868 lines
26 KiB
Plaintext
868 lines
26 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "9de5907f-18f5-4cb1-903e-26028ff1fa03",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"pd.set_option('display.max_rows', 100)\n",
|
||
"pd.set_option('display.max_columns', None)"
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||
]
|
||
},
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||
{
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||
"cell_type": "code",
|
||
"execution_count": 2,
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||
"id": "233bc590",
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||
"metadata": {},
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||
"outputs": [],
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||
"source": [
|
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"def createDataFrame(dataDir, manufacturer):\n",
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" def read_csv(file, usecols):\n",
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" return pd.read_csv(file, index_col = 'VAERS_ID', encoding = 'latin1', low_memory = False, usecols = usecols)\n",
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"\n",
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" def createDataFrameForYear(year):\n",
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" folder = dataDir + \"/\" + year + \"VAERSData/\"\n",
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" return pd.merge(\n",
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" read_csv(folder + year + \"VAERSDATA.csv\", ['VAERS_ID', 'DIED', 'L_THREAT', 'DISABLE']),\n",
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" read_csv(folder + year + \"VAERSVAX.csv\", ['VAERS_ID', 'VAX_TYPE', 'VAX_MANU', 'VAX_LOT']),\n",
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" left_index = True,\n",
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" right_index = True)\n",
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"\n",
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" df = pd.concat([createDataFrameForYear(\"2021\"), createDataFrameForYear(\"2022\")])\n",
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" return df[(df[\"VAX_TYPE\"] == \"COVID19\") & (df[\"VAX_MANU\"] == manufacturer)]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "99945ca8",
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"metadata": {},
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||
"outputs": [],
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"source": [
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"def createBatchCodeTable(df):\n",
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" def filter(df, col):\n",
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" return df[df[col] == 'Y'][['VAX_LOT']]\n",
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"\n",
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" batchCodeTableDict = {\n",
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" 'ADRs': df[['VAX_LOT']].value_counts(),\n",
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" 'DEATHS': filter(df, 'DIED').value_counts(),\n",
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" 'DISABILITIES': filter(df, 'DISABLE').value_counts(),\n",
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" 'LIFE THREATENING ILLNESSES': filter(df, 'L_THREAT').value_counts()\n",
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" }\n",
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||
" return pd.concat(batchCodeTableDict, axis = 1).replace(to_replace = np.nan, value = 0)\n"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 4,
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"id": "86e0e4f2",
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||
"metadata": {},
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||
"outputs": [],
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"source": [
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"def saveBatchCodeTable(manufacturer, excelFile):\n",
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" batchCodeTable = createBatchCodeTable(createDataFrame(\"VAERS\", manufacturer))\n",
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" display(manufacturer, batchCodeTable)\n",
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" batchCodeTable.to_excel(excelFile)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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||
"id": "ab170c16",
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"metadata": {},
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||
"outputs": [
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||
{
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||
"data": {
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||
"text/plain": [
|
||
"'MODERNA'"
|
||
]
|
||
},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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"\n",
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" .dataframe thead th {\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
|
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" <th>ADRs</th>\n",
|
||
" <th>DEATHS</th>\n",
|
||
" <th>DISABILITIES</th>\n",
|
||
" <th>LIFE THREATENING ILLNESSES</th>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>VAX_LOT</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>026L20A</th>\n",
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||
" <td>4177</td>\n",
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||
" <td>42.0</td>\n",
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" <td>35.0</td>\n",
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" <td>28.0</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>039K20A</th>\n",
|
||
" <td>4169</td>\n",
|
||
" <td>93.0</td>\n",
|
||
" <td>39.0</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>011J20A</th>\n",
|
||
" <td>3661</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>33.0</td>\n",
|
||
" <td>28.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>013L20A</th>\n",
|
||
" <td>3191</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" <td>47.0</td>\n",
|
||
" <td>32.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>012L20A</th>\n",
|
||
" <td>3068</td>\n",
|
||
" <td>72.0</td>\n",
|
||
" <td>30.0</td>\n",
|
||
" <td>30.0</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>...</th>\n",
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||
" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>029L2VA</th>\n",
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||
" <td>1</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" </tr>\n",
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||
" <tr>\n",
|
||
" <th>029L2oa</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>029L30A</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>029L420A</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Ø38B21A</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>16284 rows × 4 columns</p>\n",
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||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ADRs DEATHS DISABILITIES LIFE THREATENING ILLNESSES\n",
|
||
"VAX_LOT \n",
|
||
"026L20A 4177 42.0 35.0 28.0\n",
|
||
"039K20A 4169 93.0 39.0 37.0\n",
|
||
"011J20A 3661 37.0 33.0 28.0\n",
|
||
"013L20A 3191 68.0 47.0 32.0\n",
|
||
"012L20A 3068 72.0 30.0 30.0\n",
|
||
"... ... ... ... ...\n",
|
||
"029L2VA 1 0.0 0.0 0.0\n",
|
||
"029L2oa 1 0.0 0.0 0.0\n",
|
||
"029L30A 1 0.0 0.0 0.0\n",
|
||
"029L420A 1 0.0 0.0 0.0\n",
|
||
"Ø38B21A 1 0.0 0.0 0.0\n",
|
||
"\n",
|
||
"[16284 rows x 4 columns]"
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]
|
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},
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"metadata": {},
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"output_type": "display_data"
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{
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"data": {
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"text/plain": [
|
||
"'PFIZER\\\\BIONTECH'"
|
||
]
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||
},
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"metadata": {},
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"output_type": "display_data"
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"<div>\n",
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"<style scoped>\n",
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||
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|
||
" <th></th>\n",
|
||
" <th>ADRs</th>\n",
|
||
" <th>DEATHS</th>\n",
|
||
" <th>DISABILITIES</th>\n",
|
||
" <th>LIFE THREATENING ILLNESSES</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>VAX_LOT</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>EK9231</th>\n",
|
||
" <td>3392</td>\n",
|
||
" <td>48.0</td>\n",
|
||
" <td>56.0</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>ER2613</th>\n",
|
||
" <td>3345</td>\n",
|
||
" <td>65.0</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>EN6201</th>\n",
|
||
" <td>2928</td>\n",
|
||
" <td>148.0</td>\n",
|
||
" <td>69.0</td>\n",
|
||
" <td>55.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>EN5318</th>\n",
|
||
" <td>2811</td>\n",
|
||
" <td>114.0</td>\n",
|
||
" <td>62.0</td>\n",
|
||
" <td>57.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>ER8732</th>\n",
|
||
" <td>2705</td>\n",
|
||
" <td>50.0</td>\n",
|
||
" <td>51.0</td>\n",
|
||
" <td>68.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>EN6203 UPC</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>EN6203,</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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|
||
" <tr>\n",
|
||
" <th>EN6203, EL3247</th>\n",
|
||
" <td>1</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>EN6203, EN6204</th>\n",
|
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" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
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||
" <td>0.0</td>\n",
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" <td>0.0</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
||
" <th>ÉÑ6198</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
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|
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|
||
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|
||
],
|
||
"text/plain": [
|
||
" ADRs DEATHS DISABILITIES LIFE THREATENING ILLNESSES\n",
|
||
"VAX_LOT \n",
|
||
"EK9231 3392 48.0 56.0 35.0\n",
|
||
"ER2613 3345 65.0 62.0 57.0\n",
|
||
"EN6201 2928 148.0 69.0 55.0\n",
|
||
"EN5318 2811 114.0 62.0 57.0\n",
|
||
"ER8732 2705 50.0 51.0 68.0\n",
|
||
"... ... ... ... ...\n",
|
||
"EN6203 UPC 1 0.0 0.0 0.0\n",
|
||
"EN6203, 1 0.0 0.0 0.0\n",
|
||
"EN6203, EL3247 1 0.0 0.0 0.0\n",
|
||
"EN6203, EN6204 1 0.0 0.0 0.0\n",
|
||
"ÉÑ6198 1 0.0 0.0 0.0\n",
|
||
"\n",
|
||
"[12447 rows x 4 columns]"
|
||
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|
||
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|
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|
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|
||
"'JANSSEN'"
|
||
]
|
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|
||
" <thead>\n",
|
||
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|
||
" <th></th>\n",
|
||
" <th>ADRs</th>\n",
|
||
" <th>DEATHS</th>\n",
|
||
" <th>DISABILITIES</th>\n",
|
||
" <th>LIFE THREATENING ILLNESSES</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>VAX_LOT</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>Unknown</th>\n",
|
||
" <td>7312</td>\n",
|
||
" <td>264.0</td>\n",
|
||
" <td>19.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>043A21A</th>\n",
|
||
" <td>2347</td>\n",
|
||
" <td>37.0</td>\n",
|
||
" <td>31.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>042A21A</th>\n",
|
||
" <td>2170</td>\n",
|
||
" <td>44.0</td>\n",
|
||
" <td>41.0</td>\n",
|
||
" <td>43.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1805018</th>\n",
|
||
" <td>1756</td>\n",
|
||
" <td>35.0</td>\n",
|
||
" <td>36.0</td>\n",
|
||
" <td>49.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>202A21A</th>\n",
|
||
" <td>1726</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" <td>21.0</td>\n",
|
||
" <td>25.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>180E018</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>180D068</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>180C068</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>180B982</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>zz</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>2456 rows × 4 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ADRs DEATHS DISABILITIES LIFE THREATENING ILLNESSES\n",
|
||
"VAX_LOT \n",
|
||
"Unknown 7312 264.0 19.0 31.0\n",
|
||
"043A21A 2347 37.0 31.0 49.0\n",
|
||
"042A21A 2170 44.0 41.0 43.0\n",
|
||
"1805018 1756 35.0 36.0 49.0\n",
|
||
"202A21A 1726 25.0 21.0 25.0\n",
|
||
"... ... ... ... ...\n",
|
||
"180E018 1 0.0 0.0 0.0\n",
|
||
"180D068 1 0.0 0.0 0.0\n",
|
||
"180C068 1 0.0 0.0 0.0\n",
|
||
"180B982 1 0.0 0.0 0.0\n",
|
||
"zz 1 0.0 0.0 0.0\n",
|
||
"\n",
|
||
"[2456 rows x 4 columns]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"saveBatchCodeTable(\"MODERNA\", \"results/moderna.xlsx\")\n",
|
||
"saveBatchCodeTable(\"PFIZER\\BIONTECH\", \"results/pfizer.xlsx\")\n",
|
||
"saveBatchCodeTable(\"JANSSEN\", \"results/janssen.xlsx\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "9f506ac8",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import unittest"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "e14465d7",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from pandas.testing import assert_frame_equal\n",
|
||
"\n",
|
||
"\n",
|
||
"class HowBadIsMyBatchTest(unittest.TestCase):\n",
|
||
"\n",
|
||
" def test_createBatchCodeTable(self):\n",
|
||
" # Given\n",
|
||
" dataFrame = createDataFrame(\"test/VAERS\", \"MODERNA\")\n",
|
||
" display(\"dataFrame:\", dataFrame)\n",
|
||
"\n",
|
||
" # When\n",
|
||
" batchCodeTable = createBatchCodeTable(dataFrame)\n",
|
||
" display(\"batchCodeTable:\", batchCodeTable)\n",
|
||
"\n",
|
||
" # Then\n",
|
||
" batchCodeTableExpected = pd.DataFrame(\n",
|
||
" {\n",
|
||
" 'ADRs': [2, 1],\n",
|
||
" 'DEATHS': [0, 1],\n",
|
||
" 'DISABILITIES': [2, 0],\n",
|
||
" 'LIFE THREATENING ILLNESSES': [0, 0]\n",
|
||
" },\n",
|
||
" index = pd.MultiIndex.from_arrays([['025L20A', '037K20A']], names = ('VAX_LOT',)))\n",
|
||
" display(\"batchCodeTableExpected:\", batchCodeTableExpected)\n",
|
||
" assert_frame_equal(batchCodeTable, batchCodeTableExpected, check_dtype = False)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "ef8f99c4",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"test_createBatchCodeTable (__main__.HowBadIsMyBatchTest) ... "
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'dataFrame:'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"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>DIED</th>\n",
|
||
" <th>L_THREAT</th>\n",
|
||
" <th>DISABLE</th>\n",
|
||
" <th>VAX_TYPE</th>\n",
|
||
" <th>VAX_MANU</th>\n",
|
||
" <th>VAX_LOT</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>VAERS_ID</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>916600</th>\n",
|
||
" <td>Y</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>COVID19</td>\n",
|
||
" <td>MODERNA</td>\n",
|
||
" <td>037K20A</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>916601</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Y</td>\n",
|
||
" <td>COVID19</td>\n",
|
||
" <td>MODERNA</td>\n",
|
||
" <td>025L20A</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1996874</th>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>Y</td>\n",
|
||
" <td>COVID19</td>\n",
|
||
" <td>MODERNA</td>\n",
|
||
" <td>025L20A</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" DIED L_THREAT DISABLE VAX_TYPE VAX_MANU VAX_LOT\n",
|
||
"VAERS_ID \n",
|
||
"916600 Y NaN NaN COVID19 MODERNA 037K20A\n",
|
||
"916601 NaN NaN Y COVID19 MODERNA 025L20A\n",
|
||
"1996874 NaN NaN Y COVID19 MODERNA 025L20A"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'batchCodeTable:'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"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>ADRs</th>\n",
|
||
" <th>DEATHS</th>\n",
|
||
" <th>DISABILITIES</th>\n",
|
||
" <th>LIFE THREATENING ILLNESSES</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>VAX_LOT</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>025L20A</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>2.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>037K20A</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" <td>0.0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ADRs DEATHS DISABILITIES LIFE THREATENING ILLNESSES\n",
|
||
"VAX_LOT \n",
|
||
"025L20A 2 0.0 2.0 0.0\n",
|
||
"037K20A 1 1.0 0.0 0.0"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'batchCodeTableExpected:'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"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>ADRs</th>\n",
|
||
" <th>DEATHS</th>\n",
|
||
" <th>DISABILITIES</th>\n",
|
||
" <th>LIFE THREATENING ILLNESSES</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>VAX_LOT</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>025L20A</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>037K20A</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" ADRs DEATHS DISABILITIES LIFE THREATENING ILLNESSES\n",
|
||
"VAX_LOT \n",
|
||
"025L20A 2 0 2 0\n",
|
||
"037K20A 1 1 0 0"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"ok\n",
|
||
"\n",
|
||
"----------------------------------------------------------------------\n",
|
||
"Ran 1 test in 0.220s\n",
|
||
"\n",
|
||
"OK\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<unittest.main.TestProgram at 0x7f43a862bbe0>"
|
||
]
|
||
},
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"unittest.main(argv = [''], verbosity = 2, exit = False)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.7"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|