data science

Accessing the COVID-19 EUDRAVIGILANCE Vaccine Reaction reports with Python’s Pandas (BASIC)

import pandas as pd import datetime import plotly.express as px import re mod = pd.read_csv(‘MODERNA.csv’,parse_dates=[‘EV Gateway Receipt Date’]) pfi = pd.read_csv(‘PFIZER.csv’,parse_dates=[‘EV Gateway Receipt Date’]) ast = pd.read_csv(‘ASTRA.csv’,parse_dates=[‘EV Gateway Receipt Date’]) jan = pd.read_csv(‘JANS.csv’,parse_dates=[‘EV Gateway Receipt Date’]) len(mod),len(pfi),len(pfi2),len(ast),len(jan) mod.head() pd.set_option(‘display.max_colwidth’, 1500)… Read More ›

How to access CDC Vaccine Adverse Reaction Reports with Python Code – BASIC

How to access CDC Vaccine Adverse Reaction Reports with Python Code – BASIC import pandas as pdimport repd.set_option(‘display.max_columns’, None)vdata=pd.read_csv(‘2021VAERSData.csv’, encoding=’latin1′,low_memory=False)vvax = pd.read_csv(‘2021VAERSVAX.csv’,encoding=’latin1′,low_memory=False)vsymp = pd.read_csv(‘2021VAERSSYMPTOMS.csv’,encoding=’latin1′,low_memory=False)vdata.head()vvax.head()vsymp.head()tt = vsymp.duplicated(subset=[‘VAERS_ID’])tt = tt.value_counts()print(tt)a = len(vdata)b = len(vvax)c = len(vsymp)print(a,b,c)vt= vdata.duplicated(subset=[“VAERS_ID”])vt= (vt.value_counts())vv= vvax.duplicated(subset=[“VAERS_ID”])vv= (vv.value_counts())vs= vsymp.duplicated(subset=[“VAERS_ID”])vs= (vs.value_counts())print(vt,’\n’,vv,’\n’,vs)v1… Read More ›

EudraVigilance at 875741 VAERS at 484961 FDA Broke its Vaccine Transparency promise, shedding it’s a thing plus Data.

Hospital admission and emergency care attendance risk for SARS-CoV-2 delta (B.1.617.2) compared with alpha (B.1.1.7) variants of concern: a cohort study https://www.thelancet.com/journals/laninf/article/PIIS1473-3099(21)00475-8/fulltext Antibody Response to a Fourth Dose of a SARS-CoV-2 Vaccine in Solid Organ Transplant Recipients https://journals.lww.com/transplantjournal/Citation/9000/Antibody_Response_to_a_Fourth_Dose_of_a_SARS_CoV_2.95171.aspx Shedding of… Read More ›

Vaccine Reports at 412,146, John Hopkins study CAN DIETARY SUPPLEMENTS HELP THE IMMUNE SYSTEM FIGHT CORONAVIRUS INFECTION?.

#masks #supplements #vaers Data Sources: VAERS CDC Our World in Data Outbreak Info Update Alert 6: Masks for Prevention of Respiratory Virus Infections, Including SARS-CoV-2, in Health Care and Community Settings https://www.acpjournals.org/doi/10.7326/L21-0393 COVID-19 NEWS: CAN DIETARY SUPPLEMENTS HELP THE IMMUNE… Read More ›

Vaccine Adverse Event Reactions Reports 376,296 , food supplement shows promise against SARS-CoV-2 plus Data

Vaccine Adverse Event Reactions Reports 376,296 , food supplement shows promise against SARS-CoV-2 plus Data #niclosamide #spermidine #vaers A tapeworm drug against SARS-CoV-2? https://www.eurekalert.org/pub_releases/2021-06/c-ub-atd062121.php#.YNEk-UjS0K8.wordpress How shadow banks have exploited the COVID-19 crisis https://www.eurekalert.org/pub_releases/2021-06/cbs-hsb062221.php#.YNJbz74sG04.wordpress Tree pollen carries SARS-CoV-2 particles farther, facilitates… Read More ›

Vaccine Adverse Event Reports at 346,964, Common cold combats COVID-19, plus New Variant Data

Vaccine Adverse Event Reports at 346,964, Common cold combats COVID-19, plus New Variant Data #vaers #rhinovirus #myocarditis Common cold combats COVID-19 https://www.eurekalert.org/pub_releases/2021-06/yu-ccc061421.php#.YMkmM6B3CZw.wordpress Scientists prepare for next coronavirus pandemic, maybe in 2028? https://www.eurekalert.org/pub_releases/2021-06/nu-spf061621.php#.YMrAQnmu-fA.wordpress Symptoms resolved in 7 patients with myocarditis-like illness… Read More ›

Vaccine Adverse Event Reports surpass 314,000, DANMASK revisited, Elovanoids show promise plus Data

Vaccine Adverse Event Reports surpass 314,000, DANMASK revisited, Elovanoids show promise plus Data #vaers #danmask #Elovanoids DATA SOURCES: VAERS https://vaers.hhs.gov/data/datasets.html? Outbreak.info https://outbreak.info/location-reports?loc=USA Our World In Data https://ourworldindata.org/coronavirus-source-data CDC: https://data.cdc.gov Evidence of escape of SARS-CoV-2 variant B.1.351 from natural and vaccine-induced… Read More ›