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October 9, 2023 14:32
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "9b0ef0e0-72bb-4530-b732-53e3844078c0", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import seaborn as sns\n", | |
| "import matplotlib.ticker as mtick\n", | |
| "from matplotlib.ticker import PercentFormatter\n", | |
| "from matplotlib import colors" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "c7787fdb-beff-40de-8a2c-71dca28ff534", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "safe_water = pd.read_csv(r'C:\\Users\\DELL\\Desktop\\Python\\Project_2_Nghien_cuu_ve_nuoc_uong\\Project_2_Nghien_cuu_ve_nuoc_uong\\data\\BasicAndSafelyManagedDrinkingWaterServices.csv')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "2c213a94-8b95-45b5-8c7a-a898ae593057", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "population = pd.read_csv(r'C:\\Users\\DELL\\Desktop\\Python\\Project_2_Nghien_cuu_ve_nuoc_uong\\Project_2_Nghien_cuu_ve_nuoc_uong\\data\\Population.csv')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "890bcbdd-42b6-4b54-b299-a9e26cc9254c", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "mortality_rate = pd.read_csv(r'C:\\Users\\DELL\\Desktop\\Python\\Project_2_Nghien_cuu_ve_nuoc_uong\\Project_2_Nghien_cuu_ve_nuoc_uong\\data\\MortalityRateAttributedToWater.csv')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "da13dfb6-6490-4685-8121-85d03ae8bada", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "politic_stab = pd.read_csv(r'C:\\Users\\DELL\\Desktop\\Python\\Project_2_Nghien_cuu_ve_nuoc_uong\\Project_2_Nghien_cuu_ve_nuoc_uong\\data\\PoliticalStability.csv')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "fb508351-bafc-4476-a57c-572f83adfe41", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "region_country = pd.read_csv(r'C:\\Users\\DELL\\Desktop\\Python\\Project_2_Nghien_cuu_ve_nuoc_uong\\Project_2_Nghien_cuu_ve_nuoc_uong\\data\\RegionCountry.csv')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "fb53a70b-1f4a-4946-b2d6-99332adae599", | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Country</th>\n", | |
| " <th>Granularity</th>\n", | |
| " <th>Year</th>\n", | |
| " <th>Population</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>count</th>\n", | |
| " <td>20914</td>\n", | |
| " <td>20914</td>\n", | |
| " <td>20914.000000</td>\n", | |
| " <td>2.091400e+04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>unique</th>\n", | |
| " <td>239</td>\n", | |
| " <td>5</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>top</th>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>Total</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>freq</th>\n", | |
| " <td>95</td>\n", | |
| " <td>4430</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>mean</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2009.046715</td>\n", | |
| " <td>2.253164e+04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>std</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>5.479195</td>\n", | |
| " <td>1.000169e+05</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>min</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2000.000000</td>\n", | |
| " <td>0.000000e+00</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2004.000000</td>\n", | |
| " <td>3.483462e+02</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>50%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2009.000000</td>\n", | |
| " <td>3.016337e+03</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>75%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2014.000000</td>\n", | |
| " <td>1.115043e+04</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>max</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2018.000000</td>\n", | |
| " <td>1.459378e+06</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Country Granularity Year Population\n", | |
| "count 20914 20914 20914.000000 2.091400e+04\n", | |
| "unique 239 5 NaN NaN\n", | |
| "top Afghanistan Total NaN NaN\n", | |
| "freq 95 4430 NaN NaN\n", | |
| "mean NaN NaN 2009.046715 2.253164e+04\n", | |
| "std NaN NaN 5.479195 1.000169e+05\n", | |
| "min NaN NaN 2000.000000 0.000000e+00\n", | |
| "25% NaN NaN 2004.000000 3.483462e+02\n", | |
| "50% NaN NaN 2009.000000 3.016337e+03\n", | |
| "75% NaN NaN 2014.000000 1.115043e+04\n", | |
| "max NaN NaN 2018.000000 1.459378e+06" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "population.describe(include='all')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "118dd459-9980-48a5-8e52-65cc9dfea091", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "extract = population[population.Population == 0]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "b5c7f31f-a7c5-45a8-8787-aafc177dfa79", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array(['Rural', 'Urban'], dtype=object)" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "extract.Granularity.unique()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "1a6f78c6-284b-4961-a4e9-21e225713e2f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "population['Year']=population['Year'].astype('str')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "189c5491-ce16-47d4-bbfa-3fb212401a2a", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "total_byyear = population[population.Granularity == 'Total']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "id": "47f2b23b-cdea-4ad7-8adf-97eb8d6f71bf", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "sum_byyear = total_byyear[['Year','Population']].groupby('Year').sum().reset_index()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "id": "4147b53c-940d-4556-b617-5f484d02d8dd", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "lines = sum_byyear.plot.line(x='Year', y='Population')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "4c344e5d-b3d2-4e6b-af3b-c2e76f628fa9", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "gender_population = population[(population.Granularity=='Male') | (population.Granularity=='Female')]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "id": "9bef64fa-abf1-4b43-ace0-0e91a5129eff", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Country</th>\n", | |
| " <th>Granularity</th>\n", | |
| " <th>Year</th>\n", | |
| " <th>Population</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>Male</td>\n", | |
| " <td>2000</td>\n", | |
| " <td>10689.508</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>Female</td>\n", | |
| " <td>2000</td>\n", | |
| " <td>10090.449</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>Male</td>\n", | |
| " <td>2001</td>\n", | |
| " <td>11117.754</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>Female</td>\n", | |
| " <td>2001</td>\n", | |
| " <td>10489.238</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>Male</td>\n", | |
| " <td>2002</td>\n", | |
| " <td>11642.106</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20901</th>\n", | |
| " <td>Zimbabwe</td>\n", | |
| " <td>Female</td>\n", | |
| " <td>2016</td>\n", | |
| " <td>7356.132</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20905</th>\n", | |
| " <td>Zimbabwe</td>\n", | |
| " <td>Male</td>\n", | |
| " <td>2017</td>\n", | |
| " <td>6777.054</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20906</th>\n", | |
| " <td>Zimbabwe</td>\n", | |
| " <td>Female</td>\n", | |
| " <td>2017</td>\n", | |
| " <td>7459.545</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20910</th>\n", | |
| " <td>Zimbabwe</td>\n", | |
| " <td>Male</td>\n", | |
| " <td>2018</td>\n", | |
| " <td>6879.119</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20911</th>\n", | |
| " <td>Zimbabwe</td>\n", | |
| " <td>Female</td>\n", | |
| " <td>2018</td>\n", | |
| " <td>7559.693</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>7656 rows × 4 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Country Granularity Year Population\n", | |
| "1 Afghanistan Male 2000 10689.508\n", | |
| "2 Afghanistan Female 2000 10090.449\n", | |
| "6 Afghanistan Male 2001 11117.754\n", | |
| "7 Afghanistan Female 2001 10489.238\n", | |
| "11 Afghanistan Male 2002 11642.106\n", | |
| "... ... ... ... ...\n", | |
| "20901 Zimbabwe Female 2016 7356.132\n", | |
| "20905 Zimbabwe Male 2017 6777.054\n", | |
| "20906 Zimbabwe Female 2017 7459.545\n", | |
| "20910 Zimbabwe Male 2018 6879.119\n", | |
| "20911 Zimbabwe Female 2018 7559.693\n", | |
| "\n", | |
| "[7656 rows x 4 columns]" | |
| ] | |
| }, | |
| "execution_count": 15, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "gender_population" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "id": "776fecfa-0529-4985-be15-3e802325e441", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "sum_bygender = gender_population[['Year','Granularity','Population']].groupby(['Year','Granularity']).sum().reset_index()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "id": "27d63890-1a97-45d3-92a7-8d4d3df39885", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Axes: xlabel='Year'>" | |
| ] | |
| }, | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sum_bygender.groupby(['Year','Granularity']).sum().unstack().plot(kind='bar',stacked=True,figsize=(10,5))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "id": "782b2d1e-b4a6-47d6-bc34-87d19f5afacf", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Year</th>\n", | |
| " <th>Country</th>\n", | |
| " <th>Granularity</th>\n", | |
| " <th>Population using at least basic drinking-water services (%)</th>\n", | |
| " <th>Population using safely managed drinking-water services (%)</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>count</th>\n", | |
| " <td>10476.000000</td>\n", | |
| " <td>10476</td>\n", | |
| " <td>10476</td>\n", | |
| " <td>9415.000000</td>\n", | |
| " <td>3286.000000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>unique</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>194</td>\n", | |
| " <td>3</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>top</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>Rural</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>freq</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>54</td>\n", | |
| " <td>3492</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>mean</th>\n", | |
| " <td>2008.500000</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>83.962120</td>\n", | |
| " <td>66.070856</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>std</th>\n", | |
| " <td>5.188375</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>19.968269</td>\n", | |
| " <td>30.383942</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>min</th>\n", | |
| " <td>2000.000000</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>4.082620</td>\n", | |
| " <td>0.000000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25%</th>\n", | |
| " <td>2004.000000</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>75.928395</td>\n", | |
| " <td>41.895583</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>50%</th>\n", | |
| " <td>2008.500000</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>93.115400</td>\n", | |
| " <td>73.966655</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>75%</th>\n", | |
| " <td>2013.000000</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>98.954240</td>\n", | |
| " <td>94.776640</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>max</th>\n", | |
| " <td>2017.000000</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>100.000010</td>\n", | |
| " <td>100.000000</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Year Country Granularity \\\n", | |
| "count 10476.000000 10476 10476 \n", | |
| "unique NaN 194 3 \n", | |
| "top NaN Afghanistan Rural \n", | |
| "freq NaN 54 3492 \n", | |
| "mean 2008.500000 NaN NaN \n", | |
| "std 5.188375 NaN NaN \n", | |
| "min 2000.000000 NaN NaN \n", | |
| "25% 2004.000000 NaN NaN \n", | |
| "50% 2008.500000 NaN NaN \n", | |
| "75% 2013.000000 NaN NaN \n", | |
| "max 2017.000000 NaN NaN \n", | |
| "\n", | |
| " Population using at least basic drinking-water services (%) \\\n", | |
| "count 9415.000000 \n", | |
| "unique NaN \n", | |
| "top NaN \n", | |
| "freq NaN \n", | |
| "mean 83.962120 \n", | |
| "std 19.968269 \n", | |
| "min 4.082620 \n", | |
| "25% 75.928395 \n", | |
| "50% 93.115400 \n", | |
| "75% 98.954240 \n", | |
| "max 100.000010 \n", | |
| "\n", | |
| " Population using safely managed drinking-water services (%) \n", | |
| "count 3286.000000 \n", | |
| "unique NaN \n", | |
| "top NaN \n", | |
| "freq NaN \n", | |
| "mean 66.070856 \n", | |
| "std 30.383942 \n", | |
| "min 0.000000 \n", | |
| "25% 41.895583 \n", | |
| "50% 73.966655 \n", | |
| "75% 94.776640 \n", | |
| "max 100.000000 " | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "safe_water.describe(include='all')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "id": "c5978a94-b375-4cc4-8967-272888391bf1", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "avg_population_byyear = safe_water[['Year','Granularity','Population using at least basic drinking-water services (%)']].groupby(['Year','Granularity'])['Population using at least basic drinking-water services (%)'].mean().reset_index(name='Population')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "id": "468d05df-ac6e-4f4f-92a4-565640f0dced", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Axes: xlabel='Year', ylabel='Population'>" | |
| ] | |
| }, | |
| "execution_count": 20, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots(figsize =(10, 5))\n", | |
| "sns.lineplot(data = avg_population_byyear, x='Year', y='Population', hue='Granularity')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "id": "cf410194-3a8f-4c21-a5b5-3e2b08e03447", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Year int64\n", | |
| "Granularity object\n", | |
| "Population float64\n", | |
| "dtype: object" | |
| ] | |
| }, | |
| "execution_count": 21, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "avg_population_byyear.dtypes" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "id": "515a2dc5-4637-4e06-ba68-bf6b0494e7a7", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "safe_water['Year']=safe_water['Year'].astype('str')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "id": "bbd69c9b-dd64-4585-af09-902143de5a78", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "avg_population_byyear['Year']=avg_population_byyear['Year'].astype('str')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "id": "0d82c899-6d3e-480e-83ed-ca69aeac3dab", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Year object\n", | |
| "Granularity object\n", | |
| "Population float64\n", | |
| "dtype: object" | |
| ] | |
| }, | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "avg_population_byyear.dtypes" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "id": "7e05bf26-7074-4754-a225-34b9b742c50a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Country</th>\n", | |
| " <th>Year</th>\n", | |
| " <th>Political_Stability</th>\n", | |
| " <th>Granularity</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>count</th>\n", | |
| " <td>3526</td>\n", | |
| " <td>3526.000000</td>\n", | |
| " <td>3526.000000</td>\n", | |
| " <td>3526</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>unique</th>\n", | |
| " <td>200</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>top</th>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>Total</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>freq</th>\n", | |
| " <td>18</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>3526</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>mean</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2009.521838</td>\n", | |
| " <td>-0.051044</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>std</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>5.255833</td>\n", | |
| " <td>0.996039</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>min</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2000.000000</td>\n", | |
| " <td>-3.310000</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2005.000000</td>\n", | |
| " <td>-0.710000</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>50%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2010.000000</td>\n", | |
| " <td>0.050000</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>75%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2014.000000</td>\n", | |
| " <td>0.797500</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>max</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2018.000000</td>\n", | |
| " <td>1.970000</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Country Year Political_Stability Granularity\n", | |
| "count 3526 3526.000000 3526.000000 3526\n", | |
| "unique 200 NaN NaN 1\n", | |
| "top Afghanistan NaN NaN Total\n", | |
| "freq 18 NaN NaN 3526\n", | |
| "mean NaN 2009.521838 -0.051044 NaN\n", | |
| "std NaN 5.255833 0.996039 NaN\n", | |
| "min NaN 2000.000000 -3.310000 NaN\n", | |
| "25% NaN 2005.000000 -0.710000 NaN\n", | |
| "50% NaN 2010.000000 0.050000 NaN\n", | |
| "75% NaN 2014.000000 0.797500 NaN\n", | |
| "max NaN 2018.000000 1.970000 NaN" | |
| ] | |
| }, | |
| "execution_count": 25, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "politic_stab.describe(include='all')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "id": "9caf1815-a82a-4487-acf7-cef1d8f7a7a3", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "politic_stab.Year=politic_stab.Year.astype('str')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "id": "f691dc3b-f14c-45aa-a561-cab20cdc467d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "avg_politic_byyear = politic_stab[['Year','Political_Stability']].groupby('Year').mean().reset_index()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 28, | |
| "id": "5bd2c575-ce5a-42b7-9ff7-f876a001d948", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<Axes: xlabel='Year', ylabel='Political_Stability'>" | |
| ] | |
| }, | |
| "execution_count": 28, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots(figsize =(10, 5))\n", | |
| "sns.lineplot(data = avg_politic_byyear, x='Year', y='Political_Stability')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 29, | |
| "id": "3154a201-bc16-481f-a19d-35e673b8b32f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "population_region = pd.merge(population, region_country, left_on='Country', right_on='COUNTRY (DISPLAY)', how='outer', indicator=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 30, | |
| "id": "eb75334c-4fc0-4382-a5f4-da7faeddd2ff", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "_merge\n", | |
| "both 17737\n", | |
| "left_only 3177\n", | |
| "right_only 1\n", | |
| "Name: count, dtype: int64" | |
| ] | |
| }, | |
| "execution_count": 30, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "population_region._merge.value_counts()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 31, | |
| "id": "a876765b-df45-43aa-988f-9f1349ded5bb", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "population_region['REGION (DISPLAY)']=population_region['REGION (DISPLAY)'].fillna(value='Unidentified')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 32, | |
| "id": "51e24047-9784-4ce4-9dcc-423469c84d40", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "population_region = population_region[population_region._merge!='right_only']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 33, | |
| "id": "a9dd1bf7-e7e0-47b9-b913-85be559c006c", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "population_region = population_region.drop(columns='_merge')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 34, | |
| "id": "ef576daa-a838-4fd2-9e97-04429c76915c", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "total_population_region = population_region[population_region.Granularity=='Total']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 35, | |
| "id": "1b19a79d-cebc-4c9b-8a77-45b8e21ba9e6", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "sum_population_byregion = total_population_region[['REGION (DISPLAY)','Population']].groupby('REGION (DISPLAY)').sum().reset_index(names=['Region','Population'])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 36, | |
| "id": "8d51c728-8094-4940-b6fa-55ae257bbb9f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x1bdd1f0eb80>" | |
| ] | |
| }, | |
| "execution_count": 36, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "patch = plt.pie(sum_population_byregion['Population'], labels=sum_population_byregion['Region'], autopct='%1.1f%%', startangle=90)\n", | |
| "plt.legend(patch[0],sum_population_byregion['Region'], bbox_to_anchor=(1.05, 1), loc='upper left')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 37, | |
| "id": "74088e81-0f15-4f72-9a6d-6f172e5c1979", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "Percentage = sum_population_byregion['Population'] / sum_population_byregion['Population'].sum()*100\n", | |
| "Percentage = np.round(Percentage, 2)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 38, | |
| "id": "88e7bd16-9692-4510-ab95-40ab7d391c9f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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IJ554Qvzzzz/FSj88f/58gcfnzp0runbtKry9vYW3t7do2LChGDNmjDhw4IBTvalTpzo+M+3btxdr1qwRbdq0Edddd52jTkHph0IIsXjxYtGlSxfh6ekp/Pz8xE033ST27t1bJDsL+kxLro0ihBxVcBUxMTE0bdqUv/76y9WmVBkuXLhAZGQkr7zyCi+//LKrzakyqKpKaGgoQ4cOZdq0aa42R3IFMkYuqVJMnz4dm83GPffc42pT3Jbc3Nx8cfTvv/+e5OTkMl8iWVI2yBi5pEqwdOlS9u7dy6RJkxg8ePA1c54lhbN+/XqeeuopbrvtNoKDg9m6dSvffPMNTZs25bbbbnO1eZICkEIuqRK89tprjjU9Pv74Y1eb49bExMRQu3Ztpk6dSnJyMkFBQYwYMYK33nqrSJOaJBWPjJFLJBKJmyNj5BKJROLmSCGXSCQSN0cKuUQikbg5UsglEonEzZFCLpFIJG6OFHKJRCJxc6SQSyQSiZsjhVwikUjcHCnkEolE4uZIIZdIJBI3Rwq5RCKRuDlSyCUSicTNkUIukUgkbo4UcolEInFzpJBLJBKJmyOFXCKRSNwcKeQSiUTi5kghl0gkEjdH7tlZSoSwgZqDULMu/mWDMAMCUC/W0tj/FD2KxgtF442i8QaNJ4qidZ3xEomkSiCFvIgIYUPYklGt5xHWc6iWRISaAcJUQG3liv+LK/5/eVUjisYPjT4MRReGRheKog2SAi+RSIqM3Hy5EISwoVpOo5rjUS2nEbZknD1s9Spnl4TL29SgaIPQ6GugMcSg0deQwi6RSApFCvllCDUX1ZyAzXwM1ZwAWLF71a66RXl969EYotEa6qAxRKFoPFxkj0QiqYxUeyEXQkU1J2DN3YWwnMQunK4U78LIs0lBo6+N1rMZGn0UiiLHqyWS6k61FXKhZmPL3Yc1dxeoWVRO8S6Mi7ZqvNF5NEfr0QhF4+lqoyQSiYuodkKuWpOxZm9GNR++WFIVLl+DxlAPnVdbNLpAVxsjkUgqmGoj5MKWgSV7I6ppP+7lfRcVe4aMxtgQvVd7FK2Pi+2RSCQVRZUXcqHmYs3ejC13F3bxrtKXi13QFbSeLdB5tpYDoxJJNaDKCrkQKrbcnVizNgA2qr6AX4kC6NB5d0Dr0RxFUa55hkQicU+qpJCr1hQsmUsQ1kRXm1IpUHTh6H37otEGuNoUiURSDlQpIRdCxZazA2v2eqpHGKWoKIAGnXcn6Z1LJFWQKiPkqi0VS8Zi6YVfA0UXcdE793e1KRKJpIyoEkJuMydgSf+H6hkLLy722LnebyBaQ21XGyORSMoAtxZyIQS2nG1Ys9e52hS3ROfdVYZaJJIqgNsKuRBWLBnLUM0HXW2KW6MxNkTv01MuyiWRuDFuKeRCzcKctgBhu4AMpZQeRReGwe8GFI2Xq02RSCQlwO2EXNgyMafNt68FLkW8jFBQNH4Y/IegaL1dbYxEIikmbiXkqi0dc9r8i4tcuY3ZboKCovG5KOa+rjZGIpEUA7dZA1XYMjCnzZMiXm4IhJqJKW0+wpbpamMkEkkxcAshF7asi554NlLEyxMBal7oKtvVxkgkkiJS6YVcCDPm9N8RaiZSxCsCgVAzMKf9gRAWVxsjkUiKQKUWciGEfbamLRUp4hWJQNiSsWQswY2GUCSSakulFnJr9kZU8zGkiLsCgWo+gi1ni6sNkUgk16DSCrnNdBhbzmZXm1HtsWZvwGY66mozJBLJVaiUQq5az2PJWOxqMyQXsWT8h2pNcrUZEomkECqdkAthvbgAlupqUyQObFgy/kEIm6sNkUgkBVDphNyavRGhpiPj4pUJgbClYs3e5GpDJBJJAVQqIVctZ7HlbHO1GZJCsOVsRbWcc7UZEonkCiqNkNtXM/yPvN3gJZUTS+Z/MsQikVQyKo2Qy5CKOyBDLBJJZaRSCLlqTZYhFTfClrMV1ZbqajMkEslFKoWQ2zdLliEVd8KatcHVJkgkkou4XMhVy1k5e9PtEKjmw6hWOfApkVQGXCrkQggsWWuR3rg7omDJknulSiSVAZcKuWo5jrCeQXrj7ohAWE5iM590tSESSbXHZUIuhMCaJWPj7o2CVXrlEonLcZ2QWxPl5sluj0DYzslJQhKJi3GZkFtzdiG98aqAgjV3l6uNkEiqNS4RcqHmoJoPI73xqoBANR1EqLmuNkQiqba4RMhtufuQqxtWJVRspv2uNkIiqbZUuJALoWLN3VnR3UrKGVvOTrktnETiIipeyK1nQM2q6G4l5YxQMxDWs642QyKpllS4kNtMx5CDnFURBZs53tVGSCTVkgoVciEENvNR5CBnVUSgmo642giJpFpSsUJuSwE1oyK7lFQgQk2TqyJKJC6gQoVcNccjwypVG1WGVySSCqdChVyGVao+NtNRV5sgkVQ7KkzIhbAi5LKnVR5hTZRbwUkkFUzFCblVrqtSPVARtmRXGyGRVCsqTMhV6/mK6kriYuSGExJJxVKBHvk55EBndUCDkD/aEkmFUoEeeSIytFIdUFEtia42QiKpVlSIkAthRcj84mqDsCXLAU+JpAKpGCG3pSG98eqEipATvySSCqNihFzNrohuJJUJ+Z5LJBVGxcTI5Ze62iHkCpcSSYVRQR55FjJjxXW88c4COvScnK8suvE4PEMf5Y+/dzDq0ZncNuKrMupRkUIukVQgiqiA3QAsmauw5e7mWrsCTZu+ivETfuPM4XfQ6bQAZGaaiKz/LJ3ax7Lo9ycddVeuOciAwVPZs/FVYuuElti2hONJNGzzKuuXvkCLZrVK3E5pmPnTekY/PgsARVGIjPCnT48GvPHKYMJCfUvdfmamCZPZQnCQDwD7D56lVZc3+HnGKNq3qUNggCe5JitCCAL8vUrdH2jQerZA7925DNoqW4QQkGtB5Jgdf+SYESYLCAGqsA/naBRQFNBqUDwN9j8vA+T9++LnUyKpDOgqohN7jPzavxc9usaRmWViy/bjdGhbB4A16w8THubHpq0J5OZa8PDQA7Bi9SFq1woslYiXNRaLDb2+ZF9wP18Pdqx7BVWo7Np9iocen8WZs2n8+eujpbbLx8eID0bH66Px9jzvmwY2R1HsT0pGo77U/VxCVAqPXFhtiORM1It/4nwGIjMn/0dRUS49MOY7hl3cr0SvRQnyQRPsiybYByXIB8XHw3E/JZKKpGKEXORQFCGPqxdORLgfK9cccgj5yrWHuPG65qxYfZCNW47RvUucvXzNIXpc/LeqqkyZ+h/fzFxL4rl06tcN44Wnr2PooFYApKRm89QLv7Bk+X4ys0zUjAzguSf7M+KuTjRs8yoAHXu/BUC3zvUcnv93M9fy0edLiD+eRHTtYB4Z1YOH7u8OXPLkv//qPr76bhWbtsbz8bt3sHLNIVLTc+jcIZapny3FbLFy2+A2vDvp1quKvKIoRIT7AVAjIoBHRvVk4lt/kZNjZtXaw7z1/j/s3X8GrVahQ9s6vDfpVqcfsZOnUxg/4TcWL9uHyWylYf1wPnj7dtq3ieGNdxbw59872bB8HG+8s4BJ7y4EwCvsMQByzn/CqEdnkpqew6/fj3bc0w8+XcK336/h5OlUwkJ9eXBEF55/+rprvo8gwAWbMQtVRT2XjnoyCfVUCiIj59JBRbF73AWeKAr/eBZWbrEhEtOwnUvHlteuTosm1A9NrSC0tYJRvI2FnCyRlC0VIuSIom+03KNrHCtXH+TZJ/oDds/76Uf7oqoqK1YfonuXOHJyzGzaGs+9d3UE4N0PF/HTnE18/O7t1IsNY/W6w9z/yAxCg33o1qU+Eyf/xf4DZ/lt9sOEBPlw5Nh5cnItAKxa9Czd+r/L33Mfo1GDSAwGu9j+NGcTr739Fx+8NYyWzWqxfddJxjz9I95eBobf0dFh78tv/MFbE4fQslktjEY9K9ccYuXqg0SG+/HPb49z5Nh57hn1Hc2b1eL+e7oU+T54eOpRVYHVppKVbeLxh3vTrHFNMrNMvP72X9w+choblr2ARqMhM9NE/5s/okaEP7/OfIiIMD+27TyBqua/708+0pfo2sGMfnwWx3a/WWj/L7/xB9/NXMs7rw+lc4e6nElM5+Chok/0ERW0ubYwW1FPp2A7mYR6MhmstoJFu7wiiJe3a7Whnk1BPZOCddMRlAAvNLVD0NYKsnvs0luXlBMVI+TF+FL36BLHsy/NwWq1kZNrYceuE3TrXA+L1cbX01cDsGHzMUwmK927xmEyWXjno0UsmPMoHdvFAlAnJoS1G47w9fer6dalPidPJdOiWS3atIwGIDoq2NFfaLA9bhwU6O3wiAHeeHsBb702lME3tgQgJjqE/QfO8vX3a5yE/NHRPR118ggI8OKDt4ah1WpoUD+C6/o2YdnKA0UW8sNHzvH19NW0bhmFr48HQ25q5XT8i4+GU7vhC+w7cJYmjWrw87xNXLiQyepFzxIU6A1A3diCQ04+Pkb8/T0BnK73cjIyc/n0q+V8MHmY41pj64TSpWPdItkPQDlOCBJCIC5kYD14GjX+gl1MFS55z67cBPqyrkVqNra049h2HUfx8UDboAba2DCUMg1jSSQVJuRF/2J171KfrGwzm7clkJqaQ/26YYSG+NKtcz0eenwWubkWVq45RJ2YEKJqBbF3/xmys83ceOsnTu2YLTbH4OWokd248/6v2b7zBH16NeKmgc3p1D62UBuyskwcjb/Aw0/+wJinfnSUW20q/n6eTnVbt4zKd37jBpFotZcSgiLC/dmz7/RVrzstPYeQ6KdRhSA310rnDrF8/uFdgF3YX3t7AZu2xpOUlOXwtE+cTKFJoxrs3H2KFs1qOUS8tOw/eBaTyUqv7nGlaKXsxVRYbdiOncd24BQiNfsK8S7z7sqGi3aJzFysW45i3XYMTZ0wdHE10Fx0IiSS0lJBQl70LMe6saHUrBHAytWHSEnLplvn+oA9blyrRiDrNx1lxepD9OxqF5nMLBMA8398mBqRAU5tGYz2yxvQtwkHtr7Gv4v3sGTFAa6/5WMeur8bb00cWqANeW1++v5dtG8d43RMq3V+PPb2yh8H1V0RC1cUCgxzXI6vjwfrljyPRmOPlXt6GhzHbhn+JVG1Avns/buIjPBHVQVtuk3CbLECOAaAywrPsmhPKbusDmG2Yt1zEtuBU2C97D5WVvG+GqpAPXoO85FElGAfdC1j0EYGutoqiZtT6YQcLsbJ1x6yD1KO6eso79qpHv8u2cvmbQmMuq8rAI0aRGA06jhxKoVuXeoX2mZoiC/D7+jI8Ds60qVjXcZP+I23Jg5FfzEmbrtMaMPD/IiM8Cc+4QJ33tquWLaXFI1GKTAckpScycHDiXz6/p107VQPgDXrnTc5bta4BtNnrSU5JatMvPJ6sWF4eupZtvIg990TUsJWSj9FQVht2A6cwbr7uD327Y7CXRAXQz8iORPLkt1Yw/3Rt6qDJqT0qaaS6kmFCLmi6Ir1HezRpT5PvvALFouNbp3rOcq7da7HUy/8itlsdWSs+Pp48OQjfXju5bmoqkrnDnVJS89l3cYj+Pl6MPyOjrz21l+0ahFF4waRmMxWFi7aTYO4cADCQnzx9NTz35K91IwMwMNDj7+fJy8/dwPPvPgrfr6e9O/TCJPJytbtx0lJy+aJh/uU5e25KoEBXgQHefPtzDVEhvtz4lQyL73+h1OdYUPb8s6Hixg24itee2kQkeH+bN91gsgIf8e4QXHw8NDzzGP9ePG13zAYtHRqH8v5pEz27T/DyOFFyw1XSvHREqrAdiQR6454uDgoXSXJC7ucS8P8z3Y0tYPRtYxBUya5/JLqRMUIucYL54Dm1enRNY6cHAsN6ocTHnZpQK5r5/pkZOYSVy+cyAh/R/mr424kJNiHdz/6j2MJPxHg70nLZrV57skBABj0Ol554w8STiTh6aGnc8d6zPzqPgB0Oi1TJt3Gm1MW8trbC+jSsS6Lfn+S++7pjKeXng8/WcL4ib/h7WWgSaMaPPpQrzK7L0VBo9Hw/Vf38cz4ObTpPom4euFMmXQr/Qd/5KhjMOj489dHeeGVeQy583OsNpWGcRF8+PawEvc77pnr0Gk1vPb2As6cTSMi3I9R93YtqtUo2pKJkXohA8vaA4j0nGtXripc/FqoJ5Mwn0hC27gWuuZRctKRpMhUzMzOrPXYcrZRnOwViTujQefVFp1X0cNSwqZi3ZmAbc/J4vzmV1kUXw/0nRugCS04s0giuZwK8si9kSJenVBBU3SPXL2QgWXNgUsTeKq5iIM9y8X87w67d94iGkVbYXvASNyQCgytSKoT9h/vqyNUgXVXArZdJ+Saaldy8cfMtvck6okL6Ls1QhMk0xUlBVMhP/NF+VJLqhbXes+F2Ypl+R67iIP0wq+CyMzF/M92bAlyL1RJwVSQRy49ierG1YRcTc/Bsmw3IrPi12NxSwQgBJZV+1FTs+0DoXK6v+QyKiaPXOMNigGEuUK6Kyrvfvgvvy3YwcFDiXh66unQLpZJr9xMXD17amJyShavv72AJcv3c+JUCiHBPtw0sDmvjrsx3wzPPCwWGxMm/8m/i/dwLCEJP18PevdoyOsvD6JGRICjXoPWr3D8RLLTua+9NMixxkzC8SQeGPM923aeoFXz2nzz6QinpQWG3vU599zZMd/0/UqB4lFoOM12JgXLin1gq0J54RWIbddxRGoW+s4NUEq40qak6lExoRVFQdGFVURXxWLV2sP87/7urPhnLH/9+ihWi40bb/uErIszO8+cTePM2TQmTxzClpXjmfbxcP5bupf/PfFDoW1m55jZvvMELzw9kHVLnmf29FEcPJzIbcO/zFf3lRdu4NjuNx1/jzzYw3Hs+VfmUSMygA1LXyAi3J8XXp3vOPbr/C1oNErlFHFAU8h7bT10BsuS3VVrco8LUE8mYf5nu30tdYmECko/BLBkrbuYglh5v8HnL2QQ1Wgc//3+JF0vm4h0OXN/38r9j3xPUsIUx+YX12LztgS69X+XA9teI6pWEGD3yB8d3YvH/ldwXnqrLm/w9mtD6d+nMf8u3sO4CfPZuvolUtOy6drvXRbOf5zaNSvj1G4FrWcb9N4dnEqt+05h3XLURTZVQRRQvD0w9Gsul8uVVNCeneR5aZVXxAHS0+0x28DAwrNs0tNz8fP1KLKI28/JQVEUAvydwzFTpi6iZtxzdOz1Fu9/shir9dKKgc2a1GTpyv2oqsri5ftp2rgmAOMn/MZD93evpCIOIPJ55NY9J6SIlzUCRFYupn93ILLkWEN1p8KEXNFVnp18CkJVVZ59aQ6d2sfSpFGNAutcSMpk8vsLuf+eom9hlptr4aXXfmfY0Db4+V4S8kdG9eD7affxz/wneODeLrz74b+Mn/ib4/jkiUM4eCiRBq1f5cjRc0yeOITVaw+zY/dJ7r69PXc/8A2N2r7KY2N/wmy2lvi6y4PLhdy67xTWbfGuM6YqI4AcE6ZFOxHZJldbI3EhFRZaEUJgSv4GROX8wD3+7Gz+XbKXJX89Ra0a+b3d9Iwcbrj1E4ICvJkz66Eibelmsdi4875pnDqdyr+/P+Ek5Fcy44d1PDr2Jy7ETylw2zWTyULnvu8w7ZN7mD1nE+npuXz83h0Muv1TbhrYnEdG9SzW9ZYbiicewfcDYD14BuvGwy42qBqggOLjgWFACxQPw7XrS6ocFeeRKwoaQwyVcebHk8//wt+LdvPv/McLFPGMzFwG3f4Zvj4e/DxjVJFF/O4Hv+H4yRT+mvPoVUUcoF2bGKxWlYQrMlnyeOfDRfTp2ZDWLaJYteYQg29siV6v5eYbWrByzaGiXWi5o6A12Lfos51OkSJeUYiLueYr9iFscgZ1daRC5/3av+SVJ04uhODJ53/hj7938M+8x4mJzr9ka3pGDjfe9gkGvZY5Mx8q0trfeSJ+5Oh5Fsx51LF7/dXYsfskGo1CaAFLme4/eJaf527m1RduBMCmCiwX4+kWi4qtoM2BXYJAY4ix54mv3OdqY6oXAsT5dCybjlBBD9mSSkSFCrlGX7uiu7wqTz7/C7PnbGLGFyPx8fHgbGI6ZxPTybmY1mUX8U/JzjbzxYd3k56R66hju8zzadHpdX5fsAOwi/hd93/N1u3H+e7ze7HZhOOcvFj2+k1H+fiLZezcfZJj8Rf4ac4mnn95Lnfe2o7AAOeBViEEY57+iXfeGIr3xeyETu1j+W7mGvYfPMuPv2y46m5HFYsWhQgsy3bb88QlFY56+Cy2g2dcbYakgqmwGHkeprTfEZZTVAbP3DP00QLLv5o6nHvu7MjKNQcZMHhqgXX2b5nomKDjGfqo45yE40k0bPNqgef8+9vjdO8Sx7YdJ3ji+Z85eCgRk9lKTFQwd93Wjscf7p0vPv71jNUsWb6fn7570FF27nwGI/83nc1bE+jXuxHTPr4HLy9Xx0YVFH0UypYY1DMpleHtrdbo+zZDe9kENEnVpsKF3JqzC2vWyorsUlJBKCnNEBsq3xhItUSvxXhjG5ljXk2o8DhH3mCYpKqhILZVrjTIao3Vhnn9QRkvryZUuJArWh80+hgqY/aKpKQocCEQLGW7CbSkFAgQZ1KxHU10tSWSCsAlI49az2bIIGpVQsDRAPmWVkKsm44gsirn3A1J2eESIdfoa6No5I7hVYYsAyTLNecrJTZVhliqAS4RckVR0Ho2d0XXkrJGAMdDkKGySsrFEIt67JyrLZGUIy5L6tYaG7qye0lZoSpwqrIu4CXJw7ItXs76rMK4TEkVjQdajyZIT86NEcDxYLDKDQ4qPTlmbAdOu9oKSTnhUpdY59XW1SZISoNNA0cr34YhkoKx7jqOqGQrZUrKBpeqqKLxQuvZCumVuyECOBoKlorZLVBSBlhsWPeedLUVknLA5e6wzrOVfT9PifsgAIsWEir3GvOS/Nj2npRbxFVBXC7kisaAzqudq82QFJdD4fbQisS9EALbIbmoVlWjUnwTtR5NQeOLDLG4AUKBbAOcDHa1JZKSIOwbfghVZrBUJSqFkCuKFoNvX+TUQHdAwK7adkGXuCe5FtSTBW9gInFPKoWQA2j0NdB6NEN65ZWc+BBIlbM43RoFrPtlKmJVotIIOYDOuxNofJBiXhlRwOwBhyNdbYiktAgQ59JQ07JdbYmkjKhUQq4oehliqbQI2FYLbPJHtkqggO3wWVdbISkjKpWQQ16IpYWrzZBcgcbcAFK8rl1R4h4IsB2/IBfTqiJUOiEHe4hF0UUiQyyVAQVFXxNxtIZ8O6oaWSZEeo6rrZCUAZVSyBVFi8FvIGi8kOrhShTQ+KD37o84mSojXlUQ9WSSq02QlAGVUsgBFI0nBr8bqcQmVgO0GPxuRFwwg9XmamMk5YDtuBTyqkClVkmNLgS9b39Xm1Ft0fsNQKMLsuccK/LJqCoikjIQuXLKvrtTqYUcQGuMRefVydVmVDt03l3QGmIAUE8ngxwUq7KoZ1JdbYKklFR6IQfQebVG69nW1WZUG3ReHdB5tgRAWG1yQKwqoyioyZmutkJSStxCyAF0Xu0vLnkrKU+0nm0urhNvR6RkudAaSbkjBGpShqutkJQStxFyRVHQeXVC69nG1aZUWXRe7dF5dXAqk1/yqo9IzpT55G6O2wg52MVc790xn9hISo/OqxM6r3YoVwxqqsmZcqCzqmNVERkyfObOuJWQ56Hzaovepy9286XIlBwF0KL37Y/Oq3WBNcSFDDnQWQ0QSTJO7s647T5dWo8GKNoAzOkLQOQiZ6sUFwUUTwz+N6DRFbzvphBCemrVAUVBTctGbqHtvrilR56HRh+OMeB2FG0I0jMvHoouDGPgsEJFHACTRf4+Vhfk9m9ujVsLOYCi9cYQMBSNMc7VprgNGmMjDP5DUDRXX1dc7u1YTRBCvtdujtsLOYCi6DD49kXvex0oRqR3XhAKKB7ofQdi8O2Nolz7QVpkV+4v98p92/C8pzupWdU3s2bUl29y2wfjS92OyDKVgTUSV+G2MfKC0BrrotHXwJK5EtV82NXmVCo0hnrofbqjaDyKfE5RvLTz6am8PvcbFu5Yx7m0FAK9fWkWVZdxg0fSOa5ZaUx2ov+kx2keXY/3hj9e6rbemPctk+ZPz1ceFxnFjndmlbr9hPNnaPj07ax/4xtaRNcv0jk3vfMMS3dvYcWEz2kb26jIfb13z+NlkjooPXL3pkoJOeQttjUAm6kelsxlIMxU30CvAooRvU8vtMbY4p+eY7anHl5FKO6c+hJmq5WvR48nJqwG59KSWb5nK8mZaaWwu/xpXLMOC15436lMp3XNcN/xC4msP7Sb//Ubwvcr/i6WkPt7+ZSNEWYrQhUoGvk0645UOSHPw+6d18SavRlb7i7sYl5dBF0BFLSezdF5timWF345wmS1N1XIbUvNymDNgZ0sGj+Vbo1aAhAdEkG7uo2d6h2/kMgzMz9k2Z6taBSFfs078P6IJwj3DwLs4YHU7Ex+fepNxzljZ01lZ8JhFr04lVFfvsmq/dtZtX87n/47B4D97//sqLst/iAv/fwF+07F0zyqHl+NHkdcZNRVr02n1RIREFzo8R9X/8uni+Zw8MxxvI2e9Gjcmnfvfoww/0AAUrIyeGrGByzZvYnM3BxqBoXy3KB7GNH9eho+fTsAHV96AIBuDVuy6MWphfY1c+XfDGzZmdF9BtNj4sO8ffejeBqMjuPzNi7nzfnfcSTxFF5GD1pE1+fXJ9/E28Mz371btHMDb/3+PXtPHkOr0dChXhPeG/44seE1r3o/ADBbwUN/7XqSSkeViJEXhqLxQO/TFWPg3ZcNhlZlj8N+bRpjA4yBw9F7dymxiAN2T/wqv30+Hp74eHjyx5ZVmCwFP5qrqsqwD8eTnJnBohen8tfz7xN//jT3fDKhyGa8d8/jdKjXhPt73sSxj+dz7OP51Aq+lG3z6q/TeOvOMax5bRo6rZaHpr1V5LYLw2Kz8sotD7Bx0nf8/OQkEs6fYfRXl35oJs75mv2nE/ht7Ltsf3smU0c+Q7CPPwCrJn4JwN8vfMCxj+cz+4k3Cu1HCMH3qxZyZ5f+NKgRTd3wmszfuNxx/EzqBe79bCIjut/A9rdn8u/4j7i5bXdEIW9MlimHx68bxprXvuLvFz5Aoyjc/tGLqKp67YuW8wXclirrkV+OovXD4NsX1bMV1qz1qJZ4rupquh32a9EYYtB5dUSjCyqbZq/xxdZpdXw1ehxjvnmXr5f+TsuYOLo1bMltHfvQLKouAMv2bGH3iaPse382tYPDAfj6oRdp/cIINh/dV6Qwgr+XDwadHk+jsUAveuJtoxxPBGNvvJshU54n12zC4zKv9kp2nzhKyIMDnMru7NKPj+8bC8C9PW5wlNcJq8GUe56g66ujyczNxsfDi5NJibSIrk+b2IYARIde2pQ61DcAgCAfv6t6/QBLd28mx5RLv2btALijcz+mr1jAXV3ttp1NTcJqs3Fzu+5Eh0QA0LR23ULbG9Kup9PrL0a9QO1HBrHvVDxNal8jvKZWle9D9aNaCHkeGl0wBv8bUK3nseXuxpZ7AHD3DRN0aD0aovVoikZ3ddEoNkXw0Ia068nAFp1Yc2AnG4/s5d8d63l/wU98/sBz3NN9IPtPJ1ArKNQh4gCNasYQ4OXDgdMJxYoHF8blwpYnnOfSUwFo/cIIx7HnBg3nuUH3ABAXWZs5T092asfX41I65tZjB5g07zt2njhMalYG6kWRO5F0jkY1YxjVZzB3Tn2Z7fEH6dO0HTe16UqnEgzuzlj5N7d07I1Oa/8qDuvUl/GzP+do4iliw2vSPKoevZq0od24kfRt1p6+zdoxpH1PAr19C2zv8NkTvDb3WzYd2UtSRhqqyLM78dpCLj1yt6VaCXkeGl0oGp9e6Lw6YzMdwJazE6Gm4R5eut1GRRuA1qM5WmMDFI2hnLoqWhjKw2CkT7N29GnWjnGD7+Xhr9/m9Xnfck/3gUU6X6PRcOV9t1qtRTZTf9kgZd5aMUKo1AwKZcOkbxzHAr39HP826PTUDa9VYHtZuTkMemcsfZu147uHXybUN4ATSYnc9M5YzFYLAANadOTAB7/y7451LNm9mevfeoqH+g7hrbvGFNnu5Mx0/tiyCovVyrQlvzvKbaqNGSv/ZuJto9BqtCx4/n3WHdrNkl2b+Py/uUz4dRorJ3xBTFiNfG3e8v44okLC+eyB54gMCEYVgjbj7sVclPspBzrdlmop5HkoGiM6z+ZoPZqhWk6hmg9jMx0FkUPlEvWLtiieaI110Rrroehq5FvgqszRKCW6DQ1rxvDnltX2f9eI5mTyeU4kJTq88n2n4knNzqRhjRgAQnz92XPyqFMbO44fRq+99PE06HTYihLnvQydVleoWF+NA2eOk5SZxuu3P+SweeuxA/nqhfoFMLzbQIZ3G0iXBs0Z/9PnvHXXGPQ6+4DhteydvfY/agaG8suTk5zKF+/exEcLf+aVW+5Hq9GiKAqd45rROa4Z44fcS9yTw/h9yyqeGHi703lJGWkcPHOcTx94lq4NWgCw5sDOol+4FHK3pVoLeR6KoqA11EJrqIXOuwfCdh6b6Riq+SjClnyxlgYonpCUiDzRzPtO5ehR0rxQsv1QtEFofPzA24zwSQa/QBRNOY5XazVXFfGkjDTu/vgV7u1xA01r18XXw5Mtxw7wwYKfuLF1FwB6N21L09qx3Pf567w7/DGsNhtPzviAbg1bOuLLPRu34YO/Z/PD6n/oUK8JP635j70njznlYEeHRLLpyF4Szp/B28OToMu865Jgtdk4m+q8X6WiKIT7B1E7OByDTs/ni+Yxqs/N7Dl5lMm/zXCq+9rcb2gVE0fjWnUwWSws3LaOBjWiAQjzC8DTYOS/nRuoGRSKh95QYJrgjBULGNK+R76QR63gMF755SsW7dxIsI8/y/duoU/TdoT6BbLpyF4uZKTS8GJflxPo7Uuwjz/fLvuTyIBgTlxI5KVfviz6TSnPz5KkXJFCfgWKoqDowuxrkHh3QNgyUK2JqNbzqNZEhPUcCEtebS65rMV0Wx2niEuekFmFJAskWyHJChcskKNeVlVguzyOqdOhhEaiiaiFJrwGmtp1UXwKjp2WBMXTcNW4qY+HJ+3qNubjf37h6LnTWKxWagWHcV/PGx2xaEVR+OXJN3lm5of0e+Nxp/TDPPo1b8+4m+/lxdlfkGsxM6L79dzVdQB7Tlzy0p+8/g4e/OpNWr0wghyzySn9sCTsPXWMOo8NcSoz6g2kfruYUL8Avho9jld/+YrP/ptLy+j6TL7zEW79YJyjrkGr45VfviLhwlk8DUY6xzVn5phXAfuTwJR7nuDN36bz2txv6dKgeb70w63HDrDz+GE+feDZfLb5e/nQq3Frpq/4i4m3jmL1/h188s+vpOdmExUczlt3PcKAFh3znafRaPh+zKs8M/Mj2owbSVxEbabc8wT93yzCJCqNAnq5bJa7ogi5onyxEEIg1HSE9TzCloFQsxAiG2HLRKiZoOYAhcQjbUCODbJskK3a/5198XWyFTJLOPCq0cDFx3glLBJtvcZo6jZECQ4vVfjFlnAey6r9JT5f4kZ4GfEY2t7VVkhKiPTIi4miKChaf9D6F1pHCIEQNtTjh7Ht2Ig4dsjuUl9jlmSJuSwWK86dwXr+LKxdghIchrZVJ7QNm6Poiz8gqniW0yCqpNKheMn32p2RHnkZIyxmbDs3Yd22DjLSQNGAqIDYeoFcDPvoDWibtEbXtiuKb+E/QFeiZuRg/n1z+ZknqTRookMwdCt9KqjENUiPvIwQNhu2PVuxrl0COZdtWOwyEQdH3N5ixrZjI7adG9G26oSufXcUD69rni098mqCosj32s2RQl4G2I7sw7piISItxdWmFI5QQYBt61psOzeha98DbZsuKFdZKErRae0DYBZ3nzQluToCxavwWbCSyo8U8lIgcrKxLP0L9eAu3GYNFyHAYsa65j9s+3egH3grmsuml1+JEuSDSKw8Kxm++8csftu8koNnEvDUG+lQvymT7vif0yJZ3yz9g5/XLWZ7/EEycrM588UCAgqZCXk5p5LP89LPX7Bo5wayTbnUDa/Jl6PGOdIkf9u0gq+X/s62+IMkZ6YXuEztcz98wqxVC/EyevD6sIe4s0t/x7G5G5bx4+p/mftM6deCKVOE/X2WuC8ycbSE2A7vxTT9I9RDuy+WuN9Qg0g+j/mHz7GuW4qwFex1a0J8izzDsyJYtX87/+s7hBWvfsFfz7+P1WblxrefISv30t6i2eZc+jVvz7ODhhe53ZSsDHq/Pga9VsdvY99h21vf89ZdY5ymwmebcukc15w3bv9fgW0s2LqGX9Yt5s/npjDpjod55Jt3uJCRCkBadiYT5kzjg3ufKtmFlzMaKeRujfTIi4lQbVhX/ott2zpXm1J6Lo5zW9cvw5ZwGMOgu1CumLiiCfJxzl13MX88957T669GjydqzCC2xR+ga8OWADx23TDAvoNQUZny1w/UCgrjq9GXcsWvnAKft5BVwvkzBbax/3SCY6JTm9iGPDfrY+LPnyHEN4AXZ3/OqN6DiQoJL/Bcl+JtRDFIKXBnpEdeDERuNuZ5M6qGiF+BOHsS06zPUM85i5QSXHYTjMqD9JxMwHkdlZKwYOsaWtdpwF1TXyHqkUF0fOkBvl32Z7HaaB5Vj63HDpCSlcHWYwfIMZuoG16LNQd2si3+EGMG3FIqG8sFBTQhpbt3Etcjf4aLiJp8HvP87+0phVURISA7E/PsL9EPvA1t/SYAKN5G0GnBWvkGPFVV5dlZH9Mprtm1V/a7BsfOn2Ha0t95/LphPDdoOFuO7ueZmR9h0OkY3q1oi3/1a96eO7v0o+sro/E0GJj20Hi8jR48MX0KX40ez1dLfuPzRfMI9vXn0/ufpXGtOqWyuUwQoAmWYRV3Rwp5EVDPn8X867dgNlXtpT6FAJsNy1+zEf2HoGvSGkVR0IT5oZ5JqXTDAE/O+IA9J4+x5OVPSt2Wqqq0rtOA14aNBqBlTBx7Th5j2tI/iizkAC8NvZ+Xht7veD1p3nf0atIWvVbH27/PZNOb01m4fS0PfjmJta9/XWq7ywJNaPl45CYhOGtTSbSppKuCTCFIV4Xj31ZhX71IYE8V0GAXJG+Ngp9GwU9R8NXY/8I0GiJ1Gjwq0XhNZUIK+TVQz5/F/MvXYDFXbRG/Auui+SAEuqZt0NQKQj1duVIrn5zxAX9vX8viFz+mVlDYtU+4BhEBwTSqGeNU1rBGNL9tXlHiNg+cTuCntYtY/8Y3zFjxN10atCDUL4Bb2vfioWlvkZGTja/ntfP5yxW9tkzCZ0IIztoE8VYbp20qJ20qKZdtVJG3UHFh3yCBXdStQK4qSFKFI+57+UyMAEWhlk5DDa2GaJ2GSK0GjRR3KeRXQ006Z/fEq5mI52H97zcUrQ5tVEOsHHG1OYBdMJ76/kP+2LKKReM/KnBN7pLQKa4ZB8+ccCo7dPYEUcElG5wUQvDot+/x9l2P4uPhhU1Vsdjsa/Dk/d+mujhcpShoageXeMNlqxDEW1UOWGzss1jJFJeScK/8tpRkWlxB56QKQZrFxh6LDQF4K9BQr6OBXksdnQZ9NRV1KeSFIHKy7DFxc261FPE8LP/Ow3DrfSgBXojUbFebw5MzPuDndYv59ck38fHwcixF6+/l49iw+GxqEolpyRxJPAXA7pNH8fXwonZwOEE+9jDCwMlPMqhtNx7uZx+AfOy62+j12iO888dMbunQi01H9vHtsj/55P6xjr6TM9M5kZTImZQLABw8cxyAcP+gfFu6fbf8L0L8Arjh4nK+neKaMmn+d2w4vIdFOzbYd0kqQm57uSIE2lrF21VKCMFJm8omk5V9FhsWnBd4rohvyuV9ZAnYZrayxWxFBzTUa2ln1BGl1ZT/ev2VCLnWSgEImw3z3OmI0wnVWsQBew65wQNtu1uwHTzn8ji55z3dCyz/atQ4x45Eb8z7lknzp1+1ToOnhnFPt+uc4tl/b1vLK798yeHEU8SERvD4dbdzf6+bHMdnrlzI6GmT87X74pCRTu0kpiXTfcL/WPbKZ9QIDHGUvzl/Op8umkOoXwDTRo+nXd3Gxbv4skZRMA7rhFKE5WvNQrDLbGODycK5i2EPVy4+URh5doVoFDoYdTQ36DBWA0GXQl4A5qV/ou7Y6GozKg+KBoJqg6aBqy2RlBUKaCICMfRpetVqOapgjcnCRpMVcwWZVpbogbZGHd2Meryq8A5IMrRyBbYDO6WIX4lQIfk4hNUDVW4+UCUQoK0TWuhhixBsNFlZmWvBjMsfxEqMBVhvsrLZZKWbh56ORh2GKuihSyG/DJGViWVJ8SaBVBuEgPRD4NPQ1ZZIygK9Fk10fiFXhWCb2cbSXDNZ7qreVyCwC/qyXAvrTBZ6eehpY9ChrUKCLoX8IkIILEt+t+eKSwrGdAa84+yhFon7ooC2fiSK1vl9PG9TmZ9t4rStiij4FQggR8DfORa2mKwM9TYSrq0an+WqcRVlgHpwN+qR/XJw82qoFjCdxn0ftCWAPaxSP8LxUhWCNbkWPs/I5WwVFfErOacKvszIZUWupVKtJVRSpEcOCKsFy4qFrjbDPcg+AR61XG2FpKRcHOTU+HoCcMGmMq8Ke+GFkTc5aVmuhb1m9/fO3dfyMsS2cxNkZbjaDPfAlgGWNKRX7qYI0DawT6Lab7HyRTXywgvjnCr4KiOX3eZCNk13A6q9kAtTLtb1y1xthnuRdQi32UhDcgkFlCBvlBoBrMy1MDvLjJXKmQ9ekQjABszJNrMkx4zqhqGWai/ktm3r5ABncbEkgzkJ6ZW7GQJE61jm5FhYmmtxtTWVklUmK7OzTJjcTMyrtZALmxXr9vVygLMkSK/cvVAgp1YQ33kZ2Sf3YL0qh6wq0zJyyVDdRxeqtZCrh/dBjuvXD3FLrOlgSkR65e5BpkHHrBYxnFOFfMeugQCSVcE3mbmkqe4ReKrWQm7dvr5S7UfpdmQdkjruBmR66JjVvTHJiiLfriKiAumq4JsMk1uIebUVcjXlAuL0cRlWKQ22bMiJd7UVkquQrdfyY8cGpBn1UsSLiQpkCsF3maZKH2apvkJ+eJ/0xsuCrKOgmGW4vBJi0SjM7hhHirdRingJyfPMZ2TmkluJnb5qK+S2w3ulN14m2CBlmwyxVDIEsKBlDOf9PBHSYSkVKpCkCuZmmSptamK1FHKRnYU4e9LVZlQdLGloIoyutkJyGevrRrC/RpAU8TJCYM9mWVZJ0zarpZCr8QddbULVQtEgzMdRfD1kiKUScCjMnxUNy2YLPIkzq0zWSjkDtHoK+dmToKmWl14+CBVxJgF990Zy3MHFJHsb+aN1HVebUaWZn20m0Va5MlmqpZqpZ06CG6QUuRXpqSheOvRd5XrlrkIF/moZg1WjkT+o5YgKzMsyVapVE6udkAvVhriQ6GozqiTqudNoo0LQNY9ytSnVks2xYZwO8EZU4S3NKgMCSFQFq02VJ8RS/YQ8+TyocopymaMoiMTTAGibRaGpHSzj5RVIsreRFQ1rSk+8AlmRa+FsJQmxVD8hT0txtQlVE0VBpKde/KeCvksDFH8vKeYVQF5IRZUiXqEIYH4lCbFUu40lRFZmmbc56qc/mLVpZ77yfg1i+eOhu8q8v0qJKhCXremu6LQY+jTD/O8ORFauzDMvR3bXCuZ0oI+rzah25IVYtpittDfqXWpLNRTyDHvGShkPdvZvWJcv77jJqcyoK9mO80IIbKpA51Y7lghERppTieJpwNC/OaZ/d0C2SYp5OWDVKKxsWtvVZlRrluVaaGHQYXThE5E7KUXZkFk+OwEZdFoi/Hyc/gK9PElITsXz6TfYceqso25qTi6eT7/BysPxAKw8HI/n02/w777DdH7/a/yfm8zaY8cxWa08Pe9fol55n4DnJtP74+lsPn7a0U7eeQv3HqLdu18R8Nxkun/4HXvOnHOybc3R4/T5eAaBz71Fvdc+4ul5/5JlMpf5PRCZ6fnKFC8jxv4tULyMMsxSDuzoFEdmCR0GSdmQK2C9iwc+q52QC1MOVNIFcF7+aymv39Cb7c//j6aR4Yz/cwm/7dzPtDsHse7pB6kbEsSgL38kOSvH6bzxfy7hrUF9Wf3kA4T6eHHLNz9jsdkHdI9eSObmr35icPOGbHp2NDPvGcq6Yyd4at4/ZX8BhWzQoXgbMQxoieIjJwyVJdbWsaySIRWXI4DVuRayXKgr1U7IESrl8Yy/cO8hQl542+nvncWri9XGywN70KdBLLEhQRh1Wqat3cKbN/VhQKN6NIoI5bNhN+Ch1zN9w3an88b370afBrE0rRHGtDsHcS4ji993HQDg3SVruaN1Ux7r0YF6oUF0qlOb94b054fNu8i1lLEXcZVwleJlsIt5iF/Z9lndUOx/uk712VgnFLm3VeXACqwyuW76frWLkZfXQlk96sUw9ZaBTmWBXp5kmIr+VWtdK9Lx76NJKVhsKp3qXNqxXq/V0jaqBgfOXXA6r0PMpTpB3p7EhQVzINFeZ+fpRHafPsfsrbsddQSgCkF8cioNw0OKbN+1ufq9VTz0GPo2w7LpCOrhs1etKykABTDoMPRsgi3Elw1pOXLYoZIggM0mKz099Hi4IFZe/YRcKZ+HEC+DnrqhQfnKM832WPTlvx95YY8r8TYaytyuLJOZBzq1Zky3dvmO1Q70L9vOinBvFa0GQ8f6WIO8sW46IgdAi4Hi742hVxMUbyM7zVbpjVcyrMBOF2WwVL/Qik5XoZMmQr29ADibfintceepa88sjQ0OxKDVsu7YpVUaLTYbW06czudFb0w45fh3SnYOh84n0+BinZa1ItifeJ66oUH5/gxlPUimLXp7urga6Ps0A71Wxs2LgCYqBMN1LVC87atMbjBZ5G2rhGwwWREuyCuvdh654u1rF/Iyvtlmq81JrAF0Gg0hPl60j67Je0vXEBMcwPmMLCYsXH7N9ryNBkZ1bsP4P5cQ5OVJ7UA/3l+2jhyzhZEdWjrVnbxoFcFenoT5ejPh7+UEe3syqGkDAJ7p3ZkeH33Hk3P/4b6OLfE2GNiXeJ4lB47x4S3XldXlA6B4FW/gTRsRgOamNljWH0I9LSdq5UMBNBp0beuirReOctEBOW1VOWOTjzKVkSRVkGBTiangTKLqKeTl8Iu5aP8R6kz40KksLiyYHS88zJd33MT/fv6Lzu9/TVxYMJNu7MONX/54zTbfuLE3qhA88OPvZJhMtK4dyR8P3UWgl6dTvddv6M3Y3xZx+HwyzWuGM/eB2x3edrMa4SwaM4IJfy+j7yffI4QgNjiQW1s1LrNrd+Bb/FCN4mVE36sJtqPnsG46DDZVhlsuooQHYOhUH8Xbw6l8k8mCBvuMTknlQgNsMlkrXMgV4YrnABdi278Ty8JfXW1GmbDycDwDPpvFmUljCfD0uPYJ5YmiQduoBfoBQ0vchMg2Se+8EC88D5sQvJ2WQ9nPApCUFVrgBX9P9BUYwq1+HrmPr6tNqJooQCnvbZ53rh47j2XbMcipRnKlAMIeC9e3rpPPC8/juFWVIl7JsQFHrSoN9BXnlVc/IQ8Od7UJVRNVRRNS+nurKAra2DA00SHYDp7BujMBLFV4tcqLAq6EB6BvXQdN0NXHGQ5YbTKsUsnRAActtgoV8moXWgHInfYuFDCdXFI6DCOfRBMYXKZtCrMV676T2Paesk84qiqf1jwBD/JG1zoWbUTANU8RQvBhei5p1e8r63Z4KTDWzxNNBYVXqp1HDqCJqIV6ZF+5TQ6qluj1KAGBZd6sYtChbxGDLq4GtkNnsB48A7kWhxC6HXkhlMhAtHE10NQMzBcHL4zzqpAi7iZkCzhtU6lVQYOe1VPIw2vYhbyUrD6SwAfL1rP15BnOpmfy8323MahZA8dxIQSv/7OC79ZvJzUnl051ajH11uupV8DEoTwavP4xx1PS8pU/1KUNH14xc1QIweBps1m0/4hT38lZOYz66Q9WHI6nXmgQX9x+Ey1rRTjOe3LuQmKCA3myZ8fS3gIHSlgNlHKabAX2lRR1zaPRNo1CPZmE9cBpRGKaewm6Xou2fiTa+hFofD2vXf8KEqxVOMRUxVCABKsU8nJFE1UX1iwudTtZZgvNaoQxon0L7pg+J9/xKUvX8dmqTUy7axAxQQG8tnAFN335I9ue/x8e+oJv/eqn7sd22eI7e8+e44YvfmRoi0b56n68cmOBk0LeXryaDJOJdU8/yFdrtzDmlwWsefoBADbEn2RTwmmmDBlQsosuCEVBG12v7Nq7WlcaBW1UCNqoENS0bGyHz2I7fgGyTJVL1PPmKmgUNOEBaOuEookORSnF0sSnbaqMj7sRpytw96BqKeRKeA3w8ILc7FK1M6BRPQY0KljAhBB8unIjz/fryk0XJ+d8fdcgol/9gD92H2BYqyYFnhfq4+30+r0la4kNDqRb3Win8h2nzvLR8vWseeqBfPnrBxIvcFurJtQPC+aBTq35dv02wD4z9PE5C/ns9hvQasrQexYCTd2K33RZ4++Fpk0sutZ1EOk5qCeTsJ1IQly4uFRxOUz8KpTLf0T0WjS1g9HWCkYTGYhSRoNeJ62qFHE3QWB/vyqK6inkigZtvUbY9m4r8w0m8ohPTuVsRia94+o4yvw9PWgXVZMN8ScLFfLLMVttzN66i8d7dHCKo2abLYyc9Rsf3nIdEX75sxya1Qhn+aF47uvQiv/2H6FpZBgA7y9dR7e60bSpXaMMrvAyvH1dmg2kKAqKvxcafy90TWojcs2oZ9NQkzJQkzIQyZmQ96XKu48lFHiR14YQl56GvI1oQvzQBPugCfVDCfZFKeMNkC1CcKGSLr8sKZg0IcgVokIW0aqWQg6giW2IbfeWcms/b7p+mK+zhx3m601iRlaR2vhj9wFSc3IZ3q6FU/lzvy2iY0wth6d/JWP7dObxOQtp/OYnRAcG8MXtN3L4fDKzNu9k+eMjeezXv1l84Cita0fy2bAb8C/NZCKNBm39JkUesKsIFA8D2phQtDGhgP3pSGTkIpIzUNOyIceCyDYhskyIXDNcY1MAgYJAj0CPigEh9AgM2PBCxQtytWgzFPRGLTqDBp1WoA2gTMU80aZWmqiRpOicsarUqYA0xOor5NH1wOgBplxXm1IoMzZsZ0DDetTwvzTR5q/dB1l+OJ71z4wq9Dx/Tw9m3DPEqey6z2by5k19mL1lN8eSUtg57mEe+WUBby5axds39yu5kaqKtmHzkp9fASiKguLnCX6eXP6VsmWp5B6yknvQgjDbUBCgiDy3+6Jwaux/V/uhUsGWIrClWh3hFcUIHvV1eNTXofUqfRjrnFxbxe1QgERVpQ5SyMsNRadD27wdts2ryyWOmhfyOJeRRaTfJSE+l5FF85rXDkMkJKey9OAxZt93q1P58kPxHE1KIeLFd53K75w+hy6xtVk0ZkS+tr7fuB1/Tw9uatqA27/7lZuaNUCv1TK0RSNe/2dFSS7vIgpKaDhKRK1rV60kCCGwnFXJOWDBckq9GNtWQNFd8nhL6khf9jESJsjZYyVntxVDLQ0ecXr0EZoSP7lkCCEHOt0MBciooHBY9VvG9jK0zdqV22BYTFAAEb4+LDsU7yhLzzWx6fgpp40gCmPmxh2E+XgzsFF9p/KxfTqzaexoNjwzyvEH8M7N/fjqis2fAc5nZvHmolW8fzFLRVUFlouj6Rab6pQhU3wE2pYdK1VYpTCEKsg5aCHl91zSl5qwnL4oieX5PbvYtvmUSvpSEyl/5JJz0IIowT2vKEG4Gh82b8T6zz+5ap2Jgd7sX/Bnuduy/ceZvBXtPNazZfq3fNAkjolBPqz//BOWvzWJL7qVLsU29XgCEwO9ObtrR7HPFVTc+1ZtPXIAjX8gmpg41IRDJRL0TJOZIxeSHa/jk1PZceosgV6eRAX6M6Z7e97+bzX1QoKICQpg4j/LifTzdSwxCzDw81kMatqAhy/b+EFVBd9v2sHd7ZqjuyJdLW9j5yupHehPTHD+CTnP/raIJ3p0pGaAfYu1jnVq8dPmXfRtEMu367Y67UBUbPQGtA2alfz8CsKarpK51ow16TJ/tiJ18WJfaqYga5MF0zEbvp0MaP2K7kdlqCXPWJl+43VENGvGdZOdn+K2/ziTf8Y9zwsJpws505lRS1di8PK+dsUy5sPmjej48Bg6Pvyoo6zJkFup3+9SCq0pPZ2/n3uaAW+8RaNBN+Ph549QVdqP/l+F25uHwP4kVRFUayEH0HXogTn+YInO3XriNAM+m+V4/fzv/wEwvF1zpt05iGd6dyLbbObRXxeQmpNL5zq1+WP0nU455EcvpJCU5ZwGufTQUU6kpHNve+dBzuLy3/4jHLmQwrd3DXaUPdy1HVtPnKH7h9/SNqoG4/t3L2HrCrq2XVH0Zb+rUVkhVEHOASvZ2y2VJ78csCappCzIxbulHo8GuiINiqZVAo/cOyTU1SY40Ht6ove8NKkq7eQJVIuF+gOuwzfi0paJBly7OXVFvW/Vcq2VKzH/Pgv12KGLGzNLioSHJ8YHnkExGF1tSYEU6IVXQnQhmiJ55++lZZNZwm9qUTzy3x4ZTW5aGlEdO7Hu06nYzBaaDL2V6ya/g1Zv37rsSs846chh/njsEU5t3UxgTB2um/wOs4YO4vZZs2l4gz3Ml3byJIteHseRpUtQNBqiO3XmurfeJSDKPi/iWv1Ov/E6EtascrL71ZQsJ9u3/ziT38c4e95P7NjL9h9nsX/Bn/xv1XpH+dbvp7Pu06mkJMQTEBVNh9EP0+7B0Y7jp7Zs5q+nHuP8wQOENWpMt2ee45d77uShlWuJaFZ8x8oAjA/wKvZ5xaXae+QAui79MB894Goz3Apdp96VVsRzj1jJ3GiuVF54YeR55z4dDHjEFv51tFTAtcSvWolPeAT3/rGQ5KNHmfPACCKaNafNvfflqytUlV/uuRPvsDAe/G85pvR0/hn/nFMdm8XCrFtvpla79tz39yI0Oh2r3nubWbcO5uHVG9AaDNfs9/aZP/JF1460Hnk/bUaMLNDuJkNuxa9mLWYOvpEHl6zEv2ZNvAp4etj5y2yWTX6d6995n4jmLTi7cwd/PvEoem8vWt45HHNmJj/ecQt1e/ZmyJffkJqQwD/jni3VPa2oRRWq9WBnHpqQcDSNW1XoXp5ui6KArz/aZm1dbUmB5OyzkLnebE/vcAMhRwAqZK4zk7PfUmi1iniu8AgI4Pp33yckrgFx1w2kfv/rOLZieYF1jy5fyoVDBxny+ddENGtOdJeu9Hl5glOdPfPmIFSVQVM/I7xJU0IbNOTmT78k7eQJ4levLFK/noFBKFotRh8ffMIj8AmP4Er0np54BdnXL/IOCcEnPAJNAfvHLn9rEv1fn0yjm24mMDqGRjfdTMdHHmXLd98CsGvOLwhVMOjjzwlr1Ji46wbS+bEni38jL6OingelR34RffcBmI7uh9wcV5tSuRECff8hKNrK9dERQpC9y0LOrqtP7qnMZG2xICzg1Sz/LuwV8ZsU1rCRkwD6hIdzbu+eAuueP3gAv5q18I28FI+u1a6DU52zu3eRfPQIk2s7p9tac3NJPnaMuiXot6SYs7JIOXaUPx5/hD+fvDRoqlqtePj5Xbym/YQ3aYLO49IEuVrt2peq34ryJSrXt9GFKJ7e6PvejOWv2a42pfKiKGiatkUbVffadSuYnD1WtxbxPLJ3WkADXk2cxbw0j85GX19M6fnX389NS3OIGIBG79ynoiglSpXMw5yVRY2WrRj61bf5jnkFh5RbvwXbYp9pfdOHn1CrbTunY0oB3ntZUVHP+FLIL0Nbvwm2uKaoh/bItcqvRFHA2xd99zJcNbGMyDloIXtH4WEJdyN7uwWNQcGj/qWvZ2mEPLhefY4uW5Kv/MyO7QTXK9mqlaFxDUg/dZKMs2ccWSInN290qhPZoiV75s/FOyQU42U/GMVFazCg2koXbfYJC8c3MpKUhHiaD7ujwDqhcQ3Z+fNsrLm5Dq/85OZNpeq3omLXMkZ+BfreN4G3r4yXF4Bh4G2VboDTfMpG1qaqI+J5ZG40Yz59Sbx0pfg4tntgFElHDrPw+bEk7t7FhUMHWffpVHbP/ZVOYx4vUZuxPXsTXK8+vz0ymrO7dpKwdg1L35joVKf5bbfjFRzM7LtvJ2HtGlIS4olfvZKFz48l/dSpIvcVEBXF8bVrSD99muykCyWyF6DnCy+x+oP32PDlZyQdPkTint1s++F71n06FYBmtw5DURT+fGIM5/fv49Cif1j3yUcl7g8qzlOWQn4FiqcXhsHDQVNx++25A7peN6KpFeNqM5xQTYKMdSZXm1FuZKwzoZrtT4a+pXAsAmPqMHLBIi4cOsD3Q27k67492fPbPG6bPot6ffuXqE1Fo+H2mT9hzcnl6749+POJMfR+6VWnOnovL+5b8C/+tWrxy4i7+LRDa/547BGsplyMvkXfqLvXuJdJPZ7A1NZNebde9LVPKITWI0Yy6KNP2f7DTD7v0p7pN17Hjh9/ICA6BgCDjw93/vQriXv38GWPzix9YyJ9J7xe4v4AfMp4FczCkHnkhWA7tEfGyy+iad4OQ59BrjYjHxlrTZjibe6RnVISFDDGavHtaOSnzFwOVOD61pKyoY5Ow70+pVhdtIhIj7wQtPWboOvU29VmuBZFQakZg77nDa62JB/mUzZMx6qwiAMIMB2xYT5tw1ejkV9WN0MB/CooRCs/G1dB26En2tadXW2Ga1AUlLAaGAYPL9dR/ZJQ1UMqV5KxzoRPVf7BqqIoVFxoRQr5VVAUBV3369C26uRqUyqWPBEfem+lG9wEyNpiRphdbUXFIUxgSLDJJWzdDAH4SiGvHCiKgq7HQLTturnalApCQYmsjeHW+1A8ir/Te3ljTVWrfkjlSgT4H61OF1w1EEB4We6NexVkHnkRUBQFfdf+KAHBWBf/AYgqm2euadoKfe+bKt3MzTxyD1mdNzquJgRnXty8yAVZsQlrVrP24w85vWMbmWfPOi2KBfY1yAui78Q36PL4UwUe2/TNNDZ/O43UE8cB++zO7s++4LQ07Z9PPsaxFcvIOHsGg7cPtdt3oO+E1wmJsy8DnZOSzG8Pj+bY6pUEx9Zl0CefE9m8peP8BWOfIjAmhs6PPlHaW1BiInUVI+TSIy8GuqZtMNx2v32LOKUK3TpFAUVB1+sG9H0HV1oRVy2C3CPWaifiADobBGa6pm9zdhbhTZtx/bsfFHj8mf1HnP4GffI5KAqNBw0utE2/GjXp++prjF62mtFLVxHTrQez776dc/v2OurUaNmKmz/5gjEbtjJ87m8IIZg5dJBjctDKKe9gyszkoeVriO7ajT+fuDT1/uSmjZzasslpDfOKJkBRKmTjZZAeebHR1IzGOHwM5r9mI86edLU5pUdRwMML/fXD0EbFutqaq2I6Zq245eQqIREpkOoDagV75fX7DXDylK/kyoWsDvy9gDrduhMYU6fQcxoMvN7pdZ+XJ7D52685uXkTYY0aA9Bm5P2O4wFR0fR+8RW+6NaR1OMJBNWJ5cKBAzQdeivB9erT5t772TrjO8C+6uJfTz/OoKmfFbh4VkWgALUqyBsH6ZGXCMXXH8Pto9D1GAharZt653Y10DRqgXHkE5VexIUQ5B5w/7VUSkNYWuXfszPzXCKHFv1Dq+H3Fvkc1WZj99xfsWRnUbuQRarMWVls+3EmAdEx+Ne072oV3rQZx1atQLVaObJ0MeFNmgKw5qMPiOnajRqtWpf+gkpBDW3F6YL0yEuIotGga90ZTZ0GWP6dizhzwu7dukvs3Msbff8haOvEudqSImE9r2JLd5N7W07UTKLiVmEqITt++gGDjy+Nbrr5mnUT9+zmmwG9sebmYvD24faZPxHasJFTnU1ff8V/E17CkpVFcP047pn/p2Md865PPsOCZ55gaqumBERFM2jqZyQdOcyO2T/wwKKl/PXU4xxZtoQarVpz04ef4OHvXy7XXBACiK5Aj1zO7CwDhBCoh/diXbUIkZZ87RNchaKATo+uQw/7psmVeJu2K8nYYMJ0pJplq1yBAL7vBRnlv+FMoUwM9M432Hk5n7RvRWzP3lz/zpRrtmUzm0k7eYLc9HT2/j6fbTNnMPKvf5zEPDctjawL58k8e5a1n3xExpnT3P/PEqelZi9nxqCBdPjfGNJOHOfgvwu56+d5/PnEGDyDghjwxlslu+gS4K3AWD/PCtuY3B1jApUORVHQ1m+CYeTj6PreDF4+eQdca9jlaLVo23TB+OBYdO26u5WIg90jr84iDnZnvO5ZUCppfCVh7RqSDh2k9T1FC6toDQaCYutSo2Ur+r76GuFNm7L+i8+c6nj4+xNctx7RXboybMYPXDh0kH1//VFge9t++B4P/wAaXn8j8atX0fD6m9Dq9TS+eSgJq1cVeE55oAEa6XUVJuIgQytliqLRomvWFm3jVqhH92Pdvh5xMt4eQ6/g/UCFokERKjbvALLqdyA7piWK0RNNKngYVbw8FDyNoKmgCQulQVhFtQ+r5FEnEbZX0uGMbbNmENmyFRHNmpfofKGq2MyFz9gVQiCEKLBO1oXzrHznLe5buNhe12bDZrWviqlaLaVeBrc4qECcvmIHWaWQlwOKVou2fhO09ZugJp3DtmcrtoO7ISOtXOPoKho0qJgVI6c863PUpzlnjTGQrEAyQP7lXo0GCPJXCA3UEBKoIThAwddbqVBv4lpYU6U3nkdkChgsYM6/iVC5Yc7MJPnYEcfrlIR4zu7agWdAEP61awNguhge6f/65ALb+P7m62l4wyDaj7Zvkrx44ivU79sf/9q1MWVksGvOL8SvXsXwub/b+4g/xu55c6jbuy/ewSGknz7F6g+noPfwLDCD5t9xz9FpzOP41agBQO0OHdn580/U7dWHLdO/pXaHipudrcO+WFZFIoW8nNEEh6Hpfh26bgMQyedRj+7HdvQAIvE02C5mYWg0oBbdYxdc8rjtc2MU0nVBnPKsxynPOM4bayGKmEljMsOZ84KzF2wIYfdavD0hpqaWqEgNESEal3vt1uRKGksAjp9PoM1TjVk6aS3NoluwZu9KBr85kMNfnsLfO6DM+9MIqHca9kVV3OSg09u3MuOmgY7Xi158AYAWd97N4M++AmD3vDkIIWh6y20FtpF87BjZyUmO11kXzjP/4VFkJp7F6OdHeJOmDJ/7O3V79QFAZ/Tg+Lq1bPjiU3JSU/EJDSO6cxfu/3cJ3qFhTm0fXvIfyceOMuTLbxxl7Uf9j9Pbt/F1v57UbN2Gns+PK5ubcQ00QEO9Fn0FO0JysNNFCFVFpFxAJJ5GPXcakZGGyEhFZGZAdla+UIwArDpPshQfsrR+ZOv8SNWHkWSIJFUfhk1TPBft209GsXb5rHzlTVr246mX/nA8OOh1UD9aS8NYLYF+Rfcyli9fTq9evUhJSSEgIKBYtl1JxnoTpqPFH+h8Z+4k3p3/Jr2a9eWX5393OvbJXx8wcfZLdG7Yjd9f+qfEtl0p5GarmZTMZML8w1EUhZ9WzuSlWc9z5KvTJe7jSs77wc/VZcUIN+Q+HyPROhlaqRYoGg1KcBgEh6Ft3NLpmBACbFZUq41jJ23sOyY4n6YBjaZMozJNW/bnvjFfOpXp9MaLNthfW6yw76iNvUdshAcrNKmnI6ampsJCL0IIchPNKKJkX4zwgAjW7FvJ6aRT1Aiu6Sj/ceVMagXXLiszHRh0BsID8u/0Xlpsqg0FBY1GQ2g6hGfAOV+wms2OdDyJ6wnRKERVYP54HjJrpZISf1bD3OUKK3ZoOZeuQyhlK+IAOr0B/8AIpz9vn0DH8UV/fsSrT7fl4buCefahekx563H+Xp7CvP/MnDhjIz4+nptuuonAwEC8vb1p0qQJf//9N/Hx8fTq1QuAwMBAFEVh5MiRAKiqyuTJk6lTpw6enp60aNGCOXPmOPpcvnw5iqKwcOFC2rRpg9FoZO2WNdz8xnWM+34sE396kfoP1aLxmDq8M3fSNa8xxC+Uns36MHv1D46yjQfXk5yRRL+W1+WrP3PZdDo/15pa9wXR6dlWfPvfV07Htx7ZTK8XO1HrviD6vtyVXfE7nI6v2buS0OHepGWlsmbvSh7/6n+kZ6cROtyb0OHeDptNFhOv/jiOZo/VI/qBUAa82oM1e1c62vlp5Uzqjq7BP1sW0OW5NtQcGcjJpBO0frIRU+a/xe+jHuTNqAjHjvD/vfoSH7dtwaQaIXzUsglLJ72GzXJpTGT5W5P4oltHdsz+kQ+bN+KtqEjm3H8vpowMRx2hqqx6/10+atGYSZHBfNG1A3t/n+84rtps/P7Yw47jn7RryfovPnW6/t8eGc3su29n7ccfMqVhLO/E1mbB2KecbKnKdDBWbLZKHtIjr2ScOW9j/Q4ryWmuj3gpioY7759CSFgM5xOP8cO0J5gz60XuGfURi9Za+OK9R/D2sLBy5Uq8vb3Zu3cvPj4+1K5dm7lz53LLLbdw4MAB/Pz88PS0r6Q4efJkZs2axRdffEH9+vVZuXIlw4cPJzQ0lB49ejj6fuGFF3jvvfeIjY1FXWp/Svh51Q88PPAx/pm4nM2HNvDYVw/RPq4jPZv1uep13NV9BBNnv8TTNz8HwI8rvueWzsPy1ZuzZjZvz32dt+59n2bRLdiVsIOnv3kUL6MXd3QfTmZuJndPuYUeTXvz+cPfcPx8Ai/OfLbQftvFdeSN4e/w9tw3WPfuNgC8PeypqS/MeJoDp/bz1ZgZRARG8vfmP7j93cGsmLyRuhH2DZFzTNlM/et9PnjwU4J8ggjxCwXg078/4ulbXqDZivHk5W8YfX0Z/OmX+EZGkrhnD38+OQajjw9dnnjaYU9K/DEO/P0Xd82eQ05qKnPuv4fVH06hz8sTAFj1/nvs+nU2N7z/EcF165GwdjXzHnoAr5AQYrp0Q6gqfjVqctv0WXgGBXFiw3r+euoxfMMjaDLkFkc/8atW4hMewb1/LCT56FHmPDCCiGbNaXPvfVd9n9wdPdDc4BpJlUJeSTBbBJt2Wdh/TK2w9POdWxYyZniIU9n1Q57jhlvsgtfvxscc5SFh0Qy+81VmffU4w0fZN6Q9e/oErTsOJoeGNIrWERt7KS8uKCgIgLCwMEeM3GQy8eabb7J48WI6dbJnEcTGxrJ69Wq+/PJLJyF/7bXX6NevH0IIktbnANC4dlOeHToegLoR9fjmvy9ZuWf5NYW8f6uBPPvd46zdv5oWMa34fcM8/nrlP35c8b1TvbfnTuK1uyZzYzv7rMTosBgOnNrP98u+5Y7uw5m39hdUVfDhg5/jYfCgYa3GnE4+xbPfFby6nkFnwM/LD0VRnMItJy+c4KeVM9n+0QEiAu070I+54UmW7vyPn1bM5KXb7ZsYW2wW3hn5AU2jndP5ujXuwaPXPcGuhjpWmqwIoPvY5x3HA6KiSTr8BLvnzXEScqGq3Pzpl479MpsPu5NjK5cDYDWZWP3Bu9wz/y9qt+8A2Pf6PL5+HVu++4aYLt3Q6vX0GveSo73A6BhObtrInt/mOQm5R0AA17/7PhqtlpC4BtTvfx3HViyv0kKuAO2MOowuyvaSQl4JOH3OxopNFnJy7a8ravi5QdMeDB811ans8tDK3p1L+Xveu5w9fYCc7AxU1YrFnIvJlI3R6EXv6x/hh2mPs2fHYlq16c0j/7uNXt1aFtrf4cOHyc7Opl+/fk7lZrOZVq1aOZW1bdvW/o/LxnwbRzV1qhMeEMGF9PPXvE69Ts+tXe7gpxUzSTh3jLqR9WgS1cypTlZuFvHnjvLk14/w1DeXVsyzqVb8PP0AOHh6P42jmuBhuDSrsG29gtcGuRp7T+zBptroMLaFU7nZaiLQJ9jx2qAz5LMToEWsfQ2RTgYdG8xWcoU9a2Tjl5+THH8Uc1YWqtWab4PjgKhopzKfiAiyztvvX/LRI1iys5k51HnGps1sJrL5JTs3TvuS7T98T9rJk1hyc7CZzfnyxsMaNnJarMonPJxze/cU6d64K3qgq7ECc0KvQAq5CxFCsG2flW37bC5ZYtto9CI8sm6Bxy6cS2Dq5KH07D+KIXdNwNsniMP71jL98/9hs5rB6EX3vvfRtGVfdm75h707F9Ov97s8+8I7vPlawR5qZqZ9HdYFCxZQs2ZNp2NGo/NORN7eF9e4vmwUR3/F8rqKoqAWcaLVXT1GMODVnuw/uZe7uo/IdzzLZLft/Qc+oXXddk7HtJqyzUDIMmWi1WhZ8vpqNFe07e1xaW1vD0PBU7y9jPY5+kaNQk8PPdNWrGbe6Pvp+cJL1OvTF6OfH7vnzWHdJ84/0hpd/vsnLqa9mrOyALjr57n4RdZwqqe9uEvU7rm/8t8r4+n/+mRqtW+P0ceXNVM/5NSWTc796J0Fzd6P60OF5UlXDz1eLkzTlULuIixWwYpNFhJO279Ile1jnnB0K0KoDLv3bTQXdznZvHZuvnpBIbXpOWAUPQeMYu4PLzPz+28YePMjaLX2L7Ptshl1jRs3xmg0cvz4cacwytVQFKVMFopqWKsxDWs1Yu/x3QXGx8P8w4kIjCThXDy3drmjwDbiajTk19WzyTXnOrzyLYc3FVg3D4POgE11nlXYPLoFNtXG+fTzdGrYpWQXpLHfm7YGHW9u3EBA7Si6j33OcTjt4oYNRSW0QUO0RiNpJ04Q06Xg3MbjG9ZTu30H2j042lGWEn+0ZPZXIbwU6Gh0rZRKIXcBmdmCf1ebSct0rXxbLWbSUs46lWm0Onz9QgiLqIvNamHpws9o0fYGDu9fx4pF05zqzv5uLE1bDSA8sj7ZWSkc2L2CyFoNOJSgorFGoigKf/31F9dffz2enp74+voyduxYnnrqKVRVpWvXrqSlpbFmzRr8/Py4995C1ugoI4d43ri/sdoshU7UeW7oS7w4cyy+Xn70ad4Pk9XE9qNbSctK5eHrH2do52G8+etEnv5mDE8MGsvx8wl8+vdHV+2zdkg0WbmZrNy9jCbRzfA0eFE3sj63dr6dR78cxcS7JtMsugVJGRdYuWcZjWs3o3+r/Nk0V6JcvCc6RaFPowYsOHmC3XN/pUbrNhxa9A/7//qzWPfG6OtL50ef4N8XX0AIlaiOnTGlp3F8w3qMvr60vHM4wXXrsnP2jxxe8h+B0THs+PknTm/dSkB0dLH6qmr08tBjcPFMaCnkFUx6psqCFWZyTK5f8Xb39kU8M8p58f+IGnG8MXUHtWOaM+zet1n42xTm/fAK9Rt3Zejdr/PNxw846qqqjR++fpKUpFN4evrRtGU/br/vHQCEvga3DX+Z559/gfvuu48RI0Ywffp0Xn/9dUJDQ5k8eTJHjx4lICCA1q1bM378+ELt1HiVzZfk8rBFQdzTayReRk8+WfAhE396ES+jN41qN+GhAWMA8PHwYdYzvzL228fp/WJn4mo25JU7Xue+j+4qtM32cR0Z2edBRn1yL8mZSTw7ZDzP3fIiU0d/yfu/v82rP47jTPJpgnyDaVuvPf1bDSy0rcu5/J48NnQw/4x5jIXPPYPVbKJ+v+vo/uzzLH/rzSK1lUevF1/BKySE1R9MISX+UTz8/Yls0ZJuT9kzc9qMfICzO3cw5/57URSFprfcRtsHRnF48aJi9VNVUIAIjUJrF2WqONkiZ3ZWHOmZKn8tN5Nrdr2IVwSKAj5eCjf2NODlUXIxzlhnqn4bLl8NBYyxWnw7XhpXSLapfJaRS/XeeqNi0QD/8/UgzAUTgAqyRVIBZGUL/l5ZfUQc7NeZmS1YsMJMrqnkF60L0kgRvxxx8Z5cRpBWQz9P12VNVEd6eegrhYiDFPIKwWoVLFprJju3+oh4HkJARpZgyXozagkzF64ULUnB96SdQUeUViO/1OWMAkRqFDq7eIDzcuR7Xs4IIVi5xUJKmqh2Ip6HEHD2gmD9jpJN09YFyo+pE0rB90SjKAz2MsiBr3JGCwzxNqKtREs9y29IObPzgI1jJ1UZGQD2HVXZf7T4UVxFp6DxqzxfGlej9VNQtAXfjyCthtu8jQUek5QNQ70MlSakkkflsqaKcS5JZfMeOfx0Oeu2W0lNL/764voQTYnyyc8kn+bhz+4n7n+1qX1fMN1faMf2o1uves6cNbPpOb4DUfeH0GRMLI9/9T+SMy6tpb3/5F5GfnQXrZ9sROhwb77455MC22jxeBz1Rtfk5VnPOx07fj6BDmNbkJGdXvwLUkAXcvWvbX29ln4eMl5eHvT00NO4EmSpXIkU8nLCahMs32SpVNt2VgYEsHyTpdjxcmMdXbEHPFOzUrjhtT7otHpmPzuf1W9vYeLdk6+64cOGg+sY88Uo7upxL6ve2sw3j89i29HNPH3ZtP0cUw4xoTG8fPtrhPmH52sjKeMCT309hgl3vcmvz//BnLWzWbRtoeP4c9Of5OXbX8PXy694FwQgwKPOtYWks1FHc722LOZSSbD7EA11GrpXorj45VROq6oAW/dYyciSAZUrEQKSUgW7Dtlo0aDoHz99uAaNj4JajElUU/98nxpBtfj4oUtrrkeHxVz1nM2HNhAVGs3oAY846o/o/QAf//m+o06rum1oVbcNAK///Eq+NhLOxePr5ceQjrcC0KVRDw6e2k//VgOZt/YX9Fq9Y2Gu4qL1VdCFXdv/UhSFm7wMXMjM5YxNyNBeKdAAwRqFId5GNJXUM5MeeTlwIUVl16GK2+zVHdmyx0p6ZtFDLIqi4FkM4Qf4d+vftIxtxf1Th9PokWh6vdiJmcu+u+o5bet34FTSSf7b/g9CCM6lJfLnxt/o2zL/PpGFERtRlxxTDjvjt5OSmcz2o1toHNWU1KwUJs+xL5NbUjwaFH29a72iMNzbgxCNIj3zEqIBAjQK9/p4uGxlw6Ighbwc2LhLhlSKQnHHD4yxumJ9YhPOH2P6kq+JDa/Lz8/9zn19RjH++7HMXpl/i7s8OsR14vNHvmXUJ/dSY2QATcbE4ufpx9v3flDkfgO8A/nkoa949ItR9H+lB8O63kXv5v149cfxPND/IRLOx9PrxU50e6Etf2ycf+0G89BevAfFwEujMNLHgyAp5sVGA/hpFEb6GPFx8b6110KGVsqYU4k2zpyXD7LXQgg4dlLlQpxKSBHTCzUGBWOsFtORos3yVFWVlrGtHet7N49pyb6Te5mx9Bvu6D68wHMOnNrHizOfZezgF+jVvC+JqWeZ+NOLjP3ucT4a9XmRr++GdoO4od0gx+s1+1ax9/huJo+YQvtnmvHlmOmE+4fT/9UedGrQhVD/sKu0BijgEatDoy++oHhrFO738WB6Zi4XVBlmKQp5nvhIHyN+msrv71Z+C90IIQQbd1mlN15EFAU27S5ebrlnfX2RBz3DAyKIq9HQqSyuRgNOJp0o9JyP/niP9nGdePTGp2gS1Yzezfvx9sgP+XHF95xNOVMsW/MwWUw8P/0p3rt/KscSj2BTrXRp1I16NeKoG1GPrUc2X7sRAR71S+53eWsU7vPxIFIrPfNroWDfe/N+Hw+3EHGQQl6mnEpUSa7GE3+KixBw+pzgfHLRY+W6IA2GKG2RUhHbx3Xk8JlDTmVHzh6idkhUoedkm3PQKM5fi9KuR/7+b2/Tu3lfWtRphU21Yb1saV+LzZJvmdt8KGCI1pZ6YpTXRTFvpq/YHd7djQY6DQ/6elT6cMrlSCEvQ/YesUlvvJgoCuwr5iQhn3YGlCKkSf/vusfYcmQjH/z+LkfPHmHu2p+Zuew77u97aT3t139+hTFfPOh4PaDVQBZs/p3vFk8j/twxNhxcx/jvx9K6blvHtmxmq5ldCTvYlbADs9XM2eTT7ErYwdGzR/LZcODUPn7bMJfnb3kZgPo1GqBRNMxaPoNF2/7h8JmDtIptc9XrUAz2ay4L9IrCEC+DzDMvhJ4eeoZ5G12+LG1xkasflhEZWSq//GN2tRluiUYDd91gxGgo+pfHdNxKxqpr3+9F2xbyxs+vcDTxCFGhMTw88DHu6XVp78hHvxzNifPH+f2lfxxl0xZ9zowl33D8fDx+Xv50a9yDV+54g8gg+845x88n0Oapxvn66tywm1M7QghufL0fT9z0jNPytIu2LeT56U9hspoYd+ur3NNr5FWvwbe7AWPtsh/OOmSx8UuWCRtOO+pVOxTs0+5v8TLQqBJO9ikKUsjLiM27Lew8aJNhlRLSvpmOZnHF+xKlrzJhPlGFl7dVwBClxa9r+U25T7apzM82c8JWfaU8Uqsw1MtIaCWbdl8c3NfySoQQgkMJUsRLw+Hjxc+7L2qIxV0py5BKYQRpNdznY2Sgpx4d1UcQFOzX2s9DzygfD7cWcag+71u5kpIuyM51tRXuTXKaICuneL+EGg8Fnw7lK3SuxKeDAY2x/GO1GkWhg1HPI74e1HRzQSsqEVqFh3096OKhr7SzNYtD9XjXypmE06oc5CwDTpwpvldujNLh1arqueXerfXlEhe/Gnne+RAvA75V9PPsrcBNngYerAJe+OW4Z2S/kpFwSoZVSosCxJ9WaRhb/HO9GusRZkFOFVlp0rOpDs9Grvlx0igKLQw6mui1bDZbWZ5rwSTcexhCAQxAdw897Y069FXQ65JCXkosVkFSmjt/zCsHAki8oCKEKPJaIpfj1UIPKuTsc28x92ykw6u5658wdIpCR6OeVgYd60xW1uVaMGEXRXf4tOfZaQA6GHV0NurxdKO88OIihbyUJKW6w8faPbDaIC1TEFCC53pFUfBqpUfRK2TvLNlORK7Gq4UezyZFXxSrIjAqCj099HQx6thrsbHBZOG0TaChcqYs5tkVprHH/ZsatG6XE14SpJCXkgsplfHj7L4kpQgCfEt2rqIoeDXToxgga8tFMa/sv7MXNca7rR7PONd74oWhvxhyaWHQcdqqsslkYY/FhhlcLup5/euBRnot7Y06amo1leoHsbyReeSlZMUmM0dOqDJGXgYoCjSpp6VDGYQWrMkqGWtN2Cp52EsboODb2eiW+5LahOC4VeWA1cY+s420i1+C8hb2y9v3UxQa6bXE6bVE6zToqpF4X470yEtJSrpr11YRQjDzy0fZvH4+2ZkpvPLueqLqtCiw7oO3ejLmuZ9p1X5QgcddjRCQmlE2N1MXpCFgoAc5e6xk765k3vlFrfFqdjGU4qaxW62iUEevpY5eywAPwXlVEG+1ccamctKqOq20mPczVRyBv/IcBQjSKNTSaqih0xCt0xKuUaqV510YUshLSXYxc59LypED63nr5T40bdmfJ8ZfWsN697ZFrFk+k2cn/EtoeB18/EIKbWPKtGN4+QRWhLklJiu77O6nolXwaq7HUEtbqbxzrb/7euGFoSgKYVrFaVNiixAk2lQSbYIMIchQBRmqSpoqyBQCy8VsGBW7aCuATgFfRcFPo+Cn0eCjgK9GQ7hWIVyrqRbx7pIghbwUCCHIraDlVVYtnUGfgQ+zaskMUpNPE3Bx3Y/ziUfxD4igXsNOhZ5rtZjR6Q34B0ZUjLGlIDu37MXW4Z3vt5Kz34LIpWLTLy72pXiAZyM9ng3d1wsvDnpFoZZOSy2pMuWOvMWlINdMhYRVcnMy2bRmDi+/vYa0lETWLJvFDbc8x7efjGLtcvtuNw/e6klwaBRvf36Ad17pT82oxmi1OtavnE3NqCY8O/HffKGV5KSTzPl+PLt3LMZqMRFZsyF3P/gBsXHtOXf2KL9Mf54jhzZiNmURWbMBQ+9+ncbNe5frtZrMoKoCTRkLnaJV8Gqix7ORDvMpG7kHrFgS1fIV9Itt68M1eMTpMNTUVgsBl1Q8UshLgclUMS7d5rVziawZR0TNODp2v5PZ05/l+qHPcsd97xEaHsvKxd/w0lur0Vy2bvba5T/Qc8AoXnhjaYFt5uZk8u4r/QkIqsFjz/+KX0AEx49tQwh7RNKUm0mz1gMYctcEdHoj65b/wMdv3cIbH+0gOLTw9bzLArMFPMppnShFo2CsrcNYW4c1XSX3kJXcw1awgt1tBkQJxfbyHwUdeNTT4Vlfh9av6oRQJJUTKeSlQK2gR/NVS6fTsfudADRt1Z+czx7iwJ5VNGzaHQ9PHzQabb6wSXhkPW67581C29yw+mcy0i/w4lur8fENunhOXcfx2jHNqR3T3PF68J2vsnXjH+zYvIDeAx8uy8vLR3k85diESqqazgVbKklqKim2dLI0OeTEmRB1BQGpfgSk+uOf5kdgij/eWV4oKAgEQrlkUN7+OgqKkyev8VXQh2jQBV36U3TS+5ZUDFLIS0FFhFXOnjpI/OHNjHnuZwC0Wh3tOt/C6qXTadi0e6HnRce2umq7J+J3ElWnhUPEryQ3J5M/fnmDnVv/IS3lLKpqxWzOIelC4duklRVl9QOZpmZw3HqWBMtpzqsp5OVQ5Am0Ay0kB6eSHJx6qciqxT/NF790X3RWHVqbBq3NvjORTWPDplXR6jV4B3oQFhxIhEdwvp2FJJKKQgp5KaiI7fxWLZ2OzWZl7KhLi5AIBHqdkewHCt/Z3ejhddV29QaPqx7/9ftx7N25hNtGTCYsoi56gydfTLkLm7X8R3dLE0bOVLM5YInnqOUkGSKrwDpF2X7YprPlE/eCUFAQVoEuU0uULpI4fQyR2hCZEiepUKSQl4LyXjzNZrOybsWPDLv3LZq06Ot07JN3hrFx9S8lbrtWdDNWL5lOZkZygV754QPr6NzzHlp3uBmwe+gXziXQoEm3EvdZVLTF3FJSCMEp2zn2mo9w0paY3+MuR/L6sWLjmPUUR60n8VW8aWKoSz19FIaqvGC6pNIghbwUeHqUr9e1c8vfZGem0LX3SLy8/Z2OtekwmNVLp9Oh2x0lartDl2H8Pe8dPn1nGEPvfo2AwEiOH9tOQGAkdRt0JCyiLls3/E6LttejKAq/zX7NMRBanmg0oC/ip1IIQYL1DJtNu0kXWY74dUWJeD57LvabIbJYb9rJJtMemhnq0dRQXwq6pFyRQb1SoNcpxfYei8OqJTNo1Lx3PhEHaN1xMPFHtpKbk1GitnV6A0+//Cd+/qFMfXMIrz7dloXz30O5mPly+8h38PYJ4K0Xe/HxW7fQpEVfouq0LM3lFAkPI0UKS5yxnueP7OUszd3gCKG4SsALw4aN7eYD/JL5L3vMh7GJ4q+3LpEUBbnWSin5eWEumdmutqLqEBqoMKh34bmHOWoua3O3k2A7U6EhlLLAW/Gku0cbInWhrjZFUsWQoZVS4uOlkFmG08qrMwrg412wNy6E4Jj1FGtzt2OxJ327lYgDZIkcFuaspqG+Du2MTdEr8usnKRvkJ6mUBAdoOJdkq7Cc8iqNAkH++aN9JmFmdc5WEmxnXGBU2XPAcowT1rP08mxHmDbY1eZIqgAyRl5KggM0UsTLCCEgJMDZI09TM/gjaxnHbWddZFXZI4BskcOC7FUctCS42hxJFUB65KUkNFDmC5clwZetCHjSmsjSnA3YUN0ujHItxMX/rs7dSootjXbGpnJCkaTESCEvJX6+9swVWykTEg7uXc0/v39AwtGtpKWczbduuBCC339+nVWLvyM7O5V6DToxfPRUwiPrlbjNPE6f3M/cWS9xcO8qbDYrNWo15OGxPznWVPl5+nOsWT4Lo9GLW+5+3bFcANjXgVm74kceHze3dDcA8PIAT6P9h3G/+RhrTdtL3aY7sMdyhBQ1g76eHdDJuLmkBEgXoJRoFIWaYRpKO5HPlJtF7Zhm3P3ghwUe/+e3KSz5+zOGj57K+DdXYjR688HrN2Ex55a4TYBzZ4/y9kt9iKgZx7MT/mXClE3ceOs4x8zP7ZsXsGH1Lzz90p/ces8kZnzxCBnpFwDIzkpj/k8TuPvBwmeYFhVFgdqR9tTHPebD1UbE8zhjO8e/OWuxCPfePFriGuTPfxkQXUPD8TOlmyzTrPUAmrUeUOAxIQSLF3zKjbc8T6v2NwFw/2Nf8/SD0Wzb+Aftuw4rdpt5zP/xVZq1HuC0wFZYxKXlAM6c3E+Dxt2IqdeGmHptmP3dc1w4F4+vXwhzZr1Ij/6jymQ1RCEgKlLDHvMRNph2lbo9d0MA52zJLMpZywDPztIzlxQL6ZGXAXmeZHlx4Vw8aalnaXTZWuBe3v7E1m/HkYMbStyuqqrs3PoP4ZH1+eD1m3jq/igmvdCNbRv/cNSpHdOc+KNbycpMIf7IVizmHMIi6nJo3xqOH91G3+vHlOra8tBqIDvoBBtMO8ukPXdEIDhnS2JxzgbUCphFK6k6SCEvAzyNCmFB5TfomZZiz9jwCwhzKvfzDyMtNbHE7WakncOUm8nC396jSct+PPXyn7TqMIjP3r2DA3tWAdC0ZT86druTN17oynefjub+R6dhNHoza9oTDB/9McsXfcWLjzdn8ou9OHVib4nsUBQIqZPKOvP2El9LVUEAp23n2Gja7WpTJG6EfH4rIxrU0XIu2b3im3lrp7RsdyP9b3ocgKg6LThyYAMrFk1zLJB18+0vcfPtLznO++OXSTRq1gutVs9fc99m4pRN7NiykG8+fpBX3llbfDuMOSTHbq5ymSmlYa/lCEEaP+IMMa42ReIGSI+8jIitrS3yYk/FJW/TiPTUc07l6Wnn8A8IL3G7Pr4haLU6atRq5FQeWbNBoeuOnzl1gPUrf2LwHa9yYM9K4hp1wdc/lHadb+H40W3FX/tFY0PTZjM2xb1+BCuCNabtJFqTXG2GxA2QQl5G6LQKDepoS529UhAhYTH4B0Swb9cyR1lOdjpHD22iblyHErer0xuIqduGs6cPOpUnnjlU4ACmEIKZXz7KsJFv4+Hpg6rasNksAI7/q2ox8zDrH0B4ZUpvvAAEgmW5G7EIi6tNkVRypJCXIY1itSXeNSg3J5Pjx3Zw/NgOAM4nxnP82A6Szh9HURT63jCGBXPfZvumvziZsJtvPn6AgMBIp7zw9yYMZOnCz4vUZh4Dbn6KTWvnsPK/b0k8c4SlCz9nx+a/6TVgdD4bVy3+Dl+/EFq2vQGAeg07sX/3Co4c3MB/f31MjVqN8PIOKPpFByajRCeAnFNVKDkil425Ml4uuTpy9cMyZtUWM4cS1GIL+v7dK3lvQv5Uwc49h3P/o9McE4JWLv6W7KxU6jfszN2jPiKiRn1H3ecfbkDnnvc44tnXajOP1Utm8Pf8d0lJPkVEjTgGDXvJkeaYR1pqIm+O6864ScsICKrhKP/z1zdZvOBTfP1Duf/RacTWb1e0C9ZaUTqvAo9cKeRF4DrPLtTQhV27oqRaIoW8jMnKEfzyjwlVZo9dnbh9KNHxUsSLgAJ4Kh7c6t0fnVK+qa4S90SGVsoYb0+FJvW0Up+uhmc2RMmQSlGxL7KVyz7LEVebIqmkSCEvB1o00GE0uNqKyotS95DU8BKw3XQAkyj/za8l7ocU8nLAaFDo1kbu0VggPumIyNOgkRG94mLFyi7zIVebIamESCEvJ6JqaKkbVfrFtKocdQ87NkmWFA8B7DYfJleYXG2KpJIhhbwc6dRCj4cBKeYXUTxyUMISQZHeeElRUTlkOX7tipJqhRTycsRoUOjX2SD9z4sotQueLSopHvvMR5DJZpLLkUJezoQGaejWVsbLUVR0MSdkpkoZkClyOGU7d+2KkmqDFPIKoF6UlmZx1Tv/t16bJCyKzLgoCxQUDpjjXW2GpBIhhbyCaNdUR92o6nm7m9TTooSdk4OcZYRAcNJ2Fqso5f6CkipD9VQWF6AoCt3b6omtVb1ueaNYDe2aaTluPSMXxipDbKictV1wtRmSSkL1UhUXo1EUerTXU7+aeOZN62vp1FLPBTUFM3IFv7JEQeG49YyrzZBUEqqHolQiNIpCt7Z6WjWq2nt6dGyho30zHYqicMJ2VoZVyhiBIEEKueQiUshdgKIotG6so3dHPVpN1ckzVxTQ6+C6rnqa1LOLONg3FZZhlbInR+SSo+a62gxJJUAKuQupU1PLoN4GfDyrhpL7+yjc3NtAzfBLGTpCCJJsqa4zqopzQU11tQmSSoAUchcT5K9haD8DTerZxc/dJF1R7H+tGmkZ3NeAv6/zRypDZGNBbuNWHigoXJA/khLk5suVAp1OoWMLPTE1tazYZCEz233CEP4+9gHckICCfQLpjZcfAsEFW4qrzZBUAqRHXomICNFwa38DHZrrMFTyyaCeRujaWseQvoZCRRwgQ82qEgOdv785mwldnna1GflIF5muNkFSCZA7BFVSzBbB7kNWdh60YatE8z70OmjZUEfjelp02msL9Prcney3HEUt4WDn4Q0HeGvAizTt25In57xUojbKgtzMHKwmKz7Bvi6zoSAM6Bnue6OrzZC4GBlaqaQY9AqtG+tpWl/H4eM29hy2kZ4pUBRKvMFzScjrL8jfvvNRbC0tOl3RPewckVuqjJXVMxfT56GBrJq5hJQzyQRGBpW4rZIghEC1qXj4eIJPhXZdJMxYsAkVrSIfrqszUsgrOQa9QuO6OhrFajl7QXD4uI2EUzZMFspN1PPa9TBCTA0tcTFaQgIVRzphcchSc0os47mZOWyct4ZXVrxLWmIqa39Yyg1jbwVg/6rdvHvDKzw172XmTJjF2YOnqNs+joe+e5qEbUf5efx3pJxJpsWAttz7ySMYvYwAqKrKwg/ms3L6f6QlphJeL5KbnruNtoM7O7X75JyXmP/Gj5zcc5ynf3uFA6t2s23BRiased9h36qZS1j08R+cO3oG70Af2gzqxN1TRgHw7yd/sGbWUs7HJ+Id6EOL69py2+sj7D8IwIXj5/hx7NccWr8Pq9lKSFQYt70+guYD2hT7PuWIXHwUrxLeZUlVQAq5m6AoCpGhCpGhGrq21nE+WXD8jI2TiSop6cKx2bPmoggXRTwVxZ4lo16srNVAUIBCrXANUZFaggNKJt6XU5pNEDbNX0tk/ZpE1K9Jp9t7MPuFb7n+mVucbPp98s/c/d6DGDyNfHHvFL64dwo6g55R3zyFKSuXT+96myVfLuD6p4YC8PeUeaz/eQX3fPAQ4XUjObB2L9NGfYRviD8NujZxtDtnwkyGvXEvoTEReAV4c2DVbifbln39Dz+Pn84tE4bTrF9rctKzOLx+v+O4RlG4650HCIkO53x8IrOe/opfX/6eez54CIAfnpmG1Wzl+YVvYPQycnr/SYw+HiW6TyZhxgcp5NUZKeRuiKIohAUrhAVraNsUVFWQmiG4kGIX9ZxcQeb/27v36KrKO43j33efc3IuITeSkAQIIUAIl0QgoTRcpCACA12CwgwIinQmncrIMDOiq9Y6TLHj0I6truoaptaO2iIdx1qx01qtLTpVsMWiLrkpCHITiXIzlZDkXPf8ERIbY8yFnJzs5Pn8dXL27bdZ4dk77373+9bZ1Nba1Icagtq2G0LemIY77WS/ITlgCPgMGakWWRmGtBSD1cVvJ3W2bRxg+6atVCz9AgAlsydQe1MtB7bvY9TlJU3rXLNuOUUVowG4/IZZPLl+M9/e9Z9kF+YCUH71ZA68tJf5Ny8iHAzzq3ue5Jb/Xc+IzxcDkF2Yy6E/vMWLD/+mWZBffccyxl4xvtXanv7Oz5jz9wuYfdPH7dOF5UVNn2evvqrpc1bBAK5Zt4xH/+kHTUF+7sQZyhZUMHhsQVMdnaWXrURB3gtYlqF/mqF/Ws9rJ+1syLx/8D2OvHaI1f99GwAut4tJi6aybdPzzYI8v6Sg6XPqgDSSAt5moZianc6R1xrmuTx1uIpQbZB7r76z2bEioQhDLits9t3QCcNbre2j09VUV51jzIzSVtd58/928at7t/D+2+9Rd76WWCRGuD5EsDaIN+Bl1qr5bL75Qd584Q1GzxhH+cIK8kuGtv0P8ykU5KIgl7iyOtnDddum54lGotwy8stN39k2eLxuar/78Xcu95/9ChuDy9N83HdjwL7YdhSsaXid/R+fuIP0Tzw09Xib9/f0Blpv5vD4vJ9Z+5ljp7hvyQZmVs5l0brlJGekcHDHW/xo9UaioQgEvExfOZuSWRPY/dxr7HvhDZ65dwtL/20ls1Z98TP3/WmMehH3eQpyiSvLmPY12P+ZaCTK7x/7HUs2fImxV4xrtmzjsn/njz/bTu7IQR2uJW9UPm6vh7Pvnm7WjNJR/hQ/WQUDePN3exg1veVd+dE33sGO2SzZ8CUsqyFkdz71cov1+g/OYkblXGZUzuXJ9Zt56cdbOxXkVi/opy+XRkEucRUwPv5Ex15a2fXrV6mtruHyFbMIpCU3W1a2sIJtm7byV3et7HAt/hQ/c9cs5PHbH8GO2RRNHt30kNKXEmDqdTPbva8FX1vKozf/gNTsNEpnT6C+po5DO/Yza9UXyRmWSzQc4fkHnmH8vIkc3LGfFx9+rtn2j932EKWzy8gZMZDa6hr2v7SHvOKOX5wA/KZzD0ml91CQS1wFjB+D6VA77vZNzzN6xmUtQhygfMFkfv29n3Ni77FO1XPNumWkZKXyzL1bOH30AwJpAQrGDWP+rYs7tJ+p180kHAzx241P89N//jH9MlOYuHAyAPmlhSzd8Nc8+72n2HLnZkZOGcOib1zPQzfe37R9LBrjJ7f8kHMnz+JP8VNy5QSu/dbfdPh8DAafSerwdtK76M1Oiaudwb3sCx26pN4r0jqf8bK83/xElyEJpqckElcB41OIx1FAzSqCglziLM3qWWOT9CYGQ4aVmugypAdQkEtcZVnpiS6h17KxyXKlJ7oM6QEU5BJXPsurXhVxlKkLpaAgl26QbWXErafzgZf3cf+SDawdWUll6iJef/qVZstf+8UO7ll4J/9QcAOVqYs4vvtIm/t8763jbLz+br5aciOVqYv47cZftlhnx+Mvcuvov2XNkBX8z+2PNFt25tgpvj5hNXUf1V7aybVDpu7IBQW5dINcd2bcHneGLgQZXDKU6y+OOvhJwQv1FE0ezV9+c0X791kbJHtoDovXryAtJ73F8vNnP+JHa77PkrtWsvapf2HH4y+y69lXm5ZvXvsgi+9cgT81vgNZZVipeIx6EIv6kUs3yHfn8cfg3rZX7ITSOWWUzilrdfmUZTOAhrvk9iosL2oaAOvJ9Y+2WH76yAf4UwNMWjwNgFHTS6h6+wTj5k3klSe24fK4KF9Q0YGz6DiDocA9MK7HEOfQHbnEXZrVjxTT8uUep8oZnkeoLsixXYepOXeeI6+/w+CxBVz4sIaf3/UY13330/866Eo2NkPceXE/jjiD7silWwz1DGRv6FCvGKkvOaMflQ+s4aEb7ydcF2LKtV+g5MoJPLJ6I1d8ZR6nj33A/dd+i2g4wsLblzZNWtGVfMZLppXW5fsVZ1KQS7cY6h7IntDBRJfRZcquqqDsqo+bTw5s38eJvUdZ/p0vc/v4m7jx4bWk5aRz18zbGDl1DKnZ6V12bINhmHvQJU/6Ib2HmlakW2RZGb325ZVwMMzmtQ9yw32rOHW4ilgkSvG0seQWDSJneB6HX+3aC5iNTbGnsO0Vpc9QkEu3MMYwxtP6ZA1O9vTdT1By5XgKxg8nFo0RjcSalkUjUWLR2Gds3TEGyHFlkuHqnRdF6Rw1rUi3GeYZzCvB3USIdtk+62vqOHX4/aafzxw9xfHdR0jO6EdmfjY1585z7sQZqqvOAQ0zDwGk5aSTlpMBwH995T4yBmayeP31AERCYU7uP3Hxc4QPq85xfPcRvMk+coY3f8B4cv+77NzyMt/Yfg8AeSMHYVmGbZu2kjognaq336OwbESXna8NvfaCKJ2n0Q+lW+2s38vecNc99Gyc9f6TpiyfSeUDa9j+kxd45O/+o8XyBV9bwsKvXwvA3fPXkTlkAJUPrAEauireVrqqxTbF08by1Wf+teln27b59tw7mH/zIsbNm9j0/a5nX2XzrQ8SCUa4Zt0ypq+cfcnn2ShgfCxJnotl9Me0fExBLt2q3g7y05rnuvSuvC+53FdGkaeg7RWlT9FlXbqVz3i5LKk40WU4jgHSTD+Gu4ckuhTpgRTk0u3GJg3Hi2a16Qgb+JyvpGEOVJFPUJBLt/MYN5N8JYkuwzEMhlxXFvmu3ESXIj2UglwSYoR7CINcAzCaAb5NFhbTfeV6AUhapSCXhDDGMM1Xhku/gm36vLeUflZ8R1IUZ9P/IkmYZMvPZN+4RJfRYxkMea4sij1DE12K9HAKckmoEe4hFKknRgsGg894meH7nJpUpE0KckkoYwxTfOMvziKkwGpkMMzxT8ZvaZo8aZuCXBLOZVzM8lfgM0mK8oum+8o1jZu0m4JceoSA5WOOfwpu3H0+zMuTxjDMMzjRZYiDKMilx8h0pfMXgam4cPXZMB+XVMw4r958lY5RkEuPku3qz7zAtIt35n0rzickjaIsaXSiyxAH0qBZ0iOdjVbzm7rfU2+HesX0cG2Z5C2lJKnrhruVvkVBLj1WbayerXV/4EysOtGlxIXB4MJipn8S+W69fi+dpyCXHi1qR3m5/g0ORY4nupQuZTD0M35m+6eQ7kpJdDnicApy6fFs2+bt8DFeCe4mSqxXNLUMd+dT4bsMr9EokHLpFOTiGDWxWrbVv05V9HSiS+kUg8FrPEzzlTHEndf2BiLtpCAXR2m8O98Z3EuIcKLLaReDwcamyF3AJF+J7sKlyynIxZHCdpg9oUPsCR0k1kObWxoDPN+Vy0TvWM18L3GjIBdHq4sF2R06wP7wUaI9ZB7QxgDPc2VR5h1Djisz0SVJL6cgl14hbIc5FH6XN0Pv8Ce7pilMu0vj8dy4KPYMZVRSIWmWeqNI91CQS69i2zYfRM9yLHKSo5GTXLDrMBCXSG8MbxcuBrtyKPDkUeAeiMe443A0kdYpyKXXsm2b6th5jkeqeD96ljPRDwkSAhpC2ACxdkR841ABjXf4Fhb9rVQGuDIZ7M4hz5WFy7jidh4ibVGQS59h2za1dj1nY9VUR89Ta9dTa9dzIVZLnR1s6qNuaOwqmESy8ZNs+fEbHylWgEwrnXQrBctomCLpORTkIiIOp9sKERGHU5CLiDicglxExOEU5CIiDqcgFxFxOAW5iIjDKchFRBxOQS4i4nAKchERh1OQi4g4nIJcRMThFOQiIg6nIBcRcTgFuYiIwynIRUQcTkEuIuJwCnIREYdTkIuIOJyCXETE4RTkIiIOpyAXEXE4BbmIiMMpyEVEHE5BLiLicApyERGH+3/sxLD6LNlYBAAAAABJRU5ErkJggg==", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "bubble_population_byregion = {'Region':sum_population_byregion['Region'], \n", | |
| " 'Population':sum_population_byregion['Population'], \n", | |
| " 'Percentage': Percentage,\n", | |
| " 'color': ['#9CACF7', '#9DF2AE', '#EBA4F5', '#F78E7C', '#F7A3C2', '#7FEFF5', '#F7EB94'] }\n", | |
| "class BubbleChart:\n", | |
| " def __init__(self, area, bubble_spacing=0):\n", | |
| " \"\"\"\n", | |
| " Setup for bubble collapse.\n", | |
| "\n", | |
| " Parameters\n", | |
| " ----------\n", | |
| " area : array-like\n", | |
| " Area of the bubbles.\n", | |
| " bubble_spacing : float, default: 0\n", | |
| " Minimal spacing between bubbles after collapsing.\n", | |
| "\n", | |
| " Notes\n", | |
| " -----\n", | |
| " If \"area\" is sorted, the results might look weird.\n", | |
| " \"\"\"\n", | |
| " area = np.asarray(area)\n", | |
| " r = np.sqrt(area / np.pi)\n", | |
| "\n", | |
| " self.bubble_spacing = bubble_spacing\n", | |
| " self.bubbles = np.ones((len(area), 4))\n", | |
| " self.bubbles[:, 2] = r\n", | |
| " self.bubbles[:, 3] = area\n", | |
| " self.maxstep = 2 * self.bubbles[:, 2].max() + self.bubble_spacing\n", | |
| " self.step_dist = self.maxstep / 2\n", | |
| "\n", | |
| " # calculate initial grid layout for bubbles\n", | |
| " length = np.ceil(np.sqrt(len(self.bubbles)))\n", | |
| " grid = np.arange(length) * self.maxstep\n", | |
| " gx, gy = np.meshgrid(grid, grid)\n", | |
| " self.bubbles[:, 0] = gx.flatten()[:len(self.bubbles)]\n", | |
| " self.bubbles[:, 1] = gy.flatten()[:len(self.bubbles)]\n", | |
| "\n", | |
| " self.com = self.center_of_mass()\n", | |
| "\n", | |
| " def center_of_mass(self):\n", | |
| " return np.average(\n", | |
| " self.bubbles[:, :2], axis=0, weights=self.bubbles[:, 3]\n", | |
| " )\n", | |
| "\n", | |
| " def center_distance(self, bubble, bubbles):\n", | |
| " return np.hypot(bubble[0] - bubbles[:, 0],\n", | |
| " bubble[1] - bubbles[:, 1])\n", | |
| "\n", | |
| " def outline_distance(self, bubble, bubbles):\n", | |
| " center_distance = self.center_distance(bubble, bubbles)\n", | |
| " return center_distance - bubble[2] - \\\n", | |
| " bubbles[:, 2] - self.bubble_spacing\n", | |
| "\n", | |
| " def check_collisions(self, bubble, bubbles):\n", | |
| " distance = self.outline_distance(bubble, bubbles)\n", | |
| " return len(distance[distance < 0])\n", | |
| "\n", | |
| " def collides_with(self, bubble, bubbles):\n", | |
| " distance = self.outline_distance(bubble, bubbles)\n", | |
| " return np.argmin(distance, keepdims=True)\n", | |
| "\n", | |
| " def collapse(self, n_iterations=50):\n", | |
| " \"\"\"\n", | |
| " Move bubbles to the center of mass.\n", | |
| "\n", | |
| " Parameters\n", | |
| " ----------\n", | |
| " n_iterations : int, default: 50\n", | |
| " Number of moves to perform.\n", | |
| " \"\"\"\n", | |
| " for _i in range(n_iterations):\n", | |
| " moves = 0\n", | |
| " for i in range(len(self.bubbles)):\n", | |
| " rest_bub = np.delete(self.bubbles, i, 0)\n", | |
| " # try to move directly towards the center of mass\n", | |
| " # direction vector from bubble to the center of mass\n", | |
| " dir_vec = self.com - self.bubbles[i, :2]\n", | |
| "\n", | |
| " # shorten direction vector to have length of 1\n", | |
| " dir_vec = dir_vec / np.sqrt(dir_vec.dot(dir_vec))\n", | |
| "\n", | |
| " # calculate new bubble position\n", | |
| " new_point = self.bubbles[i, :2] + dir_vec * self.step_dist\n", | |
| " new_bubble = np.append(new_point, self.bubbles[i, 2:4])\n", | |
| "\n", | |
| " # check whether new bubble collides with other bubbles\n", | |
| " if not self.check_collisions(new_bubble, rest_bub):\n", | |
| " self.bubbles[i, :] = new_bubble\n", | |
| " self.com = self.center_of_mass()\n", | |
| " moves += 1\n", | |
| " else:\n", | |
| " # try to move around a bubble that you collide with\n", | |
| " # find colliding bubble\n", | |
| " for colliding in self.collides_with(new_bubble, rest_bub):\n", | |
| " # calculate direction vector\n", | |
| " dir_vec = rest_bub[colliding, :2] - self.bubbles[i, :2]\n", | |
| " dir_vec = dir_vec / np.sqrt(dir_vec.dot(dir_vec))\n", | |
| " # calculate orthogonal vector\n", | |
| " orth = np.array([dir_vec[1], -dir_vec[0]])\n", | |
| " # test which direction to go\n", | |
| " new_point1 = (self.bubbles[i, :2] + orth *\n", | |
| " self.step_dist)\n", | |
| " new_point2 = (self.bubbles[i, :2] - orth *\n", | |
| " self.step_dist)\n", | |
| " dist1 = self.center_distance(\n", | |
| " self.com, np.array([new_point1]))\n", | |
| " dist2 = self.center_distance(\n", | |
| " self.com, np.array([new_point2]))\n", | |
| " new_point = new_point1 if dist1 < dist2 else new_point2\n", | |
| " new_bubble = np.append(new_point, self.bubbles[i, 2:4])\n", | |
| " if not self.check_collisions(new_bubble, rest_bub):\n", | |
| " self.bubbles[i, :] = new_bubble\n", | |
| " self.com = self.center_of_mass()\n", | |
| "\n", | |
| " if moves / len(self.bubbles) < 0.1:\n", | |
| " self.step_dist = self.step_dist / 2\n", | |
| "\n", | |
| " def plot(self, ax, labels, area, colors):\n", | |
| " \"\"\"\n", | |
| " Draw the bubble plot.\n", | |
| "\n", | |
| " Parameters\n", | |
| " ----------\n", | |
| " ax : matplotlib.axes.Axes\n", | |
| " labels : list\n", | |
| " Labels of the bubbles.\n", | |
| " colors : list\n", | |
| " Colors of the bubbles.\n", | |
| " \"\"\"\n", | |
| " for i in range(len(self.bubbles)):\n", | |
| " circ = plt.Circle(\n", | |
| " self.bubbles[i, :2], self.bubbles[i, 2], color=colors[i])\n", | |
| " ax.add_patch(circ)\n", | |
| " ax.text(*self.bubbles[i, :2], labels[i],\n", | |
| " horizontalalignment='center', verticalalignment='center')\n", | |
| " ax.text(self.bubbles[i, 0], self.bubbles[i, 1]-800, str(area[i]) + '%',\n", | |
| " horizontalalignment='center', verticalalignment='center')\n", | |
| "\n", | |
| "bubble_chart = BubbleChart(area=bubble_population_byregion['Population'],\n", | |
| " bubble_spacing=0.1)\n", | |
| "\n", | |
| "bubble_chart.collapse()\n", | |
| "\n", | |
| "fig, ax = plt.subplots(subplot_kw=dict(aspect=\"equal\"))\n", | |
| "bubble_chart.plot(ax, bubble_population_byregion['Region'], bubble_population_byregion['Percentage'], bubble_population_byregion['color'])\n", | |
| "ax.axis(\"off\")\n", | |
| "ax.relim()\n", | |
| "ax.autoscale_view()\n", | |
| "ax.set_title('Population by world region')\n", | |
| "\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 39, | |
| "id": "810a8eae-eeef-43a3-8672-92233144d2b3", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "Mortalrate_Region = pd.merge(mortality_rate,region_country, left_on='Country', right_on='COUNTRY (DISPLAY)', how='outer', indicator=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 40, | |
| "id": "38ce43f5-b027-4c53-adbf-064f0725ebaf", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "Mortalrate_Region = Mortalrate_Region[Mortalrate_Region._merge != 'right_only']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 41, | |
| "id": "bbbf724b-bed3-49eb-9f84-4e4c15d4d79d", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Year</th>\n", | |
| " <th>Country</th>\n", | |
| " <th>Granularity</th>\n", | |
| " <th>Mortality rate attributed to exposure to unsafe WASH services</th>\n", | |
| " <th>WASH deaths</th>\n", | |
| " <th>REGION (DISPLAY)</th>\n", | |
| " <th>COUNTRY (DISPLAY)</th>\n", | |
| " <th>_merge</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>count</th>\n", | |
| " <td>549.0</td>\n", | |
| " <td>549</td>\n", | |
| " <td>549</td>\n", | |
| " <td>549.000000</td>\n", | |
| " <td>183.000000</td>\n", | |
| " <td>549</td>\n", | |
| " <td>549</td>\n", | |
| " <td>549</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>unique</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>183</td>\n", | |
| " <td>3</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>6</td>\n", | |
| " <td>183</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>top</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>Female</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>Europe</td>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>both</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>freq</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>3</td>\n", | |
| " <td>183</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>150</td>\n", | |
| " <td>3</td>\n", | |
| " <td>549</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>mean</th>\n", | |
| " <td>2016.0</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>12.493876</td>\n", | |
| " <td>4756.097706</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>std</th>\n", | |
| " <td>0.0</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>20.830508</td>\n", | |
| " <td>21280.125369</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>min</th>\n", | |
| " <td>2016.0</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0.003960</td>\n", | |
| " <td>0.082290</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25%</th>\n", | |
| " <td>2016.0</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0.192960</td>\n", | |
| " <td>11.163275</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>50%</th>\n", | |
| " <td>2016.0</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>1.288710</td>\n", | |
| " <td>130.983400</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>75%</th>\n", | |
| " <td>2016.0</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>18.054780</td>\n", | |
| " <td>1950.433500</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>max</th>\n", | |
| " <td>2016.0</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>107.048020</td>\n", | |
| " <td>246087.900000</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Year Country Granularity \\\n", | |
| "count 549.0 549 549 \n", | |
| "unique NaN 183 3 \n", | |
| "top NaN Afghanistan Female \n", | |
| "freq NaN 3 183 \n", | |
| "mean 2016.0 NaN NaN \n", | |
| "std 0.0 NaN NaN \n", | |
| "min 2016.0 NaN NaN \n", | |
| "25% 2016.0 NaN NaN \n", | |
| "50% 2016.0 NaN NaN \n", | |
| "75% 2016.0 NaN NaN \n", | |
| "max 2016.0 NaN NaN \n", | |
| "\n", | |
| " Mortality rate attributed to exposure to unsafe WASH services \\\n", | |
| "count 549.000000 \n", | |
| "unique NaN \n", | |
| "top NaN \n", | |
| "freq NaN \n", | |
| "mean 12.493876 \n", | |
| "std 20.830508 \n", | |
| "min 0.003960 \n", | |
| "25% 0.192960 \n", | |
| "50% 1.288710 \n", | |
| "75% 18.054780 \n", | |
| "max 107.048020 \n", | |
| "\n", | |
| " WASH deaths REGION (DISPLAY) COUNTRY (DISPLAY) _merge \n", | |
| "count 183.000000 549 549 549 \n", | |
| "unique NaN 6 183 1 \n", | |
| "top NaN Europe Afghanistan both \n", | |
| "freq NaN 150 3 549 \n", | |
| "mean 4756.097706 NaN NaN NaN \n", | |
| "std 21280.125369 NaN NaN NaN \n", | |
| "min 0.082290 NaN NaN NaN \n", | |
| "25% 11.163275 NaN NaN NaN \n", | |
| "50% 130.983400 NaN NaN NaN \n", | |
| "75% 1950.433500 NaN NaN NaN \n", | |
| "max 246087.900000 NaN NaN NaN " | |
| ] | |
| }, | |
| "execution_count": 41, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "Mortalrate_Region.describe(include='all')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 42, | |
| "id": "7ac10723-9385-41e6-99ce-51aa7641b5de", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "total_mortalrate = Mortalrate_Region[Mortalrate_Region.Granularity == 'Total']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 43, | |
| "id": "fa9ab43f-dc42-4a3e-a015-e036f4f14a7e", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "avg_mortalrate_byyear = total_mortalrate[['REGION (DISPLAY)','Mortality rate attributed to exposure to unsafe WASH services']].groupby('REGION (DISPLAY)')['Mortality rate attributed to exposure to unsafe WASH services'].mean().reset_index().rename(columns={'REGION (DISPLAY)':'Region','Mortality rate attributed to exposure to unsafe WASH services':'Mortality rate'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 44, | |
| "id": "a63978f3-2685-405b-8131-dafea2baa0e4", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "0" | |
| ] | |
| }, | |
| "execution_count": 44, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "avg_mortalrate_byyear['Mortality rate'].argmax()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 45, | |
| "id": "48560ad4-9099-4649-a9b4-fe73457dcb94", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "colors = ['green'] * len(avg_mortalrate_byyear)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 46, | |
| "id": "82096438-52c3-4ace-8e66-c522992908d1", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "colors[avg_mortalrate_byyear['Mortality rate'].argmax()] = 'red'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 47, | |
| "id": "cde29c9e-fee9-4f2e-99c0-4e6facbe907b", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots(figsize=(10,5))\n", | |
| "ax.bar(avg_mortalrate_byyear['Region'], avg_mortalrate_byyear['Mortality rate'], color=colors)\n", | |
| "plt.xticks(rotation=90)\n", | |
| "ax.yaxis.set_major_formatter(mtick.PercentFormatter()) \n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 48, | |
| "id": "59e374ba-dfcc-48a8-82ff-16522b708f23", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Country</th>\n", | |
| " <th>Year</th>\n", | |
| " <th>Political_Stability</th>\n", | |
| " <th>Granularity</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>count</th>\n", | |
| " <td>3526</td>\n", | |
| " <td>3526</td>\n", | |
| " <td>3526.000000</td>\n", | |
| " <td>3526</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>unique</th>\n", | |
| " <td>200</td>\n", | |
| " <td>18</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>top</th>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>2010</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>Total</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>freq</th>\n", | |
| " <td>18</td>\n", | |
| " <td>199</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>3526</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>mean</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>-0.051044</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>std</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0.996039</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>min</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>-3.310000</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>-0.710000</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>50%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0.050000</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>75%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0.797500</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>max</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>1.970000</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Country Year Political_Stability Granularity\n", | |
| "count 3526 3526 3526.000000 3526\n", | |
| "unique 200 18 NaN 1\n", | |
| "top Afghanistan 2010 NaN Total\n", | |
| "freq 18 199 NaN 3526\n", | |
| "mean NaN NaN -0.051044 NaN\n", | |
| "std NaN NaN 0.996039 NaN\n", | |
| "min NaN NaN -3.310000 NaN\n", | |
| "25% NaN NaN -0.710000 NaN\n", | |
| "50% NaN NaN 0.050000 NaN\n", | |
| "75% NaN NaN 0.797500 NaN\n", | |
| "max NaN NaN 1.970000 NaN" | |
| ] | |
| }, | |
| "execution_count": 48, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "politic_stab.describe(include='all')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 49, | |
| "id": "a0868684-5aaf-4a46-a156-767ec1aa5745", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "politic_region = pd.merge(politic_stab, region_country, left_on='Country', right_on='COUNTRY (DISPLAY)', how='outer', indicator=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 50, | |
| "id": "f600647e-edd6-4c38-97e7-71253ad35fe4", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "_merge\n", | |
| "both 3357\n", | |
| "left_only 169\n", | |
| "right_only 4\n", | |
| "Name: count, dtype: int64" | |
| ] | |
| }, | |
| "execution_count": 50, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "politic_region._merge.value_counts()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 51, | |
| "id": "292f07d3-4eb9-45a4-8eed-9e559b7b06d3", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "politic_region = politic_region[politic_region._merge != 'right_only']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 52, | |
| "id": "91a52c0a-7f00-4e1a-8927-7f76927edc62", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "politic_region['REGION (DISPLAY)'] = politic_region['REGION (DISPLAY)'].fillna(value='Unidentified')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 53, | |
| "id": "2651edae-4249-4193-9345-92c5b4e78729", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array(['Eastern Mediterranean', 'Europe', 'Africa', 'Unidentified',\n", | |
| " 'Americas', 'Western Pacific', 'South-East Asia'], dtype=object)" | |
| ] | |
| }, | |
| "execution_count": 53, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "politic_region['REGION (DISPLAY)'].unique()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 54, | |
| "id": "0cb8e834-1b40-4f8c-b1ec-de73501d08d8", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "politic_region = politic_region.drop(columns='_merge')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 55, | |
| "id": "c1a059d7-942f-4579-b674-7766403cc28f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "avg_politicalstab_byyear = politic_region[['Year','REGION (DISPLAY)','Political_Stability']].groupby(['Year','REGION (DISPLAY)'])['Political_Stability'].mean().reset_index()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 56, | |
| "id": "64e5cbaa-87de-4b8f-ab11-d002919e4d71", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Year</th>\n", | |
| " <th>REGION (DISPLAY)</th>\n", | |
| " <th>Political_Stability</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>2000</td>\n", | |
| " <td>Africa</td>\n", | |
| " <td>-0.475870</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>2000</td>\n", | |
| " <td>Americas</td>\n", | |
| " <td>0.180588</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>2000</td>\n", | |
| " <td>Eastern Mediterranean</td>\n", | |
| " <td>-0.376190</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>2000</td>\n", | |
| " <td>Europe</td>\n", | |
| " <td>0.396735</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>2000</td>\n", | |
| " <td>South-East Asia</td>\n", | |
| " <td>-0.536364</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>121</th>\n", | |
| " <td>2018</td>\n", | |
| " <td>Eastern Mediterranean</td>\n", | |
| " <td>-1.183333</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>122</th>\n", | |
| " <td>2018</td>\n", | |
| " <td>Europe</td>\n", | |
| " <td>0.331600</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>123</th>\n", | |
| " <td>2018</td>\n", | |
| " <td>South-East Asia</td>\n", | |
| " <td>-0.383636</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>124</th>\n", | |
| " <td>2018</td>\n", | |
| " <td>Unidentified</td>\n", | |
| " <td>0.541000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>125</th>\n", | |
| " <td>2018</td>\n", | |
| " <td>Western Pacific</td>\n", | |
| " <td>0.699167</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>126 rows × 3 columns</p>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Year REGION (DISPLAY) Political_Stability\n", | |
| "0 2000 Africa -0.475870\n", | |
| "1 2000 Americas 0.180588\n", | |
| "2 2000 Eastern Mediterranean -0.376190\n", | |
| "3 2000 Europe 0.396735\n", | |
| "4 2000 South-East Asia -0.536364\n", | |
| ".. ... ... ...\n", | |
| "121 2018 Eastern Mediterranean -1.183333\n", | |
| "122 2018 Europe 0.331600\n", | |
| "123 2018 South-East Asia -0.383636\n", | |
| "124 2018 Unidentified 0.541000\n", | |
| "125 2018 Western Pacific 0.699167\n", | |
| "\n", | |
| "[126 rows x 3 columns]" | |
| ] | |
| }, | |
| "execution_count": 56, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "avg_politicalstab_byyear" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 57, | |
| "id": "7f79ea47-0cf2-4cfb-8649-16fa49a957f4", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x1bdd2004940>" | |
| ] | |
| }, | |
| "execution_count": 57, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
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", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots(figsize =(10, 5))\n", | |
| "sns.lineplot(data = avg_politicalstab_byyear, x='Year', y='Political_Stability', hue='REGION (DISPLAY)')\n", | |
| "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 57, | |
| "id": "17ae0bbd-2601-4a5e-9f45-8ba07777ea95", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x1bdd2004940>" | |
| ] | |
| }, | |
| "execution_count": 57, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots(figsize =(10, 5))\n", | |
| "sns.lineplot(data = avg_politicalstab_byyear, x='Year', y='Political_Stability', hue='REGION (DISPLAY)')\n", | |
| "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 58, | |
| "id": "4e11f145-f9db-4b68-9ac7-5fe567272b9f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "safe_region = pd.merge(safe_water, region_country, left_on='Country', right_on='COUNTRY (DISPLAY)', how='outer', indicator=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 59, | |
| "id": "ec42b61b-c006-485c-ac27-d79f87016c1a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "_merge\n", | |
| "both 10476\n", | |
| "left_only 0\n", | |
| "right_only 0\n", | |
| "Name: count, dtype: int64" | |
| ] | |
| }, | |
| "execution_count": 59, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "safe_region._merge.value_counts()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 60, | |
| "id": "3b3c6e95-1357-44f2-8671-2c6cf7637b72", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style scoped>\n", | |
| " .dataframe tbody tr th:only-of-type {\n", | |
| " vertical-align: middle;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
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| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Year</th>\n", | |
| " <th>Country</th>\n", | |
| " <th>Granularity</th>\n", | |
| " <th>Population using at least basic drinking-water services (%)</th>\n", | |
| " <th>Population using safely managed drinking-water services (%)</th>\n", | |
| " <th>REGION (DISPLAY)</th>\n", | |
| " <th>COUNTRY (DISPLAY)</th>\n", | |
| " <th>_merge</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>count</th>\n", | |
| " <td>10476</td>\n", | |
| " <td>10476</td>\n", | |
| " <td>10476</td>\n", | |
| " <td>9415.000000</td>\n", | |
| " <td>3286.000000</td>\n", | |
| " <td>10476</td>\n", | |
| " <td>10476</td>\n", | |
| " <td>10476</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>unique</th>\n", | |
| " <td>18</td>\n", | |
| " <td>194</td>\n", | |
| " <td>3</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>6</td>\n", | |
| " <td>194</td>\n", | |
| " <td>1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>top</th>\n", | |
| " <td>2000</td>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>Rural</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>Europe</td>\n", | |
| " <td>Afghanistan</td>\n", | |
| " <td>both</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>freq</th>\n", | |
| " <td>582</td>\n", | |
| " <td>54</td>\n", | |
| " <td>3492</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>2862</td>\n", | |
| " <td>54</td>\n", | |
| " <td>10476</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>mean</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>83.962120</td>\n", | |
| " <td>66.070856</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>std</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>19.968269</td>\n", | |
| " <td>30.383942</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>min</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>4.082620</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>75.928395</td>\n", | |
| " <td>41.895583</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>50%</th>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>93.115400</td>\n", | |
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| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>75%</th>\n", | |
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| " <td>NaN</td>\n", | |
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| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>NaN</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " Year Country Granularity \\\n", | |
| "count 10476 10476 10476 \n", | |
| "unique 18 194 3 \n", | |
| "top 2000 Afghanistan Rural \n", | |
| "freq 582 54 3492 \n", | |
| "mean NaN NaN NaN \n", | |
| "std NaN NaN NaN \n", | |
| "min NaN NaN NaN \n", | |
| "25% NaN NaN NaN \n", | |
| "50% NaN NaN NaN \n", | |
| "75% NaN NaN NaN \n", | |
| "max NaN NaN NaN \n", | |
| "\n", | |
| " Population using at least basic drinking-water services (%) \\\n", | |
| "count 9415.000000 \n", | |
| "unique NaN \n", | |
| "top NaN \n", | |
| "freq NaN \n", | |
| "mean 83.962120 \n", | |
| "std 19.968269 \n", | |
| "min 4.082620 \n", | |
| "25% 75.928395 \n", | |
| "50% 93.115400 \n", | |
| "75% 98.954240 \n", | |
| "max 100.000010 \n", | |
| "\n", | |
| " Population using safely managed drinking-water services (%) \\\n", | |
| "count 3286.000000 \n", | |
| "unique NaN \n", | |
| "top NaN \n", | |
| "freq NaN \n", | |
| "mean 66.070856 \n", | |
| "std 30.383942 \n", | |
| "min 0.000000 \n", | |
| "25% 41.895583 \n", | |
| "50% 73.966655 \n", | |
| "75% 94.776640 \n", | |
| "max 100.000000 \n", | |
| "\n", | |
| " REGION (DISPLAY) COUNTRY (DISPLAY) _merge \n", | |
| "count 10476 10476 10476 \n", | |
| "unique 6 194 1 \n", | |
| "top Europe Afghanistan both \n", | |
| "freq 2862 54 10476 \n", | |
| "mean NaN NaN NaN \n", | |
| "std NaN NaN NaN \n", | |
| "min NaN NaN NaN \n", | |
| "25% NaN NaN NaN \n", | |
| "50% NaN NaN NaN \n", | |
| "75% NaN NaN NaN \n", | |
| "max NaN NaN NaN " | |
| ] | |
| }, | |
| "execution_count": 60, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "safe_region.describe(include='all')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 61, | |
| "id": "9a1f966a-8d7a-474d-8a8a-78005c6c2060", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "avg_safewater_byyear = safe_region[['Year','Granularity','Population using at least basic drinking-water services (%)']].groupby(['Year','Granularity']).mean().reset_index().rename(columns={'Population using at least basic drinking-water services (%)':'Safe water usage %'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 62, | |
| "id": "caf13bd0-0a10-4ea0-ab13-3165e46501cd", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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| |
| "text/plain": [ | |
| "<Figure size 1092.12x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.catplot(\n", | |
| " data=avg_safewater_byyear, kind=\"bar\",\n", | |
| " x=\"Year\", y=\"Safe water usage %\", hue=\"Granularity\", height=5, aspect=2\n", | |
| ")\n", | |
| "plt.show()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 63, | |
| "id": "da4a4afa-2856-4f17-b35c-7ab499315fe7", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "avg_safewater_byregion = safe_region[['Year','REGION (DISPLAY)','Population using at least basic drinking-water services (%)']].groupby(['Year','REGION (DISPLAY)']).mean().reset_index().rename(columns={'REGION (DISPLAY)':'Region','Population using at least basic drinking-water services (%)':'Safe water usage %'})" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 77, | |
| "id": "abea8cad-93f7-41dc-98e2-66898792d27c", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<matplotlib.legend.Legend at 0x1bdd514a1c0>" | |
| ] | |
| }, | |
| "execution_count": 77, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1000x500 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots(figsize =(10, 5))\n", | |
| "sns.lineplot(data = avg_safewater_byregion, x='Year', y='Safe water usage %', hue='Region')\n", | |
| "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 65, | |
| "id": "9eb95535-2da0-445f-9532-f1ce14de9484", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "population_2018 = population[(population.Year == '2017') & (population.Granularity == 'Total')]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 66, | |
| "id": "43c7e547-945a-4b7b-ab17-06f706a4c049", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "population_2018_bycountry = population_2018[['Country','Population']].groupby('Country').sum().reset_index()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 67, | |
| "id": "cae924f0-bb6f-4d38-aa09-246bfa304f9e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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