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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 1997 Sao Paulo Measles Outbreak"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import trans\n",
"from datetime import datetime\n",
"pd.set_option('max_columns', 20)\n",
"pd.set_option('max_rows', 25)\n",
"\n",
"from __future__ import division"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"measles_data = pd.read_csv(\"Sao Paulo/MATMEASLES1997.csv\")\n",
"measles_data.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>NUMBER</th>\n",
" <th>NOTIFICATION</th>\n",
" <th>BIRTH</th>\n",
" <th>AGE</th>\n",
" <th>TYPE</th>\n",
" <th>SEX</th>\n",
" <th>DISTRICT</th>\n",
" <th>COUNTY</th>\n",
" <th>MONTH</th>\n",
" <th>YEAR</th>\n",
" <th>WEEK</th>\n",
" <th>ONSET</th>\n",
" <th>CONCLUSION</th>\n",
" <th>BIRTH YEAR </th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> 25</td>\n",
" <td> 1/8/97</td>\n",
" <td> 1/7/73</td>\n",
" <td> 24</td>\n",
" <td> Y</td>\n",
" <td> M</td>\n",
" <td> NaN</td>\n",
" <td> POA</td>\n",
" <td> 1</td>\n",
" <td> 97</td>\n",
" <td> 1</td>\n",
" <td> 1/2/97</td>\n",
" <td> CONFIRMED</td>\n",
" <td> 73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> 23955</td>\n",
" <td> 1/17/97</td>\n",
" <td> 4/23/90</td>\n",
" <td> 6</td>\n",
" <td> Y</td>\n",
" <td> M</td>\n",
" <td> NaN</td>\n",
" <td> TATUI</td>\n",
" <td> 1</td>\n",
" <td> 97</td>\n",
" <td> 2</td>\n",
" <td> 1/9/97</td>\n",
" <td> CONFIRMED</td>\n",
" <td> 91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> 68</td>\n",
" <td> 2/26/97</td>\n",
" <td> 1/7/73</td>\n",
" <td> 24</td>\n",
" <td> Y</td>\n",
" <td> F</td>\n",
" <td> NaN</td>\n",
" <td> GUARULHOS</td>\n",
" <td> 1</td>\n",
" <td> 97</td>\n",
" <td> 2</td>\n",
" <td> 1/10/97</td>\n",
" <td> CONFIRMED</td>\n",
" <td> 73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> 33</td>\n",
" <td> 1/27/97</td>\n",
" <td> 1/7/76</td>\n",
" <td> 21</td>\n",
" <td> Y</td>\n",
" <td> F</td>\n",
" <td> NaN</td>\n",
" <td> GUARULHOS</td>\n",
" <td> 1</td>\n",
" <td> 97</td>\n",
" <td> 2</td>\n",
" <td> 1/12/97</td>\n",
" <td> CONFIRMED</td>\n",
" <td> 76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> 28</td>\n",
" <td> 1/21/97</td>\n",
" <td> 1/7/76</td>\n",
" <td> 21</td>\n",
" <td> Y</td>\n",
" <td> F</td>\n",
" <td> NaN</td>\n",
" <td> POA</td>\n",
" <td> 1</td>\n",
" <td> 97</td>\n",
" <td> 2</td>\n",
" <td> 1/12/97</td>\n",
" <td> CONFIRMED</td>\n",
" <td> 76</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows \u00d7 14 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
" NUMBER NOTIFICATION BIRTH AGE TYPE SEX DISTRICT COUNTY MONTH YEAR \\\n",
"0 25 1/8/97 1/7/73 24 Y M NaN POA 1 97 \n",
"1 23955 1/17/97 4/23/90 6 Y M NaN TATUI 1 97 \n",
"2 68 2/26/97 1/7/73 24 Y F NaN GUARULHOS 1 97 \n",
"3 33 1/27/97 1/7/76 21 Y F NaN GUARULHOS 1 97 \n",
"4 28 1/21/97 1/7/76 21 Y F NaN POA 1 97 \n",
"\n",
" WEEK ONSET CONCLUSION BIRTH YEAR \n",
"0 1 1/2/97 CONFIRMED 73 \n",
"1 2 1/9/97 CONFIRMED 91 \n",
"2 2 1/10/97 CONFIRMED 73 \n",
"3 2 1/12/97 CONFIRMED 76 \n",
"4 2 1/12/97 CONFIRMED 76 \n",
"\n",
"[5 rows x 14 columns]"
]
}
],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Convert to datetime objects"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"measles_data.NOTIFICATION = pd.to_datetime(measles_data.NOTIFICATION)\n",
"measles_data.BIRTH = pd.to_datetime(measles_data.BIRTH)\n",
"measles_data.ONSET = pd.to_datetime(measles_data.ONSET)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Age and year of birth"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"measles_data.columns = [name.strip() for name in measles_data.columns]\n",
"measles_data[\"BIRTH YEAR\"] += 1900\n",
"measles_data[\"YEAR_AGE\"] = 1997 - measles_data[\"BIRTH YEAR\"]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Measles status"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"measles_data.CONCLUSION.value_counts()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"CONFIRMED 23530\n",
"DISCARDED 20514\n",
"CLINICAL 18659\n",
"NO REAGENT AND IMPROPER COLLECTION 1843\n",
"dtype: int64"
]
}
],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Indicator variables"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"CONFIRMED = measles_data.CONCLUSION == 'CONFIRMED'\n",
"CLINICAL = measles_data.CONCLUSION == 'CLINICAL'\n",
"DISCARDED = measles_data.CONCLUSION == 'DISCARDED'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Population data\n",
"\n",
"Sao Paulo district populations"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"popfile = pd.ExcelFile(\"Sao Paulo/population.xlsx\")\n",
"sp_pop = popfile.parse(\"sao paulo\", header=3, index_col=0)\n",
"sp_pop.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0 a 4 anos</th>\n",
" <th>5 a 9 anos</th>\n",
" <th>10 a 14 anos</th>\n",
" <th>15 a 19 anos</th>\n",
" <th>20 a 24 anos</th>\n",
" <th>25 a 29 anos</th>\n",
" <th>30 a 34 anos</th>\n",
" <th>35 a 39 anos</th>\n",
" <th>40 a 44 anos</th>\n",
" <th>45 a 49 anos</th>\n",
" <th>50 a 54 anos</th>\n",
" <th>55 a 59 anos</th>\n",
" <th>60 a 64 anos</th>\n",
" <th>65 a 69 anos</th>\n",
" <th>70 a 74 anos</th>\n",
" <th>75 anos e +</th>\n",
" <th>Total</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Dist Adm Res</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",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>\u00c1gua Rasa</th>\n",
" <td> 5411</td>\n",
" <td> 5750</td>\n",
" <td> 6450</td>\n",
" <td> 7122</td>\n",
" <td> 7621</td>\n",
" <td> 7340</td>\n",
" <td> 6999</td>\n",
" <td> 6984</td>\n",
" <td> 6346</td>\n",
" <td> 5608</td>\n",
" <td> 4987</td>\n",
" <td> 4212</td>\n",
" <td> 4152</td>\n",
" <td> 3595</td>\n",
" <td> 2937</td>\n",
" <td> 3637</td>\n",
" <td> 89151</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Alto de Pinheiros</th>\n",
" <td> 2070</td>\n",
" <td> 2369</td>\n",
" <td> 2953</td>\n",
" <td> 3661</td>\n",
" <td> 4612</td>\n",
" <td> 4190</td>\n",
" <td> 3539</td>\n",
" <td> 3633</td>\n",
" <td> 3448</td>\n",
" <td> 3289</td>\n",
" <td> 3040</td>\n",
" <td> 2533</td>\n",
" <td> 2298</td>\n",
" <td> 1732</td>\n",
" <td> 1305</td>\n",
" <td> 1823</td>\n",
" <td> 46495</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Anhang\u00fcera</th>\n",
" <td> 3068</td>\n",
" <td> 3006</td>\n",
" <td> 2755</td>\n",
" <td> 2431</td>\n",
" <td> 2426</td>\n",
" <td> 2636</td>\n",
" <td> 2695</td>\n",
" <td> 2308</td>\n",
" <td> 1653</td>\n",
" <td> 1107</td>\n",
" <td> 753</td>\n",
" <td> 509</td>\n",
" <td> 352</td>\n",
" <td> 217</td>\n",
" <td> 162</td>\n",
" <td> 171</td>\n",
" <td> 26249</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Aricanduva</th>\n",
" <td> 7732</td>\n",
" <td> 7730</td>\n",
" <td> 8373</td>\n",
" <td> 8956</td>\n",
" <td> 9182</td>\n",
" <td> 8531</td>\n",
" <td> 7813</td>\n",
" <td> 7365</td>\n",
" <td> 6551</td>\n",
" <td> 5554</td>\n",
" <td> 4887</td>\n",
" <td> 3858</td>\n",
" <td> 3320</td>\n",
" <td> 2449</td>\n",
" <td> 1611</td>\n",
" <td> 1723</td>\n",
" <td> 95635</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Artur Alvim</th>\n",
" <td> 9031</td>\n",
" <td> 9078</td>\n",
" <td> 10000</td>\n",
" <td> 11058</td>\n",
" <td> 11387</td>\n",
" <td> 10347</td>\n",
" <td> 9125</td>\n",
" <td> 8658</td>\n",
" <td> 7830</td>\n",
" <td> 7055</td>\n",
" <td> 5919</td>\n",
" <td> 4612</td>\n",
" <td> 3756</td>\n",
" <td> 2633</td>\n",
" <td> 1727</td>\n",
" <td> 1724</td>\n",
" <td> 113940</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows \u00d7 17 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
" 0 a 4 anos 5 a 9 anos 10 a 14 anos 15 a 19 anos \\\n",
"Dist Adm Res \n",
"\u00c1gua Rasa 5411 5750 6450 7122 \n",
"Alto de Pinheiros 2070 2369 2953 3661 \n",
"Anhang\u00fcera 3068 3006 2755 2431 \n",
"Aricanduva 7732 7730 8373 8956 \n",
"Artur Alvim 9031 9078 10000 11058 \n",
"\n",
" 20 a 24 anos 25 a 29 anos 30 a 34 anos 35 a 39 anos \\\n",
"Dist Adm Res \n",
"\u00c1gua Rasa 7621 7340 6999 6984 \n",
"Alto de Pinheiros 4612 4190 3539 3633 \n",
"Anhang\u00fcera 2426 2636 2695 2308 \n",
"Aricanduva 9182 8531 7813 7365 \n",
"Artur Alvim 11387 10347 9125 8658 \n",
"\n",
" 40 a 44 anos 45 a 49 anos 50 a 54 anos 55 a 59 anos \\\n",
"Dist Adm Res \n",
"\u00c1gua Rasa 6346 5608 4987 4212 \n",
"Alto de Pinheiros 3448 3289 3040 2533 \n",
"Anhang\u00fcera 1653 1107 753 509 \n",
"Aricanduva 6551 5554 4887 3858 \n",
"Artur Alvim 7830 7055 5919 4612 \n",
"\n",
" 60 a 64 anos 65 a 69 anos 70 a 74 anos 75 anos e + \\\n",
"Dist Adm Res \n",
"\u00c1gua Rasa 4152 3595 2937 3637 \n",
"Alto de Pinheiros 2298 1732 1305 1823 \n",
"Anhang\u00fcera 352 217 162 171 \n",
"Aricanduva 3320 2449 1611 1723 \n",
"Artur Alvim 3756 2633 1727 1724 \n",
"\n",
" Total \n",
"Dist Adm Res \n",
"\u00c1gua Rasa 89151 \n",
"Alto de Pinheiros 46495 \n",
"Anhang\u00fcera 26249 \n",
"Aricanduva 95635 \n",
"Artur Alvim 113940 \n",
"\n",
"[5 rows x 17 columns]"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Strip accents from names so they can be merged with other tables"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import unicodedata\n",
"\n",
"def strip_accents(text):\n",
" # Deal with Latin characters\n",
" return ''.join(c for c in unicodedata.normalize('NFKD', text) if unicodedata.category(c) != 'Mn')\n",
"\n",
"# New index\n",
"uc_dist = [strip_accents(dist).upper() for dist in sp_pop.index]\n",
"sp_pop.index = uc_dist\n",
"\n",
"sp_pop.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0 a 4 anos</th>\n",
" <th>5 a 9 anos</th>\n",
" <th>10 a 14 anos</th>\n",
" <th>15 a 19 anos</th>\n",
" <th>20 a 24 anos</th>\n",
" <th>25 a 29 anos</th>\n",
" <th>30 a 34 anos</th>\n",
" <th>35 a 39 anos</th>\n",
" <th>40 a 44 anos</th>\n",
" <th>45 a 49 anos</th>\n",
" <th>50 a 54 anos</th>\n",
" <th>55 a 59 anos</th>\n",
" <th>60 a 64 anos</th>\n",
" <th>65 a 69 anos</th>\n",
" <th>70 a 74 anos</th>\n",
" <th>75 anos e +</th>\n",
" <th>Total</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AGUA RASA</th>\n",
" <td> 5411</td>\n",
" <td> 5750</td>\n",
" <td> 6450</td>\n",
" <td> 7122</td>\n",
" <td> 7621</td>\n",
" <td> 7340</td>\n",
" <td> 6999</td>\n",
" <td> 6984</td>\n",
" <td> 6346</td>\n",
" <td> 5608</td>\n",
" <td> 4987</td>\n",
" <td> 4212</td>\n",
" <td> 4152</td>\n",
" <td> 3595</td>\n",
" <td> 2937</td>\n",
" <td> 3637</td>\n",
" <td> 89151</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALTO DE PINHEIROS</th>\n",
" <td> 2070</td>\n",
" <td> 2369</td>\n",
" <td> 2953</td>\n",
" <td> 3661</td>\n",
" <td> 4612</td>\n",
" <td> 4190</td>\n",
" <td> 3539</td>\n",
" <td> 3633</td>\n",
" <td> 3448</td>\n",
" <td> 3289</td>\n",
" <td> 3040</td>\n",
" <td> 2533</td>\n",
" <td> 2298</td>\n",
" <td> 1732</td>\n",
" <td> 1305</td>\n",
" <td> 1823</td>\n",
" <td> 46495</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ANHANGUERA</th>\n",
" <td> 3068</td>\n",
" <td> 3006</td>\n",
" <td> 2755</td>\n",
" <td> 2431</td>\n",
" <td> 2426</td>\n",
" <td> 2636</td>\n",
" <td> 2695</td>\n",
" <td> 2308</td>\n",
" <td> 1653</td>\n",
" <td> 1107</td>\n",
" <td> 753</td>\n",
" <td> 509</td>\n",
" <td> 352</td>\n",
" <td> 217</td>\n",
" <td> 162</td>\n",
" <td> 171</td>\n",
" <td> 26249</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ARICANDUVA</th>\n",
" <td> 7732</td>\n",
" <td> 7730</td>\n",
" <td> 8373</td>\n",
" <td> 8956</td>\n",
" <td> 9182</td>\n",
" <td> 8531</td>\n",
" <td> 7813</td>\n",
" <td> 7365</td>\n",
" <td> 6551</td>\n",
" <td> 5554</td>\n",
" <td> 4887</td>\n",
" <td> 3858</td>\n",
" <td> 3320</td>\n",
" <td> 2449</td>\n",
" <td> 1611</td>\n",
" <td> 1723</td>\n",
" <td> 95635</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ARTUR ALVIM</th>\n",
" <td> 9031</td>\n",
" <td> 9078</td>\n",
" <td> 10000</td>\n",
" <td> 11058</td>\n",
" <td> 11387</td>\n",
" <td> 10347</td>\n",
" <td> 9125</td>\n",
" <td> 8658</td>\n",
" <td> 7830</td>\n",
" <td> 7055</td>\n",
" <td> 5919</td>\n",
" <td> 4612</td>\n",
" <td> 3756</td>\n",
" <td> 2633</td>\n",
" <td> 1727</td>\n",
" <td> 1724</td>\n",
" <td> 113940</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows \u00d7 17 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 8,
"text": [
" 0 a 4 anos 5 a 9 anos 10 a 14 anos 15 a 19 anos \\\n",
"AGUA RASA 5411 5750 6450 7122 \n",
"ALTO DE PINHEIROS 2070 2369 2953 3661 \n",
"ANHANGUERA 3068 3006 2755 2431 \n",
"ARICANDUVA 7732 7730 8373 8956 \n",
"ARTUR ALVIM 9031 9078 10000 11058 \n",
"\n",
" 20 a 24 anos 25 a 29 anos 30 a 34 anos 35 a 39 anos \\\n",
"AGUA RASA 7621 7340 6999 6984 \n",
"ALTO DE PINHEIROS 4612 4190 3539 3633 \n",
"ANHANGUERA 2426 2636 2695 2308 \n",
"ARICANDUVA 9182 8531 7813 7365 \n",
"ARTUR ALVIM 11387 10347 9125 8658 \n",
"\n",
" 40 a 44 anos 45 a 49 anos 50 a 54 anos 55 a 59 anos \\\n",
"AGUA RASA 6346 5608 4987 4212 \n",
"ALTO DE PINHEIROS 3448 3289 3040 2533 \n",
"ANHANGUERA 1653 1107 753 509 \n",
"ARICANDUVA 6551 5554 4887 3858 \n",
"ARTUR ALVIM 7830 7055 5919 4612 \n",
"\n",
" 60 a 64 anos 65 a 69 anos 70 a 74 anos 75 anos e + \\\n",
"AGUA RASA 4152 3595 2937 3637 \n",
"ALTO DE PINHEIROS 2298 1732 1305 1823 \n",
"ANHANGUERA 352 217 162 171 \n",
"ARICANDUVA 3320 2449 1611 1723 \n",
"ARTUR ALVIM 3756 2633 1727 1724 \n",
"\n",
" Total \n",
"AGUA RASA 89151 \n",
"ALTO DE PINHEIROS 46495 \n",
"ANHANGUERA 26249 \n",
"ARICANDUVA 95635 \n",
"ARTUR ALVIM 113940 \n",
"\n",
"[5 rows x 17 columns]"
]
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a hierarchical index of district and age class\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sp_pop_age = sp_pop.stack()\n",
"sp_pop_age"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"AGUA RASA 0 a 4 anos 5411\n",
" 5 a 9 anos 5750\n",
" 10 a 14 anos 6450\n",
" 15 a 19 anos 7122\n",
" 20 a 24 anos 7621\n",
" 25 a 29 anos 7340\n",
" 30 a 34 anos 6999\n",
" 35 a 39 anos 6984\n",
" 40 a 44 anos 6346\n",
" 45 a 49 anos 5608\n",
"...\n",
"TOTAL 30 a 34 anos 871751\n",
" 35 a 39 anos 796353\n",
" 40 a 44 anos 689675\n",
" 45 a 49 anos 560190\n",
" 50 a 54 anos 454708\n",
" 55 a 59 anos 344526\n",
" 60 a 64 anos 293074\n",
" 65 a 69 anos 225526\n",
" 70 a 74 anos 170023\n",
" 75 anos e + 209700\n",
" Total 10134220\n",
"Length: 1649, dtype: int64"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sp_pop.index"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"Index([u'AGUA RASA', u'ALTO DE PINHEIROS', u'ANHANGUERA', u'ARICANDUVA', u'ARTUR ALVIM', u'BARRA FUNDA', u'BELA VISTA', u'BELEM', u'BOM RETIRO', u'BRAS', u'BRASILANDIA', u'BUTANTA', u'CACHOEIRINHA', u'CAMBUCI', u'CAMPO BELO', u'CAMPO GRANDE', u'CAMPO LIMPO', u'CANGAIBA', u'CAPAO REDONDO', u'CARRAO', u'CASA VERDE', u'CIDADE ADEMAR', u'CIDADE DUTRA', u'CIDADE LIDER', u'CIDADE TIRADENTES', u'CONSOLACAO', u'CURSINO', u'ERMELINO MATARAZZO', u'FREGUESIA DO O', u'GRAJAU', u'GUAIANASES', u'IGUATEMI', u'IPIRANGA', u'ITAIM BIBI', u'ITAIM PAULISTA', u'ITAQUERA', u'JABAQUARA', u'JACANA', u'JAGUARA', u'JAGUARE', u'JARAGUA', u'JARDIM ANGELA', u'JARDIM HELENA', u'JARDIM PAULISTA', u'JARDIM SAO LUIS', u'JOSE BONIFACIO', u'LAJEADO', u'LAPA', u'LIBERDADE', u'LIMAO', u'MANDAQUI', u'MARSILAC', u'MOEMA', u'MOOCA', u'MORUMBI', u'PARELHEIROS', u'PARI', u'PARQUE DO CARMO', u'PEDREIRA', u'PENHA', u'PERDIZES', u'PERUS', u'PINHEIROS', u'PIRITUBA', u'PONTE RASA', u'RAPOSO TAVARES', u'REPUBLICA', u'RIO PEQUENO', u'SACOMA', u'SANTA CECILIA', u'SANTANA', u'SANTO AMARO', u'SAO DOMINGOS', u'SAO LUCAS', u'SAO MATEUS', u'SAO MIGUEL', u'SAO RAFAEL', u'SAPOPEMBA', u'SAUDE', u'SE', u'SOCORRO', u'TATUAPE', u'TREMEMBE', u'TUCURUVI', u'VILA ANDRADE', u'VILA CURUCA', u'VILA FORMOSA', u'VILA GUILHERME', u'VILA JACUI', u'VILA LEOPOLDINA', u'VILA MARIA', u'VILA MARIANA', u'VILA MATILDE', u'VILA MEDEIROS', u'VILA PRUDENTE', u'VILA SONIA', u'TOTAL'], dtype='object')"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time series of cases\n",
"\n",
"Visualizing the cumulative occurence of measles cases in 1997."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"onset = measles_data.ONSET.dropna()\n",
"times = pd.date_range(onset.min(), onset.max())\n",
"cumulative_cases = pd.Series([(onset<t).sum() for t in times], index=times)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cumulative_cases.plot(grid=False)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 43,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x111917f10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZmRqWKkOPOp9FeuDZzfv5wZoKvrboJEZpxlQZonRmiyShua2Db/9mO5v3NfK1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\nTvpF14HqAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1117198d0>"
]
}
],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cases = pd.Series([(onset==t).sum() for t in times], index=times)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cases.plot(grid=False)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 42,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x110d10810>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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lqahMvM5jROQFYRzC/a0ZKK+uCRdDVUUNUqG4z0Unv6wqyjcv3zThefWJCBes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\nC9pJDogk5s/+AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11a1ab590>"
]
}
],
"prompt_number": 42
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Age distribution of cases\n",
"\n",
"Distribution of cases by age, confirmed in blue and clinical in purple:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_conclusion = measles_data.groupby([\"YEAR_AGE\", \"CONCLUSION\"])\n",
"counts_by_cause = by_conclusion.size().unstack().fillna(0)\n",
"ax = counts_by_cause.plot(kind='bar', stacked=True, xlim=(0,50), figsize=(15,5))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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jI/O0r0hJlZfTKcsA7YD5gf+eA/wx4wbe+1Qg7FdIyXhaREpKSo7bpqSkhGyf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\nAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10c642690>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Estimating the probability of clinical confirmation of cases.\n",
"\n",
"Extract lab subset (confirmed or discarded), with age and county not missing."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lab_subset = measles_data[(CONFIRMED | DISCARDED) & measles_data.YEAR_AGE.notnull() \n",
" & measles_data.COUNTY.notnull()]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Truncate age above 75"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lab_subset.YEAR_AGE[lab_subset.YEAR_AGE > 75] = 75"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/Library/Python/2.7/site-packages/pandas-0.13.1_213_gc174c3d-py2.7-macosx-10.9-intel.egg/pandas/core/series.py:614: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame\n",
" self.where(~key, value, inplace=True)\n"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create local variables"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"age = lab_subset.YEAR_AGE.astype(int).values\n",
"ages = list(set(age))\n",
"counties = lab_subset.COUNTY.unique()\n",
"y = (lab_subset.CONCLUSION=='CONFIRMED').values\n",
"county_index = [np.where(counties==c)[0][0] for c in lab_subset.COUNTY]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pymc as pm\n",
"import theano.tensor as T\n",
"MvNormal = pm.multivariate.MvNormal\n",
"\n",
"def tinvlogit(x):\n",
" import theano.tensor as t\n",
" return t.exp(x) / (1 + t.exp(x))\n",
"\n",
"with pm.Model() as model:\n",
" \n",
" # Priors on mean and covariances\n",
" mu = pm.Normal(\"mu\", mu=0, tau=0.1, shape=len(ages))\n",
" var = pm.Uniform('var', 0, 100)\n",
" cov = pm.Uniform('cov', -100, 100)\n",
" \n",
" # Priors on county effects\n",
" mu_county = pm.Normal(\"mu_county\", 0, 0.1)\n",
" sig_county = pm.Uniform(\"sig_county\", 0, 100)\n",
" tau_county = sig_county**-2\n",
" \n",
" # County effects\n",
" beta = pm.Normal(\"beta\", mu_county, tau_county, shape=len(counties))\n",
" \n",
" I = T.eye(len(ages)) * var\n",
" E = T.eye(len(ages), k=1) * cov\n",
" Sigma = I + E + E.T\n",
" Tau = Sigma.T\n",
" \n",
" theta = MvNormal(\"theta\", mu, Tau, shape=len(ages))\n",
" p_age = pm.Deterministic('p_age', tinvlogit(theta))\n",
" \n",
" p = pm.Deterministic('p', tinvlogit(theta[age] + beta[county_index]))\n",
" \n",
" lab_confirmed = pm.Bernoulli('lab_confirmed', p, observed=y)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"with model:\n",
" \n",
" start = {'mu':np.zeros(len(ages)), 'var':1, 'cov':0, 'theta':np.zeros(len(ages)),\n",
" 'mu_county':0, 'sig_county':10, 'beta':np.zeros(len(counties))}\n",
" \n",
" step = pm.NUTS(scaling=start)\n",
" \n",
" trace = pm.sample(2000, step, start)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\r",
" [-----------------100%-----------------] 2000 of 2000 complete in 4024.2 sec"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\r",
" [-----------------100%-----------------] 2001 of 2000 complete in 4025.5 sec"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pm.forestplot(trace, vars=['mu'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"<matplotlib.gridspec.GridSpec at 0x10d040e90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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QcBhW7mhD3P9ZqK4QX19SXW+2Up2yKyarfw9vX56VJO7B7n3qD+yI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\n",
"text": [
"<matplotlib.figure.Figure at 0x10be4d650>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pm.forestplot(trace, vars=['theta'], ylabels=[str(i)*(i%5==0) or '' for i in range(77)])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"text": [
"<matplotlib.gridspec.GridSpec at 0x11abe8d10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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xXOhx8PkrWbgw3VF7NfW0Su0TEZEWkhtJFQtvfutbC8lms0AcOab9tl9pePDX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\n",
"text": [
"<matplotlib.figure.Figure at 0x11ac38810>"
]
}
],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here are age-specific estimates of a clinically confirmed case coming back from the lab as measles positive, using the correlated random effects model above."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pm.forestplot(trace, vars=['p_age'], ylabels=[str(i)*(i%5==0) or '' for i in range(77)])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 23,
"text": [
"<matplotlib.gridspec.GridSpec at 0x1186ab890>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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x8UzwJzd6fRGCVtmpBNkfKmeKdK+nM2KMrKfl7pfWPHYAcI2779/oNUUIWurU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\nGP8fQFx/aQoVY2YAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x11ac3a250>"
]
}
],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Attack Rate Model"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"county_incidence_crosstab = pd.crosstab(measles_data.ONSET, measles_data.COUNTY)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 55
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting weekly incidence shows Sao Paulo county dominates new cases"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"county_incidence_crosstab.resample('W', how='sum').plot(legend=False)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 56,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x115b9df90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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IFbU+WgYidAWiZptS8BTsryLXYnXZrJ3NOYAtKQj/5FM5mq3d2NiI3WphbX0R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\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x115b11290>"
]
}
],
"prompt_number": 56
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Extract Sao Paulo and crosstab by district"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sp_data = measles_data[measles_data.COUNTY=='SAO PAULO']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"district_incidence_crosstab = pd.crosstab(sp_data.ONSET, sp_data.DISTRICT)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"district_incidence_crosstab.resample('W', how='sum').plot(legend=False, grid=False)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 60,
"text": [
"<matplotlib.axes._subplots.AxesSubplot at 0x116662510>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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rsBlvaTBOzOSFSyGCvDBnjR8WIlfTNQCmFUuQo3GKp0dq4+R46oJq5MdVmpRF+d9vDOHI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\nsd+KMdTv20T1+AN4Y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InZ1X5O7kHrqz8ZE5J1F6r6BPAm8M2+MlTVdRglf4yINJS6wA7H\ncOAseUdFoKoJEflH4GYR2Qk8idke7VZgjareY6dQ5nI1xge/CxH5KeaF7OvAFOBSe31CRMbYZAP5\n5J3P3rHH4Cx5R8Wgqr8GLgKuw8yRfxyzk87f2iSh/cumfx74U+4xIA48CLTaczWY3Xdy2S4iiZy/\ny3ud/4Ach2N34jYNcTgcjgrGWfIOh8NRwTgl73A4HBWMU/IOh8NRwTgl73A4HBWMU/IOh8NRwTgl\n73A4HBWMU/IOh8NRwTgl73A4HBWMU/IOh8NRwfw/WP8gLvB/20UAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x115bcba10>"
]
}
],
"prompt_number": 60
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mapping"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from mpl_toolkits.basemap import Basemap\n",
"from matplotlib.collections import LineCollection, PolyCollection"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, a map of the cases in each county within Sao Paulo state."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Set up basemap\n",
"lllat=-26\n",
"urlat=-19\n",
"lllon=-53\n",
"urlon=-43\n",
"SP_region = Basemap(ax=None, projection='merc', lon_0=(urlon + lllon) / 2, lat_0=(urlat + lllat) / 2,\n",
" llcrnrlat=lllat, urcrnrlat=urlat, llcrnrlon=lllon, urcrnrlon=urlon, resolution='f')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read in shapefile of Sao Paulo:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"shp_info = SP_region.readshapefile('Sao Paulo/Shape/Estado SP_region','region',drawbounds=False)\n",
"print(shp_info)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(645, 5, [-53.10319, -25.345756, 0.0, 0.0], [-44.163439, -19.789012, 0.0, 0.0])\n"
]
}
],
"prompt_number": 24
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compile case counts by county:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Get rid of latin characters\n",
"municipio = [_['MUNICIPIO'].decode('latin1').encode('trans').upper() for _ in SP_region.region_info]\n",
"# Initialize a dictionary of case counts by county\n",
"state_cases = {x : 0 for x in municipio}\n",
"# Remap names\n",
"name_map = {'MOGI-MIRIM':'MOJI-MIRIM', \n",
" 'MOGI DAS CRUZES':'MOJI DAS CRUZES', \n",
" 'SANTA CRUZ DAS PALMAS':'SANTA CRUZ DAS PALMEIRAS',\n",
" 'SANTANA DO PARNAIBA':'SANTANA DE PARNAIBA',\n",
" 'PRESIDENTE VENCESLA':'PRESIDENTE VENCESLAU',\n",
" 'CAMPO LIMPO PAULIST':'CAMPO LIMPO PAULISTA',\n",
" 'SANTA CRUZ RIO PARD':'SANTA CRUZ DO RIO PARDO',\n",
" 'SAO MANOEL':'SAO MANUEL'}\n",
"invalid = {'PORTO ALEGRE'}\n",
"\n",
"# Obtain counts by county\n",
"for county in measles_data.COUNTY:\n",
" try:\n",
" state_cases[county] += 1\n",
" except KeyError:\n",
" try:\n",
" state_cases[name_map[county]] += 1\n",
" except KeyError:\n",
" if county in invalid:\n",
" continue"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Map cases, coloring the city of Sao Paulo black, since it has so many cases"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(16,12))\n",
"ax = plt.gca()\n",
"SP_region.drawcoastlines()\n",
"SP_region.drawrivers()\n",
"z = [state_cases[i]*(i!='SAO PAULO') for i in municipio]\n",
"coll = PolyCollection(SP_region.region, array=np.array(z), cmap=plt.cm.Blues, edgecolors='none')\n",
"ax.add_collection(coll)\n",
"plt.colorbar(coll, ax=ax, shrink=0.7)\n",
"\n",
"sp_poly = plt.Polygon(SP_region.region[municipio.index('SAO PAULO')], facecolor='black')\n",
"ax.add_patch(sp_poly)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 32,
"text": [
"<matplotlib.patches.Polygon at 0x10dbfab50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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06dNRo0YNANI9eTw9PbFw4UKsX78eLMtW6vj//vsvKW4JQs8kJSWREXZCb7Asi+nTp2P9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qpkW2lDQvx7jvvvueN954g4oVKyqRo1AoFEFQEm2giwoldMoQr7zyCgcPHiQ2Npbbb789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\nhBBCCCGEEMXO/wHtWVEP3DWPjQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1197c5310>"
]
}
],
"prompt_number": 32
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Cases by Sao Paulo district"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"districts = measles_data.DISTRICT[measles_data.COUNTY=='SAO PAULO'].unique()\n",
"districts.sort()\n",
"districts = districts[1:]\n",
"districts"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 33,
"text": [
"array(['AGUA RASA', 'ALTO PINHEIROS', 'AMERICANOPOLIS', 'ANHANGUERA',\n",
" 'ARICANDUVA', 'ARTUR ALVIM', 'BARRA FUNDA', 'BELA VISTA', 'BELEM',\n",
" 'BOM RETIRO', 'BRAS', 'BRASILANDIA', 'BUTANTA', 'C REDONDO',\n",
" 'CACHOEIRINHA', 'CAMBUCI', 'CAMPO BELO', 'CAMPO GRANDE',\n",
" 'CAMPO LIMPO', 'CANGAIBA', 'CAPAO REDONDO', 'CAPELA DO SOCOR',\n",
" 'CAPELA SOCORRO', 'CARRAO', 'CASA VERDE', 'CERQUEIRA CESAR',\n",
" 'CIDADE ADEMAR', 'CIDADE DUTRA', 'CIDADE LIDER', 'CIDADE TIRADENT',\n",
" 'CIDADE TIRADENTES', 'CONSOLACAO', 'CONSOLA\\xe2AO', 'CPELA SOCORRO',\n",
" 'CURSINO', 'ERMELINO MATARAZO', 'FREGUESIA DO O', 'GRAJAU',\n",
" 'GUAIANASES', 'GUAIANAZES', 'IGN', 'IGNORADO', 'IGUATEMI',\n",
" 'INTERLAGOS', 'IPIRANGA', 'IQUATEMI', 'ITAIM BIBI',\n",
" 'ITAIM PAULISTA', 'ITAQUERA', 'JABAQUARA', 'JACANA', 'JAD SAO LUIZ',\n",
" 'JAGUARA', 'JAGUARE', 'JAQUARE', 'JARAGUA', 'JARAGUQ', 'JARAQUA',\n",
" 'JARDIM ANGELA', 'JARDIM HELENA', 'JARDIM PAULISTA',\n",
" 'JARDIM SAO LUIZ', 'JA\\xe2ANA', 'JOSE BONIFACIO', 'LAGEADO',\n",
" 'LAJEADO', 'LAPA', 'LIBERDADE', 'LIMAO', 'LUZ', 'MANDAQUI',\n",
" 'MARSILAC', 'MOEMA', 'MOOCA', 'MORUMBI', 'PARELHEIROS', 'PARI',\n",
" 'PARQUE DO CARMO', 'PDREIRA', 'PEDREIRA', 'PENHA', 'PERDIZES',\n",
" 'PERUS', 'PINHEIROS', 'PINHIROS', 'PIRITUBA', 'PONTE RASA',\n",
" 'PQ.DO CARMO', 'RAPOSO TAVARES', 'REPUBLICA', 'REPUPLICA',\n",
" 'REUBLICA', 'RIO PEQUENO', 'S LUCAS', 'S LUIZ', 'S MATHEUS',\n",
" 'S.MATEUS', 'SACOMA', 'SACOMAN', 'SANTA CECILIA', 'SANTANA',\n",
" 'SANTO AMARO', 'SAO DOMINGOS', 'SAO LUCAS', 'SAO LUIS', 'SAO LUIZ',\n",
" 'SAO MATEUS', 'SAO MIGUEL', 'SAO PAULO', 'SAO RAFAEL', 'SAPOPEMBA',\n",
" 'SAUDE', 'SE', 'SOCORRO', 'STA CECILIA', 'STO AMARO', 'TAIPAS',\n",
" 'TATUAPE', 'TREMEMBE', 'TUCURUVI', 'VILA ANDRADE',\n",
" 'VILA CACHOEIRINHA', 'VILA CURUCA', 'VILA DALVILAA', 'VILA FORMOSA',\n",
" 'VILA GUILHERME', 'VILA JACUI', 'VILA LEOPOLDINA', 'VILA MARIA',\n",
" 'VILA MARIANA', 'VILA MATILDE', 'VILA MEDEIROS', 'VILA PRUDENTE',\n",
" 'VILA SONIA', 'VILA. ANDRADE', 'VILA. FORMOSA', 'VILA. PRUDENTE',\n",
" 'VILA.CARRAO', 'VILA.JAGUARA', 'VILA.LEOPOLDINA', 'VILAILA ANDRADE',\n",
" 'VILAILA CURUCA', 'VILAILA FORMOSA', 'VILAILA MARIA',\n",
" 'VILAILA MARIANA', 'VILAILA MATILDE', 'VILAILA MEDEIROS',\n",
" 'VILAILA SONIA', 'VILAL FORMOSA'], dtype=object)"
]
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Initialize dict to hold case counts\n",
"city_cases = {x : 0 for x in districts}\n",
"\n",
"for district in measles_data.DISTRICT[measles_data.COUNTY=='SAO PAULO']:\n",
" try:\n",
" city_cases[district] += 1\n",
" except KeyError:\n",
" # Empty values to Sao Paulo\n",
" if np.isnan(district):\n",
" city_cases['SAO PAULO'] += 1\n",
" else:\n",
" print 'Cannot find', district"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"casevals = city_cases.values()\n",
"# Remove Sao Paulo\n",
"casevals.sort()\n",
"plt.hist(casevals[:-1], bins=30)\n",
"plt.xlabel('Cases')\n",
"plt.ylabel('Frequency')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 35,
"text": [
"<matplotlib.text.Text at 0x10d19ef50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAYwAAAEUCAYAAAA4DAFkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x117664d50>"
]
}
],
"prompt_number": 35
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Turn the stacked population series into a data frame, and add an empty `cases` column:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sp_combined = pd.DataFrame({'population':sp_pop_age, 'cases':0})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 36
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can populate the cases for district x age class"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Lookup table for invalid districts\n",
"dist_map = {'ALTO PINHEIROS': 'ALTO DE PINHEIROS',\n",
" 'JARAGUQ': 'JARAGUA',\n",
" 'VILAILA MEDEIROS': 'VILA MEDEIROS',\n",
" 'VILAILA MARIANA': 'VILA MARIANA',\n",
" 'VILAILA ANDRADE': 'VILA ANDRADE',\n",
" 'VILAILA SONIA': 'VILA SONIA',\n",
" 'VILAILA CURUCA': 'VILA CURUCA',\n",
" 'VILAILA FORMOSA': 'VILA FORMOSA',\n",
" 'VILAL FORMOSA': 'VILA FORMOSA',\n",
" 'VILAILA MARIA': 'VILA MARIA',\n",
" 'VILAILA MATILDE': 'VILA MATILDE',\n",
" 'JA\\xe2ANA': 'JACANA',\n",
" 'CONSOLA\\xe2AO': 'CONSOLACAO', \n",
" 'VILA CACHOEIRINHA': 'CACHOEIRINHA',\n",
" 'STA CECILIA': 'SANTA CECILIA',\n",
" 'VILA DALVILAA': 'VILA MATILDE',\n",
" 'VILA.LEOPOLDINA': 'VILA LEOPOLDINA',\n",
" 'LAGEADO': 'LAJEADO',\n",
" 'CAPELA DO SOCOR': 'SOCORRO',\n",
" 'VILA. PRUDENTE': 'VILA PRUDENTE',\n",
" 'GUAIANAZES': 'GUAIANASES',\n",
" 'VILA. ANDRADE': 'VILA ANDRADE',\n",
" 'CPELA SOCORRO': 'SOCORRO',\n",
" 'VILA. FORMOSA': 'VILA FORMOSA',\n",
" 'PDREIRA': 'PEDREIRA',\n",
" 'PINHIROS': 'PINHEIROS',\n",
" 'JAQUARE': 'JAGUARE',\n",
" 'SAO LUIZ': 'JARDIM SAO LUIS',\n",
" 'LUZ': 'JARDIM SAO LUIS',\n",
" 'PQ.DO CARMO': 'PARQUE DO CARMO',\n",
" 'S LUIZ': 'JARDIM SAO LUIS',\n",
" 'VILA.JAGUARA': 'JAGUARA',\n",
" 'INTERLAGOS': 'SOCORRO',\n",
" 'ERMELINO MATARAZO': 'ERMELINO MATARAZZO',\n",
" 'S LUCAS': 'SAO LUCAS',\n",
" 'JARAQUA': 'JARAGUA',\n",
" 'REPUPLICA': 'REPUBLICA',\n",
" 'VILA.CARRAO': 'CARRAO',\n",
" 'JAD SAO LUIZ': 'JARDIM SAO LUIS',\n",
" 'AMERICANOPOLIS': 'JABAQUARA',\n",
" 'STO AMARO': 'SANTO AMARO',\n",
" 'REUBLICA': 'REPUBLICA',\n",
" 'S MATHEUS': 'SAO MATEUS',\n",
" 'C REDONDO': 'CAPAO REDONDO',\n",
" 'CAPELA SOCORRO': 'SOCORRO',\n",
" 'S.MATEUS': 'SAO MATEUS',\n",
" 'SACOMAN': 'SACOMA',\n",
" 'SAO LUIS': 'JARDIM SAO LUIS',\n",
" 'TAIPAS': 'JARAGUA',\n",
" 'IQUATEMI': 'IGUATEMI',\n",
" 'JARDIM SAO LUIZ': 'JARDIM SAO LUIS',\n",
"}\n",
"# These are not districts at all\n",
"not_district = ['SUMARE', 'SAO PAULO', 'IGN', 'IGNORADO', 'CIDADE TIRADENT', 'CERQUEIRA CESAR']\n",
"\n",
"# Lookup list for age classes\n",
"age_index = ['0 a 4 anos']*5 + \\\n",
"['5 a 9 anos']*5 + \\\n",
"['10 a 14 anos']*5 + \\\n",
"['15 a 19 anos']*5 + \\\n",
"['20 a 24 anos']*5 + \\\n",
"['25 a 29 anos']*5 + \\\n",
"['30 a 34 anos']*5 + \\\n",
"['35 a 39 anos']*5 + \\\n",
"['40 a 44 anos']*5 + \\\n",
"['45 a 49 anos']*5 + \\\n",
"['50 a 54 anos']*5 + \\\n",
"['55 a 59 anos']*5 + \\\n",
"['60 a 64 anos']*5 + \\\n",
"['65 a 69 anos']*5 + \\\n",
"['70 a 74 anos']*5 + \\\n",
"['75 anos e +']*25\n",
"\n",
"for idx in measles_data.index[measles_data.COUNTY=='SAO PAULO']:\n",
"\n",
" # Extract district name\n",
" dist = measles_data.ix[idx]['DISTRICT']\n",
" \n",
" if dist in not_district: continue\n",
" if dist is np.nan: continue\n",
" \n",
" # Extract age of case\n",
" try:\n",
" age = int(measles_data.ix[idx]['YEAR_AGE'])\n",
" except ValueError:\n",
" # Missing age\n",
" try:\n",
" sp_combined.ix[(dist, 'Total')] += 1\n",
" except KeyError:\n",
" sp_combined.ix[(dist_map[dist], 'Total')] += 1\n",
" continue\n",
" \n",
" # Increment case count for district x age class\n",
" try:\n",
" sp_combined.ix[(dist, age_index[age])] += 1\n",
" sp_combined.ix[(dist, 'Total')] += 1\n",
" except KeyError:\n",
" sp_combined.ix[(dist_map[dist], age_index[age])] += 1\n",
" sp_combined.ix[(dist_map[dist], 'Total')] += 1\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/Library/Python/2.7/site-packages/pandas-0.13.1_213_gc174c3d-py2.7-macosx-10.9-intel.egg/pandas/core/index.py:1073: UnicodeWarning: Unicode equal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n",
" return self._engine.get_loc(_values_from_object(key))\n"
]
}
],
"prompt_number": 38
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is what the clean dataset for cases within districts looks like:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sp_combined['proportion'] = sp_combined.cases/sp_combined.population"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 39
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sp_combined.head(25)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th></th>\n",
" <th>cases</th>\n",
" <th>population</th>\n",
" <th>proportion</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"17\" valign=\"top\">AGUA RASA</th>\n",
" <th>0 a 4 anos</th>\n",
" <td> 32</td>\n",
" <td> 5443</td>\n",
" <td> 0.005879</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 a 9 anos</th>\n",
" <td> 22</td>\n",
" <td> 5772</td>\n",
" <td> 0.003812</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10 a 14 anos</th>\n",
" <td> 9</td>\n",
" <td> 6459</td>\n",
" <td> 0.001393</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15 a 19 anos</th>\n",
" <td> 12</td>\n",
" <td> 7134</td>\n",
" <td> 0.001682</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20 a 24 anos</th>\n",
" <td> 34</td>\n",
" <td> 7655</td>\n",
" <td> 0.004442</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25 a 29 anos</th>\n",
" <td> 31</td>\n",
" <td> 7371</td>\n",
" <td> 0.004206</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30 a 34 anos</th>\n",
" <td> 11</td>\n",
" <td> 7010</td>\n",
" <td> 0.001569</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35 a 39 anos</th>\n",
" <td> 6</td>\n",
" <td> 6990</td>\n",
" <td> 0.000858</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40 a 44 anos</th>\n",
" <td> 2</td>\n",
" <td> 6348</td>\n",
" <td> 0.000315</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45 a 49 anos</th>\n",
" <td> 0</td>\n",
" <td> 5608</td>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50 a 54 anos</th>\n",
" <td> 0</td>\n",
" <td> 4987</td>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55 a 59 anos</th>\n",
" <td> 0</td>\n",
" <td> 4212</td>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60 a 64 anos</th>\n",
" <td> 0</td>\n",
" <td> 4152</td>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65 a 69 anos</th>\n",
" <td> 0</td>\n",
" <td> 3595</td>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70 a 74 anos</th>\n",
" <td> 0</td>\n",
" <td> 2937</td>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75 anos e +</th>\n",
" <td> 0</td>\n",
" <td> 3637</td>\n",
" <td> 0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total</th>\n",
" <td> 162</td>\n",
" <td> 89313</td>\n",
" <td> 0.001814</td>\n",
" </tr>\n",
" <tr>\n",
" <th rowspan=\"8\" valign=\"top\">ALTO DE PINHEIROS</th>\n",
" <th>0 a 4 anos</th>\n",
" <td> 7</td>\n",
" <td> 2077</td>\n",
" <td> 0.003370</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5 a 9 anos</th>\n",
" <td> 10</td>\n",
" <td> 2379</td>\n",
" <td> 0.004203</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10 a 14 anos</th>\n",
" <td> 5</td>\n",
" <td> 2958</td>\n",
" <td> 0.001690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15 a 19 anos</th>\n",
" <td> 13</td>\n",
" <td> 3674</td>\n",
" <td> 0.003538</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20 a 24 anos</th>\n",
" <td> 17</td>\n",
" <td> 4629</td>\n",
" <td> 0.003672</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25 a 29 anos</th>\n",
" <td> 13</td>\n",
" <td> 4203</td>\n",
" <td> 0.003093</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30 a 34 anos</th>\n",
" <td> 8</td>\n",
" <td> 3547</td>\n",
" <td> 0.002255</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35 a 39 anos</th>\n",
" <td> 5</td>\n",
" <td> 3638</td>\n",
" <td> 0.001374</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>25 rows \u00d7 3 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 40,
"text": [
" cases population proportion\n",
"AGUA RASA 0 a 4 anos 32 5443 0.005879\n",
" 5 a 9 anos 22 5772 0.003812\n",
" 10 a 14 anos 9 6459 0.001393\n",
" 15 a 19 anos 12 7134 0.001682\n",
" 20 a 24 anos 34 7655 0.004442\n",
" 25 a 29 anos 31 7371 0.004206\n",
" 30 a 34 anos 11 7010 0.001569\n",
" 35 a 39 anos 6 6990 0.000858\n",
" 40 a 44 anos 2 6348 0.000315\n",
" 45 a 49 anos 0 5608 0.000000\n",
" 50 a 54 anos 0 4987 0.000000\n",
" 55 a 59 anos 0 4212 0.000000\n",
" 60 a 64 anos 0 4152 0.000000\n",
" 65 a 69 anos 0 3595 0.000000\n",
" 70 a 74 anos 0 2937 0.000000\n",
" 75 anos e + 0 3637 0.000000\n",
" Total 162 89313 0.001814\n",
"ALTO DE PINHEIROS 0 a 4 anos 7 2077 0.003370\n",
" 5 a 9 anos 10 2379 0.004203\n",
" 10 a 14 anos 5 2958 0.001690\n",
" 15 a 19 anos 13 3674 0.003538\n",
" 20 a 24 anos 17 4629 0.003672\n",
" 25 a 29 anos 13 4203 0.003093\n",
" 30 a 34 anos 8 3547 0.002255\n",
" 35 a 39 anos 5 3638 0.001374\n",
"\n",
"[25 rows x 3 columns]"
]
}
],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Write to CSV file\n",
"sp_combined.to_csv(\"SP_district_cases.csv\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"javascript": [
"IPython.notebook.save_notebook()"
],
"metadata": {},
"output_type": "display_data",
"text": [
"<IPython.core.display.Javascript at 0x111a5d0d0>"
]
}
],
"prompt_number": 35
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Map of Sao Paulo District Cases"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lllat=-24\n",
"urlat=-23.3\n",
"lllon=-47\n",
"urlon=-46.3\n",
"\n",
"SP_dist = Basemap(ax=None, projection='merc', lon_0=(urlon + lllon) / 2, lat_0=(urlat + lllat) / 2,\n",
" llcrnrlat=lllat, urcrnrlat=urlat, llcrnrlon=lllon, urcrnrlon=urlon, resolution='f')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"SP_info = SP_dist.readshapefile('Sao Paulo/Brazil_full/BRA_adm3','brazil', drawbounds=False)\n",
"print(SP_info)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(10193, 5, [-73.98970699999995, -33.74708099999998, 0.0, 0.0], [-32.389582999999845, 5.264877999999953, 0.0, 0.0])\n"
]
}
],
"prompt_number": 42
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"map_districts = [_['NAME_3'].decode('latin1').encode('trans').upper() for _ in SP_dist.brazil_info]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"SP_dist.brazil_info[100]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 44,
"text": [
"{'ENGTYPE_3': 'District',\n",
" 'HASC_3': ' ',\n",
" 'ID_0': 32,\n",
" 'ID_1': 431,\n",
" 'ID_2': 3648,\n",
" 'ID_3': 4054,\n",
" 'ISO': 'BRA',\n",
" 'NAME_0': 'Brazil',\n",
" 'NAME_1': 'Alagoas',\n",
" 'NAME_2': 'Col\\xf4nia Leopoldina',\n",
" 'NAME_3': 'Col\\xf4nia Leopoldina',\n",
" 'NL_NAME_3': ' ',\n",
" 'REMARKS_3': ' ',\n",
" 'RINGNUM': 1,\n",
" 'SHAPENUM': 96,\n",
" 'Shape_Area': '2.36783278470e-002',\n",
" 'Shape_Leng': '7.81454479178e-001',\n",
" 'TYPE_3': 'Distrito',\n",
" 'VALIDFR_3': 'Unknown',\n",
" 'VALIDTO_3': 'Present',\n",
" 'VARNAME_3': ' '}"
]
}
],
"prompt_number": 44
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"map_fig = plt.figure(figsize=(16,12))\n",
"map_ax = plt.gca()\n",
"#SP_dist.drawcoastlines()\n",
"SP_dist.drawrivers()\n",
"\n",
"p = [0]*len(map_districts)\n",
"for i,d in enumerate(map_districts):\n",
" try:\n",
" p[i] = sp_combined.ix[(d, 'Total')]['proportion']\n",
" except KeyError:\n",
" pass\n",
"dist_coll = PolyCollection(SP_dist.brazil, array=np.array(p), cmap=plt.cm.Blues, edgecolors='none')\n",
"map_ax.add_collection(dist_coll)\n",
"plt.colorbar(dist_coll, ax=map_ax, shrink=0.7)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 45,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x129654710>"
]
},
{
"metadata": {},
"output_type": "display_data",
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xcSIjYywvQP1cpYNxDgGnZrhR1SZBaw0wln8NZ3KzLTcWGOPLTp5KyrKjBTxn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\nKSbLT0ExDeXAbem2gLEOSfdo4b/XUfBdKcoL16zg88K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ittZCXhiJITi3nPCLQmL1102S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\noiiKoih74v8HzOCKjxMAoN8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10dc4a5d0>"
]
}
],
"prompt_number": 45
}
],
"metadata": {}
}
]
}
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