2hGNSueahFcaldcahVManb8K7VLb99Nr3vK7/ovH3XmQelMW2S9HqznxWTuhWHWhWX2hWDOhWX2qUsW546deqAgvRBj3aZNm1a9vFKbNiwIfucB+ERpp9++umdi4+GKN4OO+zQY4geRo8enX1Uiz9f1oLn/BsUl9o1D7UoLrUrDrUqJnUbnrVqa+v6dmDUqLbUNlKQ3ij2s2JSt+JQq+JSu2JQp+Iqc+3aBvG4a7ac0O23357NRl+8eHE21uWmm25KRx55ZJo3b14WoIdom4/O9WOOOSbdfffd6aqrrkoXX3xxOvHEE2u1WQAAQC+LjbZU3QYAAGocpMe88m984xvpoIMOyjrMIyzfdddd0w9/+MPOjvKYl37DDTekhx56KO25557ppJNOSmeeeWY69thja7VZAABAh1i3qK9gHQAAeIWjXQZql112ybrQ+xPh+i233FKrzQAAAHrRUpWby9EBAKDOHekAAEBza6lI0iNEr+5QBwAANhKkAwBASVV2pJuPDgAAvROkAwBASVWG59VjXgAAgE0E6QAAUFKVQbqxLgAA0DtBOgAAlJSOdAAAGBhBOgAAlFRlE7oZ6QAA0DtBOgAAlFRrRRu6IB0AAHonSAcAgJLqOiO9oZsCAABNTZAOAAAlVTkXvbI7HQAA6EqQDgAAJTWiy2KjgnQAAOiNIB0AAEqqsgldQzoAAPROkA4AACVVOc6lsjsdAADoSpAOAAAlVTnORUc6AAD0TpAOAAAlVdmEbkY6AAD0TpAOAAAl1bUjXZAOAAC9EaQDAEBJVYbncnQAAOidIB0AAEqqpeLdgI50AADonSAdAABKqjI8b7XaKAAA9EqQDgAAJWW0CwAADIwgHQAASqqyCd1oFwAA6J0gHQAASmpERXhusgsAAPROkA4AACVVORddRzoAAPROkA4AACVV2YVe2Z0OAAB0JUgHAICSquxCN9oFAAB6J0gHAICSqmxCN9oFAAB6J0gHAICSatWRDgAAAyJIBwCAkqrsQjcjHQAAeidIBwCAkqrMzlu1pAMAQK8E6QAAUFLRhZ6H6XJ0AADonSAdAABKLB/vYrQLAAD0TpAOAAAlli84qiMdAAB6J0gHAIAS2zTaRZIOAAC9EaQDAECJ5QG6IB0AAHonSAcAgBLLR7rI0QEAoHeCdAAAKDEd6QAA0D9BOgAAlFhLR0u6xUYBAKB3gnQAACixPEDXkQ4AAL0TpAMAQIl1jnbRkg4AAL0SpAMAQImN6JyR3ugtAQCA5iVIBwCAEmvteEdgtAsAAPROkA4AACXWOdpFkA4AAL0SpAMAQInlAbocHQAAeidIBwCAEssDdB3pAADQO0E6AACU2KbRLo3eEgAAaF6CdAAAKLHWjgRdRzoAAPROkA4AACWW5+cjBOkAANArQToAAJSY0S4AANA/QToAAJRYHqDnI14AAIDuBOkAAFBieUe60S4AANA7QToAAJSY0S4AANA/QToAAJRYS0vXQB0AAOhOkA4AACWmIx0AAPonSAcAgBLLZ6ObkQ4AAL0TpAMAQIm1duTnRrsAAEDvBOkAAFBiRrsAAED/BOkAAFBinUG6JB0AAHolSAcAgBLLJ7oY7QIAAL0TpAMAQIkZ7QIAAP0TpAMAQIm1diToOtIBAKB3gnQAACixTaNdGr0lAADQvATpAABQYnkn+ggd6QAA0CtBOgAAlFjeiW60CwAA9E6QDgAAJWaxUQAA6J8gHQAASqwlX2xUkg4AAL0SpAMAQInl+bnJLgAA0DtBOgAAlNim0S6SdAAA6I0gHQAASiwP0FsF6QAA0CtBOgAAlFien8vRAQCgd4J0AAAosWkTR2efp07Y+BkAAOhuZA/fAwAASuKERa9O+28/Ne2//bRGbwoAADQtQToAAJTYpDFt6cAdt2r0ZgAAQFMz2gUAAAAAAPogSAcAAAAAgD4I0gEAAAAAoA+CdAAAAAAA6IMgHQAAAAAA+iBIBwAAAACAPgjSAQAAAACgD4J0AAAAAADogyAdAAAAAAD6IEgHAAAAAIA+CNIBAAAAAKAPgnQAAAAAAOiDIB0AAAAAAPogSAcAAAAAgD4I0gEAAAAAoNFB+urVq9Puu++eRowYkRYvXtzlZ3feeWfaf//905gxY9LMmTPT+eefX49NAgAAAACA5gnS//7v/z5ts8023b6/fPnydPDBB6fZs2enO+64I11wwQXp7LPPTpdeemk9NgsAAAAAAPo1MtXY9ddfn2644YZ07bXXZl9Xuvzyy9OaNWvSZZddlkaNGpV23nnnrGP9wgsvTMcee2ytNw0AAAAAABobpD/99NPp/e9/f7ruuuvSuHHjuv381ltvTQcccEAWoucOOeSQdN5556Vly5alKVOm9DgmJj4qu9rD2rVrs48yyh93WR9/kald81CL4lK74lCrYlK34lCr4lK7YlK34lCr4lK7YlCn4lK7NKjHPqK9vb29FhsRv/bQQw9N++23XzrjjDPSww8/nObMmZN++ctfZvPSQ4x1ie9dcsklnX/unnvuyTrT4/P8+fO7/d4Y/XLOOed0+/4VV1zRY1gPAAAAAADVVq5cmY466qj0wgsvpEmTJqUh7Ug/5ZRTso7xvtx7773ZOJcVK1akU089NQ2l+H0nnnhil470WKQ0Qvn+HuxwPnNy4403pkWLFqW2trZGbw6DoHbNQy2KS+2KQ62KSd2KQ62KS+2KSd2KQ62KS+2KQZ2KS+1S57STgRh0kH7SSSel97znPX3eZ+7cuemmm27KRreMHj26y8/22muvdPTRR6cvf/nLaeutt87Gv1TKb8fPehK/r/p3hih2WQue829QXGrXPNSiuNSuONSqmNStONSquNSumNStONSquNSuGNSpuMpcu7ZBPO5BB+nTpk3LPvrzmc98Jp177rmdt5944ols/vlVV12VFixYkH1v4cKF6fTTT8/OfuQbHWdBdthhhx7nowMAAAAAwLBZbHTWrFldbk+YMCH7PG/evDRjxozs65g/E/POjznmmHTyySenX//61+niiy9OF110Ua02CwAAAAAAmiNIH4jJkydns9SPP/74tOeee6apU6emM888Mx177LGN3CwAAAAAAKh/kL7ddtul9vb2bt/fdddd0y233FKvzQAAAAAAgEFpGdzdAQAAAACgXATpAAAAAADQB0E6AAAAAAD0QZAOAAAAAADNsNhoreQLmC5fvjyV1dq1a9PKlSuzf4O2trZGbw6DoHbNQy2KS+2KQ62KSd2KQ62KS+2KSd2KQ62KS+2KQZ2KS+1SZ6acZ8zDOkhfsWJF9nnmzJmN3hQAAAAAAAqYMU+ePLnP+4xoH0jc3sQ2bNiQnnjiiTRx4sQ0YsSIVNYzJ3Ei4dFHH02TJk1q9OYwCGrXPNSiuNSuONSqmNStONSquNSumNStONSquNSuGNSpuNQuZZ3oEaJvs802qaWlZXh3pMcDnDFjRqM3oynEf/iy/qcvOrVrHmpRXGpXHGpVTOpWHGpVXGpXTOpWHGpVXGpXDOpUXGWv3eR+OtFzFhsFAAAAAIA+CNIBAAAAAKAPgvRhYPTo0emss87KPlMsatc81KK41K441KqY1K041Kq41K6Y1K041Kq41K4Y1Km41G5wCr/YKAAAAAAA1JKOdAAAAAAA6IMgHQAAAAAA+iBIBwAAAACAPgjSocmMGDEiXXfddY3eDABgmHBsAQAAfzhBegG85z3vSYcffnijN4NB1izetFZ//O53v2v0ppWyDscdd1y3nx1//PHZz+I+NLdbb701tba2pre85S2N3hSq2MeGB8cZxaNmxeE1rJiWLFmSPvCBD6RZs2al0aNHp6233jodcsgh6cc//nGjN41ePProo+l973tf2mabbdKoUaPS7Nmz04c//OG0dOnSAf35//3f/82OW55//vmab2vZ5cePn/rUp7p8P074xvdpzlyjra0tbbXVVmnRokXpsssuSxs2bGj05jFAjhuHliAdauTNb35zevLJJ7t8zJkzp9GbVTozZ85MV155ZXr55Zc7v7dq1ap0xRVXZG+O/hBr164dgi2kP//+7/+ePvShD6X/+7//S0888cQf9LvWr1/voK9A+xhA0Q3laxj18+d//ufpl7/8Zfryl7+c7r///vRf//Vf6Q1veMOAQ1nq68EHH0x77bVX+u1vf5u+/vWvZ81LX/jCF9L//M//pIULF6bnnnuu0ZtIlTFjxqTzzjsvLVu2rNGbwgBzjYcffjhdf/316Y1vfGN2kupP/uRP0rp16xq9eVB3gvSC+d73vpf+6I/+KG222WZpiy22yJ68Hnjggc6fx5NbnC38xje+kT3BjRs3Lu22225ZNwz1lXevVH5ER9K3vvWttMcee2QHD3Pnzk3nnHNOtxegeKH64z/+4zR27NjsPtdcc03DHkfRxb91BH2xT+Ti6wj4Xvva1w5637rqqqvS61//+qx+l19+ed0fT9m8+OKL2b95dIVFN99//Md/dOsc+u53v5t23XXXrCb77LNP+vWvf915n7h/1DTeAO+0007Zfvn73/++QY9meBqqfezAAw9Mf/u3f9utIzC6yuKNMPWx3XbbpU9/+tNdvrf77runs88+u/N27Hdf/OIX09ve9rbsOGP77bfP9jGat2Y032tY/vrUXzfmueeem7bccss0ceLE9Nd//dfplFNOyepL7URH8i233JKFfPF+KjqbX/e616VTTz01vfWtb+28T9Rj2rRpadKkSdlr2K9+9avO3xH7X9TpkksuyV4j47nyL/7iL9ILL7zQwEc2fMVVcHG8cMMNN2TH6XEMEu+lfvCDH6THH388nX766dn9Vq9enU4++eSsJnFM+KpXvSo72RXH+VHrMGXKFFfU1cGb3vSm7P3xJz/5yV7vc+2116add945q1W81v3zP/9z589OO+20tGDBgm5/JrKPj33sYzXb7jLnGttuu2123B//9pFpRKiev67195wYvv3tb6e99947e882derU7DiS+pMp/uEE6QXz0ksvpRNPPDH9/Oc/z4KFlpaW7AmousMyDhY+8pGPpMWLF6dXv/rV6cgjj3S2sAnEQfm73vWu7AzuPffckx1cx4vPP/7jP3a53z/8wz9knTDx4nP00Uenv/zLv0z33ntvw7a76OIyzy996Uudt+NStPe+972vaN+KN7BRv6hHXOJLbV199dVpxx13TDvssEP6q7/6q6x27e3tXe7z0Y9+NDuw/tnPfpYdvP3pn/5pl6sFVq5cmb0ZjuDv7rvvzgIJmm8fi4Pv6GKPN7m5r33ta9lBexyM01ziJHCEQnfeeWc69NBDs9cqHX8w+NewvsQJ+zhGjNewO+64IwsHP//5z9d0m0lpwoQJ2Uec2Kh8Tar09re/PT3zzDNZkBS1iXDpoIMO6vI8GF3R8X8gwqMILqLD/YMf/GAdH0k5xL/597///ezfNpqQKkX4F69PcUIr9r14HxYd65/5zGeyY/l4Lxa1jmA9Qttw3333ZU1NF198cYMeUTlEg9knPvGJ9NnPfjY99thj3X4e+1UcZ8T74Lvuuis7ORXvkfPgNur605/+tEsAGMf5cVxy1FFH1fWxlFEcm0e4mjfS9PecGI1Pcdwfx4zxXBjvBeIEJfUnUxwC7TS9d7/73e2HHXZYjz9bsmRJHI2333XXXdnthx56KLv9xS9+sfM+d999d/a9e++9t27bXHZRs9bW1vbx48d3fhxxxBHtBx10UPsnPvGJLvf96le/2j59+vTO21Gr4447rst9FixY0P6BD3ygbts/3PadZ555pn306NHtDz/8cPYxZsyYbN+Jn8V9BrNvffrTn67zoyi3fffdt/PffO3ate1Tp05tv/nmm7Pb8TlqcuWVV3bef+nSpe1jx45tv+qqq7LbX/rSl7L7LF68uEGPYHgbyn3s5Zdfbp8yZUpn7cKuu+7afvbZZ9ft8ZRV5XHG7Nmz2y+66KIuP99tt93azzrrrM7bUbczzjij8/aLL76Yfe/666+v41aX2yup2Te/+c26b2fZ9fUaFq9PkydP7nL/qFHl27M4/jv++OO73Ge//fbL6kttXXPNNdlrUryeRR1PPfXU9l/96lfZz2655Zb2SZMmta9atarLn5k3b177JZdckn0d+1+8F3jsscc6fx7PkS0tLe1PPvlknR/N8Hbbbbf1+Rx34YUXZj+//fbbs8833nhjj/fLjyuXLVtW4y2m8jVsn332aX/f+97X7TnwqKOOal+0aFGXP/fRj360faedduq8Hc+FH/vYxzpvx34az5vUJ4t6xzve0T5//vwBPScuXLiw/eijj67LNtOdTHFo6UgvmJj7FmeCYtxHXDITlziF6lEFMeYgN3369OxznCGkfuIymDh7l39E50N0mMelZnmnS3y8//3vz7oeoms2F7P8KsVtHemvXHQp55dUR9dsfB2Xk72SfSvmL1If0REUnSZRlzBy5Mj0jne8I7sEt1Ll/rL55ptnnX+V+0tc6lv5nEhz7mNxmec73/nOrGMz/OIXv8jG9Li0ujlV7lPjx4/Pauo4Awb/Gtbf76ju2NPBVx9xZWjMtI+xVTEfOMbJRYdlvM7F8XyM7YlL4iuP6R966KEu3bFxBUFcVVV5vBIdf1FXhl5/V3vEuILogo7RLzSPuOIm1iKofq8bt/fbb78u34vbcTwZax7lXelxNWNe/7jaIL5HfcS/eYwAGchzYuQh0aFO48kU/3Ajh+B3UEcxsiDm9P3bv/1btiJ5HIy95jWvSWvWrOlyv1hROZfPWrTAXn1FsBBz9yrFC0xcDv9nf/Zn3e4fIRK1HT2Rz1/+l3/5l1e8b0VdqY8IG+LysahH5QFbzOn73Oc+N+DfE5f5Vs+cpTn3sRjvEjNl4xLfCOTjstH4M9RPXN5ZHUb0tLBy5XFGiH3McUZz14zmeg1Tt+YXx+aLFi3KPmKkRLxGnXXWWdkIkQgVIlyvVj33ntqL91vxGhTBa08zl+P7Mfe8euwLzeGAAw7IxmXGGgSDbZ6IMDBm3kfzRSx6/+ijj2YnLKmP2LfmzJmTZRz9PSfa/5qHTPEPJ0gvkFglPjoY4j/8/vvvn33vRz/6UaM3i0GITpaoYXXAXu22227LZvhV3q5ctI/Bi26ieHGIF4Hq2eb2reYT4cNXvvKVbPb5wQcf3OVnhx9+eNZxEnNn8/0jur7CsmXL0v3335/mz5/fkO0us6HYx3bZZZfsqo+4X3QYDeaECUN3dUFcJZVbvnx51lFE81KzYr6GxZvYFStWZLNK85P00bFXKa6wivU/Ko8J4zaNEYuWx9z0OJ5/6qmnsqsM8k6+nkR3X3S15ydT4nglTqBEXRk60QUbJzv+9V//NZ1wwgldAruoU6w1EPtQHGNECPTDH/4wW+iyWlzBGPJuZ+rnU5/6VNZIUblvxLH8j3/84y73i9sxqzmuLAgzZszIrjCIGkeQHv8PrIVUHzfddFM2uz72uahDf8+J0d0c87ir11CivuQeQ0OQXiBxJj0OFC699NLsjF8cnMXChxTHmWeema2KHKHfEUcckR1Mx6VQMb7g3HPP7bzff/7nf2ZhUqymHAcGcWnwYC4Fprs44MovGcwPvnL2rebzne98JwvFjznmmDR58uRul1vH/nDBBRdkt2NcUtRvq622yhZFiZEiEVRQzH0sOv6isz2CpZ46y6ituAogRhdEt0p0EcXrVnU9aS5qVszXsFgccdy4cem0005Lf/d3f5duv/32zkX0ch/60IeyEYBxTLjvvvtmCybGQnpxOTa1DRpi4by40irCn4kTJ2aLsp1//vnpsMMOy0LYGNMSxxrxvQj2IjDPF9PLxwBGR/u73/3u9E//9E/ZCa6ocyyeGAtgMrTixHvsI3EiP95TRZdsLDwZC9LHeJ1YtDfG/0U9oq4xcjMWSnzkkUeyUQVRlzi5Fc0Asf/GgogRyMd4CmovTnLESJaoS+6kk05Ke++9d/r4xz+edZnfeuutWZ3jhEml+HNxpUg0c1x00UUN2PrhLxZdjqA8TjI9/fTT2eLJn/zkJ7NcI05SRabR33Ni1ChGu8ybNy9bQDZOOP/3f/93dkUB9SP3GBpmpBdAnDmPs3vxBHXllVdmqyDHpRdx9i8PkiiGOLiLg7MbbrghOzDYZ599shf86tEFMf4lah0H79HRFJ1L0QXDHyZmgMVHNftW84mQId6oVgcQeQgRb2gjTMi7WD784Q+nPffcMzvI+/a3v93ZVUTx9rG4TDde8+KzkVf1Pc4IcWl1dHfFm6OYdR9viuJND81FzYr/GhYjrL72ta9lQUKESHGsd/bZZ3cLiKK+H/nIR7Iu6LjSIEYfeG6srQhPFyxYkB2jx9iJeN2K0S5xUiOCvAhbo27xs+iujNAogqEIZeOkfi6uQI1xjhHKxpUJcVxfHQIyNLbffvtsv4qTTBGKx3Pgsccem61ZFQFshOjh85//fNbMFON54srGqGlcFRIicI/3YBEqRR3zcXXURzTGVI6NiOe8q6++Ojt+jH0wThLHfarHv0Q94+RXrDemkaY2IjiP0DW6zeMK1Jtvvjk76fGtb30rO3E/kOfEN7zhDVmzYKw7EVcfRBNANAtSHzLFoTUiVhwd4t/JEIsnqzgQc4k7wCYxhy/eIEXXn5mkw0csBhZvgGN8QbyJovYcZxSPmpVXjC6IjuavfvWrjd4U+hAnRWIMTPW4HgCoN8eNQ8tolyYW4VDMAYuw6Ljjjmv05gBAzcQie9FRdMYZZ2RX6wjRa89xRvGoWblEh+UXvvCF7IrG6PqLrvUf/OAH6cYbb2z0pgEATc5xY20I0ptYzG+LjryYDxbz+ABguIqDvLjCIC4Hveaaaxq9OaXgOKN41Kxc8svlY77zqlWrsoX4rr322h4XSgQAqOS4sTaMdgEAAAAAgD5YbBQAAAAAAPogSAcAAAAAgD4I0gEAAAAAoA+CdAAAAAAA6IMgHQAAAAAA+iBIBwAAAACAPgjSAQAAAACgD4J0AAAAAADogyAdAAAAAABS7/4fRMIhytpYNKMAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -420,6 +1601,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne grafen plotter både gjennomsnittstemperaturen, som grafen før, og alle de høyeste målte og laveste målte temperaturene. Og her ser vi på den rød grafen at den varmeste målte temperaturen, rundt 32 grader var måli helt i starten av juni, og det virker å stemme. Ser vi derimot på den blå grafen og den laveste målte temperaturen var det målt ca. -37grader i juli, dette gir ingen mening og vi kan anta et det er en feil måling. Ser vi her ville den laveste målte temperaturen sånn ellers ligge på ca. -26 grader i januar.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -432,9 +1620,67 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 51, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Checking: temp.mean_celsius\n", + "spring\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.mean_celsius]\n", + "Index: []\n", + "summer\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.mean_celsius]\n", + "Index: []\n", + "autumn\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.mean_celsius]\n", + "Index: []\n", + "winter\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.mean_celsius]\n", + "Index: []\n", + "\n", + "Checking: temp.record_min_celsius\n", + "spring\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.record_min_celsius]\n", + "Index: []\n", + "summer\n", + " month_day temp.record_min_celsius\n", + "185 07-04 -37.78\n", + "autumn\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.record_min_celsius]\n", + "Index: []\n", + "winter\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.record_min_celsius]\n", + "Index: []\n", + "\n", + "Checking: temp.max_celsius\n", + "spring\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.max_celsius]\n", + "Index: []\n", + "summer\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.max_celsius]\n", + "Index: []\n", + "autumn\n", + "Empty DataFrame\n", + "Columns: [month_day, temp.max_celsius]\n", + "Index: []\n", + "winter\n", + " month_day temp.max_celsius\n", + "58 02-28 12.0\n" + ] + } + ], "source": [ "import numpy as np\n", "import pandas as pd\n", @@ -473,9 +1719,12 @@ " # Finds the temperature in the dataframe according to the inputed value\n", " temp = df[temp_column]\n", "\n", + " print('Checking:', temp_column)\n", + "\n", " # Goes through each season, and calcute mean and st.dev and searching for outliers\n", " for season_name, season_mask in seasons.items():\n", "\n", + "\n", " # Stores the temperature based on the season mask dates\n", " temp_season = temp[season_mask]\n", "\n", @@ -516,10 +1765,19 @@ "\n", "# Runs the funciton for each of the wanted temperature columns in the df\n", "check_outliers(df, seasons, 'temp.mean_celsius')\n", + "print()\n", "check_outliers(df, seasons, 'temp.record_min_celsius')\n", + "print()\n", "check_outliers(df, seasons, 'temp.max_celsius')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funskjonen sjekker om det finnes uteliggere fordelt på alle årstidene. Så den regner ut gjennomsnitt, standardavvik og uteligger gresnen på 3 standardavvik i fra gjennomsnittet, for alle årstidene og printer dersom det er noen uteliggere. Det er viktig å legge til at denne funksjonen sjekker for både lavest, høyest og gjennomsntitlig temperatur. Vi ser i utskriften at på de minste målte temperaturene ble det registrert en uteligger i sommeren: 4. juli ble det målt -37.78 og dette anses som en uteligger, dette samsvarer med det vi så og reagerte på i grafen over. Vi ser også at det er en funnet en uteligger på den høyeste målte temperaturen om vinteren, den 2. februar med målt temperatur på 12 grader, denne så vi ikke like lett i grafen. Disse to uteliggerene skal først være gjort til 'NaN', før det er brukt interpolate for å få en jevnere overgang mellom tempraturene, dette bør resultere i en graf uten feil.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -530,9 +1788,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.dates as mdates\n", @@ -577,6 +1846,13 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser vi en graf uten store forskjeller, denne viser at temperaturen målt 4. juli er endret og passer bedre inn. Det vi også nå ser er at den laveste målte temperaturen ligger på rundt -26 grader og ikke -37grader.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -588,7 +1864,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -603,6 +1879,13 @@ "summary_df, filename, folder = get_records(df, city_name)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne funksjonen henter ut høyeste målte temperatur, laveste målte temperatur og de hlyeste og laveste gjennomsnittlige temepraturene, for Maura.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -614,9 +1897,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has been written to /Users/toravestlund/Documents/ITBAITBEDR/TDT4114 - Anvendt programmering/final_mappe/anvendt_mappe/data/../data/json/output_records/data_records_maura.json\n" + ] + } + ], "source": [ "# Gets the absolute path to the src folder\n", "sys.path.append(os.path.abspath(\"../src\"))\n", @@ -628,6 +1919,13 @@ "write_data(json_data, folder, filename)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Denne dataframen med verdier blir skrevet til filen: `/data/json/output_records/data_records_maura.json`. Som da ligger i mappen `output_records` i json mappen i data mappen, med filnanet `data_records_maura`.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -638,9 +1936,71 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MetricValues
0Max Temp mean (°C)18.06
1Min Temp Mean (°C)-7.06
2Max Temp (°C)32.83
3Min temp (°C)-26.46
\n", + "
" + ], + "text/plain": [ + " Metric Values\n", + "0 Max Temp mean (°C) 18.06\n", + "1 Min Temp Mean (°C) -7.06\n", + "2 Max Temp (°C) 32.83\n", + "3 Min temp (°C) -26.46" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import pandas as pd\n", "import json\n", @@ -656,6 +2016,13 @@ "display(df_records)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her ser vi at den laveste målte temperaturen ikke lenger er -37 grader, som vi fikk første gang vi så temperaturen, men at den nå er -26.46 grader. Dette viser igjen at den første verdien var en feil måling, som nå er rettet opp. Vi ser også at det gjennomsnittlig skiller ca. 25 grader fra den laveste til den høyeste temperaturen. Og mellom den laveste og høyeste noen gang målt skiller det nesten 60 grader.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -670,9 +2037,438 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
LinearRegression()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", @@ -689,6 +2485,13 @@ "model.fit(X, y)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her definerer vi temperatur som den avhengige variabelen y, og index, sammenhengen mellom måned og dag, som den uavhengige variabelen X. Deretter blir det lagd en lineær regresjonsmodel, som vi får til å passe til dataene.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -708,9 +2511,441 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Pipeline(steps=[('polynomialfeatures', PolynomialFeatures(degree=4)),\n",
+       "                ('linearregression', LinearRegression())])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + ], + "text/plain": [ + "Pipeline(steps=[('polynomialfeatures', PolynomialFeatures(degree=4)),\n", + " ('linearregression', LinearRegression())])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn.preprocessing import PolynomialFeatures\n", "from sklearn.linear_model import LinearRegression\n", @@ -726,6 +2961,13 @@ "poly_model.fit(X, y)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her lager vi en polynom regresjonsmodell som vi gir de samme dataene den skal prøve å passe til. Vi gjør det med 4 degrees, så x + x^2 + x^3 + x^4. Vi bruker 4 degrees for å kunne få med endringer opp og endringen ned.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -736,7 +2978,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -746,6 +2988,13 @@ "poly_predictions = poly_model.predict(X)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her gir vi modellen den uavhengige variabelen måned og dag, og får den til å prediktere verdier både for lineær og polynom regresjon.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -757,12 +3006,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", + "output_folder = \"../data/figures/output_fig_statistic\"\n", + "# Create the folder if it doesn't exist\n", + "os.makedirs(output_folder, exist_ok=True)\n", + "\n", "# Choose the width and height of the plot\n", "plt.figure(figsize=(15, 8))\n", "\n", @@ -775,7 +3039,7 @@ "plt.plot(x_axis, y.values, label='Actual', color='green', alpha=0.6)\n", "\n", "# Plot the predicted data, both linear and polynomial\n", - "plt.plot(x_axis, predictions, label='linear regression', color='red')\n", + "plt.plot(x_axis, predictions, label='linear regression', linestyle='dashed', color='red')\n", "plt.plot(poly_predictions, label=f'polynomial regression ({degree})', color='red')\n", "\n", "# Show legend\n", @@ -793,10 +3057,21 @@ "# Show grid\n", "plt.grid()\n", "\n", + "# Save the plot to the 'data/figures/output_fig_statistic' folder\n", + "plot_path = os.path.join(output_folder, f\"regression_{city_name}.png\")\n", + "plt.savefig(plot_path) # Save the plot as a PNG file\n", + "\n", "# Show the plot\n", "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Her plotter vi de faktiske verdiene i grønn, og den lineære regresjonsmodellen i striplet linje og den polynome regresjosmodellen i heltrukken rød linje. Her ser vi forskjellen på å bruke lineær og polynom. Hvis vi ser på den lineære vil temperaturen bare fortsette å øke, men det er jo ikke tilfellet, fordi det er varmere på midten av året før det blir kaldere igjen på slutten og starten. Vi kan likevel se at temperaturen på slutten virker å avslutte lavere enn temperaturen på starten. Vi har noen flere datapunkter for starten av året, som kanskje kan antyde at det blir noe varmere enn det det har vært.*" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -813,9 +3088,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Coefficients: [0.01550661]\n", + "Mean squared error linear: 56.05\n", + "Mean squared error polynomial: 1.34\n", + "R2 score linear: 0.05\n", + "R2 score polynomial: 0.98\n" + ] + } + ], "source": [ "from sklearn.metrics import mean_squared_error, r2_score\n", "\n", @@ -830,6 +3117,13 @@ "print(\"R2 score linear: {:.2f}\".format(r2_score(y, predictions)))\n", "print(\"R2 score polynomial: {:.2f}\".format(r2_score(y, poly_predictions)))" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Koeffisienten regnes bare ut for linær regresjon, og den sier at for hver dag så øker temperaturen med 0.016 grader, og det kan stemme, men et sted på året vil den normalt snu, noe denne verdien ikke får frem. Vi ser stor forskjell på de kvadrerte gjennomsnittlige avvikene (MSE), for den linære regresjonsmodellen er den på 56.05, mens for den polynome regresjonsmodellen er det på 1.34, som viser at den polynome regresjonsmodellen er veldig mye bedre tilpasset temperatur utviklingen enn den lineære. Dette kan vi også se på R2 scoren, hvor den lineære sier at 0.05 av variajsonen i temperatur kan forklares av dagene, mens R2 scoren for den polynome regresjonsmodellen tilsier at 0.98 av variasjonen til temperatur kan forklares av måned og dag. Dette virker veldig fornuftig, for vi vet at det er store temperatur forskjeller for de ulike årstidene.*" + ] } ], "metadata": { diff --git a/notebooks/notebook_test.ipynb b/notebooks/notebook_test.ipynb index d7ff57d..2280120 100644 --- a/notebooks/notebook_test.ipynb +++ b/notebooks/notebook_test.ipynb @@ -10,9 +10,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "'Hello World!'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import sys\n", "import os\n", @@ -25,6 +36,13 @@ "\n", "hello()\n" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Kommentar**: *Dette er den første notebooken vi lagde, bare for å teste om det å importere funksjoner fungerer. Så det eneste funksjonen gjør er å printe 'Hello World!'.*" + ] } ], "metadata": {