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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"WARNING (theano.link.c.cmodule): install mkl with `conda install mkl-service`: No module named 'mkl'\n", | |
"WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Sat Jan 29 15:32:18 PST 2022\r\n" | |
] | |
} | |
], | |
"source": [ | |
"import numpy as np, matplotlib.pyplot as plt, pandas as pd\n", | |
"\n", | |
"import bambi as bmb, arviz as az\n", | |
"\n", | |
"!date" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# This notebook uses the BAMBI Python package to replicate a result from Comfort et al, Number of cases of measles, mumps, and rubella and MMR vaccine coverage by governorate in Iraq, 2001-2016\n", | |
"\n", | |
"Paper is here: https://www.frontiersin.org/articles/10.3389/fpubh.2021.689458/full\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Step 1: Extract the data\n", | |
"\n", | |
"Thanks to Haley for making the data available!" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"--2022-01-29 15:32:18-- https://zenodo.org/record/4649509/files/measles_by_governorate.sav\n", | |
"Resolving zenodo.org (zenodo.org)... 137.138.76.77\n", | |
"Connecting to zenodo.org (zenodo.org)|137.138.76.77|:443... connected.\n", | |
"HTTP request sent, awaiting response... 200 OK\n", | |
"Length: 8367 (8.2K) [application/octet-stream]\n", | |
"Saving to: ‘measles_by_governorate.sav’\n", | |
"\n", | |
"100%[======================================>] 8,367 --.-K/s in 0s \n", | |
"\n", | |
"2022-01-29 15:32:20 (198 MB/s) - ‘measles_by_governorate.sav’ saved [8367/8367]\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"!rm measles_by_governorate.sav\n", | |
"!wget https://zenodo.org/record/4649509/files/measles_by_governorate.sav" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"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>gov</th>\n", | |
" <th>t2001</th>\n", | |
" <th>cov2001</th>\n", | |
" <th>gov2001</th>\n", | |
" <th>t2002</th>\n", | |
" <th>cov2002</th>\n", | |
" <th>gov2002</th>\n", | |
" <th>t2003</th>\n", | |
" <th>cov2003</th>\n", | |
" <th>gov2003</th>\n", | |
" <th>...</th>\n", | |
" <th>cov2013</th>\n", | |
" <th>t2014</th>\n", | |
" <th>gov2014</th>\n", | |
" <th>cov2014</th>\n", | |
" <th>t2015</th>\n", | |
" <th>gov2015</th>\n", | |
" <th>cov2015</th>\n", | |
" <th>t2016</th>\n", | |
" <th>gov2016</th>\n", | |
" <th>cov2016</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>Bag1</td>\n", | |
" <td>36.0</td>\n", | |
" <td>70.58</td>\n", | |
" <td>6062619.0</td>\n", | |
" <td>21.0</td>\n", | |
" <td>77.78</td>\n", | |
" <td>6222186.0</td>\n", | |
" <td>19.0</td>\n", | |
" <td>59.11</td>\n", | |
" <td>6386067.0</td>\n", | |
" <td>...</td>\n", | |
" <td>82.0</td>\n", | |
" <td>186.0</td>\n", | |
" <td>7665292.0</td>\n", | |
" <td>82.0</td>\n", | |
" <td>459.0</td>\n", | |
" <td>7877888.0</td>\n", | |
" <td>74.0</td>\n", | |
" <td>5.0</td>\n", | |
" <td>8095645.0</td>\n", | |
" <td>94.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Bas</td>\n", | |
" <td>206.0</td>\n", | |
" <td>77.21</td>\n", | |
" <td>1689479.0</td>\n", | |
" <td>7.0</td>\n", | |
" <td>78.62</td>\n", | |
" <td>1724844.0</td>\n", | |
" <td>190.0</td>\n", | |
" <td>73.62</td>\n", | |
" <td>1760984.0</td>\n", | |
" <td>...</td>\n", | |
" <td>58.0</td>\n", | |
" <td>5.0</td>\n", | |
" <td>2744758.0</td>\n", | |
" <td>81.0</td>\n", | |
" <td>6.0</td>\n", | |
" <td>2818804.0</td>\n", | |
" <td>55.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>2894591.0</td>\n", | |
" <td>86.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>Msl</td>\n", | |
" <td>13.0</td>\n", | |
" <td>73.37</td>\n", | |
" <td>2320192.0</td>\n", | |
" <td>18.0</td>\n", | |
" <td>88.06</td>\n", | |
" <td>2395711.0</td>\n", | |
" <td>5.0</td>\n", | |
" <td>85.65</td>\n", | |
" <td>2473727.0</td>\n", | |
" <td>...</td>\n", | |
" <td>89.0</td>\n", | |
" <td>338.0</td>\n", | |
" <td>3524348.0</td>\n", | |
" <td>48.0</td>\n", | |
" <td>107.0</td>\n", | |
" <td>3612339.0</td>\n", | |
" <td>32.0</td>\n", | |
" <td>12.0</td>\n", | |
" <td>3702215.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>Mis</td>\n", | |
" <td>34.0</td>\n", | |
" <td>71.18</td>\n", | |
" <td>705939.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>75.71</td>\n", | |
" <td>724425.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>62.35</td>\n", | |
" <td>743409.0</td>\n", | |
" <td>...</td>\n", | |
" <td>75.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1050580.0</td>\n", | |
" <td>94.0</td>\n", | |
" <td>5.0</td>\n", | |
" <td>1078086.0</td>\n", | |
" <td>81.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1106212.0</td>\n", | |
" <td>88.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Qad</td>\n", | |
" <td>13.0</td>\n", | |
" <td>74.37</td>\n", | |
" <td>838819.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>89.52</td>\n", | |
" <td>862418.0</td>\n", | |
" <td>7.0</td>\n", | |
" <td>77.84</td>\n", | |
" <td>886695.0</td>\n", | |
" <td>...</td>\n", | |
" <td>65.0</td>\n", | |
" <td>16.0</td>\n", | |
" <td>1220333.0</td>\n", | |
" <td>80.0</td>\n", | |
" <td>76.0</td>\n", | |
" <td>1250166.0</td>\n", | |
" <td>66.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1280622.0</td>\n", | |
" <td>78.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>Dla</td>\n", | |
" <td>7.0</td>\n", | |
" <td>69.39</td>\n", | |
" <td>1288841.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>85.54</td>\n", | |
" <td>1330662.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>68.62</td>\n", | |
" <td>1373862.0</td>\n", | |
" <td>...</td>\n", | |
" <td>88.0</td>\n", | |
" <td>183.0</td>\n", | |
" <td>1548493.0</td>\n", | |
" <td>76.0</td>\n", | |
" <td>35.0</td>\n", | |
" <td>1584948.0</td>\n", | |
" <td>70.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1622106.0</td>\n", | |
" <td>99.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>Anb</td>\n", | |
" <td>21.0</td>\n", | |
" <td>82.96</td>\n", | |
" <td>1187822.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>85.21</td>\n", | |
" <td>1234037.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>46.34</td>\n", | |
" <td>1280011.0</td>\n", | |
" <td>...</td>\n", | |
" <td>66.0</td>\n", | |
" <td>14.0</td>\n", | |
" <td>1675606.0</td>\n", | |
" <td>34.0</td>\n", | |
" <td>10.0</td>\n", | |
" <td>1715149.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1755459.0</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>Bbl</td>\n", | |
" <td>2.0</td>\n", | |
" <td>76.91</td>\n", | |
" <td>1350535.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>71.59</td>\n", | |
" <td>1396655.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>77.16</td>\n", | |
" <td>1444372.0</td>\n", | |
" <td>...</td>\n", | |
" <td>76.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>1953184.0</td>\n", | |
" <td>83.0</td>\n", | |
" <td>139.0</td>\n", | |
" <td>1999034.0</td>\n", | |
" <td>63.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>2045771.0</td>\n", | |
" <td>86.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>Kbl</td>\n", | |
" <td>5.0</td>\n", | |
" <td>82.94</td>\n", | |
" <td>697503.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>72.13</td>\n", | |
" <td>726155.0</td>\n", | |
" <td>5.0</td>\n", | |
" <td>72.16</td>\n", | |
" <td>755994.0</td>\n", | |
" <td>...</td>\n", | |
" <td>70.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1151152.0</td>\n", | |
" <td>74.0</td>\n", | |
" <td>34.0</td>\n", | |
" <td>1180545.0</td>\n", | |
" <td>65.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>1210568.0</td>\n", | |
" <td>65.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>Krk</td>\n", | |
" <td>74.0</td>\n", | |
" <td>71.94</td>\n", | |
" <td>809191.0</td>\n", | |
" <td>32.0</td>\n", | |
" <td>79.26</td>\n", | |
" <td>824011.0</td>\n", | |
" <td>21.0</td>\n", | |
" <td>89.33</td>\n", | |
" <td>839121.0</td>\n", | |
" <td>...</td>\n", | |
" <td>77.0</td>\n", | |
" <td>267.0</td>\n", | |
" <td>1508854.0</td>\n", | |
" <td>84.0</td>\n", | |
" <td>32.0</td>\n", | |
" <td>1548212.0</td>\n", | |
" <td>59.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1588463.0</td>\n", | |
" <td>90.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>Kut</td>\n", | |
" <td>4.0</td>\n", | |
" <td>64.21</td>\n", | |
" <td>885574.0</td>\n", | |
" <td>5.0</td>\n", | |
" <td>78.96</td>\n", | |
" <td>913260.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>59.26</td>\n", | |
" <td>941827.0</td>\n", | |
" <td>...</td>\n", | |
" <td>64.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1303137.0</td>\n", | |
" <td>74.0</td>\n", | |
" <td>22.0</td>\n", | |
" <td>1335230.0</td>\n", | |
" <td>61.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1367993.0</td>\n", | |
" <td>72.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>Dqr</td>\n", | |
" <td>19.0</td>\n", | |
" <td>59.43</td>\n", | |
" <td>1340968.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>61.12</td>\n", | |
" <td>1386411.0</td>\n", | |
" <td>150.0</td>\n", | |
" <td>54.41</td>\n", | |
" <td>1427220.0</td>\n", | |
" <td>...</td>\n", | |
" <td>66.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>1979561.0</td>\n", | |
" <td>73.0</td>\n", | |
" <td>12.0</td>\n", | |
" <td>2029345.0</td>\n", | |
" <td>67.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>2080188.0</td>\n", | |
" <td>84.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>12</th>\n", | |
" <td>Mtn</td>\n", | |
" <td>3.0</td>\n", | |
" <td>79.83</td>\n", | |
" <td>500686.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>79.79</td>\n", | |
" <td>518166.0</td>\n", | |
" <td>12.0</td>\n", | |
" <td>80.31</td>\n", | |
" <td>536264.0</td>\n", | |
" <td>...</td>\n", | |
" <td>60.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>770476.0</td>\n", | |
" <td>66.0</td>\n", | |
" <td>4.0</td>\n", | |
" <td>788262.0</td>\n", | |
" <td>61.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>806368.0</td>\n", | |
" <td>79.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>13</th>\n", | |
" <td>Sdn</td>\n", | |
" <td>103.0</td>\n", | |
" <td>72.96</td>\n", | |
" <td>999230.0</td>\n", | |
" <td>9.0</td>\n", | |
" <td>78.61</td>\n", | |
" <td>1037758.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>46.67</td>\n", | |
" <td>1077785.0</td>\n", | |
" <td>...</td>\n", | |
" <td>79.0</td>\n", | |
" <td>144.0</td>\n", | |
" <td>1509153.0</td>\n", | |
" <td>41.0</td>\n", | |
" <td>10.0</td>\n", | |
" <td>1544081.0</td>\n", | |
" <td>15.0</td>\n", | |
" <td>2.0</td>\n", | |
" <td>1579662.0</td>\n", | |
" <td>62.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>14</th>\n", | |
" <td>Njf</td>\n", | |
" <td>46.0</td>\n", | |
" <td>88.74</td>\n", | |
" <td>885096.0</td>\n", | |
" <td>1.0</td>\n", | |
" <td>87.47</td>\n", | |
" <td>915155.0</td>\n", | |
" <td>16.0</td>\n", | |
" <td>65.78</td>\n", | |
" <td>946251.0</td>\n", | |
" <td>...</td>\n", | |
" <td>69.0</td>\n", | |
" <td>3.0</td>\n", | |
" <td>1389549.0</td>\n", | |
" <td>86.0</td>\n", | |
" <td>8.0</td>\n", | |
" <td>1544081.0</td>\n", | |
" <td>74.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1462706.0</td>\n", | |
" <td>93.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>15</th>\n", | |
" <td>Dhk</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>77.0</td>\n", | |
" <td>81.20</td>\n", | |
" <td>1345166.0</td>\n", | |
" <td>...</td>\n", | |
" <td>80.0</td>\n", | |
" <td>37.0</td>\n", | |
" <td>1749915.0</td>\n", | |
" <td>83.0</td>\n", | |
" <td>34.0</td>\n", | |
" <td>1797708.0</td>\n", | |
" <td>81.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1846646.0</td>\n", | |
" <td>97.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>16</th>\n", | |
" <td>Arb</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>52.0</td>\n", | |
" <td>64.30</td>\n", | |
" <td>461609.0</td>\n", | |
" <td>...</td>\n", | |
" <td>77.0</td>\n", | |
" <td>30.0</td>\n", | |
" <td>1220396.0</td>\n", | |
" <td>78.0</td>\n", | |
" <td>8.0</td>\n", | |
" <td>1252343.0</td>\n", | |
" <td>84.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>1285040.0</td>\n", | |
" <td>81.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>17</th>\n", | |
" <td>Slm</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>209.0</td>\n", | |
" <td>61.14</td>\n", | |
" <td>1659863.0</td>\n", | |
" <td>...</td>\n", | |
" <td>83.0</td>\n", | |
" <td>69.0</td>\n", | |
" <td>2039767.0</td>\n", | |
" <td>90.0</td>\n", | |
" <td>62.0</td>\n", | |
" <td>2095851.0</td>\n", | |
" <td>76.0</td>\n", | |
" <td>0.0</td>\n", | |
" <td>2153288.0</td>\n", | |
" <td>85.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>18</th>\n", | |
" <td>TOT</td>\n", | |
" <td>586.0</td>\n", | |
" <td>73.17</td>\n", | |
" <td>NaN</td>\n", | |
" <td>100.0</td>\n", | |
" <td>79.34</td>\n", | |
" <td>NaN</td>\n", | |
" <td>771.0</td>\n", | |
" <td>66.81</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>74.0</td>\n", | |
" <td>1317.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>73.0</td>\n", | |
" <td>1063.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>64.0</td>\n", | |
" <td>27.0</td>\n", | |
" <td>NaN</td>\n", | |
" <td>85.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>19 rows × 49 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" gov t2001 cov2001 gov2001 t2002 cov2002 gov2002 t2003 \\\n", | |
"0 Bag1 36.0 70.58 6062619.0 21.0 77.78 6222186.0 19.0 \n", | |
"1 Bas 206.0 77.21 1689479.0 7.0 78.62 1724844.0 190.0 \n", | |
"2 Msl 13.0 73.37 2320192.0 18.0 88.06 2395711.0 5.0 \n", | |
"3 Mis 34.0 71.18 705939.0 2.0 75.71 724425.0 3.0 \n", | |
"4 Qad 13.0 74.37 838819.0 2.0 89.52 862418.0 7.0 \n", | |
"5 Dla 7.0 69.39 1288841.0 2.0 85.54 1330662.0 0.0 \n", | |
"6 Anb 21.0 82.96 1187822.0 0.0 85.21 1234037.0 0.0 \n", | |
"7 Bbl 2.0 76.91 1350535.0 0.0 71.59 1396655.0 2.0 \n", | |
"8 Kbl 5.0 82.94 697503.0 0.0 72.13 726155.0 5.0 \n", | |
"9 Krk 74.0 71.94 809191.0 32.0 79.26 824011.0 21.0 \n", | |
"10 Kut 4.0 64.21 885574.0 5.0 78.96 913260.0 1.0 \n", | |
"11 Dqr 19.0 59.43 1340968.0 1.0 61.12 1386411.0 150.0 \n", | |
"12 Mtn 3.0 79.83 500686.0 0.0 79.79 518166.0 12.0 \n", | |
"13 Sdn 103.0 72.96 999230.0 9.0 78.61 1037758.0 2.0 \n", | |
"14 Njf 46.0 88.74 885096.0 1.0 87.47 915155.0 16.0 \n", | |
"15 Dhk NaN NaN NaN NaN NaN NaN 77.0 \n", | |
"16 Arb NaN NaN NaN NaN NaN NaN 52.0 \n", | |
"17 Slm NaN NaN NaN NaN NaN NaN 209.0 \n", | |
"18 TOT 586.0 73.17 NaN 100.0 79.34 NaN 771.0 \n", | |
"\n", | |
" cov2003 gov2003 ... cov2013 t2014 gov2014 cov2014 t2015 \\\n", | |
"0 59.11 6386067.0 ... 82.0 186.0 7665292.0 82.0 459.0 \n", | |
"1 73.62 1760984.0 ... 58.0 5.0 2744758.0 81.0 6.0 \n", | |
"2 85.65 2473727.0 ... 89.0 338.0 3524348.0 48.0 107.0 \n", | |
"3 62.35 743409.0 ... 75.0 1.0 1050580.0 94.0 5.0 \n", | |
"4 77.84 886695.0 ... 65.0 16.0 1220333.0 80.0 76.0 \n", | |
"5 68.62 1373862.0 ... 88.0 183.0 1548493.0 76.0 35.0 \n", | |
"6 46.34 1280011.0 ... 66.0 14.0 1675606.0 34.0 10.0 \n", | |
"7 77.16 1444372.0 ... 76.0 3.0 1953184.0 83.0 139.0 \n", | |
"8 72.16 755994.0 ... 70.0 1.0 1151152.0 74.0 34.0 \n", | |
"9 89.33 839121.0 ... 77.0 267.0 1508854.0 84.0 32.0 \n", | |
"10 59.26 941827.0 ... 64.0 1.0 1303137.0 74.0 22.0 \n", | |
"11 54.41 1427220.0 ... 66.0 1.0 1979561.0 73.0 12.0 \n", | |
"12 80.31 536264.0 ... 60.0 0.0 770476.0 66.0 4.0 \n", | |
"13 46.67 1077785.0 ... 79.0 144.0 1509153.0 41.0 10.0 \n", | |
"14 65.78 946251.0 ... 69.0 3.0 1389549.0 86.0 8.0 \n", | |
"15 81.20 1345166.0 ... 80.0 37.0 1749915.0 83.0 34.0 \n", | |
"16 64.30 461609.0 ... 77.0 30.0 1220396.0 78.0 8.0 \n", | |
"17 61.14 1659863.0 ... 83.0 69.0 2039767.0 90.0 62.0 \n", | |
"18 66.81 NaN ... 74.0 1317.0 NaN 73.0 1063.0 \n", | |
"\n", | |
" gov2015 cov2015 t2016 gov2016 cov2016 \n", | |
"0 7877888.0 74.0 5.0 8095645.0 94.0 \n", | |
"1 2818804.0 55.0 2.0 2894591.0 86.0 \n", | |
"2 3612339.0 32.0 12.0 3702215.0 NaN \n", | |
"3 1078086.0 81.0 0.0 1106212.0 88.0 \n", | |
"4 1250166.0 66.0 1.0 1280622.0 78.0 \n", | |
"5 1584948.0 70.0 0.0 1622106.0 99.0 \n", | |
"6 1715149.0 NaN 0.0 1755459.0 NaN \n", | |
"7 1999034.0 63.0 0.0 2045771.0 86.0 \n", | |
"8 1180545.0 65.0 3.0 1210568.0 65.0 \n", | |
"9 1548212.0 59.0 0.0 1588463.0 90.0 \n", | |
"10 1335230.0 61.0 1.0 1367993.0 72.0 \n", | |
"11 2029345.0 67.0 0.0 2080188.0 84.0 \n", | |
"12 788262.0 61.0 1.0 806368.0 79.0 \n", | |
"13 1544081.0 15.0 2.0 1579662.0 62.0 \n", | |
"14 1544081.0 74.0 0.0 1462706.0 93.0 \n", | |
"15 1797708.0 81.0 0.0 1846646.0 97.0 \n", | |
"16 1252343.0 84.0 0.0 1285040.0 81.0 \n", | |
"17 2095851.0 76.0 0.0 2153288.0 85.0 \n", | |
"18 NaN 64.0 27.0 NaN 85.0 \n", | |
"\n", | |
"[19 rows x 49 columns]" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df = pd.read_spss('measles_by_governorate.sav')\n", | |
"df" | |
] | |
}, | |
{ | |
"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>gov</th>\n", | |
" <th>Bag1</th>\n", | |
" <th>Bas</th>\n", | |
" <th>Msl</th>\n", | |
" <th>Mis</th>\n", | |
" <th>Qad</th>\n", | |
" <th>Dla</th>\n", | |
" <th>Anb</th>\n", | |
" <th>Bbl</th>\n", | |
" <th>Kbl</th>\n", | |
" <th>Krk</th>\n", | |
" <th>Kut</th>\n", | |
" <th>Dqr</th>\n", | |
" <th>Mtn</th>\n", | |
" <th>Sdn</th>\n", | |
" <th>Njf</th>\n", | |
" <th>Dhk</th>\n", | |
" <th>Arb</th>\n", | |
" <th>Slm</th>\n", | |
" <th>TOT</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2001</th>\n", | |
" <td>0.593803</td>\n", | |
" <td>12.193108</td>\n", | |
" <td>0.560298</td>\n", | |
" <td>4.816280</td>\n", | |
" <td>1.549798</td>\n", | |
" <td>0.543124</td>\n", | |
" <td>1.767942</td>\n", | |
" <td>0.148089</td>\n", | |
" <td>0.716843</td>\n", | |
" <td>9.144936</td>\n", | |
" <td>0.451684</td>\n", | |
" <td>1.416887</td>\n", | |
" <td>0.599178</td>\n", | |
" <td>10.307937</td>\n", | |
" <td>5.197176</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2002</th>\n", | |
" <td>0.337502</td>\n", | |
" <td>0.405834</td>\n", | |
" <td>0.751343</td>\n", | |
" <td>0.276081</td>\n", | |
" <td>0.231906</td>\n", | |
" <td>0.150301</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>3.883443</td>\n", | |
" <td>0.547489</td>\n", | |
" <td>0.072129</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.867254</td>\n", | |
" <td>0.109271</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2003</th>\n", | |
" <td>0.297523</td>\n", | |
" <td>10.789422</td>\n", | |
" <td>0.202124</td>\n", | |
" <td>0.403546</td>\n", | |
" <td>0.789448</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.138468</td>\n", | |
" <td>0.661381</td>\n", | |
" <td>2.502619</td>\n", | |
" <td>0.106177</td>\n", | |
" <td>10.509942</td>\n", | |
" <td>2.237704</td>\n", | |
" <td>0.185566</td>\n", | |
" <td>1.690883</td>\n", | |
" <td>5.724201</td>\n", | |
" <td>11.264945</td>\n", | |
" <td>12.591401</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2004</th>\n", | |
" <td>5.797874</td>\n", | |
" <td>143.395811</td>\n", | |
" <td>1.644305</td>\n", | |
" <td>39.193993</td>\n", | |
" <td>67.899535</td>\n", | |
" <td>7.120423</td>\n", | |
" <td>3.461833</td>\n", | |
" <td>10.443738</td>\n", | |
" <td>39.132379</td>\n", | |
" <td>3.510948</td>\n", | |
" <td>92.764187</td>\n", | |
" <td>84.691372</td>\n", | |
" <td>332.616208</td>\n", | |
" <td>6.610867</td>\n", | |
" <td>25.347506</td>\n", | |
" <td>7.686268</td>\n", | |
" <td>6.776244</td>\n", | |
" <td>3.905373</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2005</th>\n", | |
" <td>2.453009</td>\n", | |
" <td>2.560751</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>20.438769</td>\n", | |
" <td>6.081550</td>\n", | |
" <td>1.229141</td>\n", | |
" <td>0.072499</td>\n", | |
" <td>9.063372</td>\n", | |
" <td>6.102205</td>\n", | |
" <td>1.609014</td>\n", | |
" <td>12.779361</td>\n", | |
" <td>0.921682</td>\n", | |
" <td>3.133972</td>\n", | |
" <td>0.516133</td>\n", | |
" <td>0.790829</td>\n", | |
" <td>1.596568</td>\n", | |
" <td>5.381842</td>\n", | |
" <td>1.861147</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2006</th>\n", | |
" <td>1.235162</td>\n", | |
" <td>1.334300</td>\n", | |
" <td>0.587602</td>\n", | |
" <td>0.746963</td>\n", | |
" <td>0.518918</td>\n", | |
" <td>0.066145</td>\n", | |
" <td>0.279385</td>\n", | |
" <td>0.813878</td>\n", | |
" <td>1.758576</td>\n", | |
" <td>1.693098</td>\n", | |
" <td>16.653144</td>\n", | |
" <td>0.702023</td>\n", | |
" <td>0.504762</td>\n", | |
" <td>0.697227</td>\n", | |
" <td>1.147379</td>\n", | |
" <td>1.677070</td>\n", | |
" <td>3.642316</td>\n", | |
" <td>0.927725</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2007</th>\n", | |
" <td>1.987273</td>\n", | |
" <td>2.823481</td>\n", | |
" <td>3.806351</td>\n", | |
" <td>0.485350</td>\n", | |
" <td>2.524021</td>\n", | |
" <td>0.320385</td>\n", | |
" <td>0.067295</td>\n", | |
" <td>0.302743</td>\n", | |
" <td>1.238935</td>\n", | |
" <td>6.540882</td>\n", | |
" <td>2.629231</td>\n", | |
" <td>0.247490</td>\n", | |
" <td>0.975615</td>\n", | |
" <td>4.323634</td>\n", | |
" <td>0.924896</td>\n", | |
" <td>1.880161</td>\n", | |
" <td>5.736996</td>\n", | |
" <td>3.485393</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008</th>\n", | |
" <td>22.317873</td>\n", | |
" <td>4.965129</td>\n", | |
" <td>12.226874</td>\n", | |
" <td>17.350866</td>\n", | |
" <td>106.827257</td>\n", | |
" <td>6.068187</td>\n", | |
" <td>72.263129</td>\n", | |
" <td>52.802192</td>\n", | |
" <td>67.083745</td>\n", | |
" <td>29.098815</td>\n", | |
" <td>24.283717</td>\n", | |
" <td>25.920972</td>\n", | |
" <td>59.710384</td>\n", | |
" <td>38.988700</td>\n", | |
" <td>5.594309</td>\n", | |
" <td>2.619361</td>\n", | |
" <td>1.523277</td>\n", | |
" <td>1.126111</td>\n", | |
" <td>26.081937</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2009</th>\n", | |
" <td>133.369531</td>\n", | |
" <td>45.234975</td>\n", | |
" <td>36.583837</td>\n", | |
" <td>170.628920</td>\n", | |
" <td>150.642588</td>\n", | |
" <td>170.885039</td>\n", | |
" <td>8.456082</td>\n", | |
" <td>193.967879</td>\n", | |
" <td>122.044103</td>\n", | |
" <td>36.952951</td>\n", | |
" <td>379.251327</td>\n", | |
" <td>61.261986</td>\n", | |
" <td>131.419727</td>\n", | |
" <td>13.402056</td>\n", | |
" <td>26.070430</td>\n", | |
" <td>3.902805</td>\n", | |
" <td>13.598511</td>\n", | |
" <td>12.683038</td>\n", | |
" <td>93.797530</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2010</th>\n", | |
" <td>3.595955</td>\n", | |
" <td>4.821660</td>\n", | |
" <td>3.397386</td>\n", | |
" <td>3.710200</td>\n", | |
" <td>2.604523</td>\n", | |
" <td>2.565147</td>\n", | |
" <td>0.240946</td>\n", | |
" <td>2.028230</td>\n", | |
" <td>2.998363</td>\n", | |
" <td>16.609881</td>\n", | |
" <td>5.743801</td>\n", | |
" <td>4.344632</td>\n", | |
" <td>1.028199</td>\n", | |
" <td>1.426115</td>\n", | |
" <td>2.764738</td>\n", | |
" <td>2.401509</td>\n", | |
" <td>1.436834</td>\n", | |
" <td>2.346723</td>\n", | |
" <td>3.403015</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2011</th>\n", | |
" <td>2.980402</td>\n", | |
" <td>3.482449</td>\n", | |
" <td>2.240515</td>\n", | |
" <td>1.651526</td>\n", | |
" <td>2.036669</td>\n", | |
" <td>7.104840</td>\n", | |
" <td>2.832642</td>\n", | |
" <td>1.711645</td>\n", | |
" <td>2.351980</td>\n", | |
" <td>1.724575</td>\n", | |
" <td>9.539515</td>\n", | |
" <td>3.006641</td>\n", | |
" <td>2.779743</td>\n", | |
" <td>3.713445</td>\n", | |
" <td>2.964667</td>\n", | |
" <td>2.670912</td>\n", | |
" <td>2.666051</td>\n", | |
" <td>1.492622</td>\n", | |
" <td>3.060775</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2012</th>\n", | |
" <td>3.376852</td>\n", | |
" <td>4.458469</td>\n", | |
" <td>2.444933</td>\n", | |
" <td>1.203116</td>\n", | |
" <td>2.236588</td>\n", | |
" <td>4.466449</td>\n", | |
" <td>2.251658</td>\n", | |
" <td>5.310806</td>\n", | |
" <td>3.563984</td>\n", | |
" <td>2.024084</td>\n", | |
" <td>7.736102</td>\n", | |
" <td>2.177192</td>\n", | |
" <td>1.087097</td>\n", | |
" <td>1.665203</td>\n", | |
" <td>2.046062</td>\n", | |
" <td>4.283084</td>\n", | |
" <td>3.193418</td>\n", | |
" <td>1.190747</td>\n", | |
" <td>3.148456</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2013</th>\n", | |
" <td>4.103102</td>\n", | |
" <td>3.405147</td>\n", | |
" <td>34.523939</td>\n", | |
" <td>2.832889</td>\n", | |
" <td>4.617557</td>\n", | |
" <td>8.130957</td>\n", | |
" <td>1.221873</td>\n", | |
" <td>4.087592</td>\n", | |
" <td>2.316465</td>\n", | |
" <td>2.244341</td>\n", | |
" <td>2.123132</td>\n", | |
" <td>1.553732</td>\n", | |
" <td>0.531192</td>\n", | |
" <td>3.322300</td>\n", | |
" <td>2.510745</td>\n", | |
" <td>5.929864</td>\n", | |
" <td>14.632202</td>\n", | |
" <td>2.770771</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2014</th>\n", | |
" <td>2.426522</td>\n", | |
" <td>0.182165</td>\n", | |
" <td>9.590426</td>\n", | |
" <td>0.095186</td>\n", | |
" <td>1.311118</td>\n", | |
" <td>11.817942</td>\n", | |
" <td>0.835519</td>\n", | |
" <td>0.153595</td>\n", | |
" <td>0.086870</td>\n", | |
" <td>17.695549</td>\n", | |
" <td>0.076738</td>\n", | |
" <td>0.050516</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>9.541776</td>\n", | |
" <td>0.215897</td>\n", | |
" <td>2.114388</td>\n", | |
" <td>2.458218</td>\n", | |
" <td>3.382739</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2015</th>\n", | |
" <td>5.826435</td>\n", | |
" <td>0.212856</td>\n", | |
" <td>2.962070</td>\n", | |
" <td>0.463785</td>\n", | |
" <td>6.079193</td>\n", | |
" <td>2.208274</td>\n", | |
" <td>0.583040</td>\n", | |
" <td>6.953358</td>\n", | |
" <td>2.880026</td>\n", | |
" <td>2.066900</td>\n", | |
" <td>1.647656</td>\n", | |
" <td>0.591324</td>\n", | |
" <td>0.507445</td>\n", | |
" <td>0.647634</td>\n", | |
" <td>0.518108</td>\n", | |
" <td>1.891297</td>\n", | |
" <td>0.638803</td>\n", | |
" <td>2.958226</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2016</th>\n", | |
" <td>0.061762</td>\n", | |
" <td>0.069094</td>\n", | |
" <td>0.324130</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.078087</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.247818</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.073100</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.124013</td>\n", | |
" <td>0.126609</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>0.000000</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"gov Bag1 Bas Msl Mis Qad Dla \\\n", | |
"2001 0.593803 12.193108 0.560298 4.816280 1.549798 0.543124 \n", | |
"2002 0.337502 0.405834 0.751343 0.276081 0.231906 0.150301 \n", | |
"2003 0.297523 10.789422 0.202124 0.403546 0.789448 0.000000 \n", | |
"2004 5.797874 143.395811 1.644305 39.193993 67.899535 7.120423 \n", | |
"2005 2.453009 2.560751 0.000000 20.438769 6.081550 1.229141 \n", | |
"2006 1.235162 1.334300 0.587602 0.746963 0.518918 0.066145 \n", | |
"2007 1.987273 2.823481 3.806351 0.485350 2.524021 0.320385 \n", | |
"2008 22.317873 4.965129 12.226874 17.350866 106.827257 6.068187 \n", | |
"2009 133.369531 45.234975 36.583837 170.628920 150.642588 170.885039 \n", | |
"2010 3.595955 4.821660 3.397386 3.710200 2.604523 2.565147 \n", | |
"2011 2.980402 3.482449 2.240515 1.651526 2.036669 7.104840 \n", | |
"2012 3.376852 4.458469 2.444933 1.203116 2.236588 4.466449 \n", | |
"2013 4.103102 3.405147 34.523939 2.832889 4.617557 8.130957 \n", | |
"2014 2.426522 0.182165 9.590426 0.095186 1.311118 11.817942 \n", | |
"2015 5.826435 0.212856 2.962070 0.463785 6.079193 2.208274 \n", | |
"2016 0.061762 0.069094 0.324130 0.000000 0.078087 0.000000 \n", | |
"\n", | |
"gov Anb Bbl Kbl Krk Kut Dqr \\\n", | |
"2001 1.767942 0.148089 0.716843 9.144936 0.451684 1.416887 \n", | |
"2002 0.000000 0.000000 0.000000 3.883443 0.547489 0.072129 \n", | |
"2003 0.000000 0.138468 0.661381 2.502619 0.106177 10.509942 \n", | |
"2004 3.461833 10.443738 39.132379 3.510948 92.764187 84.691372 \n", | |
"2005 0.072499 9.063372 6.102205 1.609014 12.779361 0.921682 \n", | |
"2006 0.279385 0.813878 1.758576 1.693098 16.653144 0.702023 \n", | |
"2007 0.067295 0.302743 1.238935 6.540882 2.629231 0.247490 \n", | |
"2008 72.263129 52.802192 67.083745 29.098815 24.283717 25.920972 \n", | |
"2009 8.456082 193.967879 122.044103 36.952951 379.251327 61.261986 \n", | |
"2010 0.240946 2.028230 2.998363 16.609881 5.743801 4.344632 \n", | |
"2011 2.832642 1.711645 2.351980 1.724575 9.539515 3.006641 \n", | |
"2012 2.251658 5.310806 3.563984 2.024084 7.736102 2.177192 \n", | |
"2013 1.221873 4.087592 2.316465 2.244341 2.123132 1.553732 \n", | |
"2014 0.835519 0.153595 0.086870 17.695549 0.076738 0.050516 \n", | |
"2015 0.583040 6.953358 2.880026 2.066900 1.647656 0.591324 \n", | |
"2016 0.000000 0.000000 0.247818 0.000000 0.073100 0.000000 \n", | |
"\n", | |
"gov Mtn Sdn Njf Dhk Arb Slm \\\n", | |
"2001 0.599178 10.307937 5.197176 NaN NaN NaN \n", | |
"2002 0.000000 0.867254 0.109271 NaN NaN NaN \n", | |
"2003 2.237704 0.185566 1.690883 5.724201 11.264945 12.591401 \n", | |
"2004 332.616208 6.610867 25.347506 7.686268 6.776244 3.905373 \n", | |
"2005 3.133972 0.516133 0.790829 1.596568 5.381842 1.861147 \n", | |
"2006 0.504762 0.697227 1.147379 1.677070 3.642316 0.927725 \n", | |
"2007 0.975615 4.323634 0.924896 1.880161 5.736996 3.485393 \n", | |
"2008 59.710384 38.988700 5.594309 2.619361 1.523277 1.126111 \n", | |
"2009 131.419727 13.402056 26.070430 3.902805 13.598511 12.683038 \n", | |
"2010 1.028199 1.426115 2.764738 2.401509 1.436834 2.346723 \n", | |
"2011 2.779743 3.713445 2.964667 2.670912 2.666051 1.492622 \n", | |
"2012 1.087097 1.665203 2.046062 4.283084 3.193418 1.190747 \n", | |
"2013 0.531192 3.322300 2.510745 5.929864 14.632202 2.770771 \n", | |
"2014 0.000000 9.541776 0.215897 2.114388 2.458218 3.382739 \n", | |
"2015 0.507445 0.647634 0.518108 1.891297 0.638803 2.958226 \n", | |
"2016 0.124013 0.126609 0.000000 0.000000 0.000000 0.000000 \n", | |
"\n", | |
"gov TOT \n", | |
"2001 NaN \n", | |
"2002 NaN \n", | |
"2003 NaN \n", | |
"2004 NaN \n", | |
"2005 NaN \n", | |
"2006 NaN \n", | |
"2007 NaN \n", | |
"2008 26.081937 \n", | |
"2009 93.797530 \n", | |
"2010 3.403015 \n", | |
"2011 3.060775 \n", | |
"2012 3.148456 \n", | |
"2013 NaN \n", | |
"2014 NaN \n", | |
"2015 NaN \n", | |
"2016 NaN " | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"incidence = 100_000 * df.filter(like='t20') / df.filter(like='gov20').values\n", | |
"incidence = incidence.T\n", | |
"incidence.columns = df.gov\n", | |
"incidence.index = range(2001, 2017)\n", | |
"incidence" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"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>gov</th>\n", | |
" <th>Bag1</th>\n", | |
" <th>Bas</th>\n", | |
" <th>Msl</th>\n", | |
" <th>Mis</th>\n", | |
" <th>Qad</th>\n", | |
" <th>Dla</th>\n", | |
" <th>Anb</th>\n", | |
" <th>Bbl</th>\n", | |
" <th>Kbl</th>\n", | |
" <th>Krk</th>\n", | |
" <th>Kut</th>\n", | |
" <th>Dqr</th>\n", | |
" <th>Mtn</th>\n", | |
" <th>Sdn</th>\n", | |
" <th>Njf</th>\n", | |
" <th>Dhk</th>\n", | |
" <th>Arb</th>\n", | |
" <th>Slm</th>\n", | |
" <th>TOT</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>2001</th>\n", | |
" <td>70.58</td>\n", | |
" <td>77.21</td>\n", | |
" <td>73.37</td>\n", | |
" <td>71.18</td>\n", | |
" <td>74.37</td>\n", | |
" <td>69.39</td>\n", | |
" <td>82.96</td>\n", | |
" <td>76.91</td>\n", | |
" <td>82.94</td>\n", | |
" <td>71.94</td>\n", | |
" <td>64.21</td>\n", | |
" <td>59.43</td>\n", | |
" <td>79.83</td>\n", | |
" <td>72.96000</td>\n", | |
" <td>88.74</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>73.17</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2002</th>\n", | |
" <td>77.78</td>\n", | |
" <td>78.62</td>\n", | |
" <td>88.06</td>\n", | |
" <td>75.71</td>\n", | |
" <td>89.52</td>\n", | |
" <td>85.54</td>\n", | |
" <td>85.21</td>\n", | |
" <td>71.59</td>\n", | |
" <td>72.13</td>\n", | |
" <td>79.26</td>\n", | |
" <td>78.96</td>\n", | |
" <td>61.12</td>\n", | |
" <td>79.79</td>\n", | |
" <td>78.61000</td>\n", | |
" <td>87.47</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>79.34</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2003</th>\n", | |
" <td>59.11</td>\n", | |
" <td>73.62</td>\n", | |
" <td>85.65</td>\n", | |
" <td>62.35</td>\n", | |
" <td>77.84</td>\n", | |
" <td>68.62</td>\n", | |
" <td>46.34</td>\n", | |
" <td>77.16</td>\n", | |
" <td>72.16</td>\n", | |
" <td>89.33</td>\n", | |
" <td>59.26</td>\n", | |
" <td>54.41</td>\n", | |
" <td>80.31</td>\n", | |
" <td>46.67000</td>\n", | |
" <td>65.78</td>\n", | |
" <td>81.20</td>\n", | |
" <td>64.30</td>\n", | |
" <td>61.1400</td>\n", | |
" <td>66.81</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2004</th>\n", | |
" <td>81.46</td>\n", | |
" <td>95.78</td>\n", | |
" <td>94.30</td>\n", | |
" <td>59.84</td>\n", | |
" <td>81.05</td>\n", | |
" <td>92.45</td>\n", | |
" <td>47.60</td>\n", | |
" <td>91.21</td>\n", | |
" <td>99.71</td>\n", | |
" <td>69.86</td>\n", | |
" <td>79.65</td>\n", | |
" <td>100.00</td>\n", | |
" <td>84.10</td>\n", | |
" <td>73.00000</td>\n", | |
" <td>53.85</td>\n", | |
" <td>83.88</td>\n", | |
" <td>59.59</td>\n", | |
" <td>59.0000</td>\n", | |
" <td>81.73</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2005</th>\n", | |
" <td>85.17</td>\n", | |
" <td>96.31</td>\n", | |
" <td>78.91</td>\n", | |
" <td>51.89</td>\n", | |
" <td>76.03</td>\n", | |
" <td>76.54</td>\n", | |
" <td>46.48</td>\n", | |
" <td>89.08</td>\n", | |
" <td>82.00</td>\n", | |
" <td>62.04</td>\n", | |
" <td>63.97</td>\n", | |
" <td>55.82</td>\n", | |
" <td>69.42</td>\n", | |
" <td>66.14000</td>\n", | |
" <td>78.72</td>\n", | |
" <td>78.87</td>\n", | |
" <td>60.61</td>\n", | |
" <td>64.7175</td>\n", | |
" <td>75.52</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2006</th>\n", | |
" <td>76.20</td>\n", | |
" <td>87.89</td>\n", | |
" <td>82.95</td>\n", | |
" <td>41.58</td>\n", | |
" <td>61.85</td>\n", | |
" <td>62.57</td>\n", | |
" <td>24.96</td>\n", | |
" <td>73.66</td>\n", | |
" <td>81.93</td>\n", | |
" <td>63.43</td>\n", | |
" <td>45.42</td>\n", | |
" <td>56.82</td>\n", | |
" <td>58.24</td>\n", | |
" <td>62.82000</td>\n", | |
" <td>88.91</td>\n", | |
" <td>88.83</td>\n", | |
" <td>72.88</td>\n", | |
" <td>61.5200</td>\n", | |
" <td>70.43</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2007</th>\n", | |
" <td>45.84</td>\n", | |
" <td>79.99</td>\n", | |
" <td>76.14</td>\n", | |
" <td>45.07</td>\n", | |
" <td>44.46</td>\n", | |
" <td>25.68</td>\n", | |
" <td>14.27</td>\n", | |
" <td>59.14</td>\n", | |
" <td>80.00</td>\n", | |
" <td>91.99</td>\n", | |
" <td>38.31</td>\n", | |
" <td>61.40</td>\n", | |
" <td>52.97</td>\n", | |
" <td>42.61000</td>\n", | |
" <td>95.11</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>57.84</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2008</th>\n", | |
" <td>83.11</td>\n", | |
" <td>81.56</td>\n", | |
" <td>92.64</td>\n", | |
" <td>69.23</td>\n", | |
" <td>92.35</td>\n", | |
" <td>69.87</td>\n", | |
" <td>47.71</td>\n", | |
" <td>97.49</td>\n", | |
" <td>98.76</td>\n", | |
" <td>84.55</td>\n", | |
" <td>41.44</td>\n", | |
" <td>71.15</td>\n", | |
" <td>82.01</td>\n", | |
" <td>73.64103</td>\n", | |
" <td>100.00</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>80.24</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2009</th>\n", | |
" <td>86.00</td>\n", | |
" <td>78.00</td>\n", | |
" <td>100.00</td>\n", | |
" <td>71.00</td>\n", | |
" <td>77.00</td>\n", | |
" <td>100.00</td>\n", | |
" <td>80.00</td>\n", | |
" <td>74.00</td>\n", | |
" <td>99.00</td>\n", | |
" <td>63.00</td>\n", | |
" <td>98.00</td>\n", | |
" <td>80.00</td>\n", | |
" <td>57.00</td>\n", | |
" <td>74.00000</td>\n", | |
" <td>86.00</td>\n", | |
" <td>73.00</td>\n", | |
" <td>74.00</td>\n", | |
" <td>62.0000</td>\n", | |
" <td>83.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2010</th>\n", | |
" <td>88.90</td>\n", | |
" <td>88.50</td>\n", | |
" <td>100.00</td>\n", | |
" <td>98.30</td>\n", | |
" <td>74.60</td>\n", | |
" <td>100.00</td>\n", | |
" <td>81.90</td>\n", | |
" <td>77.30</td>\n", | |
" <td>93.00</td>\n", | |
" <td>80.80</td>\n", | |
" <td>89.90</td>\n", | |
" <td>94.90</td>\n", | |
" <td>67.10</td>\n", | |
" <td>97.50000</td>\n", | |
" <td>75.30</td>\n", | |
" <td>84.70</td>\n", | |
" <td>76.70</td>\n", | |
" <td>70.3000</td>\n", | |
" <td>89.40</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2011</th>\n", | |
" <td>75.00</td>\n", | |
" <td>86.00</td>\n", | |
" <td>92.00</td>\n", | |
" <td>90.00</td>\n", | |
" <td>71.00</td>\n", | |
" <td>100.00</td>\n", | |
" <td>74.00</td>\n", | |
" <td>81.00</td>\n", | |
" <td>90.00</td>\n", | |
" <td>85.00</td>\n", | |
" <td>86.00</td>\n", | |
" <td>77.00</td>\n", | |
" <td>86.00</td>\n", | |
" <td>78.00000</td>\n", | |
" <td>80.00</td>\n", | |
" <td>87.00</td>\n", | |
" <td>80.00</td>\n", | |
" <td>76.0000</td>\n", | |
" <td>84.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2012</th>\n", | |
" <td>77.00</td>\n", | |
" <td>99.00</td>\n", | |
" <td>85.00</td>\n", | |
" <td>82.00</td>\n", | |
" <td>58.00</td>\n", | |
" <td>97.00</td>\n", | |
" <td>73.00</td>\n", | |
" <td>84.00</td>\n", | |
" <td>72.00</td>\n", | |
" <td>72.00</td>\n", | |
" <td>76.00</td>\n", | |
" <td>69.00</td>\n", | |
" <td>58.00</td>\n", | |
" <td>76.00000</td>\n", | |
" <td>74.00</td>\n", | |
" <td>80.00</td>\n", | |
" <td>66.00</td>\n", | |
" <td>76.0000</td>\n", | |
" <td>78.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2013</th>\n", | |
" <td>82.00</td>\n", | |
" <td>58.00</td>\n", | |
" <td>89.00</td>\n", | |
" <td>75.00</td>\n", | |
" <td>65.00</td>\n", | |
" <td>88.00</td>\n", | |
" <td>66.00</td>\n", | |
" <td>76.00</td>\n", | |
" <td>70.00</td>\n", | |
" <td>77.00</td>\n", | |
" <td>64.00</td>\n", | |
" <td>66.00</td>\n", | |
" <td>60.00</td>\n", | |
" <td>79.00000</td>\n", | |
" <td>69.00</td>\n", | |
" <td>80.00</td>\n", | |
" <td>77.00</td>\n", | |
" <td>83.0000</td>\n", | |
" <td>74.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2014</th>\n", | |
" <td>82.00</td>\n", | |
" <td>81.00</td>\n", | |
" <td>48.00</td>\n", | |
" <td>94.00</td>\n", | |
" <td>80.00</td>\n", | |
" <td>76.00</td>\n", | |
" <td>34.00</td>\n", | |
" <td>83.00</td>\n", | |
" <td>74.00</td>\n", | |
" <td>84.00</td>\n", | |
" <td>74.00</td>\n", | |
" <td>73.00</td>\n", | |
" <td>66.00</td>\n", | |
" <td>41.00000</td>\n", | |
" <td>86.00</td>\n", | |
" <td>83.00</td>\n", | |
" <td>78.00</td>\n", | |
" <td>90.0000</td>\n", | |
" <td>73.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2015</th>\n", | |
" <td>74.00</td>\n", | |
" <td>55.00</td>\n", | |
" <td>32.00</td>\n", | |
" <td>81.00</td>\n", | |
" <td>66.00</td>\n", | |
" <td>70.00</td>\n", | |
" <td>NaN</td>\n", | |
" <td>63.00</td>\n", | |
" <td>65.00</td>\n", | |
" <td>59.00</td>\n", | |
" <td>61.00</td>\n", | |
" <td>67.00</td>\n", | |
" <td>61.00</td>\n", | |
" <td>15.00000</td>\n", | |
" <td>74.00</td>\n", | |
" <td>81.00</td>\n", | |
" <td>84.00</td>\n", | |
" <td>76.0000</td>\n", | |
" <td>64.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2016</th>\n", | |
" <td>94.00</td>\n", | |
" <td>86.00</td>\n", | |
" <td>NaN</td>\n", | |
" <td>88.00</td>\n", | |
" <td>78.00</td>\n", | |
" <td>99.00</td>\n", | |
" <td>NaN</td>\n", | |
" <td>86.00</td>\n", | |
" <td>65.00</td>\n", | |
" <td>90.00</td>\n", | |
" <td>72.00</td>\n", | |
" <td>84.00</td>\n", | |
" <td>79.00</td>\n", | |
" <td>62.00000</td>\n", | |
" <td>93.00</td>\n", | |
" <td>97.00</td>\n", | |
" <td>81.00</td>\n", | |
" <td>85.0000</td>\n", | |
" <td>85.00</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
"gov Bag1 Bas Msl Mis Qad Dla Anb Bbl Kbl Krk \\\n", | |
"2001 70.58 77.21 73.37 71.18 74.37 69.39 82.96 76.91 82.94 71.94 \n", | |
"2002 77.78 78.62 88.06 75.71 89.52 85.54 85.21 71.59 72.13 79.26 \n", | |
"2003 59.11 73.62 85.65 62.35 77.84 68.62 46.34 77.16 72.16 89.33 \n", | |
"2004 81.46 95.78 94.30 59.84 81.05 92.45 47.60 91.21 99.71 69.86 \n", | |
"2005 85.17 96.31 78.91 51.89 76.03 76.54 46.48 89.08 82.00 62.04 \n", | |
"2006 76.20 87.89 82.95 41.58 61.85 62.57 24.96 73.66 81.93 63.43 \n", | |
"2007 45.84 79.99 76.14 45.07 44.46 25.68 14.27 59.14 80.00 91.99 \n", | |
"2008 83.11 81.56 92.64 69.23 92.35 69.87 47.71 97.49 98.76 84.55 \n", | |
"2009 86.00 78.00 100.00 71.00 77.00 100.00 80.00 74.00 99.00 63.00 \n", | |
"2010 88.90 88.50 100.00 98.30 74.60 100.00 81.90 77.30 93.00 80.80 \n", | |
"2011 75.00 86.00 92.00 90.00 71.00 100.00 74.00 81.00 90.00 85.00 \n", | |
"2012 77.00 99.00 85.00 82.00 58.00 97.00 73.00 84.00 72.00 72.00 \n", | |
"2013 82.00 58.00 89.00 75.00 65.00 88.00 66.00 76.00 70.00 77.00 \n", | |
"2014 82.00 81.00 48.00 94.00 80.00 76.00 34.00 83.00 74.00 84.00 \n", | |
"2015 74.00 55.00 32.00 81.00 66.00 70.00 NaN 63.00 65.00 59.00 \n", | |
"2016 94.00 86.00 NaN 88.00 78.00 99.00 NaN 86.00 65.00 90.00 \n", | |
"\n", | |
"gov Kut Dqr Mtn Sdn Njf Dhk Arb Slm TOT \n", | |
"2001 64.21 59.43 79.83 72.96000 88.74 NaN NaN NaN 73.17 \n", | |
"2002 78.96 61.12 79.79 78.61000 87.47 NaN NaN NaN 79.34 \n", | |
"2003 59.26 54.41 80.31 46.67000 65.78 81.20 64.30 61.1400 66.81 \n", | |
"2004 79.65 100.00 84.10 73.00000 53.85 83.88 59.59 59.0000 81.73 \n", | |
"2005 63.97 55.82 69.42 66.14000 78.72 78.87 60.61 64.7175 75.52 \n", | |
"2006 45.42 56.82 58.24 62.82000 88.91 88.83 72.88 61.5200 70.43 \n", | |
"2007 38.31 61.40 52.97 42.61000 95.11 NaN NaN NaN 57.84 \n", | |
"2008 41.44 71.15 82.01 73.64103 100.00 NaN NaN NaN 80.24 \n", | |
"2009 98.00 80.00 57.00 74.00000 86.00 73.00 74.00 62.0000 83.00 \n", | |
"2010 89.90 94.90 67.10 97.50000 75.30 84.70 76.70 70.3000 89.40 \n", | |
"2011 86.00 77.00 86.00 78.00000 80.00 87.00 80.00 76.0000 84.00 \n", | |
"2012 76.00 69.00 58.00 76.00000 74.00 80.00 66.00 76.0000 78.00 \n", | |
"2013 64.00 66.00 60.00 79.00000 69.00 80.00 77.00 83.0000 74.00 \n", | |
"2014 74.00 73.00 66.00 41.00000 86.00 83.00 78.00 90.0000 73.00 \n", | |
"2015 61.00 67.00 61.00 15.00000 74.00 81.00 84.00 76.0000 64.00 \n", | |
"2016 72.00 84.00 79.00 62.00000 93.00 97.00 81.00 85.0000 85.00 " | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"vaccine_coverage = df.filter(like='cov20')\n", | |
"vaccine_coverage = vaccine_coverage.T\n", | |
"vaccine_coverage.columns = df.gov\n", | |
"vaccine_coverage.index = range(2001, 2017)\n", | |
"vaccine_coverage" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"del vaccine_coverage['TOT']\n", | |
"del incidence['TOT']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
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" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>gov</th>\n", | |
" <th>year</th>\n", | |
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" <td>0.593803</td>\n", | |
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" <tr>\n", | |
" <th>1</th>\n", | |
" <td>Bag1</td>\n", | |
" <td>2002</td>\n", | |
" <td>77.78</td>\n", | |
" <td>0.337502</td>\n", | |
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" <th>2</th>\n", | |
" <td>Bag1</td>\n", | |
" <td>2003</td>\n", | |
" <td>59.11</td>\n", | |
" <td>0.297523</td>\n", | |
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" <tr>\n", | |
" <th>3</th>\n", | |
" <td>Bag1</td>\n", | |
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" <td>81.46</td>\n", | |
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" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>Bag1</td>\n", | |
" <td>2005</td>\n", | |
" <td>85.17</td>\n", | |
" <td>2.453009</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
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" <tr>\n", | |
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" <td>76.00</td>\n", | |
" <td>1.190747</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>284</th>\n", | |
" <td>Slm</td>\n", | |
" <td>2013</td>\n", | |
" <td>83.00</td>\n", | |
" <td>2.770771</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>285</th>\n", | |
" <td>Slm</td>\n", | |
" <td>2014</td>\n", | |
" <td>90.00</td>\n", | |
" <td>3.382739</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>286</th>\n", | |
" <td>Slm</td>\n", | |
" <td>2015</td>\n", | |
" <td>76.00</td>\n", | |
" <td>2.958226</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>287</th>\n", | |
" <td>Slm</td>\n", | |
" <td>2016</td>\n", | |
" <td>85.00</td>\n", | |
" <td>0.000000</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>288 rows × 4 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" gov year coverage incidence\n", | |
"0 Bag1 2001 70.58 0.593803\n", | |
"1 Bag1 2002 77.78 0.337502\n", | |
"2 Bag1 2003 59.11 0.297523\n", | |
"3 Bag1 2004 81.46 5.797874\n", | |
"4 Bag1 2005 85.17 2.453009\n", | |
".. ... ... ... ...\n", | |
"283 Slm 2012 76.00 1.190747\n", | |
"284 Slm 2013 83.00 2.770771\n", | |
"285 Slm 2014 90.00 3.382739\n", | |
"286 Slm 2015 76.00 2.958226\n", | |
"287 Slm 2016 85.00 0.000000\n", | |
"\n", | |
"[288 rows x 4 columns]" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"df = pd.DataFrame({'coverage':vaccine_coverage.unstack(), 'incidence':incidence.unstack()}).reset_index()\n", | |
"df.columns = ['gov', 'year', 'coverage', 'incidence']\n", | |
"df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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" <th>4</th>\n", | |
" <td>Bag1</td>\n", | |
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" <td>2.453009</td>\n", | |
" <td>59.11</td>\n", | |
" <td>0.297523</td>\n", | |
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" <tr>\n", | |
" <th>283</th>\n", | |
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" <td>76.00</td>\n", | |
" <td>1.190747</td>\n", | |
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" <td>2.346723</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>284</th>\n", | |
" <td>Slm</td>\n", | |
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" <td>83.00</td>\n", | |
" <td>2.770771</td>\n", | |
" <td>76.00</td>\n", | |
" <td>1.492622</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>285</th>\n", | |
" <td>Slm</td>\n", | |
" <td>2014</td>\n", | |
" <td>90.00</td>\n", | |
" <td>3.382739</td>\n", | |
" <td>76.00</td>\n", | |
" <td>1.190747</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>286</th>\n", | |
" <td>Slm</td>\n", | |
" <td>2015</td>\n", | |
" <td>76.00</td>\n", | |
" <td>2.958226</td>\n", | |
" <td>83.00</td>\n", | |
" <td>2.770771</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>287</th>\n", | |
" <td>Slm</td>\n", | |
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" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>288 rows × 6 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" gov year coverage incidence lagged_coverage lagged_incidence\n", | |
"0 Bag1 2001 70.58 0.593803 NaN NaN\n", | |
"1 Bag1 2002 77.78 0.337502 NaN NaN\n", | |
"2 Bag1 2003 59.11 0.297523 70.58 0.593803\n", | |
"3 Bag1 2004 81.46 5.797874 77.78 0.337502\n", | |
"4 Bag1 2005 85.17 2.453009 59.11 0.297523\n", | |
".. ... ... ... ... ... ...\n", | |
"283 Slm 2012 76.00 1.190747 70.30 2.346723\n", | |
"284 Slm 2013 83.00 2.770771 76.00 1.492622\n", | |
"285 Slm 2014 90.00 3.382739 76.00 1.190747\n", | |
"286 Slm 2015 76.00 2.958226 83.00 2.770771\n", | |
"287 Slm 2016 85.00 0.000000 90.00 3.382739\n", | |
"\n", | |
"[288 rows x 6 columns]" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"lagged_df = df.copy()\n", | |
"lagged_df.year += 2\n", | |
"lagged_df.columns = ['gov', 'year', 'lagged_coverage', 'lagged_incidence']\n", | |
"df = pd.merge(df, lagged_df, on=['gov', 'year'], how='left')\n", | |
"df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Automatically removing 48/288 rows from the dataset.\n", | |
"Auto-assigning NUTS sampler...\n", | |
"Initializing NUTS using jitter+adapt_diag...\n", | |
"Multiprocess sampling (2 chains in 2 jobs)\n", | |
"NUTS: [incidence_sigma, Intercept, lagged_coverage]\n" | |
] | |
}, | |
{ | |
"data": { | |
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{ | |
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" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>mean</th>\n", | |
" <th>sd</th>\n", | |
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" <th>Intercept</th>\n", | |
" <td>74.753</td>\n", | |
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" <td>47.992</td>\n", | |
" <td>100.111</td>\n", | |
" <td>0.272</td>\n", | |
" <td>0.194</td>\n", | |
" <td>2564.0</td>\n", | |
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" <td>1.0</td>\n", | |
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" <tr>\n", | |
" <th>lagged_coverage</th>\n", | |
" <td>-0.796</td>\n", | |
" <td>0.183</td>\n", | |
" <td>-1.132</td>\n", | |
" <td>-0.444</td>\n", | |
" <td>0.004</td>\n", | |
" <td>0.003</td>\n", | |
" <td>2428.0</td>\n", | |
" <td>1528.0</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>incidence_sigma</th>\n", | |
" <td>42.333</td>\n", | |
" <td>1.986</td>\n", | |
" <td>38.991</td>\n", | |
" <td>46.320</td>\n", | |
" <td>0.036</td>\n", | |
" <td>0.025</td>\n", | |
" <td>3036.0</td>\n", | |
" <td>1284.0</td>\n", | |
" <td>1.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", | |
"Intercept 74.753 13.781 47.992 100.111 0.272 0.194 \n", | |
"lagged_coverage -0.796 0.183 -1.132 -0.444 0.004 0.003 \n", | |
"incidence_sigma 42.333 1.986 38.991 46.320 0.036 0.025 \n", | |
"\n", | |
" ess_bulk ess_tail r_hat \n", | |
"Intercept 2564.0 1585.0 1.0 \n", | |
"lagged_coverage 2428.0 1528.0 1.0 \n", | |
"incidence_sigma 3036.0 1284.0 1.0 " | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", 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"text/plain": [ | |
"<Figure size 864x432 with 6 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"model = bmb.Model(\"incidence ~ lagged_coverage\", df, dropna=True)\n", | |
"results = model.fit()\n", | |
"az.plot_trace(results)\n", | |
"az.summary(results)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Automatically removing 48/288 rows from the dataset.\n", | |
"Auto-assigning NUTS sampler...\n", | |
"Initializing NUTS using jitter+adapt_diag...\n", | |
"Multiprocess sampling (2 chains in 2 jobs)\n", | |
"NUTS: [incidence_sigma, 1|gov_offset, 1|gov_sigma, Intercept, lagged_coverage]\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"\n", | |
" <div>\n", | |
" <style>\n", | |
" /* Turns off some styling */\n", | |
" progress {\n", | |
" /* gets rid of default border in Firefox and Opera. */\n", | |
" border: none;\n", | |
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n", | |
" background-size: auto;\n", | |
" }\n", | |
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", | |
" background: #F44336;\n", | |
" }\n", | |
" </style>\n", | |
" <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
" 100.00% [4000/4000 00:04<00:00 Sampling 2 chains, 8 divergences]\n", | |
" </div>\n", | |
" " | |
], | |
"text/plain": [ | |
"<IPython.core.display.HTML object>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 5 seconds.\n", | |
"There were 3 divergences after tuning. Increase `target_accept` or reparameterize.\n", | |
"There were 5 divergences after tuning. Increase `target_accept` or reparameterize.\n" | |
] | |
}, | |
{ | |
"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>mean</th>\n", | |
" <th>sd</th>\n", | |
" <th>hdi_3%</th>\n", | |
" <th>hdi_97%</th>\n", | |
" <th>mcse_mean</th>\n", | |
" <th>mcse_sd</th>\n", | |
" <th>ess_bulk</th>\n", | |
" <th>ess_tail</th>\n", | |
" <th>r_hat</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>Intercept</th>\n", | |
" <td>76.847</td>\n", | |
" <td>13.938</td>\n", | |
" <td>51.669</td>\n", | |
" <td>103.571</td>\n", | |
" <td>0.417</td>\n", | |
" <td>0.295</td>\n", | |
" <td>1094.0</td>\n", | |
" <td>1016.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>lagged_coverage</th>\n", | |
" <td>-0.826</td>\n", | |
" <td>0.182</td>\n", | |
" <td>-1.168</td>\n", | |
" <td>-0.495</td>\n", | |
" <td>0.005</td>\n", | |
" <td>0.004</td>\n", | |
" <td>1241.0</td>\n", | |
" <td>1184.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov_sigma</th>\n", | |
" <td>5.436</td>\n", | |
" <td>3.671</td>\n", | |
" <td>0.005</td>\n", | |
" <td>11.787</td>\n", | |
" <td>0.156</td>\n", | |
" <td>0.110</td>\n", | |
" <td>512.0</td>\n", | |
" <td>645.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[0]</th>\n", | |
" <td>-4.677</td>\n", | |
" <td>6.500</td>\n", | |
" <td>-17.048</td>\n", | |
" <td>5.903</td>\n", | |
" <td>0.203</td>\n", | |
" <td>0.144</td>\n", | |
" <td>1155.0</td>\n", | |
" <td>1009.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[1]</th>\n", | |
" <td>-2.466</td>\n", | |
" <td>5.986</td>\n", | |
" <td>-16.045</td>\n", | |
" <td>7.377</td>\n", | |
" <td>0.217</td>\n", | |
" <td>0.170</td>\n", | |
" <td>818.0</td>\n", | |
" <td>831.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[2]</th>\n", | |
" <td>0.047</td>\n", | |
" <td>5.034</td>\n", | |
" <td>-9.744</td>\n", | |
" <td>10.472</td>\n", | |
" <td>0.136</td>\n", | |
" <td>0.113</td>\n", | |
" <td>1398.0</td>\n", | |
" <td>1502.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[3]</th>\n", | |
" <td>1.693</td>\n", | |
" <td>5.015</td>\n", | |
" <td>-6.823</td>\n", | |
" <td>12.428</td>\n", | |
" <td>0.144</td>\n", | |
" <td>0.108</td>\n", | |
" <td>1226.0</td>\n", | |
" <td>1241.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[4]</th>\n", | |
" <td>2.084</td>\n", | |
" <td>5.564</td>\n", | |
" <td>-8.137</td>\n", | |
" <td>13.509</td>\n", | |
" <td>0.167</td>\n", | |
" <td>0.144</td>\n", | |
" <td>1249.0</td>\n", | |
" <td>1120.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[5]</th>\n", | |
" <td>-1.062</td>\n", | |
" <td>5.384</td>\n", | |
" <td>-12.792</td>\n", | |
" <td>9.113</td>\n", | |
" <td>0.139</td>\n", | |
" <td>0.143</td>\n", | |
" <td>1607.0</td>\n", | |
" <td>1104.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[6]</th>\n", | |
" <td>1.112</td>\n", | |
" <td>4.984</td>\n", | |
" <td>-8.026</td>\n", | |
" <td>11.158</td>\n", | |
" <td>0.141</td>\n", | |
" <td>0.105</td>\n", | |
" <td>1264.0</td>\n", | |
" <td>1343.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[7]</th>\n", | |
" <td>-1.288</td>\n", | |
" <td>5.279</td>\n", | |
" <td>-13.146</td>\n", | |
" <td>8.500</td>\n", | |
" <td>0.161</td>\n", | |
" <td>0.124</td>\n", | |
" <td>1152.0</td>\n", | |
" <td>1096.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[8]</th>\n", | |
" <td>2.211</td>\n", | |
" <td>5.512</td>\n", | |
" <td>-7.714</td>\n", | |
" <td>13.617</td>\n", | |
" <td>0.169</td>\n", | |
" <td>0.133</td>\n", | |
" <td>1087.0</td>\n", | |
" <td>1163.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[9]</th>\n", | |
" <td>-0.694</td>\n", | |
" <td>5.289</td>\n", | |
" <td>-9.798</td>\n", | |
" <td>11.180</td>\n", | |
" <td>0.144</td>\n", | |
" <td>0.125</td>\n", | |
" <td>1432.0</td>\n", | |
" <td>998.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[10]</th>\n", | |
" <td>3.842</td>\n", | |
" <td>6.139</td>\n", | |
" <td>-5.012</td>\n", | |
" <td>17.006</td>\n", | |
" <td>0.223</td>\n", | |
" <td>0.171</td>\n", | |
" <td>878.0</td>\n", | |
" <td>926.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[11]</th>\n", | |
" <td>-0.084</td>\n", | |
" <td>5.125</td>\n", | |
" <td>-10.394</td>\n", | |
" <td>10.001</td>\n", | |
" <td>0.142</td>\n", | |
" <td>0.130</td>\n", | |
" <td>1347.0</td>\n", | |
" <td>1134.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[12]</th>\n", | |
" <td>0.354</td>\n", | |
" <td>5.251</td>\n", | |
" <td>-9.334</td>\n", | |
" <td>11.744</td>\n", | |
" <td>0.164</td>\n", | |
" <td>0.148</td>\n", | |
" <td>1085.0</td>\n", | |
" <td>1004.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[13]</th>\n", | |
" <td>3.839</td>\n", | |
" <td>6.281</td>\n", | |
" <td>-5.422</td>\n", | |
" <td>18.086</td>\n", | |
" <td>0.236</td>\n", | |
" <td>0.167</td>\n", | |
" <td>748.0</td>\n", | |
" <td>906.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[14]</th>\n", | |
" <td>-1.097</td>\n", | |
" <td>5.326</td>\n", | |
" <td>-12.154</td>\n", | |
" <td>8.981</td>\n", | |
" <td>0.150</td>\n", | |
" <td>0.127</td>\n", | |
" <td>1334.0</td>\n", | |
" <td>1027.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[15]</th>\n", | |
" <td>2.025</td>\n", | |
" <td>5.666</td>\n", | |
" <td>-7.532</td>\n", | |
" <td>14.431</td>\n", | |
" <td>0.167</td>\n", | |
" <td>0.133</td>\n", | |
" <td>1172.0</td>\n", | |
" <td>1091.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[16]</th>\n", | |
" <td>-2.957</td>\n", | |
" <td>5.954</td>\n", | |
" <td>-16.698</td>\n", | |
" <td>6.168</td>\n", | |
" <td>0.209</td>\n", | |
" <td>0.148</td>\n", | |
" <td>917.0</td>\n", | |
" <td>965.0</td>\n", | |
" <td>1.01</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1|gov[17]</th>\n", | |
" <td>-2.404</td>\n", | |
" <td>5.831</td>\n", | |
" <td>-14.310</td>\n", | |
" <td>8.415</td>\n", | |
" <td>0.180</td>\n", | |
" <td>0.136</td>\n", | |
" <td>1099.0</td>\n", | |
" <td>1052.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>incidence_sigma</th>\n", | |
" <td>42.002</td>\n", | |
" <td>1.942</td>\n", | |
" <td>38.130</td>\n", | |
" <td>45.306</td>\n", | |
" <td>0.053</td>\n", | |
" <td>0.038</td>\n", | |
" <td>1322.0</td>\n", | |
" <td>1027.0</td>\n", | |
" <td>1.00</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", | |
"Intercept 76.847 13.938 51.669 103.571 0.417 0.295 \n", | |
"lagged_coverage -0.826 0.182 -1.168 -0.495 0.005 0.004 \n", | |
"1|gov_sigma 5.436 3.671 0.005 11.787 0.156 0.110 \n", | |
"1|gov[0] -4.677 6.500 -17.048 5.903 0.203 0.144 \n", | |
"1|gov[1] -2.466 5.986 -16.045 7.377 0.217 0.170 \n", | |
"1|gov[2] 0.047 5.034 -9.744 10.472 0.136 0.113 \n", | |
"1|gov[3] 1.693 5.015 -6.823 12.428 0.144 0.108 \n", | |
"1|gov[4] 2.084 5.564 -8.137 13.509 0.167 0.144 \n", | |
"1|gov[5] -1.062 5.384 -12.792 9.113 0.139 0.143 \n", | |
"1|gov[6] 1.112 4.984 -8.026 11.158 0.141 0.105 \n", | |
"1|gov[7] -1.288 5.279 -13.146 8.500 0.161 0.124 \n", | |
"1|gov[8] 2.211 5.512 -7.714 13.617 0.169 0.133 \n", | |
"1|gov[9] -0.694 5.289 -9.798 11.180 0.144 0.125 \n", | |
"1|gov[10] 3.842 6.139 -5.012 17.006 0.223 0.171 \n", | |
"1|gov[11] -0.084 5.125 -10.394 10.001 0.142 0.130 \n", | |
"1|gov[12] 0.354 5.251 -9.334 11.744 0.164 0.148 \n", | |
"1|gov[13] 3.839 6.281 -5.422 18.086 0.236 0.167 \n", | |
"1|gov[14] -1.097 5.326 -12.154 8.981 0.150 0.127 \n", | |
"1|gov[15] 2.025 5.666 -7.532 14.431 0.167 0.133 \n", | |
"1|gov[16] -2.957 5.954 -16.698 6.168 0.209 0.148 \n", | |
"1|gov[17] -2.404 5.831 -14.310 8.415 0.180 0.136 \n", | |
"incidence_sigma 42.002 1.942 38.130 45.306 0.053 0.038 \n", | |
"\n", | |
" ess_bulk ess_tail r_hat \n", | |
"Intercept 1094.0 1016.0 1.00 \n", | |
"lagged_coverage 1241.0 1184.0 1.00 \n", | |
"1|gov_sigma 512.0 645.0 1.00 \n", | |
"1|gov[0] 1155.0 1009.0 1.00 \n", | |
"1|gov[1] 818.0 831.0 1.00 \n", | |
"1|gov[2] 1398.0 1502.0 1.00 \n", | |
"1|gov[3] 1226.0 1241.0 1.00 \n", | |
"1|gov[4] 1249.0 1120.0 1.00 \n", | |
"1|gov[5] 1607.0 1104.0 1.00 \n", | |
"1|gov[6] 1264.0 1343.0 1.00 \n", | |
"1|gov[7] 1152.0 1096.0 1.00 \n", | |
"1|gov[8] 1087.0 1163.0 1.00 \n", | |
"1|gov[9] 1432.0 998.0 1.00 \n", | |
"1|gov[10] 878.0 926.0 1.00 \n", | |
"1|gov[11] 1347.0 1134.0 1.00 \n", | |
"1|gov[12] 1085.0 1004.0 1.00 \n", | |
"1|gov[13] 748.0 906.0 1.00 \n", | |
"1|gov[14] 1334.0 1027.0 1.00 \n", | |
"1|gov[15] 1172.0 1091.0 1.00 \n", | |
"1|gov[16] 917.0 965.0 1.01 \n", | |
"1|gov[17] 1099.0 1052.0 1.00 \n", | |
"incidence_sigma 1322.0 1027.0 1.00 " | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x720 with 10 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"model = bmb.Model(\"incidence ~ lagged_coverage + (1|gov)\", df, dropna=True)\n", | |
"results = model.fit()\n", | |
"az.plot_trace(results)\n", | |
"az.summary(results)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "base", | |
"language": "python", | |
"name": "base" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.8" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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