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": "2023-01-26T17:35:06.918431Z",
|
||
"iopub.status.busy": "2023-01-26T17:35:06.918006Z",
|
||
"iopub.status.idle": "2023-01-26T17:35:08.905969Z",
|
||
"shell.execute_reply": "2023-01-26T17:35:08.904728Z"
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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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||
"2023-01-26 17:35:07.312254: 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",
|
||
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
|
||
"2023-01-26 17:35:08.776143: 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",
|
||
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
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||
"2023-01-26 17:35:08.777381: 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",
|
||
"pd.set_option('display.max_rows', 100)\n",
|
||
"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"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 2,
|
||
"id": "d1e4fa9e",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-26T17:35:08.909136Z",
|
||
"iopub.status.busy": "2023-01-26T17:35:08.908775Z",
|
||
"iopub.status.idle": "2023-01-26T17:35:08.914789Z",
|
||
"shell.execute_reply": "2023-01-26T17:35:08.914173Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
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||
"output_type": "stream",
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||
"text": [
|
||
"26.01.2023, 17:35:08 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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||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
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||
"id": "ffad1c04",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-26T17:35:08.918199Z",
|
||
"iopub.status.busy": "2023-01-26T17:35:08.917748Z",
|
||
"iopub.status.idle": "2023-01-26T17:35:09.387800Z",
|
||
"shell.execute_reply": "2023-01-26T17:35:09.387223Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" lastUpdated: 2023-01-20 00:00:00\n",
|
||
"lastUpdatedDataSource: 2023-01-20 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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||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
|
||
"id": "194b7357",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-26T17:35:09.390831Z",
|
||
"iopub.status.busy": "2023-01-26T17:35:09.390454Z",
|
||
"iopub.status.idle": "2023-01-26T17:35:09.393780Z",
|
||
"shell.execute_reply": "2023-01-26T17:35:09.393275Z"
|
||
}
|
||
},
|
||
"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": "2023-01-26T17:35:09.396766Z",
|
||
"iopub.status.busy": "2023-01-26T17:35:09.396417Z",
|
||
"iopub.status.idle": "2023-01-26T17:38:22.248849Z",
|
||
"shell.execute_reply": "2023-01-26T17:38:22.248161Z"
|
||
}
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[WDM] - Downloading: 100%|██████████| 6.96M/6.96M [00:00<00:00, 74.9MB/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: 88BB47\n",
|
||
"1/1 [==============================] - 0s 38ms/step\n",
|
||
"textInCaptchaImage: 822040\n",
|
||
"1/1 [==============================] - 0s 39ms/step\n",
|
||
"textInCaptchaImage: 30943E\n",
|
||
"1/1 [==============================] - 0s 41ms/step\n",
|
||
"textInCaptchaImage: aAE662\n",
|
||
"1/1 [==============================] - 0s 36ms/step\n",
|
||
"textInCaptchaImage: E49E6e\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": "2023-01-26T17:38:22.252523Z",
|
||
"iopub.status.busy": "2023-01-26T17:38:22.252151Z",
|
||
"iopub.status.idle": "2023-01-26T17:38:50.043596Z",
|
||
"shell.execute_reply": "2023-01-26T17:38:50.042882Z"
|
||
}
|
||
},
|
||
"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",
|
||
" <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>PFIZER\\BIONTECH</td>\n",
|
||
" <td>EH9899</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>United States</td>\n",
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||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
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|
||
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||
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|
||
" <td>COVID19</td>\n",
|
||
" <td>PFIZER\\BIONTECH</td>\n",
|
||
" <td>EH 9899</td>\n",
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||
" <td>1</td>\n",
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||
" <td>United States</td>\n",
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||
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|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
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|
||
" <td>2020-12-15</td>\n",
|
||
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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>PFIZER\\BIONTECH</td>\n",
|
||
" <td>EH9899</td>\n",
|
||
" <td>1</td>\n",
|
||
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||
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|
||
" </tr>\n",
|
||
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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>UNK</td>\n",
|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
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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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|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
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|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2559217</th>\n",
|
||
" <td>2023-01-13</td>\n",
|
||
" <td>0</td>\n",
|
||
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|
||
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|
||
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|
||
" <td>0</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" <td>COVID19</td>\n",
|
||
" <td>MODERNA</td>\n",
|
||
" <td>045G21A</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>Unknown Country</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2559217</th>\n",
|
||
" <td>2023-01-13</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>PFIZER\\BIONTECH</td>\n",
|
||
" <td>FD7958</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>Unknown Country</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2559217</th>\n",
|
||
" <td>2023-01-13</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>PFIZER\\BIONTECH</td>\n",
|
||
" <td>FE8405</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>Unknown Country</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2559221</th>\n",
|
||
" <td>2023-01-13</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>1</td>\n",
|
||
" <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>2559304</th>\n",
|
||
" <td>2021-08-21</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>2</td>\n",
|
||
" <td>Unknown Country</td>\n",
|
||
" <td>0</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>1501995 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",
|
||
"2559217 2023-01-13 0 0 0 0 0 NaN \n",
|
||
"2559217 2023-01-13 0 0 0 0 0 NaN \n",
|
||
"2559217 2023-01-13 0 0 0 0 0 NaN \n",
|
||
"2559221 2023-01-13 0 0 0 1 0 NaN \n",
|
||
"2559304 2021-08-21 0 0 0 0 0 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",
|
||
"2559217 COVID19 MODERNA 045G21A 3 Unknown Country \n",
|
||
"2559217 COVID19 PFIZER\\BIONTECH FD7958 1 Unknown Country \n",
|
||
"2559217 COVID19 PFIZER\\BIONTECH FE8405 2 Unknown Country \n",
|
||
"2559221 COVID19 MODERNA NaN 2 Unknown Country \n",
|
||
"2559304 COVID19 MODERNA NaN 2 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",
|
||
"2559217 0 \n",
|
||
"2559217 0 \n",
|
||
"2559217 0 \n",
|
||
"2559221 0 \n",
|
||
"2559304 0 \n",
|
||
"\n",
|
||
"[1501995 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": "2023-01-26T17:38:50.046577Z",
|
||
"iopub.status.busy": "2023-01-26T17:38:50.046195Z",
|
||
"iopub.status.idle": "2023-01-26T17:38:50.631913Z",
|
||
"shell.execute_reply": "2023-01-26T17:38:50.631226Z"
|
||
}
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"updateBatchCodeTableHtmlFile(internationalVaersCovid19, batchCodeTableHtmlFile=\"../docs/batchCodeTable.html\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "0915aa5a",
|
||
"metadata": {
|
||
"execution": {
|
||
"iopub.execute_input": "2023-01-26T17:38:50.635284Z",
|
||
"iopub.status.busy": "2023-01-26T17:38:50.634927Z",
|
||
"iopub.status.idle": "2023-01-26T17:39:07.884083Z",
|
||
"shell.execute_reply": "2023-01-26T17:39:07.883344Z"
|
||
}
|
||
},
|
||
"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": {
|
||
"text/plain": [
|
||
"'Montenegro'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"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": {
|
||
"text/plain": [
|
||
"'Niue'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'North Macedonia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Norway'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Oman'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Pakistan'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Palestine, State of'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Panama'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Paraguay'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Peru'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Philippines'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Qatar'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
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|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Russian Federation'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Réunion'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Samoa'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
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|
||
"'Saudi Arabia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Senegal'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Serbia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Singapore'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'South Africa'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'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": {
|
||
"text/plain": [
|
||
"'Tanzania, United Republic of'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Thailand'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Tokelau'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
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"'Trinidad and Tobago'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Tunisia'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Turkey'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Uganda'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Ukraine'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'United Arab Emirates'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'United States'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'Unknown Country'"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"'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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|
||
"display_name": "Python 3.10.8 ('howbadismybatch-venv')",
|
||
"language": "python",
|
||
"name": "python3"
|
||
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||
"language_info": {
|
||
"codemirror_mode": {
|
||
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|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
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||
"version": "3.10.9"
|
||
},
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||
"vscode": {
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||
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||
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