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@fonnesbeck
Created January 9, 2015 22:59
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from datetime import datetime"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.4/site-packages/pandas/io/parsers.py:1159: DtypeWarning: Columns (140,142,144,146,148,181,206,212,213,263,282,283,284,298,299) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" data = self._reader.read(nrows)\n"
]
},
{
"data": {
"text/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>greater_48hrs</th>\n",
" <th>fever_neutropenia</th>\n",
" <th>never_left</th>\n",
" <th>written_consent</th>\n",
" <th>child_name</th>\n",
" <th>mother_name</th>\n",
" <th>mother_birth_date</th>\n",
" <th>mother_record</th>\n",
" <th>mother_nationality</th>\n",
" <th>other_mother_nationality</th>\n",
" <th>...</th>\n",
" <th>date</th>\n",
" <th>whole_blood_complete</th>\n",
" <th>age_months</th>\n",
" <th>length_of_stay</th>\n",
" <th>gest_age</th>\n",
" <th>death</th>\n",
" <th>hospitalized_vitamin_d</th>\n",
" <th>wheezing_ind</th>\n",
" <th>sex</th>\n",
" <th>z_score</th>\n",
" </tr>\n",
" <tr>\n",
" <th>case_id</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",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>A0001</th>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> Remas Mahmoud Jbarah</td>\n",
" <td> Huda Katalo</td>\n",
" <td> 1976-01-21</td>\n",
" <td> NaN</td>\n",
" <td> 3</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 6</td>\n",
" <td> 40</td>\n",
" <td> False</td>\n",
" <td> 3</td>\n",
" <td> 0</td>\n",
" <td> F</td>\n",
" <td> 0.68</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A0002</th>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> Majed Abdel Kareem Majed</td>\n",
" <td> Noor SHa'aban Mahmood</td>\n",
" <td> 1989-09-09</td>\n",
" <td> NaN</td>\n",
" <td> 3</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> 5</td>\n",
" <td> 40</td>\n",
" <td> False</td>\n",
" <td> 4</td>\n",
" <td> 1</td>\n",
" <td> M</td>\n",
" <td>-0.64</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A0003</th>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> Rayyan Jamal Muhyi Al.Deen</td>\n",
" <td> SAra Hussein Muhyi Al.Deen</td>\n",
" <td> 1965-01-01</td>\n",
" <td> NaN</td>\n",
" <td> 1</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td> 0</td>\n",
" <td> 11</td>\n",
" <td> 10</td>\n",
" <td> 40</td>\n",
" <td> False</td>\n",
" <td> 35</td>\n",
" <td> 0</td>\n",
" <td> F</td>\n",
" <td>-7.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A0004</th>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> Hanan Mohd Mustapha Abu Othman</td>\n",
" <td> Kawla Abu Shanab</td>\n",
" <td> 1983-10-31</td>\n",
" <td> NaN</td>\n",
" <td> 1</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td> 0</td>\n",
" <td> 7</td>\n",
" <td> 3</td>\n",
" <td> 38</td>\n",
" <td> False</td>\n",
" <td> 2</td>\n",
" <td> 1</td>\n",
" <td> F</td>\n",
" <td>-0.84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A0005</th>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 1</td>\n",
" <td> Yara Mahmoud Azmi Ismael</td>\n",
" <td> Suha Abdel Aziz</td>\n",
" <td> 1986-02-28</td>\n",
" <td> NaN</td>\n",
" <td> 1</td>\n",
" <td> NaN</td>\n",
" <td>...</td>\n",
" <td>NaN</td>\n",
" <td> 0</td>\n",
" <td> 2</td>\n",
" <td> 1</td>\n",
" <td> 39</td>\n",
" <td> False</td>\n",
" <td> 6</td>\n",
" <td> 0</td>\n",
" <td> F</td>\n",
" <td>-1.68</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 415 columns</p>\n",
"</div>"
],
"text/plain": [
" greater_48hrs fever_neutropenia never_left written_consent \\\n",
"case_id \n",
"A0001 0 0 0 1 \n",
"A0002 0 0 0 1 \n",
"A0003 0 0 0 1 \n",
"A0004 0 0 0 1 \n",
"A0005 0 0 0 1 \n",
"\n",
" child_name mother_name \\\n",
"case_id \n",
"A0001 Remas Mahmoud Jbarah Huda Katalo \n",
"A0002 Majed Abdel Kareem Majed Noor SHa'aban Mahmood \n",
"A0003 Rayyan Jamal Muhyi Al.Deen SAra Hussein Muhyi Al.Deen \n",
"A0004 Hanan Mohd Mustapha Abu Othman Kawla Abu Shanab \n",
"A0005 Yara Mahmoud Azmi Ismael Suha Abdel Aziz \n",
"\n",
" mother_birth_date mother_record mother_nationality \\\n",
"case_id \n",
"A0001 1976-01-21 NaN 3 \n",
"A0002 1989-09-09 NaN 3 \n",
"A0003 1965-01-01 NaN 1 \n",
"A0004 1983-10-31 NaN 1 \n",
"A0005 1986-02-28 NaN 1 \n",
"\n",
" other_mother_nationality ... date whole_blood_complete \\\n",
"case_id ... \n",
"A0001 NaN ... NaN 0 \n",
"A0002 NaN ... NaN 0 \n",
"A0003 NaN ... NaN 0 \n",
"A0004 NaN ... NaN 0 \n",
"A0005 NaN ... NaN 0 \n",
"\n",
" age_months length_of_stay gest_age death hospitalized_vitamin_d \\\n",
"case_id \n",
"A0001 1 6 40 False 3 \n",
"A0002 1 5 40 False 4 \n",
"A0003 11 10 40 False 35 \n",
"A0004 7 3 38 False 2 \n",
"A0005 2 1 39 False 6 \n",
"\n",
" wheezing_ind sex z_score \n",
"case_id \n",
"A0001 0 F 0.68 \n",
"A0002 1 M -0.64 \n",
"A0003 0 F -7.59 \n",
"A0004 1 F -0.84 \n",
"A0005 0 F -1.68 \n",
"\n",
"[5 rows x 415 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hospitalized = pd.read_csv('data/hospitalized.csv', index_col=0)\n",
"hospitalized.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Breakdown by:\n",
"\n",
"- month of age (and greater than 1 year)\n",
"- sex\n",
"- birthweight\n",
"- prematurity\n",
"- feeding: % with any breastfeeding\n",
"- maternal ed\n",
"- number in household\n",
"- daycare\n",
"- smoking exposure: cigarette, maternal during pregnacy, nargalia\n",
"- % with comorbidity: past medical history\n",
"- nationality: jordanian, palestinean, syrian, egptian, other\n",
"- diagnosis: pneumo, bronchiolitis, bronchopnewumonia\n",
"\n",
"Severity measures:\n",
"\n",
"- length of stay\n",
"- ICU\n",
"- O2\n",
"- Mechanical vent.\n",
"- days of symptoms before admission\n",
"- % with antibiotics prior\n",
"- % with antibiotics during\n",
"\n",
"Columns: \n",
"\n",
"- RSV, MPV, Rhino, Influenza A/B/C, Adeno, Parinfluenza, Hospitalzied pop, no virus"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Positive culture lookup\n",
"pcr_lookup = {'pcr_result___1': 'RSV',\n",
"'pcr_result___2': 'HMPV',\n",
"'pcr_result___3': 'flu A',\n",
"'pcr_result___4': 'flu B',\n",
"'pcr_result___5': 'rhino',\n",
"'pcr_result___6': 'PIV1',\n",
"'pcr_result___7': 'PIV2',\n",
"'pcr_result___8': 'PIV3',\n",
"'pcr_result___13': 'H1N1',\n",
"'pcr_result___14': 'H3N2',\n",
"'pcr_result___15': 'Swine',\n",
"'pcr_result___16': 'Swine H1',\n",
"'pcr_result___17': 'flu C',\n",
"'pcr_result___18': 'Adeno'}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hospitalized['RSV'] = hospitalized.pcr_result___1.astype(bool)\n",
"hospitalized['HMPV'] = hospitalized.pcr_result___2.astype(bool)\n",
"hospitalized['Rhino'] = hospitalized.pcr_result___5.astype(bool)\n",
"hospitalized['Influenza'] = hospitalized.pcr_result___3 | hospitalized.pcr_result___4\n",
"hospitalized['Adeno'] = hospitalized.pcr_result___18.astype(bool)\n",
"hospitalized['PIV'] = hospitalized.pcr_result___6 | hospitalized.pcr_result___7 | hospitalized.pcr_result___8\n",
"hospitalized['No virus'] = hospitalized[list(pcr_lookup.keys())].sum(1) == 0\n",
"hospitalized['All'] = True"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"viruses = ['RSV', 'HMPV', 'Rhino', 'Influenza', 'Adeno', 'PIV', 'No virus', 'All']"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pcr_lookup = {'pcr_result___1': 'RSV',\n",
"'pcr_result___2': 'HMPV',\n",
"'pcr_result___3': 'flu A',\n",
"'pcr_result___4': 'flu B',\n",
"'pcr_result___5': 'rhino',\n",
"'pcr_result___6': 'PIV1',\n",
"'pcr_result___7': 'PIV2',\n",
"'pcr_result___8': 'PIV3',\n",
"'pcr_result___13': 'H1N1',\n",
"'pcr_result___14': 'H3N2',\n",
"'pcr_result___15': 'Swine',\n",
"'pcr_result___16': 'Swine H1',\n",
"'pcr_result___17': 'flu C',\n",
"'pcr_result___18': 'Adeno'}"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"'RSV'"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"non_rsv_lookup = pcr_lookup.copy()\n",
"non_rsv_lookup.pop('pcr_result___1')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"other_virus_index = (hospitalized[list(non_rsv_lookup.keys())].sum(1) > 0).astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hospitalized['RSV'] = hospitalized['pcr_result___1']\n",
"hospitalized['non-RSV virus'] = (hospitalized['pcr_result___1']==0) & other_virus_index\n",
"hospitalized['no virus'] = (hospitalized['pcr_result___1']==0) & (other_virus_index==0)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hospitalized[\"prev_cond\"] = (hospitalized[[c for c in hospitalized.columns if c.endswith('hx') \n",
" and not c.startswith('no_')]].sum(1) > 0)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hospitalized['male'] = (hospitalized.sex=='M').astype(int)\n",
"age_groups = pd.get_dummies(pd.cut(hospitalized.age_months, [0,1,11,23]))\n",
"age_groups.index = hospitalized.index\n",
"age_groups.columns = 'under 2 months', '2-11 months', '12-23 months'\n",
"hospitalized = hospitalized.join(age_groups)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"nationality_lookup = {1: 'Jordanian', 2: 'Egyptian', 3: 'Palestinian', 4: 'Iraqi', 5: 'Syrian', \n",
" 6: 'Sudanese', 7: 'Russian', 8: 'Asian', 9: 'Other'}\n",
"hospitalized['nationality'] = hospitalized.mother_nationality.replace(nationality_lookup)\n",
"hospitalized['Jordanian'] = (hospitalized.nationality=='Jordanian').astype(int)\n",
"hospitalized['Palestinian'] = (hospitalized.nationality=='Palestinian').astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hospitalized['vitamin D < 20'] = (hospitalized.hospitalized_vitamin_d < 20).astype(int)\n",
"hospitalized.loc[hospitalized.hospitalized_vitamin_d.isnull(), 'vitamin D < 20'] = np.nan\n",
"hospitalized['vitamin D < 11'] = (hospitalized.hospitalized_vitamin_d < 11).astype(int)\n",
"hospitalized.loc[hospitalized.hospitalized_vitamin_d.isnull(), 'vitamin D < 11'] = np.nan"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hospitalized['any_cigarette'] = (hospitalized.cigarette_smokers > 0).astype(int)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hospitalized['premature'] = (hospitalized.gest_age < 37).astype(int)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Rate Estimation"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 3169\n",
"unique 794\n",
"top 2011-02-07 00:00:00\n",
"freq 17\n",
"first 2010-03-15 00:00:00\n",
"last 2013-03-30 00:00:00\n",
"Name: admission_date, dtype: object"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hospitalized.admission_date = pd.to_datetime(hospitalized.admission_date)\n",
"hospitalized.admission_date.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Age groups:\n",
"\n",
"- Under 2 months\n",
"- 2-5 mo.\n",
"- 6-11 mo.\n",
"- Over 11 mo."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"age_groups = pd.get_dummies(pd.cut(hospitalized.age_months, [0,1,5,11,24], include_lowest=True))\n",
"age_groups.index = hospitalized.index\n",
"age_groups.columns = 'age_under_2', 'age_2_5', 'age_6_11', 'age_over_11'\n",
"hospitalized = hospitalized.join(age_groups)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Estimation of age group distribution"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"hosp_age_counts = hospitalized.groupby('admission_date')[age_groups.columns].sum().resample('M', how='sum').values"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pre_2013 = hospitalized.admission_date < datetime(2013, 1, 1)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/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>age_under_2</th>\n",
" <th>age_2_5</th>\n",
" <th>age_6_11</th>\n",
" <th>age_over_11</th>\n",
" </tr>\n",
" <tr>\n",
" <th>admission_date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2010-03-31</th>\n",
" <td> 15</td>\n",
" <td> 16</td>\n",
" <td> 14</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-04-30</th>\n",
" <td> 17</td>\n",
" <td> 23</td>\n",
" <td> 14</td>\n",
" <td> 7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-05-31</th>\n",
" <td> 13</td>\n",
" <td> 17</td>\n",
" <td> 12</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-06-30</th>\n",
" <td> 21</td>\n",
" <td> 6</td>\n",
" <td> 7</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-07-31</th>\n",
" <td> 19</td>\n",
" <td> 6</td>\n",
" <td> 2</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-08-31</th>\n",
" <td> 8</td>\n",
" <td> 9</td>\n",
" <td> 3</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-09-30</th>\n",
" <td> 11</td>\n",
" <td> 5</td>\n",
" <td> 5</td>\n",
" <td> 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-10-31</th>\n",
" <td> 5</td>\n",
" <td> 5</td>\n",
" <td> 4</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-11-30</th>\n",
" <td> 5</td>\n",
" <td> 6</td>\n",
" <td> 8</td>\n",
" <td> 7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-12-31</th>\n",
" <td> 7</td>\n",
" <td> 8</td>\n",
" <td> 5</td>\n",
" <td> 10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-01-31</th>\n",
" <td> 32</td>\n",
" <td> 62</td>\n",
" <td> 35</td>\n",
" <td> 23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-02-28</th>\n",
" <td> 56</td>\n",
" <td> 69</td>\n",
" <td> 40</td>\n",
" <td> 24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-03-31</th>\n",
" <td> 41</td>\n",
" <td> 34</td>\n",
" <td> 19</td>\n",
" <td> 23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-04-30</th>\n",
" <td> 23</td>\n",
" <td> 39</td>\n",
" <td> 28</td>\n",
" <td> 12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-05-31</th>\n",
" <td> 25</td>\n",
" <td> 34</td>\n",
" <td> 11</td>\n",
" <td> 17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-06-30</th>\n",
" <td> 25</td>\n",
" <td> 19</td>\n",
" <td> 13</td>\n",
" <td> 10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-07-31</th>\n",
" <td> 23</td>\n",
" <td> 16</td>\n",
" <td> 12</td>\n",
" <td> 10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-08-31</th>\n",
" <td> 24</td>\n",
" <td> 7</td>\n",
" <td> 0</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-09-30</th>\n",
" <td> 19</td>\n",
" <td> 8</td>\n",
" <td> 5</td>\n",
" <td> 9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-10-31</th>\n",
" <td> 20</td>\n",
" <td> 10</td>\n",
" <td> 7</td>\n",
" <td> 10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-11-30</th>\n",
" <td> 11</td>\n",
" <td> 15</td>\n",
" <td> 8</td>\n",
" <td> 14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-12-31</th>\n",
" <td> 25</td>\n",
" <td> 22</td>\n",
" <td> 21</td>\n",
" <td> 19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-31</th>\n",
" <td> 63</td>\n",
" <td> 70</td>\n",
" <td> 39</td>\n",
" <td> 37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-02-29</th>\n",
" <td> 58</td>\n",
" <td> 89</td>\n",
" <td> 41</td>\n",
" <td> 26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-03-31</th>\n",
" <td> 49</td>\n",
" <td> 74</td>\n",
" <td> 39</td>\n",
" <td> 33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-04-30</th>\n",
" <td> 37</td>\n",
" <td> 46</td>\n",
" <td> 32</td>\n",
" <td> 23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-05-31</th>\n",
" <td> 35</td>\n",
" <td> 27</td>\n",
" <td> 16</td>\n",
" <td> 12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06-30</th>\n",
" <td> 24</td>\n",
" <td> 22</td>\n",
" <td> 15</td>\n",
" <td> 11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-07-31</th>\n",
" <td> 31</td>\n",
" <td> 21</td>\n",
" <td> 8</td>\n",
" <td> 14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-08-31</th>\n",
" <td> 22</td>\n",
" <td> 12</td>\n",
" <td> 7</td>\n",
" <td> 5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-09-30</th>\n",
" <td> 14</td>\n",
" <td> 18</td>\n",
" <td> 16</td>\n",
" <td> 10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-10-31</th>\n",
" <td> 16</td>\n",
" <td> 20</td>\n",
" <td> 4</td>\n",
" <td> 9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-11-30</th>\n",
" <td> 11</td>\n",
" <td> 17</td>\n",
" <td> 6</td>\n",
" <td> 9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-12-31</th>\n",
" <td> 45</td>\n",
" <td> 48</td>\n",
" <td> 32</td>\n",
" <td> 19</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" age_under_2 age_2_5 age_6_11 age_over_11\n",
"admission_date \n",
"2010-03-31 15 16 14 3\n",
"2010-04-30 17 23 14 7\n",
"2010-05-31 13 17 12 2\n",
"2010-06-30 21 6 7 3\n",
"2010-07-31 19 6 2 2\n",
"2010-08-31 8 9 3 3\n",
"2010-09-30 11 5 5 2\n",
"2010-10-31 5 5 4 5\n",
"2010-11-30 5 6 8 7\n",
"2010-12-31 7 8 5 10\n",
"2011-01-31 32 62 35 23\n",
"2011-02-28 56 69 40 24\n",
"2011-03-31 41 34 19 23\n",
"2011-04-30 23 39 28 12\n",
"2011-05-31 25 34 11 17\n",
"2011-06-30 25 19 13 10\n",
"2011-07-31 23 16 12 10\n",
"2011-08-31 24 7 0 3\n",
"2011-09-30 19 8 5 9\n",
"2011-10-31 20 10 7 10\n",
"2011-11-30 11 15 8 14\n",
"2011-12-31 25 22 21 19\n",
"2012-01-31 63 70 39 37\n",
"2012-02-29 58 89 41 26\n",
"2012-03-31 49 74 39 33\n",
"2012-04-30 37 46 32 23\n",
"2012-05-31 35 27 16 12\n",
"2012-06-30 24 22 15 11\n",
"2012-07-31 31 21 8 14\n",
"2012-08-31 22 12 7 5\n",
"2012-09-30 14 18 16 10\n",
"2012-10-31 16 20 4 9\n",
"2012-11-30 11 17 6 9\n",
"2012-12-31 45 48 32 19"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"age_counts = hospitalized[pre_2013].groupby('admission_date')[age_groups.columns].sum().resample('M', how='sum')\n",
"age_counts"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Rates and demographics (via [World Bank](http://databank.worldbank.org)) and 2004 census data (via Jordan [Department of Statistics](http://www.dos.gov.jo/dos_home_e/main/population/census2004/group3/table_31.pdf))."
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Jordan population, 2008-2012\n",
"population = 5786000, 5915000, 6046000, 6181000, 6318000\n",
"\n",
"# Interpolated population by gender and age, 2010-2012\n",
"female_0 = 93649, 95739, 96486\n",
"male_0 = 98435, 100525, 101160\n",
"female_1 = 87941, 93511, 93067\n",
"male_1 = 92548, 98306, 97763\n",
"\n",
"kids_0 = np.array(female_0) + np.array(male_0)\n",
"kids_1 = np.array(female_1) + np.array(male_1)\n",
"kids = kids_0 + kids_1\n",
"\n",
"# Proportion in Amman\n",
"amman_urban_2004 = 1784502.\n",
"jordan_2004 = 5103639.\n",
"amman_prop = amman_urban_2004 / jordan_2004\n",
"\n",
"# Birth rates (per 1000)\n",
"birth_rate = 29.665, 29.322, 28.869, 28.317, 27.699\n",
"\n",
"# Neonatal mortality (per 1000)\n",
"neonatal_mort = 12.7, 12.4, 12.1, 11.8, 11.5\n",
"\n",
"# Infant mortality (per 1000)\n",
"infant_mort = 18.4, 17.9, 17.3, 16.8, 16.4"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.3496528653378501"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"amman_prop"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"admissions_by_month = hospitalized.groupby('admission_date')['child_name'].count().resample('1M', how='sum')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"admission_date\n",
"2010-03-31 48\n",
"2010-04-30 61\n",
"2010-05-31 44\n",
"2010-06-30 37\n",
"2010-07-31 29\n",
"Freq: M, Name: child_name, dtype: int64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"admissions_by_month.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Dict to return pcr_result variable corresponding to virus\n",
"virus_lookup = {pcr_lookup[k]: k for k in pcr_lookup.keys()}"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Enrolling 5 days per week\n",
"p_enroll = 5./7"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(1397, 441)"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rsv_subset = hospitalized[hospitalized.RSV==1]\n",
"rsv_subset.shape"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([180489, 191817, 190830])"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kids_1"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import hospitalization data"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"spreadsheets = !ls data/Al-Bashir*\n",
"\n",
"data = []\n",
"col_names = 'date', 'admissions', 'admissions_2', 'resp_admissions', 'resp_admissions_2'\n",
"for spreadsheet in spreadsheets:\n",
" this_file = pd.ExcelFile(spreadsheet)\n",
" # Need to fix data entry error in years > 2011\n",
" dot = spreadsheet.find('.')\n",
" fix_columns = int(spreadsheet[dot-4:dot]) > 2011\n",
" for name in this_file.sheet_names:\n",
" d = this_file.parse(name)\n",
" d.columns = col_names\n",
" if fix_columns:\n",
" total = d['resp_admissions'] + d['resp_admissions_2']\n",
" d['resp_admissions_2'] = d['resp_admissions']\n",
" d['resp_admissions'] = total\n",
" data.append(d)\n",
" \n",
"hospitalizations = pd.concat(data).set_index('date')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/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>admissions</th>\n",
" <th>admissions_2</th>\n",
" <th>resp_admissions</th>\n",
" <th>resp_admissions_2</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>2010-03-14</th>\n",
" <td> 23</td>\n",
" <td> 21</td>\n",
" <td> 15</td>\n",
" <td> 14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-03-15</th>\n",
" <td> 27</td>\n",
" <td> 23</td>\n",
" <td> 19</td>\n",
" <td> 18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-03-16</th>\n",
" <td> 11</td>\n",
" <td> 8</td>\n",
" <td> 6</td>\n",
" <td> 3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-03-17</th>\n",
" <td> 17</td>\n",
" <td> 10</td>\n",
" <td> 10</td>\n",
" <td> 8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-03-18</th>\n",
" <td> 23</td>\n",
" <td> 17</td>\n",
" <td> 12</td>\n",
" <td> 10</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" admissions admissions_2 resp_admissions resp_admissions_2\n",
"date \n",
"2010-03-14 23 21 15 14\n",
"2010-03-15 27 23 19 18\n",
"2010-03-16 11 8 6 3\n",
"2010-03-17 17 10 10 8\n",
"2010-03-18 23 17 12 10"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hospitalizations.head()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"date\n",
"2010-03-31 239\n",
"2010-04-30 354\n",
"2010-05-31 334\n",
"2010-06-30 284\n",
"2010-07-31 232\n",
"Freq: M, Name: admissions_2, dtype: int64"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"under_2_hosp = hospitalizations[hospitalizations.index < datetime(2013, 1, 1)].resample('M', how=sum)['admissions_2']\n",
"under_2_hosp.head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"rsv_by_date = rsv_subset.groupby('admission_date')[['age_under_2', 'age_2_5', 'age_6_11', 'age_over_11']]\n",
"rsv_counts = rsv_by_date.sum().resample('1M', how='sum').fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/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>age_under_2</th>\n",
" <th>age_2_5</th>\n",
" <th>age_6_11</th>\n",
" <th>age_over_11</th>\n",
" </tr>\n",
" <tr>\n",
" <th>admission_date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2010-03-31</th>\n",
" <td> 12</td>\n",
" <td> 8</td>\n",
" <td> 7</td>\n",
" <td> 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-04-30</th>\n",
" <td> 8</td>\n",
" <td> 8</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-05-31</th>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-06-30</th>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-07-31</th>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" age_under_2 age_2_5 age_6_11 age_over_11\n",
"admission_date \n",
"2010-03-31 12 8 7 1\n",
"2010-04-30 8 8 5 0\n",
"2010-05-31 1 1 1 0\n",
"2010-06-30 1 1 0 0\n",
"2010-07-31 0 0 0 0"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rsv_counts.head()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/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>age_under_2</th>\n",
" <th>age_2_5</th>\n",
" <th>age_6_11</th>\n",
" <th>age_over_11</th>\n",
" <th>admissions_2</th>\n",
" </tr>\n",
" <tr>\n",
" <th>admission_date</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>2010-03-31</th>\n",
" <td> 12</td>\n",
" <td> 8</td>\n",
" <td> 7</td>\n",
" <td> 1</td>\n",
" <td> 239</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-04-30</th>\n",
" <td> 8</td>\n",
" <td> 8</td>\n",
" <td> 5</td>\n",
" <td> 0</td>\n",
" <td> 354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-05-31</th>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" <td> 0</td>\n",
" <td> 334</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-06-30</th>\n",
" <td> 1</td>\n",
" <td> 1</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 284</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-07-31</th>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 0</td>\n",
" <td> 232</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" age_under_2 age_2_5 age_6_11 age_over_11 admissions_2\n",
"admission_date \n",
"2010-03-31 12 8 7 1 239\n",
"2010-04-30 8 8 5 0 354\n",
"2010-05-31 1 1 1 0 334\n",
"2010-06-30 1 1 0 0 284\n",
"2010-07-31 0 0 0 0 232"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"under2_rsv = pd.concat([rsv_counts, under_2_hosp], axis=1).dropna()\n",
"under2_rsv.head()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def extract_virus(virus):\n",
" \n",
" virus_subset = hospitalized[hospitalized[virus]==1]\n",
" \n",
" virus_by_date = virus_subset.groupby('admission_date')[['age_under_2', 'age_2_5', 'age_6_11', 'age_over_11']]\n",
" virus_counts = virus_by_date.sum().resample('1M', how='sum').fillna(0)\n",
" \n",
" return pd.concat([virus_counts, under_2_hosp], axis=1).dropna()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"foo = extract_virus('RSV')"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"adm = foo.pop('admissions_2').values\n",
"data_subset = foo = foo.values"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(34, 4)"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"foo.shape"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[array([102, 68, 59, 8]),\n",
" array([134, 134, 84, 0]),\n",
" array([83, 83, 83, 83]),\n",
" array([71, 71, 71, 71]),\n",
" array([58, 58, 58, 58]),\n",
" array([54, 54, 54, 54]),\n",
" array([53, 53, 53, 53]),\n",
" array([55, 55, 55, 55]),\n",
" array([93, 93, 93, 93]),\n",
" array([118, 89, 148, 59]),\n",
" array([115, 230, 123, 75]),\n",
" array([118, 158, 79, 31]),\n",
" array([123, 123, 37, 30]),\n",
" array([134, 156, 0, 22]),\n",
" array([83, 83, 83, 83]),\n",
" array([79, 79, 79, 79]),\n",
" array([68, 68, 68, 68]),\n",
" array([41, 41, 41, 41]),\n",
" array([56, 56, 56, 56]),\n",
" array([62, 62, 62, 62]),\n",
" array([79, 79, 79, 79]),\n",
" array([ 60, 120, 135, 45]),\n",
" array([138, 158, 72, 60]),\n",
" array([109, 212, 67, 47]),\n",
" array([112, 167, 83, 65]),\n",
" array([ 92, 116, 87, 58]),\n",
" array([163, 59, 44, 44]),\n",
" array([116, 93, 70, 46]),\n",
" array([70, 70, 70, 70]),\n",
" array([53, 53, 53, 53]),\n",
" array([62, 62, 62, 62]),\n",
" array([69, 69, 69, 69]),\n",
" array([68, 68, 68, 68]),\n",
" array([ 93, 118, 71, 53])]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[(x*(d/d.sum() if (d.sum()>10) else np.ones(4)*0.25)).astype(int) for x,d in zip(adm,data_subset)]"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pymc as pm\n",
"\n",
"def hosp_subset(virus):\n",
" \n",
" data_subset = extract_virus(virus)\n",
" \n",
" admissions = data_subset.pop('admissions_2').values\n",
" data_subset = data_subset.values\n",
" \n",
" n_months, n_ages = data_subset.shape\n",
" \n",
" # Estimate age distribution of admissions\n",
" p_age = pm.Dirichlet('p_age', np.ones(4), value=data_subset.sum(0)[:-1]/data_subset.sum()) \n",
" counts = pm.Multinomial('counts', data_subset.sum(1), p_age, value=data_subset, observed=True)\n",
" \n",
" # Estimate denominators \n",
" n_hosp = []\n",
" for i,ni in enumerate(admissions):\n",
" \n",
" d = data_subset[i]\n",
" \n",
" n_init = (ni*(d/d.sum() if (d.sum()>10) else np.ones(4)*0.25)).astype(int)[:-1]\n",
" n_init = np.append(n_init, ni - n_init.sum())\n",
" \n",
" n_hosp.append(pm.Multinomial('n_hosp_{}'.format(i), ni, p_age, value=n_init))\n",
" \n",
" n_hosp_t = pm.Lambda('n_hosp_t', lambda x=n_hosp: np.array([[xij for xij in xi] for xi in x]).T)\n",
" \n",
" # Virus rates by age and time \n",
" mu_alpha = pm.Normal('mu_alpha', 0, 0.01, value=[0]*n_ages)\n",
" sigma_alpha = pm.Uniform('sigma_alpha', 0, 100, value=[10]*n_ages)\n",
" rho = pm.Uniform('rho', -1, 1, value=0)\n",
"\n",
" mu = [pm.Lambda('mu_{}'.format(i), lambda mu=mu_alpha: np.array([mu[i]]*n_months)) for i in range(n_ages)]\n",
" off_diag = np.eye(n_months, k=1)\n",
" Sigma = [pm.Lambda('Sigma_{}'.format(i), lambda s=sigma_alpha, r=rho: \n",
" (np.eye(n_months) + off_diag*r + off_diag.T*r)*(s[i]**2)) for i in range(n_ages)]\n",
"\n",
" alpha = [pm.MvNormalCov('alpha_{}'.format(i), mu[i], Sigma[i], value=[0]*n_months) for i in range(n_ages)]\n",
" \n",
" p_virus = [pm.Lambda('p_virus_{}'.format(i), lambda a=a: pm.invlogit(a)) for i,a in enumerate(alpha)]\n",
" \n",
" # Viral rate likelihood\n",
" @pm.observed\n",
" def rate_like(value=data_subset.T, p=p_virus, n=n_hosp_t):\n",
" return np.sum([pm.binomial_like(value[i], n[i], p[i]) for i in range(n_ages)])\n",
" \n",
" return(locals())"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"M = pm.MCMC(hosp_subset('RSV'))"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" [-----------------100%-----------------] 20000 of 20000 complete in 223.2 sec"
]
}
],
"source": [
"M.sample(20000, 10000)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Could not calculate Gelman-Rubin statistics. Requires multiple chains of equal length.\n"
]
},
{
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x131dc2e80>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.Matplot.summary_plot(M.p_age)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Could not calculate Gelman-Rubin statistics. Requires multiple chains of equal length.\n"
]
},
{
"data": {
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x119139e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pm.Matplot.summary_plot(M.p_virus[0])"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import seaborn as sb"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(10000, 34)"
]
},
"execution_count": 87,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"M.p_virus[0].trace().shape"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x11c5799b0>"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x11a1c19b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# for i in range(4):\n",
"sb.tsplot(M.p_virus[0].trace()[-1000:], err_style=\"unit_traces\")"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x123beb668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sb.set(style=\"white\", palette=\"muted\")\n",
"\n",
"f, axes = plt.subplots(2, 2, figsize=(10, 8))\n",
"for i,axis in enumerate(np.ravel(axes)):\n",
" sb.tsplot(M.p_virus[i].trace()[-1000:], err_style=\"unit_traces\", ax=axis)\n",
" axis.set_title(age_groups.columns[i])"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" [-----------------100%-----------------] 20000 of 20000 complete in 228.6 sec"
]
}
],
"source": [
"M_rhino = pm.MCMC(hosp_subset('Rhino'))\n",
"M_rhino.sample(20000, 10000)"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1290f74a8>"
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"AAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x15d877128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sb.set(style=\"white\", palette=\"muted\")\n",
"\n",
"f, axes = plt.subplots(2, 2, figsize=(10, 8))\n",
"for i,axis in enumerate(np.ravel(axes)):\n",
" sb.tsplot(M_rhino.p_virus[i].trace()[-1000:], err_style=\"unit_traces\", ax=axis)\n",
" axis.set_title(age_groups.columns[i])\n",
"f.suptitle('Rhino', fontsize=14)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Production runs"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Running RSV\n",
" [-----------------100%-----------------] 50000 of 50000 complete in 608.2 sec\n",
"Running HMPV\n",
" [-----------------100%-----------------] 50000 of 50000 complete in 612.2 sec\n",
"Running Rhino\n",
" [-----------------100%-----------------] 50000 of 50000 complete in 600.2 sec\n",
"Running Influenza\n",
" [-----------------100%-----------------] 50000 of 50000 complete in 607.7 sec\n",
"Running Adeno\n",
" [-----------------100%-----------------] 50000 of 50000 complete in 602.9 sec\n",
"Running PIV\n",
" [-----------------100%-----------------] 50000 of 50000 complete in 603.0 sec\n",
"Running No virus\n",
" [-----------------100%-----------------] 50000 of 50000 complete in 626.6 sec\n",
"Running All\n",
" [-----------------100%-----------------] 50000 of 50000 complete in 628.0 sec"
]
},
{
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x1608ec780>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x12ba63a58>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x1627cdc18>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x1317f8860>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x18ff21eb8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x15cbe3240>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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