{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "9de5907f-18f5-4cb1-903e-26028ff1fa03", "metadata": { "execution": { "iopub.execute_input": "2023-02-04T02:28:39.965399Z", "iopub.status.busy": "2023-02-04T02:28:39.964942Z", "iopub.status.idle": "2023-02-04T02:28:41.766268Z", "shell.execute_reply": "2023-02-04T02:28:41.765716Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2023-02-04 02:28:40.321098: 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", "2023-02-04 02:28:41.648210: 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", "2023-02-04 02:28:41.649396: 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" ] } ], "source": [ "import pandas as pd\n", "\n", "pd.set_option('display.max_rows', 100)\n", "pd.set_option('display.max_columns', None)\n", "\n", "import os\n", "from VAERSFileDownloader import updateVAERSFiles\n", "from datetime import datetime\n", "from DateProvider import DateProvider\n", "from InternationalVaersCovid19Provider import getInternationalVaersCovid19,get_international_VAERSVAX_VAERSSYMPTOMS_Covid19\n", "from BatchCodeTableHtmlUpdater import updateBatchCodeTableHtmlFile\n", "from BatchCodeTablePersister import createAndSaveBatchCodeTables" ] }, { "cell_type": "code", "execution_count": 2, "id": "d1e4fa9e", "metadata": { "execution": { "iopub.execute_input": "2023-02-04T02:28:41.769206Z", "iopub.status.busy": "2023-02-04T02:28:41.768682Z", "iopub.status.idle": "2023-02-04T02:28:41.773763Z", "shell.execute_reply": "2023-02-04T02:28:41.773270Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "04.02.2023, 02:28:41 Uhr\n" ] } ], "source": [ "print(datetime.now().strftime(\"%d.%m.%Y, %H:%M:%S Uhr\"))" ] }, { "cell_type": "code", "execution_count": 3, "id": "ffad1c04", "metadata": { "execution": { "iopub.execute_input": "2023-02-04T02:28:41.776995Z", "iopub.status.busy": "2023-02-04T02:28:41.775843Z", "iopub.status.idle": "2023-02-04T02:28:42.389159Z", "shell.execute_reply": "2023-02-04T02:28:42.388556Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " lastUpdated: 2023-01-27 00:00:00\n", "lastUpdatedDataSource: 2023-02-03 00:00:00\n", "needsUpdate: True\n" ] } ], "source": [ "dateProvider = DateProvider()\n", "print(' lastUpdated:', dateProvider.getLastUpdated())\n", "print('lastUpdatedDataSource:', dateProvider.getLastUpdatedDataSource())\n", "needsUpdate = dateProvider.needsUpdate()\n", "print('needsUpdate:', needsUpdate)" ] }, { "cell_type": "code", "execution_count": 4, "id": "194b7357", "metadata": { "execution": { "iopub.execute_input": "2023-02-04T02:28:42.391810Z", "iopub.status.busy": "2023-02-04T02:28:42.391486Z", "iopub.status.idle": "2023-02-04T02:28:42.395808Z", "shell.execute_reply": "2023-02-04T02:28:42.395275Z" } }, "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": "2023-02-04T02:28:42.398320Z", "iopub.status.busy": "2023-02-04T02:28:42.397851Z", "iopub.status.idle": "2023-02-04T02:33:44.543803Z", "shell.execute_reply": "2023-02-04T02:33:44.543185Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[WDM] - Downloading: 100%|██████████| 6.96M/6.96M [00:00<00:00, 64.9MB/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: CfD50F\n", "1/1 [==============================] - 0s 31ms/step\n", "textInCaptchaImage: C7E8BE\n", "1/1 [==============================] - 0s 33ms/step\n", "textInCaptchaImage: e5085C\n", "1/1 [==============================] - 0s 41ms/step\n", "textInCaptchaImage: a90b09\n", "1/1 [==============================] - 0s 30ms/step\n", "textInCaptchaImage: 9e19B9\n" ] } ], "source": [ "updateVAERSFiles(\n", " years = years_from_2020_to_present,\n", " workingDirectory = os.getcwd())" ] }, { "cell_type": "code", "execution_count": 6, "id": "58333a19", "metadata": { "execution": { "iopub.execute_input": "2023-02-04T02:33:44.547243Z", "iopub.status.busy": "2023-02-04T02:33:44.546657Z", "iopub.status.idle": "2023-02-04T02:34:03.013297Z", "shell.execute_reply": "2023-02-04T02:34:03.012655Z" } }, "outputs": [], "source": [ "international_VAERSVAX_Covid19, international_VAERSSYMPTOMS = get_international_VAERSVAX_VAERSSYMPTOMS_Covid19(years = years_from_2020_to_present)" ] }, { "cell_type": "code", "execution_count": 7, "id": "f10b558f", "metadata": { "execution": { "iopub.execute_input": "2023-02-04T02:34:03.016878Z", "iopub.status.busy": "2023-02-04T02:34:03.016353Z", "iopub.status.idle": "2023-02-04T02:34:03.034298Z", "shell.execute_reply": "2023-02-04T02:34:03.033783Z" } }, "outputs": [ { "data": { "text/html": [ "
| \n", " | VAX_TYPE | \n", "VAX_MANU | \n", "VAX_LOT | \n", "VAX_DOSE_SERIES | \n", "
|---|---|---|---|---|
| VAERS_ID | \n", "\n", " | \n", " | \n", " | \n", " |
| 902418 | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH9899 | \n", "1 | \n", "
| 902440 | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH 9899 | \n", "1 | \n", "
| 902446 | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH9899 | \n", "1 | \n", "
| 902464 | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH9899 | \n", "UNK | \n", "
| 902465 | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH9899 | \n", "1 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2568970 | \n", "COVID19 | \n", "UNKNOWN MANUFACTURER | \n", "A1140 | \n", "6 | \n", "
| 2568970 | \n", "COVID19 | \n", "UNKNOWN MANUFACTURER | \n", "A1026 | \n", "1 | \n", "
| 2568970 | \n", "COVID19 | \n", "UNKNOWN MANUFACTURER | \n", "A1076 | \n", "2 | \n", "
| 2568991 | \n", "COVID19 | \n", "JANSSEN | \n", "XE445 | \n", "2 | \n", "
| 2569061 | \n", "COVID19 | \n", "MODERNA | \n", "3005704 | \n", "4 | \n", "
1077148 rows × 4 columns
\n", "| \n", " | SYMPTOM1 | \n", "SYMPTOM2 | \n", "SYMPTOM3 | \n", "SYMPTOM4 | \n", "SYMPTOM5 | \n", "
|---|---|---|---|---|---|
| VAERS_ID | \n", "\n", " | \n", " | \n", " | \n", " | \n", " |
| 855017 | \n", "Arthralgia | \n", "Chills | \n", "Injection site pain | \n", "Pyrexia | \n", "NaN | \n", "
| 855018 | \n", "Chills | \n", "Fatigue | \n", "Hypertension | \n", "Hypoaesthesia | \n", "Injected limb mobility decreased | \n", "
| 855018 | \n", "Muscular weakness | \n", "Pain in extremity | \n", "Pyrexia | \n", "Tremor | \n", "Vertigo | \n", "
| 855019 | \n", "Pain | \n", "Pruritus | \n", "Rash | \n", "NaN | \n", "NaN | \n", "
| 855020 | \n", "Chills | \n", "Influenza like illness | \n", "Myalgia | \n", "Pain in extremity | \n", "Pyrexia | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2569060 | \n", "COVID-19 immunisation | \n", "Facial paralysis | \n", "Headache | \n", "Inappropriate schedule of product administration | \n", "Interchange of vaccine products | \n", "
| 2569060 | \n", "Malaise | \n", "Migraine | \n", "Optic nerve injury | \n", "Sick leave | \n", "NaN | \n", "
| 2569061 | \n", "Developmental coordination disorder | \n", "Gait disturbance | \n", "Pain | \n", "Paraesthesia | \n", "Post vaccination syndrome | \n", "
| 2569061 | \n", "Sensory level abnormal | \n", "NaN | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
| 2569064 | \n", "Dermatitis exfoliative generalised | \n", "Urticaria | \n", "NaN | \n", "NaN | \n", "NaN | \n", "
2435307 rows × 5 columns
\n", "| \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | SYMPTOM | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VAX_LOT1 | \n", "VAX_LOT2 | \n", "VAX_LOT3 | \n", "VAX_LOT4 | \n", "VAX_LOT5 | \n", "VAX_LOT6 | \n", "VAX_LOT7 | \n", "VAX_LOT8 | \n", "VAX_LOT9 | \n", "VAX_LOT10 | \n", "VAX_LOT11 | \n", "VAX_LOT12 | \n", "VAX_LOT13 | \n", "VAX_LOT14 | \n", "VAX_LOT15 | \n", "VAX_LOT16 | \n", "VAX_LOT17 | \n", "VAX_LOT18 | \n", "VAX_LOT19 | \n", "\n", " |
| EH9899 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "Hypoaesthesia | \n", "
| nan | \n", "Injection site hypoaesthesia | \n", "||||||||||||||||||
| EH 9899 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "Headache | \n", "
| EH9899 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "Erythema | \n", "
| nan | \n", "Feeling hot | \n", "||||||||||||||||||
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 3005704 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "Sensory level abnormal | \n", "
| nan | \n", "Gait disturbance | \n", "||||||||||||||||||
| nan | \n", "Pain | \n", "||||||||||||||||||
| nan | \n", "Paraesthesia | \n", "||||||||||||||||||
| nan | \n", "Post vaccination syndrome | \n", "
4811157 rows × 1 columns
\n", "| \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | SYMPTOM_COUNT_BY_VAX_LOT | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VAX_LOT1 | \n", "VAX_LOT2 | \n", "VAX_LOT3 | \n", "VAX_LOT4 | \n", "VAX_LOT5 | \n", "VAX_LOT6 | \n", "VAX_LOT7 | \n", "VAX_LOT8 | \n", "VAX_LOT9 | \n", "VAX_LOT10 | \n", "VAX_LOT11 | \n", "VAX_LOT12 | \n", "VAX_LOT13 | \n", "VAX_LOT14 | \n", "VAX_LOT15 | \n", "VAX_LOT16 | \n", "VAX_LOT17 | \n", "VAX_LOT18 | \n", "VAX_LOT19 | \n", "SYMPTOM | \n", "\n", " |
| !D0181 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "Circulatory collapse | \n", "1 | \n", "
| Hyperhidrosis | \n", "1 | \n", "|||||||||||||||||||
| # 009C01A | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "Blood pressure measurement | \n", "1 | \n", "
| Body temperature | \n", "1 | \n", "|||||||||||||||||||
| Headache | \n", "1 | \n", "|||||||||||||||||||
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| Ø94F21A | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "Chest discomfort | \n", "1 | \n", "
| Myalgia | \n", "1 | \n", "|||||||||||||||||||
| Nausea | \n", "1 | \n", "|||||||||||||||||||
| Syncope | \n", "1 | \n", "|||||||||||||||||||
| Vomiting | \n", "1 | \n", "
1326748 rows × 1 columns
\n", "| \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | SYMPTOM_COUNT_BY_VAX_LOT | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VAX_LOT1 | \n", "VAX_LOT2 | \n", "VAX_LOT3 | \n", "VAX_LOT4 | \n", "VAX_LOT5 | \n", "VAX_LOT6 | \n", "VAX_LOT7 | \n", "VAX_LOT8 | \n", "VAX_LOT9 | \n", "VAX_LOT10 | \n", "VAX_LOT11 | \n", "VAX_LOT12 | \n", "VAX_LOT13 | \n", "VAX_LOT14 | \n", "VAX_LOT15 | \n", "VAX_LOT16 | \n", "VAX_LOT17 | \n", "VAX_LOT18 | \n", "VAX_LOT19 | \n", "\n", " |
| !D0181 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Circulatory collapse': 1, 'Hyperhidrosis': 1} | \n", "
| # 009C01A | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Blood pressure measurement': 1, 'Body temper... | \n", "
| # 015M20A | \n", "# 048A21A | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Chills': 1, 'Headache': 1, 'Injection site p... | \n", "
| # EN6201 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Body temperature decreased': 1, 'Body temper... | \n", "
| # EN6206 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Hypoaesthesia': 1, 'Paraesthesia': 1} | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| ÂK4244 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Headache': 1, 'Neck pain': 1} | \n", "
| ÉÑ6198 | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Headache': 1, 'Hypersomnia': 1} | \n", "
| Ø25A21A | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Arthralgia': 1, 'Asthenia': 1, 'Dizziness': ... | \n", "
| Ø27H21B | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Arthralgia': 1, 'Chest discomfort': 1, 'Chil... | \n", "
| Ø94F21A | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "nan | \n", "{'Chest discomfort': 1, 'Myalgia': 1, 'Nausea'... | \n", "
64692 rows × 1 columns
\n", "| \n", " | RECVDATE | \n", "DIED | \n", "L_THREAT | \n", "ER_VISIT | \n", "HOSPITAL | \n", "DISABLE | \n", "SPLTTYPE | \n", "VAX_TYPE | \n", "VAX_MANU | \n", "VAX_LOT | \n", "VAX_DOSE_SERIES | \n", "COUNTRY | \n", "SEVERE | \n", "
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VAERS_ID | \n", "\n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " | \n", " |
| 902418 | \n", "2020-12-15 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH9899 | \n", "1 | \n", "United States | \n", "0 | \n", "
| 902440 | \n", "2020-12-15 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH 9899 | \n", "1 | \n", "United States | \n", "0 | \n", "
| 902446 | \n", "2020-12-15 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH9899 | \n", "1 | \n", "United States | \n", "0 | \n", "
| 902464 | \n", "2020-12-15 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH9899 | \n", "UNK | \n", "United States | \n", "0 | \n", "
| 902465 | \n", "2020-12-15 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "COVID19 | \n", "PFIZER\\BIONTECH | \n", "EH9899 | \n", "1 | \n", "United States | \n", "0 | \n", "
| ... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
| 2568970 | \n", "2023-01-27 | \n", "1 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "PHJNJFOC20230143968 | \n", "COVID19 | \n", "UNKNOWN MANUFACTURER | \n", "A1076 | \n", "2 | \n", "Philippines | \n", "1 | \n", "
| 2568991 | \n", "2023-01-27 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "ZAJNJFOC20230139298 | \n", "COVID19 | \n", "JANSSEN | \n", "XE445 | \n", "2 | \n", "South Africa | \n", "0 | \n", "
| 2569060 | \n", "2023-01-27 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "COVID19 | \n", "MODERNA | \n", "<NA> | \n", "1 | \n", "Unknown Country | \n", "0 | \n", "
| 2569061 | \n", "2023-01-27 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "NaN | \n", "COVID19 | \n", "MODERNA | \n", "3005704 | \n", "4 | \n", "Unknown Country | \n", "0 | \n", "
| 2569064 | \n", "2023-01-27 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "NaN | \n", "COVID19 | \n", "MODERNA | \n", "<NA> | \n", "1 | \n", "Unknown Country | \n", "0 | \n", "
1508803 rows × 13 columns
\n", "