<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Demo | Ukant Jadia</title><link>https://ukantjadia.github.io/tag/demo/</link><atom:link href="https://ukantjadia.github.io/tag/demo/index.xml" rel="self" type="application/rss+xml"/><description>Demo</description><generator>Hugo Blox Builder (https://hugoblox.com)</generator><language>en-us</language><lastBuildDate>Thu, 23 Feb 2023 00:00:00 +0000</lastBuildDate><image><url>https://ukantjadia.github.io/media/icon_hu5e29e1df12b63ca0c9252c8db4842f1b_8915_512x512_fill_lanczos_center_3.png</url><title>Demo</title><link>https://ukantjadia.github.io/tag/demo/</link></image><item><title>Exploratory Data Analysis - COVID-19 Data</title><link>https://ukantjadia.github.io/project/covid-19-eda/</link><pubDate>Thu, 23 Feb 2023 00:00:00 +0000</pubDate><guid>https://ukantjadia.github.io/project/covid-19-eda/</guid><description>&lt;p>This is an EDA Sample Project on the India geographical dataset of COVID-19.&lt;/p>
&lt;p>Problem Definition for COVID-19 EDA Sample Project:&lt;/p>
&lt;ol>
&lt;li>Analyze the association between the number of doses taken and the number of deaths in each state.&lt;/li>
&lt;li>Calculate the growth rate of confirmed cases and death rate by state.&lt;/li>
&lt;li>Calculate the distribution of doses among the population of each state.&lt;/li>
&lt;li>Compare the population of each state based on the different doses taken.&lt;/li>
&lt;/ol>
&lt;p>I followed complete workflow stages to complete the task in terms of data extraction and visualization for better understanding.&lt;/p>
&lt;p>Workflow stages for COVID-19 EDA Project:&lt;/p>
&lt;ol>
&lt;li>Question or Problem Definition.&lt;/li>
&lt;li>Acquire training and testing data.&lt;/li>
&lt;li>Wrangle, prepare and cleanse the data(preprocessing and cleaning data).&lt;/li>
&lt;li>Analyze, identify patterns, and explore the data(Visualization and information extraction).&lt;/li>
&lt;li>Conclusion (Extracted information).&lt;/li>
&lt;/ol>
&lt;p>Earlier I learned about visualization with Seaborn. Along with that, I try to utilize those skills and&lt;/p>
&lt;p>Collab notebook link: &lt;a href="https://colab.research.google.com/drive/1XGbvb6vHTmOpxEebnkjjiewxd1P6M5Tw?usp=sharing" target="_blank" rel="noopener">Link&lt;/a>&lt;/p>
&lt;p>Dataset link: &lt;a href="https://lnkd.in/dh--vGh2" target="_blank" rel="noopener">Link&lt;/a>&lt;/p>
&lt;p>My Website link: &lt;a href="https://www.ukant.tech" target="_blank" rel="noopener">https://www.ukant.tech&lt;/a>&lt;/p></description></item></channel></rss>