1549 lines
35 KiB
Plaintext
1549 lines
35 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 1,
|
||
"id": "9de5907f-18f5-4cb1-903e-26028ff1fa03",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-19T17:36:17.266029Z",
|
||
"iopub.status.busy": "2023-01-19T17:36:17.265045Z",
|
||
"iopub.status.idle": "2023-01-19T17:36:19.172190Z",
|
||
"shell.execute_reply": "2023-01-19T17:36:19.171128Z"
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||
}
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||
},
|
||
"outputs": [
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||
{
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||
"name": "stderr",
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||
"output_type": "stream",
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||
"text": [
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||
"2023-01-19 17:36:17.644280: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX512F FMA\n",
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||
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
|
||
"2023-01-19 17:36:19.049376: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX512F FMA\n",
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||
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
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||
"2023-01-19 17:36:19.051075: I tensorflow/core/common_runtime/process_util.cc:146] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.\n"
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]
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}
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],
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"source": [
|
||
"import pandas as pd\n",
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"\n",
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||
"pd.set_option('display.max_rows', 100)\n",
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"pd.set_option('display.max_columns', None)\n",
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"\n",
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"import os\n",
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"from VAERSFileDownloader import updateVAERSFiles\n",
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||
"from datetime import datetime\n",
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"from DateProvider import DateProvider\n",
|
||
"from InternationalVaersCovid19Provider import getInternationalVaersCovid19\n",
|
||
"from BatchCodeTableHtmlUpdater import updateBatchCodeTableHtmlFile\n",
|
||
"from BatchCodeTablePersister import createAndSaveBatchCodeTables"
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||
]
|
||
},
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||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"id": "d1e4fa9e",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-19T17:36:19.174873Z",
|
||
"iopub.status.busy": "2023-01-19T17:36:19.174585Z",
|
||
"iopub.status.idle": "2023-01-19T17:36:19.180092Z",
|
||
"shell.execute_reply": "2023-01-19T17:36:19.179483Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
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||
"19.01.2023, 17:36:19 Uhr\n"
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||
]
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||
}
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||
],
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"source": [
|
||
"print(datetime.now().strftime(\"%d.%m.%Y, %H:%M:%S Uhr\"))"
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]
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||
},
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{
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"cell_type": "code",
|
||
"execution_count": 3,
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||
"id": "ffad1c04",
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||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-19T17:36:19.183617Z",
|
||
"iopub.status.busy": "2023-01-19T17:36:19.183100Z",
|
||
"iopub.status.idle": "2023-01-19T17:36:19.764914Z",
|
||
"shell.execute_reply": "2023-01-19T17:36:19.763979Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" lastUpdated: 2023-01-13 00:00:00\n",
|
||
"lastUpdatedDataSource: 2023-01-13 00:00:00\n",
|
||
"needsUpdate: False\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"dateProvider = DateProvider()\n",
|
||
"print(' lastUpdated:', dateProvider.getLastUpdated())\n",
|
||
"print('lastUpdatedDataSource:', dateProvider.getLastUpdatedDataSource())\n",
|
||
"needsUpdate = dateProvider.needsUpdate()\n",
|
||
"print('needsUpdate:', needsUpdate)"
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||
]
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||
},
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||
{
|
||
"cell_type": "code",
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||
"execution_count": 4,
|
||
"id": "194b7357",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-19T17:36:19.769003Z",
|
||
"iopub.status.busy": "2023-01-19T17:36:19.768340Z",
|
||
"iopub.status.idle": "2023-01-19T17:36:19.773901Z",
|
||
"shell.execute_reply": "2023-01-19T17:36:19.773224Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"years_from_2020_to_present = list(range(2020, datetime.now().year + 1))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "a793dff0",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-19T17:36:19.777068Z",
|
||
"iopub.status.busy": "2023-01-19T17:36:19.776562Z",
|
||
"iopub.status.idle": "2023-01-19T17:39:45.698260Z",
|
||
"shell.execute_reply": "2023-01-19T17:39:45.696966Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
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||
"output_type": "stream",
|
||
"text": [
|
||
"[WDM] - Downloading: 100%|██████████| 6.96M/6.96M [00:00<00:00, 92.7MB/s]\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"loading model...\n",
|
||
"Model: \"model\"\n",
|
||
"_________________________________________________________________\n",
|
||
" Layer (type) Output Shape Param # \n",
|
||
"=================================================================\n",
|
||
" image (InputLayer) [(None, 241, 62, 1)] 0 \n",
|
||
" \n",
|
||
" Conv1 (Conv2D) (None, 241, 62, 32) 320 \n",
|
||
" \n",
|
||
" pool1 (MaxPooling2D) (None, 120, 31, 32) 0 \n",
|
||
" \n",
|
||
" Conv2 (Conv2D) (None, 120, 31, 64) 18496 \n",
|
||
" \n",
|
||
" pool2 (MaxPooling2D) (None, 60, 15, 64) 0 \n",
|
||
" \n",
|
||
" reshape (Reshape) (None, 60, 960) 0 \n",
|
||
" \n",
|
||
" dense1 (Dense) (None, 60, 64) 61504 \n",
|
||
" \n",
|
||
" dropout (Dropout) (None, 60, 64) 0 \n",
|
||
" \n",
|
||
" bidirectional (Bidirectiona (None, 60, 256) 197632 \n",
|
||
" l) \n",
|
||
" \n",
|
||
" bidirectional_1 (Bidirectio (None, 60, 128) 164352 \n",
|
||
" nal) \n",
|
||
" \n",
|
||
" dense2 (Dense) (None, 60, 24) 3096 \n",
|
||
" \n",
|
||
"=================================================================\n",
|
||
"Total params: 445,400\n",
|
||
"Trainable params: 445,400\n",
|
||
"Non-trainable params: 0\n",
|
||
"_________________________________________________________________\n",
|
||
"1/1 [==============================] - 1s 1s/step\n",
|
||
"textInCaptchaImage: 40F767\n",
|
||
"1/1 [==============================] - 0s 37ms/step\n",
|
||
"textInCaptchaImage: 9D4F0b\n",
|
||
"1/1 [==============================] - 0s 33ms/step\n",
|
||
"textInCaptchaImage: a23DA9\n",
|
||
"1/1 [==============================] - 0s 37ms/step\n",
|
||
"textInCaptchaImage: 4448E0\n",
|
||
"1/1 [==============================] - 0s 39ms/step\n",
|
||
"textInCaptchaImage: 76aCcE\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"updateVAERSFiles(\n",
|
||
" years = years_from_2020_to_present,\n",
|
||
" workingDirectory = os.getcwd())"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "781ac80e",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-19T17:39:45.702231Z",
|
||
"iopub.status.busy": "2023-01-19T17:39:45.701990Z",
|
||
"iopub.status.idle": "2023-01-19T17:40:13.848357Z",
|
||
"shell.execute_reply": "2023-01-19T17:40:13.847154Z"
|
||
}
|
||
},
|
||
"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>RECVDATE</th>\n",
|
||
" <th>DIED</th>\n",
|
||
" <th>L_THREAT</th>\n",
|
||
" <th>ER_VISIT</th>\n",
|
||
" <th>HOSPITAL</th>\n",
|
||
" <th>DISABLE</th>\n",
|
||
" <th>SPLTTYPE</th>\n",
|
||
" <th>VAX_TYPE</th>\n",
|
||
" <th>VAX_MANU</th>\n",
|
||
" <th>VAX_LOT</th>\n",
|
||
" <th>VAX_DOSE_SERIES</th>\n",
|
||
" <th>COUNTRY</th>\n",
|
||
" <th>SEVERE</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",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>902418</th>\n",
|
||
" <td>2020-12-15</td>\n",
|
||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
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||
" <td>COVID19</td>\n",
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||
" <td>PFIZER\\BIONTECH</td>\n",
|
||
" <td>EH9899</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>United States</td>\n",
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||
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||
" <td>COVID19</td>\n",
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|
||
" <td>EH 9899</td>\n",
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||
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||
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||
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|
||
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||
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|
||
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||
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||
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|
||
" <td>COVID19</td>\n",
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||
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|
||
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|
||
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||
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||
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||
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|
||
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||
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||
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||
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|
||
" <td>EH9899</td>\n",
|
||
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||
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||
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||
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|
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|
||
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||
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||
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|
||
" <td>COVID19</td>\n",
|
||
" <td>PFIZER\\BIONTECH</td>\n",
|
||
" <td>EH9899</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>United States</td>\n",
|
||
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||
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|
||
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|
||
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|
||
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|
||
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||
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|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
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|
||
" <td>...</td>\n",
|
||
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|
||
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|
||
" <td>...</td>\n",
|
||
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|
||
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|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
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|
||
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|
||
" <td>2023-01-06</td>\n",
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||
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||
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||
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||
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||
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||
" <td>NaN</td>\n",
|
||
" <td>COVID19</td>\n",
|
||
" <td>MODERNA</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Unknown Country</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2552097</th>\n",
|
||
" <td>2023-01-06</td>\n",
|
||
" <td>0</td>\n",
|
||
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||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>COVID19</td>\n",
|
||
" <td>PFIZER\\BIONTECH</td>\n",
|
||
" <td>FC3143</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Unknown Country</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2552098</th>\n",
|
||
" <td>2023-01-06</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>COVID19</td>\n",
|
||
" <td>MODERNA</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>UNK</td>\n",
|
||
" <td>Unknown Country</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2552099</th>\n",
|
||
" <td>2023-01-06</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
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||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>COVID19</td>\n",
|
||
" <td>MODERNA</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>Unknown Country</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2552100</th>\n",
|
||
" <td>2023-01-06</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
" <td>1</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>COVID19</td>\n",
|
||
" <td>PFIZER\\BIONTECH</td>\n",
|
||
" <td>GD6800</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>Unknown Country</td>\n",
|
||
" <td>1</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1498524 rows × 13 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" RECVDATE DIED L_THREAT ER_VISIT HOSPITAL DISABLE SPLTTYPE \\\n",
|
||
"VAERS_ID \n",
|
||
"902418 2020-12-15 0 0 0 0 0 NaN \n",
|
||
"902440 2020-12-15 0 0 0 0 0 NaN \n",
|
||
"902446 2020-12-15 0 0 0 0 0 NaN \n",
|
||
"902464 2020-12-15 0 0 0 0 0 NaN \n",
|
||
"902465 2020-12-15 0 0 0 0 0 NaN \n",
|
||
"... ... ... ... ... ... ... ... \n",
|
||
"2552096 2023-01-06 0 0 0 0 0 NaN \n",
|
||
"2552097 2023-01-06 0 0 0 0 0 NaN \n",
|
||
"2552098 2023-01-06 0 0 0 0 0 NaN \n",
|
||
"2552099 2023-01-06 0 0 0 0 0 NaN \n",
|
||
"2552100 2023-01-06 0 0 0 0 1 NaN \n",
|
||
"\n",
|
||
" VAX_TYPE VAX_MANU VAX_LOT VAX_DOSE_SERIES COUNTRY \\\n",
|
||
"VAERS_ID \n",
|
||
"902418 COVID19 PFIZER\\BIONTECH EH9899 1 United States \n",
|
||
"902440 COVID19 PFIZER\\BIONTECH EH 9899 1 United States \n",
|
||
"902446 COVID19 PFIZER\\BIONTECH EH9899 1 United States \n",
|
||
"902464 COVID19 PFIZER\\BIONTECH EH9899 UNK United States \n",
|
||
"902465 COVID19 PFIZER\\BIONTECH EH9899 1 United States \n",
|
||
"... ... ... ... ... ... \n",
|
||
"2552096 COVID19 MODERNA NaN 3 Unknown Country \n",
|
||
"2552097 COVID19 PFIZER\\BIONTECH FC3143 1 Unknown Country \n",
|
||
"2552098 COVID19 MODERNA NaN UNK Unknown Country \n",
|
||
"2552099 COVID19 MODERNA NaN 2 Unknown Country \n",
|
||
"2552100 COVID19 PFIZER\\BIONTECH GD6800 4 Unknown Country \n",
|
||
"\n",
|
||
" SEVERE \n",
|
||
"VAERS_ID \n",
|
||
"902418 0 \n",
|
||
"902440 0 \n",
|
||
"902446 0 \n",
|
||
"902464 0 \n",
|
||
"902465 0 \n",
|
||
"... ... \n",
|
||
"2552096 0 \n",
|
||
"2552097 0 \n",
|
||
"2552098 0 \n",
|
||
"2552099 0 \n",
|
||
"2552100 1 \n",
|
||
"\n",
|
||
"[1498524 rows x 13 columns]"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"internationalVaersCovid19 = getInternationalVaersCovid19(years = years_from_2020_to_present)\n",
|
||
"internationalVaersCovid19"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "8d6507ca",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-19T17:40:13.850799Z",
|
||
"iopub.status.busy": "2023-01-19T17:40:13.850495Z",
|
||
"iopub.status.idle": "2023-01-19T17:40:14.307068Z",
|
||
"shell.execute_reply": "2023-01-19T17:40:14.306200Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"updateBatchCodeTableHtmlFile(internationalVaersCovid19, batchCodeTableHtmlFile=\"../docs/batchCodeTable.html\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "0915aa5a",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-19T17:40:14.311864Z",
|
||
"iopub.status.busy": "2023-01-19T17:40:14.311607Z",
|
||
"iopub.status.idle": "2023-01-19T17:40:31.004421Z",
|
||
"shell.execute_reply": "2023-01-19T17:40:31.003380Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Afghanistan'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Albania'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Algeria'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Andorra'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Argentina'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Australia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Azerbaijan'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bahamas'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bahrain'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bangladesh'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Barbados'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bermuda'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bolivia, Plurinational State of'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Bosnia and Herzegovina'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Brazil'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Brunei Darussalam'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Canada'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Cayman Islands'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Chile'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'China'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Colombia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Congo, The Democratic Republic of the'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Cook Islands'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Costa Rica'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"\"Côte d'Ivoire\""
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Dominican Republic'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ecuador'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Egypt'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'El Salvador'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'French Polynesia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Georgia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Germany'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ghana'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Guatemala'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Honduras'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Hong Kong'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'India'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Indonesia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Iran, Islamic Republic of'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Iraq'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Israel'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Jamaica'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Japan'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Jersey'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Jordan'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kazakhstan'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kenya'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"\"Korea, Democratic People's Republic of\""
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Korea, Republic of'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kuwait'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Kyrgyzstan'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"\"Lao People's Democratic Republic\""
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lebanon'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Lesotho'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Liberia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Macao'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Malaysia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Maldives'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mauritius'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mexico'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Moldova, Republic of'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Mongolia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Montenegro'"
|
||
]
|
||
},
|
||
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|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Montserrat'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Morocco'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Namibia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nepal'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'New Caledonia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'New Zealand'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nicaragua'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Nigeria'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Niue'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'North Macedonia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Norway'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
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|
||
]
|
||
},
|
||
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|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Pakistan'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Palestine, State of'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Panama'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Paraguay'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
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|
||
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|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
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|
||
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|
||
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|
||
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|
||
},
|
||
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|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
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|
||
]
|
||
},
|
||
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|
||
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|
||
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|
||
{
|
||
"data": {
|
||
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|
||
"'Russian Federation'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
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|
||
]
|
||
},
|
||
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|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
{
|
||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
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|
||
]
|
||
},
|
||
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|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Serbia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
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|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'South Africa'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Sri Lanka'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Switzerland'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Syrian Arab Republic'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Taiwan, Province of China'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Tanzania, United Republic of'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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|
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"'Thailand'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Tokelau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
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"'Trinidad and Tobago'"
|
||
]
|
||
},
|
||
"metadata": {},
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||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
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||
"text/plain": [
|
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"'Tunisia'"
|
||
]
|
||
},
|
||
"metadata": {},
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||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Turkey'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
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"text/plain": [
|
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"'Uganda'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Ukraine'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
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"'United Arab Emirates'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
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|
||
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|
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"'United States'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Unknown Country'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
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"'Uruguay'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Venezuela, Bolivarian Republic of'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Viet Nam'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Zambia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Global'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"createAndSaveBatchCodeTables(internationalVaersCovid19, minADRsForLethality=100)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
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||
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||
"name": "python3"
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||
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||
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||
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|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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||
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