Use case — COVID time-series data analysis with pandas — “Lies, damned lies, and statistics” — Unknown Time-series COVID data of confirmed infection and deaths from every single US county can be analyzed using pandas only. In this article, I will slice and dice the time-series data, plot them, compare them against each other, and present them for your interpretation…

Travel Stories Summer Vacation in Tahiti, the Pearl of South Pacific A short guide to how to vacation in French Polynesia with family and kids

Why crude oil price is inelastic and rises or falls so dramatically with moderate changes in supply or demand — Russia’s invasion of Ukraine has sent oil prices soaring to over $120 per barrel in early March 2022. With that in mind, let’s ask a simple question, what causes oil price to spike? Let’s begin not so long ago, on April 2020, the crude oil price went from $56 per…

In Python, the functions are first-class object. Which means it can be passed onto other functions as arguments. Using decorator, a Python function’s behavior can be changed without re-writing the function code. A popular example of Python decorator is @property which let function’s value be accessed in a secured way…

Preamble National Oceanic and Atmospheric Administration (aka NOAA) publishes 7 day weather forecasting data. In this publication, I am going to show how to get 7 day weather forecast data in a Python Jupyter Notebook from NOAA’s application interface. Table of contents Import packages Get zip code co-ordinates NOAA API Get forecast data Notebook 1. Import packages …

In this project I am going to show how to build your own COVID dashboard in Google Colab using pandas and plotly. — Steps Install packages and tools Import the data Analyze the data Graphically present the data in US choropleth map 1. Install packages and tools In Google Colab environment you can pip install packages required for your code. You need plotly-geo , geopands , pyshp and shapely for this project.

How political division exposing American weakness to fight pandemic — If you are a public official and looking for a playbook on things not to do in a pandemic, look no further than America’s failed response to the coronavirus crisis. Half baked, arbitrary, un-coordinated, incoherent public policy compounded with lack of leadership at the top caused America to surrender to…

County-wise breakdown of US COVID-19 cases