This week we look at one of the worst cases of media bias to date in reference to the study: Effects of mask-wearing on the inhalability and deposition of airborne SARS-CoV-2 aerosols in human upper airway. Cadmiun and heightened mortality,… Read More ›
Python Data Science
Vit. D the Most underutilized COVID tool, Low Income Households Crushed by Lockdowns, Plus Data
This week we look at how bad the lockdown is affecting low-income families, and ask why after so many months Vitamin D has been ignored. As well as Low Dose Aspirin has a powerful benefit against COVID. #aspirin #covid #lockdown… Read More ›
COVID Vaccines not being tested to work, CBD a COVID Lung Saver?, Shoes thee COVID carrier and Data.
This week we review disturbing vaccine study requirements, CBD an incredible gem if possibly protecting the lungs and restoring oxygen levels, and a strong correlation as to shoes being an unrecognized major disease vector. In addition to looking at COVID… Read More ›
New COVID19 Data, zinc, catalase, uv222nm, iodine nasal spray research, Many Leaders have it wrong
This week we look into very promising research into zinc, catalase, uv222nm light, and iodine nasal spray research ( Outside of Vitamin D ). As well as our Data Extraction in reference to our control countries that did not have… Read More ›
COVID19 Analytics – Mask Trash and Shoes a Major Spreader, Newsom & Fauci Being Odd, Florida Wins
Our weekly review of the current COVID data and country comparisons as well as other oddities such as Mask Litter, Trash Cans, and Shoes being unintended spreaders. All this under the guise of Amateur Python Analytics. Brief CSV File Request… Read More ›
COVID-19 Predictions w/ Monte Carlo Simulation Cases/Death per Million
We are going to compare a basic Monte Carlo Pandemic Simulation to the Projections of IHME, MIT, LOS ALAMOS, etc Pythonically.Keep in mind I am an amateur at this 😉 Data Source https://ourworldindata.org/coronavirusIHME http://www.healthdata.org/covidFunction Code: ( With the limited knowledge… Read More ›
Pandemic Charting – Weaponizing Uncertainty – Countries Do better with a Light touch – Python Data
Currently, all countries which took a surgical approach as opposed to draconian lockdowns appear to fair far better (Data Wise). Given the rise to observational data that mitigating pandemics in reference to possibility over probability is no better than superstition… Read More ›
Lockdowns a Complete Failure compared to controls – Countries that did not? Python Analysis Part 2
Part 2 as promised. We compare cases and death per million from industrialized countries which did little to nothing to Great Britain and the United States. The Data extrapolated is from: https://ourworldindata.org/coronavirus-source-data #covid19 #lockdown #socialdistancing (Volume is kind of Choppy… Read More ›
Pandemic Over? COVID-19 World data Amateur Python Analysis
From an educational perspective, we review current COVID-19 data and arrive look at lockdowns and population density appears to have no numerical effect currently on COVID-19. In any case, this is more about exploring the code from a beginner’s standpoint… Read More ›
COVID-19 Tracking Data API and Data Anomalies (No Correlations? Cases to Hospitalizations Increases)
Is there a correlation between Positive cases and Hospitalizations? Below is the API for python access, open to all who desire to filter the data. I want to just give easy access to all the beginner students data scientists out… Read More ›
pip install upgrade user syntax (error fix) Jupyter Notebooks, Python
Just keeping it real simple here: (Just showing one way as to not over complicate) pip install –upgrade –user pip Then to check pip -V #pip #install #error
How to download a CSV file via API for the COVID Tracking Project
CODE: import pandas as pd import requests response = requests.get(“https://covidtracking.com/api/v1/us/d…“) covid = response.content ccc = open(“daily.csv”,”wb”) ccc.write(covid) ccc.close() df = pd.read_csv(“daily.csv”) df.head()
COVID19PANDAS install –user ERROR [WinError 5] , simple fix for Python
By Ralph Turchiano