--- /dev/null
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Makeover Monday, 9 April 2018\n",
+ "\n",
+ "Analysis and visualisation of Arctic sea ice extent for [Makeover Monday](http://www.makeovermonday.co.uk).\n",
+ "\n",
+ "Data from [US National Snow & Ice data centre](https://nsidc.org/) via [Makeover Monday](http://www.makeovermonday.co.uk/data/)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import collections\n",
+ "from datetime import datetime\n",
+ "import matplotlib as mpl\n",
+ "import matplotlib.pyplot as plt\n",
+ "import matplotlib.cm as cm\n",
+ "%matplotlib inline\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import scipy.stats"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Read the dataset\n",
+ "Rename the columns while we're here."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "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>province</th>\n",
+ " <th>district</th>\n",
+ " <th>ruralurban</th>\n",
+ " <th>date</th>\n",
+ " <th>report</th>\n",
+ " <th>cases</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-01-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-01-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>288</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-02-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-02-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>251</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-03-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " country province district ruralurban date \\\n",
+ "0 Zambia Southern Chikankata Rural 2014-01-01 \n",
+ "1 Zambia Southern Chikankata Rural 2014-01-01 \n",
+ "2 Zambia Southern Chikankata Rural 2014-02-01 \n",
+ "3 Zambia Southern Chikankata Rural 2014-02-01 \n",
+ "4 Zambia Southern Chikankata Rural 2014-03-01 \n",
+ "\n",
+ " report cases \n",
+ "0 Health Facility 0 \n",
+ "1 Community Health Worker 288 \n",
+ "2 Health Facility 0 \n",
+ "3 Community Health Worker 251 \n",
+ "4 Health Facility 0 "
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_raw = pd.read_excel('Simulated VisualizeNoMalaria Counts.xlsx').drop('Disclaimer', axis=1)\n",
+ "malaria_raw.columns = ['country', 'province', 'district', 'ruralurban', 'date', 'report', 'cases']\n",
+ "malaria_raw.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Explore the data\n",
+ "Just see how many items there are for each category"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Zambia 3586\n",
+ "Name: country, dtype: int64"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_raw.country.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Southern 3586\n",
+ "Name: province, dtype: int64"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_raw.province.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Monze 400\n",
+ "Choma 400\n",
+ "Kalomo 400\n",
+ "Mazabuka 400\n",
+ "Kazungula 400\n",
+ "Chikankata 200\n",
+ "Pemba 200\n",
+ "Sinazongwe 200\n",
+ "Zimba 200\n",
+ "Namwala 200\n",
+ "Gwembe 200\n",
+ "Siavonga 200\n",
+ "Livingstone 186\n",
+ "Name: district, dtype: int64"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_raw.district.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Rural 2404\n",
+ "Urban 1182\n",
+ "Name: ruralurban, dtype: int64"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_raw.ruralurban.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Health Facility 1793\n",
+ "Community Health Worker 1793\n",
+ "Name: report, dtype: int64"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_raw.report.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Country and province don't mean anything."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "district ruralurban\n",
+ "Chikankata Rural 200\n",
+ "Choma Rural 200\n",
+ " Urban 200\n",
+ "Gwembe Rural 200\n",
+ "Kalomo Rural 200\n",
+ " Urban 200\n",
+ "Kazungula Rural 200\n",
+ " Urban 200\n",
+ "Livingstone Rural 4\n",
+ " Urban 182\n",
+ "Mazabuka Rural 200\n",
+ " Urban 200\n",
+ "Monze Rural 200\n",
+ " Urban 200\n",
+ "Namwala Rural 200\n",
+ "Pemba Rural 200\n",
+ "Siavonga Rural 200\n",
+ "Sinazongwe Rural 200\n",
+ "Zimba Rural 200\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_raw.groupby(['district', 'ruralurban']).size()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Initial plots\n",
+ "Just a quick few plots to see what the data looks like."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fad673c6828>"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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e5e3ATQNc62Hg4X7K1wPrXaivRzS1dw1rvAEgPDSEtLhIbTkopQKCrpDuR3O76xv9OMtKjNJV0kqpgKDBoR9Np20up85wlpUYrcFBKRUQNDj0o7nD9XTdzrKSoqg4dRr7+LtSSvkvDQ79aDrt+kY/zsYnRtPa2X0mcZ9SSvkrDQ69GGNo6bCNuOUAOp1VKeX/NDj00tbZTXePGfZsJXBe66DjDkop/6bBoZeR5FVyOLNdqK51UEr5OQ0OvYwkr5JDenwkIaLdSkop/6fBoZem01bLYQRjDmGhIWQkROkqaaWU39Pg0MtoWg7gWAinLQellH/T4NDLaMYcALKSoqnUAWmllJ/T4NBL02hbDgn2HeF0IZxSyp9pcOhlNGMOYG85tHf1cKqty53VUkopj9Lg0Etzu42I0BCiwkNHdP54a62D7ietlPJnGhx6GUm6bmdZSbrWQSnl/zQ49NLcbhvxYDScbTlUNGlwUEr5Lw0OvTSPsuUwLi6S8FCh/JR2Kyml/Jcre0jnisi7IlIoIvtF5OtW+UMiUiYiu63HtU7nPCAixSJySESudipfaZUVi8j9TuWTRWSbVf6CtZe0VzSdHtlGPw4hIUJWYjRlDRoclFL+y5WWgw34ljFmFrAUuEtEZlmv/coYM896rAewXrsFmA2sBH4nIqHWHtSPAtcAs4Bbna7zU+ta04AG4A43fb5ha263jarlAJCdFE2ZthyUUn5syOBgjKkwxuy0njcDB4DsQU5ZBTxvjOkwxhwDirHvNb0YKDbGHDXGdALPA6tERIDlwMvW+U8Dq0f6gUaraYRbhDrLSY6mtKHNTTVSSinPG9aYg4hMAuYD26yiu0XkYxFZKyLJVlk2cNLptFKrbKDyVOCUMcbWq7y/979TRApEpKCmpmY4VXeZW1oOydFUN3fQYet2U62UUsqzXA4OIhIH/AX4hjGmCXgMmArMAyqAX45JDZ0YYx43xuQbY/LT0tLcfv2u7h7aOrtHNVsJICc5BmN0OqtSyn+5FBxEJBx7YPizMeYVAGNMlTGm2xjTA/wBe7cRQBmQ63R6jlU2UHkdkCQiYb3KPa5llKkzHLKttQ467qCU8leuzFYS4EnggDHmv5zKs5wO+xSwz3q+DrhFRCJFZDKQB3wEbAfyrJlJEdgHrdcZexKid4HPWOevAV4b3ccamTNJ99ww5gDouINSym+58hV5GXA7sFdEdltl38Y+22geYIDjwFcAjDH7ReRFoBD7TKe7jDHdACJyN/AWEAqsNcbst653H/C8iPwI2IU9GHncaNN1O2QmRhEi6HRWpZTfGvKvoDFmCyD9vLR+kHMeBh7up3x9f+cZY45ytlvKaxwth/hRthzCQ0PISoymVIODUspP6QppJ02n7S2HhOjRtRzAPu5QqmMOSik/pcHBSbObxhzAPp1Vu5WUUv5Kg4MTx0Y/7ggOOcnRVDa1Y+vuGfW1lFLK0zQ4OHG0HOJGOSAN9m6l7h5DpWZnVUr5IQ0OTppO24iLDCM0pL/x9+HJSY4B0EFppZRf0uDgZLTpup1lW2sddNxBKeWPNDg4cUfSPYfxSfZNf7TloJTyRxocnLgj6Z5DZFgo6fGRlJ3SVdJKKf+jwcHJaPeP7s2eultbDkop/6PBwclo94/uLTs5RpPvKaX8kgYHJ+7sVgL7dNbyU6fp6TFuu6ZSSnmCBgeLMWbU+0f3lpMcTVe3obq5w23XVEopT9DgYGnv6sHWY0addM9ZtqbuVkr5KQ0OljN7Obgh6Z5DbrJu+qOU8k8aHCzNbkrX7Wx8kqPloMFBKeVfNDhYGh3put04IB0TEUZqbIQGB6WU33Flm9BcEXlXRApFZL+IfN0qTxGRjSJSZP2bbJWLiDwiIsUi8rGILHC61hrr+CIRWeNUvlBE9lrnPGJtTepRY9FyACt1t3YrKaX8jCstBxvwLWPMLGApcJeIzALuBzYZY/KATdbPANdg3zc6D7gTeAzswQR4EFiCfde3Bx0BxTrmy07nrRz9Rxues+m63ddyAMdCOB2QVkr5lyGDgzGmwhiz03reDBwAsoFVwNPWYU8Dq63nq4BnjN1WIElEsoCrgY3GmHpjTAOwEVhpvZZgjNlqjDHAM07X8pgzG/24cREc2Nc6lDWcxv7RlFLKPwxrzEFEJgHzgW1AhjGmwnqpEsiwnmcDJ51OK7XKBisv7afco5qtloM7F8GBPTh02Hqobel063WVUmosuRwcRCQO+AvwDWNMk/Nr1jf+Mf9qLCJ3ikiBiBTU1NS49dpNp7sICxGiw0Pdel3Hvg467qCU8icuBQcRCcceGP5sjHnFKq6yuoSw/q22ysuAXKfTc6yywcpz+invwxjzuDEm3xiTn5aW5krVXeZIneHusXBdCKeU8keuzFYS4EnggDHmv5xeWgc4ZhytAV5zKv+8NWtpKdBodT+9BVwlIsnWQPRVwFvWa00istR6r887XctjiqtbyEqMdvt1ddMfpZQ/cqWDfRlwO7BXRHZbZd8GfgK8KCJ3ACXAzdZr64FrgWKgDfgCgDGmXkR+CGy3jvuBMabeev414CkgGnjTenjM6c5udpQ0sOaiiW6/dkJUOAlRYbrWQSnlV4YMDsaYLcBAfS1X9HO8Ae4a4FprgbX9lBcAc4aqy1jZdqyOzu4ePpHn3q4qhxxN3a2U8jO6QhrYUlRLRFgIiyenjMn1s3Wtg1LKz2hwADYX1bJoUjJRbp6p5JCTrGsdlFL+JeiDQ3VTO4eqmsesSwnsax1aO7tpPN01Zu+hlFLuFPTBYUtxLQAXTxs3Zu+Rk6zZWZVS/iXog8PmolpSYyOYlZUwZu/hWAinwUEp5S+COjgYY9hSXMuyaeMICRm7RLDZSboQTinlX4I6OByqaqamuYOL88auSwkgKSac2IhQnc6qlPIbQR0cNh+2jzd8YoyDg4hY01k1OCil/ENwB4fiWqalx41J2ozecpJjNIWGUspvBG1waO/q5qNjdWM6S8lZdpIuhFNK+Y+gDQ47Shpo7+rhkvM8ExxykqNparfR1K5rHZRSvi9og8PmolrCQ4Ulk1M98n6anVUp5U+CNjhsKa5h/oRkYiPdu/PbQBzTWTU4qJFYt6ecQ5XN3q6GCiJBGRzqWjrYV9bEJWM8S8mZ7ginRmr78Xr+7bldPP7+UW9XRQWRoAwO/zhSB8DFY5hPqbdxcRFEhoXooLQalq7uHr776j4AKhr1i4XynKAMDluKakiMDmdudqLH3lPXOqiRWLvlGIeqmslMiKKysd3b1VFBJOiCgzGGzUW1LJuWSugYpszoz3np8ewvb/Loeyr/VdrQxq/fLmLFrAyuPz+L8kZN+648x5U9pNeKSLWI7HMqe0hEykRkt/W41um1B0SkWEQOicjVTuUrrbJiEbnfqXyyiGyzyl8QkQh3fsDejtS0UtHYzsXTPNel5JA/KZkT9W1UNek3QDW0h9YV2v+9YTZZSdG0d/Vo2nflMa60HJ4CVvZT/itjzDzrsR5ARGYBtwCzrXN+JyKhIhIKPApcA8wCbrWOBfipda1pQANwx2g+0FC2FNUAY58yoz+LJtl3mis43uDx91b+ZcP+St4+UMU3V+SRnRRNVmIUAOWn9IuF8owhg4Mx5n2g3sXrrQKeN8Z0GGOOAcXAYutRbIw5aozpBJ4HVomIAMuBl63znwZWD/MzDMvmolompcaQmxIzlm/Tr1njE4gOD2X7cVdvpwpGrR02Hlq3nxmZ8Xxh2WSAM8GhsknHrJRnjGbM4W4R+djqdkq2yrKBk07HlFplA5WnAqeMMbZe5WOm2xgum54+lm8xoPDQEOZPSNLgoAb1m01FlDe286PVcwgPtf8v6sj/pS0H5SkjDQ6PAVOBeUAF8Eu31WgQInKniBSISEFNTc2IrvHUFxbz4CdnDX3gGMmflMKBiiaaNY0Ge06e4juv7sXW3ePtqviMg5VNPLnlGLcsyiXf6oYESIuPJDREdMaS8pgRBQdjTJUxptsY0wP8AXu3EUAZkOt0aI5VNlB5HZAkImG9ygd638eNMfnGmPy0tJEPKNt7s7xj0aRkegzsOnHKa3XwBbbuHu59eQ9/3naC9w6NLNAHGmMM33l1H4nR4dy3csY5r4WGCBnxkZTrWodBnaxv44dvFNKlXzhGbUTBQUSynH78FOCYybQOuEVEIkVkMpAHfARsB/KsmUkR2Aet1xn7vLx3gc9Y568BXhtJnfzF/AnJhIYIBUHetfTcRyc4XNVCRFgI//vRCW9XxyccrGxmR0kD37gyj+TYvpP2MhN1rcNQHtlUxJNbjrGvrNHbVfF7rkxlfQ74EJguIqUicgfwMxHZKyIfA5cD3wQwxuwHXgQKgb8Bd1ktDBtwN/AWcAB40ToW4D7gHhEpxj4G8aRbP6GPiYsMY1ZWAtuDeMbSqbZOfrnxMBdOSeUrl0zh3UPVunIc2Ftq/4O2bIA08llJ0VRocBhQY1sX6/aUA/ZAq0ZnyKxzxphb+yke8A+4MeZh4OF+ytcD6/spP8rZbqmgkD8pmec+OkGnrYeIsKBbh8iv3y6i6XQX//HJWcRHhfHf7xbzwvaTfOuq6d6umlftLWskLjKMyamx/b6elRDFpgNVGGO82jXqq17acZIOWw9hIaJJCt0g+P4y+YBFk1Jo7+phf3nwNX2Lqpr509YSbl08gZlZCeQkx3DZeWm8sP1k0PcT7ytvZNb4BEIGWLnvWAh3qk0nM/TW02P487YTLJyYzNycRA5UaCaC0dLg4AX5E+0zf4NtMZwxhh+8UUhsRCj3rDjvTPnnlkykurmDTQeqvVg777J193CgomnQfF+OtQ7atdTXP47Ucqy2lduXTmRGZgIHK5s11cgoaXDwgvSEKCamxgTdeod3DlazuaiWr195HqlxkWfKL5ueRlZiVFAPTBfXtNDe1eNicNAZS7396cMSUmIjuGZuJjMy42k83UVVU4e3q+XXNDh4Sf7EFApKGkb07aahtZNrf7PZr4JLp62HH75RyNS0WD5/4cRzXgsLDeGzi3J5/3ANJ+qCc2DaMRg9Z9DgYF8Ipy2Hc1U0nubtA1XcnJ9LZFgoMzLjAThQqV1Lo6HBwUsWT06mvrWTIzWtwz53Q2ElhRVN/ObtojGo2dh46oNjHK9r47vXzzqz6tfZZxflEiLw3PbgbD3sK2skNiKUKeP6H4yGswvhtOVwrue2ncAAn1syAYAZmQkAOig9ShocvCT/TBK+4X/731hYBcCW4loO+sG3o5rmDn67qZjLp6dx+QCpS7ISo1k+I4OXCk7SaQu+gem9ZYMPRsPZhXDacjir09bDc9tPcvn09DP50hJjwslKjOKgDkqPigYHL5kyLpaU2Ihhr3do67SxuaiW1fPGExUewpObj41RDUenu8ewo6SBX7x1iM8+/iGnu7r57vWDpy353NIJ1LZ0ngl+wcLW3UNhRdOgXUoOWUnRVGh+pTM2FFZS09zB7UvP7aqckRnv12sdmtu7qG/t9GodhlznoMaGiJA/MZmCkuG1HDYX1dJh6+Gm/FxiI8N4qaCUf185g7T4yKFPHmPN7V28d6iGdw9W897hGupbOwkNERZOTOZbK6YzNS1u0PMvyUsjOymaP28r4brzswY9NpAcqWkdcjDaITMxikLdMOqMZ7eWkJsSzSXnnZtOZ3pmAluKa/12LdG3X93HibpWXrv7Yq/VQYODFy2alMKGwiqqm9pJT4hy6ZyNhVUkRIWxeHIKmYlR/HnbCZ7dWsI3naaGekNPj+Gm33/IwcpmkmLCuXx6OpfPSOfSvDQSY8JdukZoiHDr4lx+seEwx2pbmTxI/3sgcaR6cCU4jE/UhXAORVXNbD1az30rZ/TZ1XFmVjxd3YajtS1nxiD8yd7SU5SdOk1Xd0+/Y3Se4H8hNYDkT7LWO5S41rXU3WN452A1l89IJzw0hKlpcVwxI51nt5bQ3tU9llUdUkFJAwcrm/ne9bPY8d0V/Oqz87jhgvEuBwaHm/NzCQsRnguiaa17yxqJiQhlyhAtK4DMRF0I5/Ds1hIiQkO4OT+nz2vTrRlL/jgo3d7VzYn6Nrq6DSVenL2nwcGL5mQnEhUewkfHXOta2lHSQH1rJytmZZwpu+PiydS1dvLa7gGT2XrEKztI/agOAAAgAElEQVRLiYkI5dbFuaPamzs9IYorZ9oHpjts3g14nrKvrJFZWQku3bfxuhAOsG+I9JedZVx3ftY5a2YcpoyLIzxUOFDhf8HhWG0rPdYM96Iq79Vfg4MXhYeGMD/X9XGHjYWVhIcKlzr1r144NZWZWQk8ueWY11aEtnd189ePK7hmThYxEaPvqbx1yQQa2rqCIpV3d49hf7lrg9FgH3MAXQj32u5yWjps3NZrINohIszesj7kB7P5eiuubjnzvMjpuadpcPCyRZOSKSxvoqXDNuhxxhg2FlZx4dRxxEed7aoREe64eDKHq1rYXFQ71tXt19sHqmjusPHpBe7ZxO+iqanER4Wx6UDgz1o6WtPC6a5ul8YbAMYn6UI4gHcOVjEpNYYFE5IGPMZfZywVV7cgAunxkRocgln+pBRr85/Bxx2Kq1s4Xtd2TpeSwycvyCItPpIntnhnWusrO8vISoxi6ZRUt1wvPDSES89L452DNfT0BHZ+nL2Owegc14LDuLhIwoJ8IZwx9mnSiyenDDooPyMrgYrGdhr9bHymuLqFCSkxzMlO1G6lYDZ/QhIhwpDrHTZYc/9XzOwbHCLDQvn80om8f7iGwx7+Zapp7uDvh2tYNS97VGMNvV05M4Palo4zfzwD1d6yRqLCQwZdGe0sNETISIgK6pbD0dpWGtq6WDgxedDjHIPS/rBQ1FlxdQvT0uLIS4/jaE2r17bR1eDgZfFR4czMSmD7EIPSGwurOD8n8Uyfc2+fWzqRyLAQ1rqp9WCMcSnt8et7yunuMW7rUnK49Lw0QoSA71pyDEaHDWO6YmZiVFAvhNthfZFaODFl0ONmWlNY/alrydbdw7HaVqZlxJGXEU9ndw8n6r0zY0mDgw+4aGoqHx2vZ+vRun5fr25qZ/fJU/22GhxSYiP49IIcXtlVRl3L6LNRbiis4prfbObF7ScHPe6VXaXMzU7kvIz4Ub+ns+TYCPInprDpYOCm8XYMRrs63uCQmRhFZVMQB4eSBpJiwpmaNnhrKyMhksTocL8KDifq2+js7jnTcgDvDUq7sk3oWhGpFpF9TmUpIrJRRIqsf5OtchGRR0SkWEQ+FpEFTuessY4vEpE1TuULrS1Hi61zg25lz93L85iYGsO/PLuDk/18S3jb2udgxeyBgwPAHRdPsueaccMagXetP8o/eKNwwC08D1c1s6+siU/Nd2+rwWH5zHT2lzcFbP/6sdpW2jq7XZ6p5DA+MYryU6eDdr+CgpJ6Fk5IHnIRoIhYg9L+063kmKk0LT2OaY7g4KVxB1daDk8BK3uV3Q9sMsbkAZusnwGuAfKsx53AY2APJsCDwBLsW4I+6Ago1jFfdjqv93sFvMTocJ5cs4geA196uqDPzKWNhZXkpkQzfYhv59PS48mfmMz6vZWjqo8xhvcP1zB/QhI9xvDvL3/c78DwKzvLCA0Rbpg3flTvN5ArZtiT9L0ToK2HfcMcjHbITIymwxacC+EarEzGCycNPt7gMDMrgcOVzX4zsaHIKTjERoaRnRTtuy0HY8z7QO8O8VXA09bzp4HVTuXPGLutQJKIZAFXAxuNMfXGmAZgI7DSei3BGLPV2L8GPeN0raAyeVwsj/7TAoprWvjG87vP/DK3dtj4x5E6VszMdCldwopZGRRWNA34bd8VR2paKW9s56aFuXz3ull8cKSOZ7eVnHNMd4/h/3aVcdl5aYzrZxGSO0xLj2NCSgzvBOgOcY7B6GkurIx25lgIVx6gLarB7LRm9S2c4FpwmJ4ZT2tnN6UN/nGvjlS3kJkQdWa6el5GHEVVPhocBpBhjKmwnlcCjv6ObMC5k7rUKhusvLSf8qB0cd44vnfdTN4+UMUvNhwC4P3DNXTaevqdwtofx3FvjyKz6fuH7YvPPpE3jlsX53LJeWn8eP1BjtWe3Xti69E6Kpva+ZSbB6KdiQjLZ6SzpbiW052Bt1p6b1kjM4c5GA1nF8JVBuGMpYKSBsJChAtyB17f4GyGn81YKq5pIS/j7JeFvPQ4jtS00O2Fls+oB6Stb/weqbmI3CkiBSJSUFMTmKtn11w0iVsX5/K7947w2u4yNhZWkRQTziIXm9FT0uKYmhbLxlHM8tlcVMOUcbHkpsQgIvzsxvMJDxX+30t7zvyS/mVnKfFRYVw5yCC5O1w5M4MOWw8fHPHOAr+x0tNjKBzBYDScXQhXHoTBYcfxBmZnJxIVHurS8Y6JEv4wKN3TYyiubjkne3FeRjwdtp5+xyLH2kiDQ5XVJYT1r6PdXwbkOh2XY5UNVp7TT3m/jDGPG2PyjTH5aWlpAx3m10SE798wh8WTU7j35Y/ZUFjF8unpw/p2uWJWJluP1o9o8U+HrZutR+vPSYGcmRjF91fNZkdJA09sPkpbp42/7avkurlZLv9POlKLJ6cQGxF6ZlA+UByra6WlwzbswWg4uxCuMsi6lTptPewpPUX+EOsbnMVGhjExNcYvWg4VTe20dXafGYgGvDpjaaTBYR3gmHG0BnjNqfzz1qylpUCj1f30FnCViCRbA9FXAW9ZrzWJyFJrltLnna4VtCLCQvj9bQtJj4+kpcPmcpeSw4pZGXT3GN49NPw/qDuON3C6q5tP5I07p3z1vGyunp3BLzcc5rfvFNPW2c2nF/TNhuluEWEhXHJeGu8crAqo2TmOweg544cfHM4shAuytQ77yxvpsPUMufitt+kZ/pFGwzFTKc8pODgChacXt4JrU1mfAz4EpotIqYjcAfwEWCEiRcCV1s8A64GjQDHwB+BrAMaYeuCHwHbr8QOrDOuYJ6xzjgBvuuej+beU2Aie+sIi7rxkCpfP6H9rzYHMz01iXFzkiHZU+3tRDeGh0icVhojw8KfmEhcVxmPvHSE3JXpY3+BG44qZGVQ1dbA/gDa52VvaSERYyDn9y8ORmRh8q6R3lDgWvw3v925GVgLHa1u9ntZ+KI4pq84th/go+5anxV5oOQyZQtMYc+sAL13Rz7EGuGuA66wF1vZTXgDMGaoewWhaejzfvnbmsM8LCRGunJnO63vK6bB1ExnmetfP+4drWTgxmdjIvr8a4+Ii+c9PzeGrz+7kU/NzBt3v2J0um56GCGw6UD2ibhhftK/cPhg90o1cshKjzrQ+gsWOkgZykqPJcHFjLIeZmfH0GCiqahn2tGFPOlLTQkpsRJ8U5HkZ8RRV+2DLQfmnq2Zn0NrZzYdH+l913Z/q5nYOVDT12XLR2co5WTz35aV89dIp7qimS8bFRTI/N4l3DgZGKo2eHsP+sibmZo98h7Isq+UQSF1tgzHGUFDSMKLWqiPH0gEfH3dw5FTqLS89juLqFo+v1dDgEKAumjqOmIjQYXUtbbFSfl+SN/hg/4VTU92yb8NwXDEzgz2ljVQHQNqIkvo2mjtsI5qp5JBlLYRrCJKFcKUNp6lp7mDhpMHzKfVnYmosUeEhHPThjX+MMRRVtzA1vf/g0N7V4/G1GhocAlRUeCiX5KXx9oEql79xbC6qJTU2gllZvrfn7nJr3GUkg+y+5h/F9iB8fo5rc/X7kxVkm/44NsRydfGbs9AQ4byMeA5V+W7Loa61k1NtXecMRjvkWdNxPd21pMEhgK2YZR/IdSXtdU+PYXNRDRfnjfPYWMJwzMiMJzspmk1+PqW1u8ewdssx5mYnnlmgNRJZ1lqHYFkIV3C8gbjIsDNdRMM1IzPep1sOjlXQ0/oJDtO8NJ1Vg0MAWz4jndAQcalr6UBlE7UtnUN2KXmLY7X05qJan591MpiNhVUcrW3lK5dOcSkdykCyzqTQCI7gsKOkgfkTkka8Z8j0zATqWjupaR59xuKxUFxjTWPtZ/ZaYnQ4GQmRHp/OqsEhgNnTXie7FBzeP2zv6ui9vsGXXDEzndNd3Xw4QGpzX2eM4X/eP8KElBhWzs4c1bWCaSFcU3sXh6qahz2F1dlMq8VR6MIeJd5wpLqFuMgwMgeYiXVeRrzHp7NqcAhwK2ZlcKiqmRN1gy+/31xUw4zMeNKHOU3Qk5ZOSSUhKowXPhp8jwlfVVDSwK4Tp/jSJyYPO59Sb8G0EG73iVMYM/z1Dc7Oz00iOjyUN/dWDH2wFxRVNzM1LXbA1uQ0L8xY0uAQ4K6aZf+GuqFw4DTebZ02Co43DDqF1RdEhYfyzxdN4m/7K72yYnS0/ufvR0iOCeemhblDH+yCrCBZCFdQ0kCIwDwXk+31Jy4yjOvPz2LdnvI+KfF9QXF1C9PSBx5PyUuPp62zm7JTnmspanAIcBNSY5ieET9o19K2o/V0dvf47HiDsy8sm0xMRCi/e7fY21UZlqKqZt4+UM2aiyYRHeGefFT2VdKB3620o6Se6ZkJZ9JYj9QtiyfQ1tnNG3vK3VQz92hq76KqqaPfwWgHx1iEJ7uWNDgEgRWzMth+vJ6G1s5+X//74RqiwkPIdzHzqzclx0Zw29KJrNtTTkld69An+Ig/bD5KVHgIn79wktuuGQwL4WzdPew+MbxkewNZMCGJvPQ4nhti61tPc979bSBnE/B5rsWswSEIrJiVQY8ZeEe1zUU1LJmcOuYZVt3lSxfb++x///cj3q6KS6qa2nl1Vxk35+eSEhvhtusGw0K4g5XNtHZ2u+WLi4hwy+IJ7Dl5igM+NDDdX8K93pJiIkiLj/Toxj8aHILA3OxEMhIieeSdIn70RiEvbj/J7pOnaO2wUXbqNEdqWn16llJv6QlRfDY/l5d3lFLuwT7YkVr7j2N09xi+dLF7U44Ew0I4R7K9BSNY/NafT8/PJiI0hBd8qPVQXN1CRFgIuSkxgx6Xlx7HYe1WUu4UEiJ866rpxEWG8aetJfz7Xz5m9aP/YPaDb3HdI5sBuNTHB6N7+8qlUzAGHn//qLerMqjm9i7+d+sJrp2bxYTUwf/nHy7HQrhAnrG0o6SBjIRIcpKj3XK95NgIrp6TySs7S31mvUxxdQtTxsUOuYbjvIx4iquaPdaN6NkEOcprbs7P5eb8XLp7DCfq2zhc1UxRVTOHqlqICQ8dtL/TF+Ukx7B6fjbPbz/B3cunjdk+1qP13EcnaO6w8ZVLprr92mdaDgGQb6o/HbZu3i+q4dLz0ka1YLC3Wxfl8vqect7cV8Gn5o/9niRDKa5u4XwXssVOS4+jtbObisb2M7sBjiVtOQSZ0BBh8rhYrp6dyd3L8/jtrfP56WfOd+v/fJ7ytcum0mHr4cktx7xdlX51WnW7aGrqmKSKdiyEq/CDrrWR2LC/ilNtXdzo5k2llk5JZWJqDM/7wHqZ9q5uTja0ufTlLM/DG/9ocFB+a0paHNfNzeJPH5aMaEvUsfbqrlKqmjr4yqXubzXA2YVwgZpf6cWCk2QnRXPxNPeOh4WECDfn57LtWD1Hazy/iY6zIzUtGGNfxzAUx37YnprOqsFB+bW7Lp9GS4eNpz447u2qnKO+tZOf/e0QF+QmcckYDvZnJUZRGoAth5P1bWwuquUzC8dmU6mbFuYQGiJeH5h2ZRqrQ3JsBOPiIjw2Y2lUwUFEjovIXhHZLSIFVlmKiGwUkSLr32SrXETkEREpFpGPRWSB03XWWMcXiciagd5Pqd5mZiVw5cx0/vjBMVp9aOXrD98opPF0Fz+9ce6YdtktmJjMjpIGTtYPnh7F37y0oxQRuCl/bMYE0hOiuGJGOn/ZWUqnrWdM3sMVxdUthIYIk8a5NllhWnochz201sEdLYfLjTHzjDH51s/3A5uMMXnAJutngGuAPOtxJ/AY2IMJ8CCwBFgMPOgIKEq54q7Lp3GqrYs/bS3xdlUA+54Tr+4q42uXTWVG5tjujfHFZZMJFfGbNR+u6O4xvFxwkounjSMn2b0zvJzdungCtS2dbDrgvR0Gi6tbmJgS4/JWvnnp8RRXtXhkxtJYdCutAp62nj8NrHYqf8bYbQWSRCQLuBrYaIypN8Y0ABuBlWNQLxWg5k9I5rLpafx2U5HXv0G3dNj4zit7mZYex13Lp435+2UmRnHjwhxeKiilKkBmLW0prqW8sZ3PLnJPDqqBXHJeGlmJUV5dMX24qrnf3d8GMmt8AllJUTS1j30rebTBwQAbRGSHiNxplWUYYxypDyuBDOt5NuD8X6HUKhuovA8RuVNECkSkoKamZpRVV4HkR6vnAHDfXz72+F67zn72t4NUNLXz0xvPd/nb4Gj9y6VT6TaGP/j4mg9Xvbj9JMkx4ayYlTH0waMQGiLclJ/L5qIaShs8/6WipK6VIzWtLBrG6u9bF09gwzcvJTF6dHmmXDHa4HCxMWYB9i6ju0TkEucXjb3t47b/U40xjxtj8o0x+Wlp/rVoS42tnOQYvnv9LD44Useft3mne2n78Xr+tLWENRdOGlV66eGakBrDqgvG8+dtJ6gfIH+Wv6hv7WRDYSWr52d7JLjebI1pPLHZ89Oh3/jY/h36uvPHe/y9XTGq4GCMKbP+rQZexT5mUGV1F2H960joUwY4txNzrLKBypUallsW5fKJvHH85/qDQ+5f4W7tXd3c95ePGZ8Yzb1XT/foewN87fKptNu6Weujaz5c9equMrq6zZh3KTnkJMdw25KJPPXBcd4dIPfYWFm3u5xFk5LJ9sCCtpEYcXAQkVgRiXc8B64C9gHrAMeMozXAa9bzdcDnrVlLS4FGq/vpLeAqEUm2BqKvssqUGhYR4ac3nk9YiPD/Xt7j0e6l/36nmKM1rfz403OJjfR84oFp6fGsnJ3J0x8ep6nd99Z8uMIYw4vbT3JBbtKYD+Q7+851M5mRGc89L+72WJ6qQ5XNHKpq5pMX+GarAUbXcsgAtojIHuAj4K/GmL8BPwFWiEgRcKX1M8B64ChQDPwB+BqAMaYe+CGw3Xr8wCpTatjGJ0XzvU/O4qNj9Tz94XGPvGdheRO///sRblyQ49UNk+66fBrN7Tb+9KFvzNoarj2ljRyqauaz+Z5pNThEhYfy6OcW0GHr4evP7cbWPfZTW1/fU06IwLVzs8b8vUZqxMHBGHPUGHOB9ZhtjHnYKq8zxlxhjMkzxlzp+ENvzVK6yxgz1Rgz1xhT4HSttcaYadbjj6P/WCqY3bQwh+Uz0vnp3w5yrHZs93xoPN3F15/fRVJMON+7fuaYvtdQ5mQnctn0NJ7YfJS2Tt9Z8+GqF7afIDo8lE9e4Pk/mFPT4nj4U3P46Hg9v9lUNKbvZYzh9Y/LWTZtnM/mBANdIa0CkIjw40/PJSI0hHtf2kP3GHUvtXd1c+czBRyva+WRW+aTFOO+vRpG6l+XT6OhrYv/3XbC21UZlrZOG6/vqeDauVmj3vFtpD41P4ebFubw3+8Ws6Wodsze5+PSRkrq2vikjw5EO2hwUAEpIyGK76+aTUFJw5gM0vb0GL714h62HavnFzddwEVuzv8zUgsnprB0Sgp/2HyUDptvpKR2aOmw8ZM3D/LklmN8UFx7zs6Ef/24gpYOG7cs9myXUm/fXzWbqWlxfOOF3VQ3j826kdf3lBMeKlw9J3NMru8umrJbBazV87J5c28lP/3bQfIy4rhserpbrmuM4QdvFPLXvRV859qZrJrX77Icr7n78jxue3IbL+8o5XNLJnq7Omf8auPhPhl0MxIimZmVwLHaVqakxbplO9DRiIkI49F/WsAN/72Fb76wm2e+uGTIfRaGo6fH8MbHFVx6XrpH1iqMhgYHFbBEhF/cfAG3/M9W/uXZnTz7pSVuWX/w+PtHeeqD43xx2WS+9InJbqipey2blsoFuUn85M2D/GVHKZFhoUSFhxAVHkpkWAjREWFkJESSlRhFZmI0WYlRZCVGjWl3zqHKZp764Di3Ls7lnhXTOVjZxIGKJg5WNHOgspmKxna+d/0sn0gdPz0znu/fMJv7X9nLg+v2cc+K6W7b3nX78Xoqm9p54NoZbrneWBJ/3Zw8Pz/fFBQUDH2gCno1zR3c9PsPaGjr4qWvXngm9fFI/N+uMr7xwm6uOz+L394yf0wyhrrDrhMN/O69I5zu7Ka9q5sOWw/tXd2027pp6+imrp/FcnGRYczNTmTJlBSWTE5l/oQkt+wrbozhlse3cqiqmXe+dVm/f2iNMT4RGByMMXzvtX08u/UEkWEhfHpBNl9cNpm8UfzuAHz3//bylx1l7PjelcREeOe7uYjscMqFN/BxGhxUMDhZ38aNj31AiAgv/8uFI0rotqWoli889RELJybz9BcXeyw9xljotPVQ1dROZVM7FY3tVDaeprThNDtKGiisaMIYiAgNYV5uEkumpHDTwtwRb3O6bk85//bcLn60eg63LfWdbi5XHK5q5o//OMYrO8vosPVwyXlp3HHxZD4xbRyVTe0UVbdQVNVMUVULRdXNtHZ085+fnsPCiSl9rtXV3cOS/9zERVNT+e9/WtDPu3mGBgelejlY2cTNv/+QcXGRvPTVC0l1cRphp62HP2w+yiObipiUGsuLX73Q5/uLR6PxdBcFx+vZdqyebUfr2FfeRFpcJOvuXkZ6QtSwrtXSYeOKX75HWnwkr911sVv77z2prqWD/912gme2llDT3EFEaAidTushUmMjmJYeR9mp0zS0dvLHLyxm8eRzA8TfD9ewZu1HPH77Qq6a7b3BaA0OSvWj4Hg9tz25jbz0eJ67cylxQ6xm3lFSzwOv7OVwVQvXzMnkB6vmkBbvu3PTx0JheRM3PvYB0zPjef7OpcPqavrx+gP8z/tHeeVrF7Fggv9n4u+wdfPGngr2lTcyZVwseRnx5KXHnfmiUdXUzj/9YSvlp9p58p/zuWjq2Vls33pxDxsKKyn47pVebXW6Ghx0KqsKKvmTUvjd5xZQWNHEP6/9iP/bVUZJXWuf/PiNp7v4zqt7ufGxD2lpt/HE5/N57LaFQRcYwJ4m+lefvYDdJ0/x7Vf3uryXQHF1M09uOcZNC3MCIjAARIaFcuPCHB785Gxuv3ASS6ekntMCzUiI4vk7LyQ3JZovPrX9zHqJ9q5uNuyv5OrZmX7THamzlVTQWT4jg/+6+QK+/cpevvHCbgBSYiOYl5vE/NwkkmMjeGRTEbUtHXxx2WTuueq8IVsYgW7lnCy+eeV5/Ortw8zMTODLl0wZ9HhjDA+u209MRCj3XeP7M3PcKS0+kue+vJTPPbGNLz69ncdvX0iHrYfmDhs3+HAupd6C+zdeBa1V87K5bm4Wh6ta2HWygd0nTrHr5CnesTJzzh6fwBNr8jk/J8nLNfUd/7p8GoeqmvjxmweYlhHH5YOsG3lzXyX/KK7j+zfM9ukUEWMlNc4eIG57cht3PrODKWmxpMZGcNHUVG9XzWU65qCUk8bTXZTUtTIrK4GwUO117a2t08ZnHvuQk/VtvHrXMqb1s4tZY1sX1/zmfRJjInj97mVBfR8b27q4fe02Pi5t5PalE/mhtSmVN+mAtFJqTJSdOs0Nv91CQnQ4r37tImpbOth54hS7Tpxi14kGDlc102Pg5a9eSP6kvlM6g01TexePvlPM7RdOHNM9sV2lwUEpNWa2H6/nn/6wFWPAZiU2TIgKY96EZObnJnHp9LSAGYQONK4GBx1zUEoN26JJKfz21vlsLqq1D+RPSGbKuFifXTGuhk+Dg1JqRFbOyWLlHN/drEaNjs+MFInIShE5JCLFInK/t+ujlFLBzCeCg4iEAo8C1wCzgFtFZJZ3a6WUUsHLJ4IDsBgotrYe7QSeB1Z5uU5KKRW0fCU4ZAMnnX4utcqUUkp5ga8EB5eIyJ0iUiAiBTU1Nd6ujlJKBSxfCQ5lgPPmsTlW2TmMMY8bY/KNMflpaWkeq5xSSgUbXwkO24E8EZksIhHALcA6L9dJKaWClk+sczDG2ETkbuAtIBRYa4zZ7+VqKaVU0PLb9BkiUgOUjPD0CcAJN1UlEWj0oeu481q+eJ/ceS131skX75Uv3nNw373yxc/ni/cJztarFsAYs3LIM4wxQfcAatx4rcd96TpurpPP3Scfvuc+d6988Z6781754ufzxfs00nr5ypiDp51y47Ve97HruPNavnif3Hktd9bJF++VL95zcN+98sXP54v3CUZQL7/tVhoNESkwLmQlDHZ6n1yn98p1eq9c4+37FKwth8e9XQE/offJdXqvXKf3yjVevU9B2XJQSik1uGBtOSillBpEQAQHEckVkXdFpFBE9ovI163yFBHZKCJF1r/JVvkMEflQRDpE5P/1c71QEdklIm94+rOMNXfeKxE5LiJ7RWS3iATUtnxuvk9JIvKyiBwUkQMicqE3PtNYcde9EpHp1u+S49EkIt/w1udyNzf/Tn3TusY+EXlORKLcXt9A6FYSkSwgyxizU0TigR3AauCfgXpjzE+sPSKSjTH3iUg6MNE6psEY84te17sHyAcSjDHXe/KzjDV33isROQ7kG2NqPf05xpqb79PTwGZjzBNWBoAYY4w7Z6J4lbv//7OuGYo9hc4SY8xI1zP5FHfdJxHJBrYAs4wxp0XkRWC9MeYpd9Y3IFoOxpgKY8xO63kzcAB7VtdVwNPWYU9jv8kYY6qNMduBrt7XEpEc4DrgCQ9U3ePcea8Cmbvuk4gkApcAT1rHdQZSYIAx+526AjgSKIEB3H6fwoBoEQkDYoByd9c3IIKDMxGZBMwHtgEZxpgK66VKIMOFS/wa+HegZyzq50vccK8MsEFEdojInWNSSR8wyvs0GagB/mh1VT4hIrFjVVdvc8PvlMMtwHNurZwPGc19MsaUAb/Avnq6Amg0xmxwdx0DKjiISBzwF+Abxpgm59eMvf9s0D40EbkeqDbG7Bi7WvqG0d4ry8XGmAXYd/C7S0QucX9NvcsN9ykMWAA8ZoyZD7QCAbkNrpt+p7C63m4AXnJ7JX2AG/5OJWNvbUwGxgOxInKbu+sZMMFBRMKx3/A/G2NesYqrrH4+R39f9RCXWQbcYPWlPw8sF5Fnx6jKXuOme+X4BoMxphp4FfuOfgHDTfepFCg1xmyzfn4Ze7AIKO76nbJcA+w0xlS5v6be5ab7dCVwzBhTY0e7K5oAAAKOSURBVIzpAl4BLnJ3XQMiOIiIYO/TPWCM+S+nl9YBa6zna4DXBruOMeYBY0yOMWYS9mbtO8YYt0dkb3LXvRKRWGtQDaub5Cpgn/tr7B1u/J2qBE6KyHSr6Aqg0M3V9Sp33SsntxKAXUpuvE8ngKUiEmNd8wrs4xfuNdxkTL74AC7G3hT7GNhtPa4FUoFNQBHwNpBiHZ+J/RtdE/b8JaXYZyY5X/My4A1vfzZfvVfAFGCP9dgPfMfbn80X75P12jygwLrW/2GfjeL1z+ij9yoWqAMSvf25fPw+fR84iP0L2Z+ASHfXNyCmsiqllHKvgOhWUkop5V4aHJRSSvWhwUEppVQfGhyUUkr1ocFBKaVUHxoclBoBEXmod6bMXq+vFpFZnqyTUu6kwUGpsbEa0OCg/Jauc1DKRSLyHewrWKuBk9hTLjcCdwIRQDFwO/ZFb29YrzUCN1qXeBRIA9qALxtjDnqy/koNhwYHpVwgIguBp4Al2JPp7QR+D/zRGFNnHfMjoMoY81sReQr7CvuXrdc2AV81xhSJyBLgx8aY5Z7/JEq5JszbFVDKT3wCeNUY0wYgIuus8jlWUEgC4oC3ep9oZeG8CHjJngoHgMgxr7FSo6DBQanReQpYbYzZIyL/jD0nV28hwCljzDwP1kupUdEBaaVc8z6wWkSirWy0n7TK44EKKxXz55yOb7Zew9hz9h8TkZvAnp1TRC7wXNWVGj4NDkq5wNi3d3wBexbaN4Ht1kvfw76b1z+wZ8l0eB6419r9bSr2wHGHiDiy2K7yVN2VGgkdkFZKKdWHthyUUkr1ocFBKaVUHxoclFJK9aHBQSmlVB8aHJRSSvWhwUEppVQfGhyUUkr1ocFBKaVUH/8fXDrcrV4ACNUAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "malaria_raw.groupby('date').sum().plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fad650d4780>"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "malaria_raw.groupby(['date', 'report']).sum().unstack().plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.legend.Legend at 0x7fad6512e518>"
+ ]
+ },
+ "execution_count": 25,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = malaria_raw.groupby(['date', 'district']).sum().unstack().plot()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "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>cases</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>district</th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>Livingstone</th>\n",
+ " <td>4790</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Namwala</th>\n",
+ " <td>6439</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Mazabuka</th>\n",
+ " <td>8068</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Monze</th>\n",
+ " <td>9243</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Chikankata</th>\n",
+ " <td>13917</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Zimba</th>\n",
+ " <td>14984</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Choma</th>\n",
+ " <td>32397</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Kazungula</th>\n",
+ " <td>33731</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Pemba</th>\n",
+ " <td>35081</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Kalomo</th>\n",
+ " <td>35529</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Siavonga</th>\n",
+ " <td>40703</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Gwembe</th>\n",
+ " <td>64059</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>Sinazongwe</th>\n",
+ " <td>158874</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " cases\n",
+ "district \n",
+ "Livingstone 4790\n",
+ "Namwala 6439\n",
+ "Mazabuka 8068\n",
+ "Monze 9243\n",
+ "Chikankata 13917\n",
+ "Zimba 14984\n",
+ "Choma 32397\n",
+ "Kazungula 33731\n",
+ "Pemba 35081\n",
+ "Kalomo 35529\n",
+ "Siavonga 40703\n",
+ "Gwembe 64059\n",
+ "Sinazongwe 158874"
+ ]
+ },
+ "execution_count": 64,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_raw.groupby('district').sum().sort_values(by='cases')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.legend.Legend at 0x7fad64e65748>"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = malaria_raw.groupby(['date', 'ruralurban']).sum().unstack().plot()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 1080x1080 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = malaria_raw.groupby(['date', 'district', 'report']).sum().unstack([-2, -1]).plot(figsize=(15, 15))\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Just 2014\n",
+ "Atypical things are happening in 2014. Let's look at just this data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "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>province</th>\n",
+ " <th>district</th>\n",
+ " <th>ruralurban</th>\n",
+ " <th>date</th>\n",
+ " <th>report</th>\n",
+ " <th>cases</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-01-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-01-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>288</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-02-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-02-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>251</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-03-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " country province district ruralurban date \\\n",
+ "0 Zambia Southern Chikankata Rural 2014-01-01 \n",
+ "1 Zambia Southern Chikankata Rural 2014-01-01 \n",
+ "2 Zambia Southern Chikankata Rural 2014-02-01 \n",
+ "3 Zambia Southern Chikankata Rural 2014-02-01 \n",
+ "4 Zambia Southern Chikankata Rural 2014-03-01 \n",
+ "\n",
+ " report cases \n",
+ "0 Health Facility 0 \n",
+ "1 Community Health Worker 288 \n",
+ "2 Health Facility 0 \n",
+ "3 Community Health Worker 251 \n",
+ "4 Health Facility 0 "
+ ]
+ },
+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_2014 = malaria_raw[malaria_raw.date.dt.year == 2014]\n",
+ "malaria_2014.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "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>province</th>\n",
+ " <th>district</th>\n",
+ " <th>ruralurban</th>\n",
+ " <th>date</th>\n",
+ " <th>report</th>\n",
+ " <th>cases</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2015-01-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2015-01-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>87</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2015-02-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2015-02-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>77</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2015-03-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " country province district ruralurban date \\\n",
+ "24 Zambia Southern Chikankata Rural 2015-01-01 \n",
+ "25 Zambia Southern Chikankata Rural 2015-01-01 \n",
+ "26 Zambia Southern Chikankata Rural 2015-02-01 \n",
+ "27 Zambia Southern Chikankata Rural 2015-02-01 \n",
+ "28 Zambia Southern Chikankata Rural 2015-03-01 \n",
+ "\n",
+ " report cases \n",
+ "24 Health Facility 0 \n",
+ "25 Community Health Worker 87 \n",
+ "26 Health Facility 0 \n",
+ "27 Community Health Worker 77 \n",
+ "28 Health Facility 0 "
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_2015p = malaria_raw[malaria_raw.date.dt.year >= 2015]\n",
+ "malaria_2015p.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = malaria_2014.groupby(['date', 'district']).sum().unstack().plot()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = malaria_2014.groupby(['date', 'district', 'report']).sum().unstack([-2, -1]).plot()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = malaria_2015p.groupby(['date', 'district']).sum().unstack().plot()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = malaria_2015p.groupby(['date', 'district', 'report']).sum().unstack([-2, -1]).plot()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Sinazongwe\n",
+ "Sinazongwe is an outlier. Let's look at just that, and everything except Sinazongwe."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "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>province</th>\n",
+ " <th>district</th>\n",
+ " <th>ruralurban</th>\n",
+ " <th>date</th>\n",
+ " <th>report</th>\n",
+ " <th>cases</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>3186</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Sinazongwe</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-01-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3187</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Sinazongwe</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-01-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>3</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3188</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Sinazongwe</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-02-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3189</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Sinazongwe</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-02-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3190</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Sinazongwe</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-03-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " country province district ruralurban date \\\n",
+ "3186 Zambia Southern Sinazongwe Rural 2014-01-01 \n",
+ "3187 Zambia Southern Sinazongwe Rural 2014-01-01 \n",
+ "3188 Zambia Southern Sinazongwe Rural 2014-02-01 \n",
+ "3189 Zambia Southern Sinazongwe Rural 2014-02-01 \n",
+ "3190 Zambia Southern Sinazongwe Rural 2014-03-01 \n",
+ "\n",
+ " report cases \n",
+ "3186 Health Facility 0 \n",
+ "3187 Community Health Worker 3 \n",
+ "3188 Health Facility 0 \n",
+ "3189 Community Health Worker 0 \n",
+ "3190 Health Facility 0 "
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_sina = malaria_raw[malaria_raw.district == 'Sinazongwe']\n",
+ "malaria_sina.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "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>province</th>\n",
+ " <th>district</th>\n",
+ " <th>ruralurban</th>\n",
+ " <th>date</th>\n",
+ " <th>report</th>\n",
+ " <th>cases</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-01-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-01-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>288</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-02-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-02-01</td>\n",
+ " <td>Community Health Worker</td>\n",
+ " <td>251</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>Zambia</td>\n",
+ " <td>Southern</td>\n",
+ " <td>Chikankata</td>\n",
+ " <td>Rural</td>\n",
+ " <td>2014-03-01</td>\n",
+ " <td>Health Facility</td>\n",
+ " <td>0</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " country province district ruralurban date \\\n",
+ "0 Zambia Southern Chikankata Rural 2014-01-01 \n",
+ "1 Zambia Southern Chikankata Rural 2014-01-01 \n",
+ "2 Zambia Southern Chikankata Rural 2014-02-01 \n",
+ "3 Zambia Southern Chikankata Rural 2014-02-01 \n",
+ "4 Zambia Southern Chikankata Rural 2014-03-01 \n",
+ "\n",
+ " report cases \n",
+ "0 Health Facility 0 \n",
+ "1 Community Health Worker 288 \n",
+ "2 Health Facility 0 \n",
+ "3 Community Health Worker 251 \n",
+ "4 Health Facility 0 "
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "malaria_not_sina = malaria_raw[malaria_raw.district != 'Sinazongwe']\n",
+ "malaria_not_sina.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fad5ea092e8>"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "malaria_not_sina.groupby(['date', 'report']).sum().unstack().plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fad5e9ff048>"
+ ]
+ },
+ "execution_count": 68,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "malaria_sina.groupby(['date', 'report']).sum().unstack().plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = malaria_not_sina.groupby(['date', 'district', 'report']).sum().unstack([-2, -1]).plot()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Summarising districts"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 155,
+ "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>district</th>\n",
+ " <th>Chikankata</th>\n",
+ " <th>Choma</th>\n",
+ " <th>Gwembe</th>\n",
+ " <th>Kalomo</th>\n",
+ " <th>Kazungula</th>\n",
+ " <th>Livingstone</th>\n",
+ " <th>Mazabuka</th>\n",
+ " <th>Monze</th>\n",
+ " <th>Namwala</th>\n",
+ " <th>Pemba</th>\n",
+ " <th>Siavonga</th>\n",
+ " <th>Sinazongwe</th>\n",
+ " <th>Zimba</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>date</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2014-01-01 00:00:00</th>\n",
+ " <td>865</td>\n",
+ " <td>1370</td>\n",
+ " <td>1875</td>\n",
+ " <td>927</td>\n",
+ " <td>462</td>\n",
+ " <td>123</td>\n",
+ " <td>425</td>\n",
+ " <td>646</td>\n",
+ " <td>107</td>\n",
+ " <td>3064</td>\n",
+ " <td>1014</td>\n",
+ " <td>3543</td>\n",
+ " <td>725</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2014-02-01 00:00:00</th>\n",
+ " <td>778</td>\n",
+ " <td>2377</td>\n",
+ " <td>2049</td>\n",
+ " <td>1688</td>\n",
+ " <td>869</td>\n",
+ " <td>142</td>\n",
+ " <td>280</td>\n",
+ " <td>294</td>\n",
+ " <td>114</td>\n",
+ " <td>4205</td>\n",
+ " <td>1168</td>\n",
+ " <td>4308</td>\n",
+ " <td>1333</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2014-03-01 00:00:00</th>\n",
+ " <td>1046</td>\n",
+ " <td>6277</td>\n",
+ " <td>4606</td>\n",
+ " <td>3298</td>\n",
+ " <td>1951</td>\n",
+ " <td>283</td>\n",
+ " <td>439</td>\n",
+ " <td>545</td>\n",
+ " <td>289</td>\n",
+ " <td>4993</td>\n",
+ " <td>2742</td>\n",
+ " <td>11058</td>\n",
+ " <td>2086</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2014-04-01 00:00:00</th>\n",
+ " <td>1177</td>\n",
+ " <td>5192</td>\n",
+ " <td>3980</td>\n",
+ " <td>4202</td>\n",
+ " <td>2165</td>\n",
+ " <td>299</td>\n",
+ " <td>503</td>\n",
+ " <td>783</td>\n",
+ " <td>298</td>\n",
+ " <td>3965</td>\n",
+ " <td>1974</td>\n",
+ " <td>9880</td>\n",
+ " <td>2086</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2014-05-01 00:00:00</th>\n",
+ " <td>761</td>\n",
+ " <td>3161</td>\n",
+ " <td>2900</td>\n",
+ " <td>1862</td>\n",
+ " <td>1569</td>\n",
+ " <td>345</td>\n",
+ " <td>509</td>\n",
+ " <td>795</td>\n",
+ " <td>117</td>\n",
+ " <td>3605</td>\n",
+ " <td>1318</td>\n",
+ " <td>8058</td>\n",
+ " <td>773</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "district Chikankata Choma Gwembe Kalomo Kazungula \\\n",
+ "date \n",
+ "2014-01-01 00:00:00 865 1370 1875 927 462 \n",
+ "2014-02-01 00:00:00 778 2377 2049 1688 869 \n",
+ "2014-03-01 00:00:00 1046 6277 4606 3298 1951 \n",
+ "2014-04-01 00:00:00 1177 5192 3980 4202 2165 \n",
+ "2014-05-01 00:00:00 761 3161 2900 1862 1569 \n",
+ "\n",
+ "district Livingstone Mazabuka Monze Namwala Pemba Siavonga \\\n",
+ "date \n",
+ "2014-01-01 00:00:00 123 425 646 107 3064 1014 \n",
+ "2014-02-01 00:00:00 142 280 294 114 4205 1168 \n",
+ "2014-03-01 00:00:00 283 439 545 289 4993 2742 \n",
+ "2014-04-01 00:00:00 299 503 783 298 3965 1974 \n",
+ "2014-05-01 00:00:00 345 509 795 117 3605 1318 \n",
+ "\n",
+ "district Sinazongwe Zimba \n",
+ "date \n",
+ "2014-01-01 00:00:00 3543 725 \n",
+ "2014-02-01 00:00:00 4308 1333 \n",
+ "2014-03-01 00:00:00 11058 2086 \n",
+ "2014-04-01 00:00:00 9880 2086 \n",
+ "2014-05-01 00:00:00 8058 773 "
+ ]
+ },
+ "execution_count": 155,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "district_month = malaria_raw.groupby(['date', 'district']).sum().unstack().T.reset_index().set_index('district').drop('level_0', axis=1).T\n",
+ "district_month.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x504 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "district_month_sorted = district_month.reindex(district_month.sum().sort_values(ascending=False).index, axis=1)\n",
+ "ax = district_month_sorted.plot.area(figsize=(10, 7))\n",
+ "handles, labels = ax.get_legend_handles_labels()\n",
+ "ax.legend(handles[::-1], labels[::-1], loc='center left', bbox_to_anchor=(1, 0.5), title='District');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Focusing on the largest districts\n",
+ "Can we simplify this by focusing on just the largest districts?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 186,
+ "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>Sinazongwe</th>\n",
+ " <th>Gwembe</th>\n",
+ " <th>Siavonga</th>\n",
+ " <th>Others</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>date</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2014-01-01</th>\n",
+ " <td>3543</td>\n",
+ " <td>1875</td>\n",
+ " <td>1014</td>\n",
+ " <td>8714</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2014-02-01</th>\n",
+ " <td>4308</td>\n",
+ " <td>2049</td>\n",
+ " <td>1168</td>\n",
+ " <td>12080</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2014-03-01</th>\n",
+ " <td>11058</td>\n",
+ " <td>4606</td>\n",
+ " <td>2742</td>\n",
+ " <td>21207</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2014-04-01</th>\n",
+ " <td>9880</td>\n",
+ " <td>3980</td>\n",
+ " <td>1974</td>\n",
+ " <td>20670</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2014-05-01</th>\n",
+ " <td>8058</td>\n",
+ " <td>2900</td>\n",
+ " <td>1318</td>\n",
+ " <td>13497</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " Sinazongwe Gwembe Siavonga Others\n",
+ "date \n",
+ "2014-01-01 3543 1875 1014 8714\n",
+ "2014-02-01 4308 2049 1168 12080\n",
+ "2014-03-01 11058 4606 2742 21207\n",
+ "2014-04-01 9880 3980 1974 20670\n",
+ "2014-05-01 8058 2900 1318 13497"
+ ]
+ },
+ "execution_count": 186,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "d2_month = pd.DataFrame()\n",
+ "d2_month['Sinazongwe'] = district_month['Sinazongwe']\n",
+ "d2_month['Gwembe'] = district_month['Gwembe']\n",
+ "d2_month['Siavonga'] = district_month['Siavonga']\n",
+ "d2_month['Others'] = district_month_sorted.drop(['Sinazongwe', 'Gwembe', 'Siavonga'], axis=1).sum(axis=1)\n",
+ "d2_month.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 187,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x504 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "f, ax = plt.subplots(1, 1, sharey=True, figsize=(10, 7), facecolor='lemonchiffon')\n",
+ "plt.suptitle('Incidence of malaria cases in southern Zambia (simulated)\\nThree provinces with highest caseload separated', fontsize=20)\n",
+ "d2_month.plot.area(figsize=(10, 7), ax=ax, color=['firebrick', 'tomato', 'lightsalmon', 'darkgreen']) \n",
+ "ax.set_facecolor('lemonchiffon')\n",
+ "handles, labels = ax.get_legend_handles_labels()\n",
+ "ax.legend(handles[::-1], labels[::-1], title='District', facecolor='lemonchiffon'); # , loc='center left', bbox_to_anchor=(1, 0.5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 189,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "f.savefig('malaria-districts.png', facecolor=f.get_facecolor(), transparent=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 188,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x504 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = d2_month.plot(figsize=(10, 7))\n",
+ "handles, labels = ax.get_legend_handles_labels()\n",
+ "ax.legend(handles[::-1], labels[::-1], loc='center left', bbox_to_anchor=(1, 0.5), title='District');"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Annual changes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "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>district</th>\n",
+ " <th>Chikankata</th>\n",
+ " <th>Choma</th>\n",
+ " <th>Gwembe</th>\n",
+ " <th>Kalomo</th>\n",
+ " <th>Kazungula</th>\n",
+ " <th>Livingstone</th>\n",
+ " <th>Mazabuka</th>\n",
+ " <th>Monze</th>\n",
+ " <th>Namwala</th>\n",
+ " <th>Pemba</th>\n",
+ " <th>Siavonga</th>\n",
+ " <th>Sinazongwe</th>\n",
+ " <th>Zimba</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>date</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2014</th>\n",
+ " <td>5852</td>\n",
+ " <td>21810</td>\n",
+ " <td>29523</td>\n",
+ " <td>14410</td>\n",
+ " <td>8093</td>\n",
+ " <td>1752</td>\n",
+ " <td>2919</td>\n",
+ " <td>4152</td>\n",
+ " <td>1073</td>\n",
+ " <td>24984</td>\n",
+ " <td>15995</td>\n",
+ " <td>70664</td>\n",
+ " <td>8326</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2015</th>\n",
+ " <td>2717</td>\n",
+ " <td>4030</td>\n",
+ " <td>15349</td>\n",
+ " <td>4005</td>\n",
+ " <td>3623</td>\n",
+ " <td>837</td>\n",
+ " <td>1297</td>\n",
+ " <td>1539</td>\n",
+ " <td>695</td>\n",
+ " <td>6925</td>\n",
+ " <td>6295</td>\n",
+ " <td>43057</td>\n",
+ " <td>3930</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2016</th>\n",
+ " <td>2178</td>\n",
+ " <td>3940</td>\n",
+ " <td>4963</td>\n",
+ " <td>9690</td>\n",
+ " <td>13009</td>\n",
+ " <td>1255</td>\n",
+ " <td>2328</td>\n",
+ " <td>1939</td>\n",
+ " <td>2801</td>\n",
+ " <td>2019</td>\n",
+ " <td>7087</td>\n",
+ " <td>16823</td>\n",
+ " <td>1306</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017</th>\n",
+ " <td>2073</td>\n",
+ " <td>2396</td>\n",
+ " <td>9899</td>\n",
+ " <td>6983</td>\n",
+ " <td>8627</td>\n",
+ " <td>845</td>\n",
+ " <td>1322</td>\n",
+ " <td>1452</td>\n",
+ " <td>1813</td>\n",
+ " <td>994</td>\n",
+ " <td>10595</td>\n",
+ " <td>18761</td>\n",
+ " <td>1094</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2018</th>\n",
+ " <td>1097</td>\n",
+ " <td>221</td>\n",
+ " <td>4325</td>\n",
+ " <td>441</td>\n",
+ " <td>379</td>\n",
+ " <td>101</td>\n",
+ " <td>202</td>\n",
+ " <td>161</td>\n",
+ " <td>57</td>\n",
+ " <td>159</td>\n",
+ " <td>731</td>\n",
+ " <td>9569</td>\n",
+ " <td>328</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ "district Chikankata Choma Gwembe Kalomo Kazungula Livingstone Mazabuka \\\n",
+ "date \n",
+ "2014 5852 21810 29523 14410 8093 1752 2919 \n",
+ "2015 2717 4030 15349 4005 3623 837 1297 \n",
+ "2016 2178 3940 4963 9690 13009 1255 2328 \n",
+ "2017 2073 2396 9899 6983 8627 845 1322 \n",
+ "2018 1097 221 4325 441 379 101 202 \n",
+ "\n",
+ "district Monze Namwala Pemba Siavonga Sinazongwe Zimba \n",
+ "date \n",
+ "2014 4152 1073 24984 15995 70664 8326 \n",
+ "2015 1539 695 6925 6295 43057 3930 \n",
+ "2016 1939 2801 2019 7087 16823 1306 \n",
+ "2017 1452 1813 994 10595 18761 1094 \n",
+ "2018 161 57 159 731 9569 328 "
+ ]
+ },
+ "execution_count": 122,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "district_year = malaria_raw.groupby([malaria_raw.date.dt.year, 'district']).sum().unstack().T.reset_index().set_index('district').drop('level_0', axis=1).T\n",
+ "district_year"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "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 tr th {\n",
+ " text-align: left;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead tr:last-of-type th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr>\n",
+ " <th></th>\n",
+ " <th colspan=\"13\" halign=\"left\">cases</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>district</th>\n",
+ " <th>Chikankata</th>\n",
+ " <th>Choma</th>\n",
+ " <th>Gwembe</th>\n",
+ " <th>Kalomo</th>\n",
+ " <th>Kazungula</th>\n",
+ " <th>Livingstone</th>\n",
+ " <th>Mazabuka</th>\n",
+ " <th>Monze</th>\n",
+ " <th>Namwala</th>\n",
+ " <th>Pemba</th>\n",
+ " <th>Siavonga</th>\n",
+ " <th>Sinazongwe</th>\n",
+ " <th>Zimba</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>date</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2014</th>\n",
+ " <td>5852</td>\n",
+ " <td>21810</td>\n",
+ " <td>29523</td>\n",
+ " <td>14410</td>\n",
+ " <td>8093</td>\n",
+ " <td>1752</td>\n",
+ " <td>2919</td>\n",
+ " <td>4152</td>\n",
+ " <td>1073</td>\n",
+ " <td>24984</td>\n",
+ " <td>15995</td>\n",
+ " <td>70664</td>\n",
+ " <td>8326</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2015</th>\n",
+ " <td>2717</td>\n",
+ " <td>4030</td>\n",
+ " <td>15349</td>\n",
+ " <td>4005</td>\n",
+ " <td>3623</td>\n",
+ " <td>837</td>\n",
+ " <td>1297</td>\n",
+ " <td>1539</td>\n",
+ " <td>695</td>\n",
+ " <td>6925</td>\n",
+ " <td>6295</td>\n",
+ " <td>43057</td>\n",
+ " <td>3930</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2016</th>\n",
+ " <td>2178</td>\n",
+ " <td>3940</td>\n",
+ " <td>4963</td>\n",
+ " <td>9690</td>\n",
+ " <td>13009</td>\n",
+ " <td>1255</td>\n",
+ " <td>2328</td>\n",
+ " <td>1939</td>\n",
+ " <td>2801</td>\n",
+ " <td>2019</td>\n",
+ " <td>7087</td>\n",
+ " <td>16823</td>\n",
+ " <td>1306</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017</th>\n",
+ " <td>2073</td>\n",
+ " <td>2396</td>\n",
+ " <td>9899</td>\n",
+ " <td>6983</td>\n",
+ " <td>8627</td>\n",
+ " <td>845</td>\n",
+ " <td>1322</td>\n",
+ " <td>1452</td>\n",
+ " <td>1813</td>\n",
+ " <td>994</td>\n",
+ " <td>10595</td>\n",
+ " <td>18761</td>\n",
+ " <td>1094</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2018</th>\n",
+ " <td>1097</td>\n",
+ " <td>221</td>\n",
+ " <td>4325</td>\n",
+ " <td>441</td>\n",
+ " <td>379</td>\n",
+ " <td>101</td>\n",
+ " <td>202</td>\n",
+ " <td>161</td>\n",
+ " <td>57</td>\n",
+ " <td>159</td>\n",
+ " <td>731</td>\n",
+ " <td>9569</td>\n",
+ " <td>328</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " cases \\\n",
+ "district Chikankata Choma Gwembe Kalomo Kazungula Livingstone Mazabuka Monze \n",
+ "date \n",
+ "2014 5852 21810 29523 14410 8093 1752 2919 4152 \n",
+ "2015 2717 4030 15349 4005 3623 837 1297 1539 \n",
+ "2016 2178 3940 4963 9690 13009 1255 2328 1939 \n",
+ "2017 2073 2396 9899 6983 8627 845 1322 1452 \n",
+ "2018 1097 221 4325 441 379 101 202 161 \n",
+ "\n",
+ " \n",
+ "district Namwala Pemba Siavonga Sinazongwe Zimba \n",
+ "date \n",
+ "2014 1073 24984 15995 70664 8326 \n",
+ "2015 695 6925 6295 43057 3930 \n",
+ "2016 2801 2019 7087 16823 1306 \n",
+ "2017 1813 994 10595 18761 1094 \n",
+ "2018 57 159 731 9569 328 "
+ ]
+ },
+ "execution_count": 83,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# district_year = malaria_raw.groupby([malaria_raw.date.dt.year, 'district']).sum().unstack()\n",
+ "# district_year"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 123,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = district_year.plot()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 139,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = district_year.plot.area()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 151,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 720x504 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "district_year_sorted = district_year.reindex(district_year.sum().sort_values(ascending=False).index, axis=1)\n",
+ "ax = district_year_sorted.plot.area(figsize=(10, 7))\n",
+ "handles, labels = ax.get_legend_handles_labels()\n",
+ "ax.legend(handles[::-1], labels[::-1], loc='center left', bbox_to_anchor=(1, 0.5), title='District');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 126,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = district_year.drop('Sinazongwe', axis=1).plot()\n",
+ "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5));"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Focusing on the largest districts\n",
+ "Again, can we simplify this by focusing on just the largest districts?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 165,
+ "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>others</th>\n",
+ " <th>siavonga</th>\n",
+ " <th>gwembe</th>\n",
+ " <th>sinazongwe</th>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>date</th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " <th></th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>2014</th>\n",
+ " <td>93371</td>\n",
+ " <td>15995</td>\n",
+ " <td>29523</td>\n",
+ " <td>70664</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2015</th>\n",
+ " <td>29598</td>\n",
+ " <td>6295</td>\n",
+ " <td>15349</td>\n",
+ " <td>43057</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2016</th>\n",
+ " <td>40465</td>\n",
+ " <td>7087</td>\n",
+ " <td>4963</td>\n",
+ " <td>16823</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2017</th>\n",
+ " <td>27599</td>\n",
+ " <td>10595</td>\n",
+ " <td>9899</td>\n",
+ " <td>18761</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2018</th>\n",
+ " <td>3146</td>\n",
+ " <td>731</td>\n",
+ " <td>4325</td>\n",
+ " <td>9569</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " others siavonga gwembe sinazongwe\n",
+ "date \n",
+ "2014 93371 15995 29523 70664\n",
+ "2015 29598 6295 15349 43057\n",
+ "2016 40465 7087 4963 16823\n",
+ "2017 27599 10595 9899 18761\n",
+ "2018 3146 731 4325 9569"
+ ]
+ },
+ "execution_count": 165,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "d2_year = pd.DataFrame()\n",
+ "d2_year['others'] = district_year.drop(['Sinazongwe', 'Gwembe', 'Siavonga'], axis=1).sum(axis=1)\n",
+ "d2_year['siavonga'] = district_year['Siavonga']\n",
+ "d2_year['gwembe'] = district_year['Gwembe']\n",
+ "d2_year['sinazongwe'] = district_year['Sinazongwe']\n",
+ "d2_year"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 166,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fad5dd73c50>"
+ ]
+ },
+ "execution_count": 166,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "d2_year.plot.bar(stacked=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 167,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.axes._subplots.AxesSubplot at 0x7fad5e0c45c0>"
+ ]
+ },
+ "execution_count": 167,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "d2_year.plot.area(xticks=[x for x in range(2014, 2019)])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}