Monday, June 15, 2020

COVID-19 Prediction using Machine Learning

The code for this project is available below!!




Problem Statement:

India has responded quickly, implementing a proactive, nationwide, lockdown, to flatten the curve and use the time to plan and resource responses adequately. As of 15th June 2020, India has witnessed 3720 deaths from 32 States and Union Territories, with a total of 123202 confirmed cases due to COVID-19. Globally the Data Scientists are using AI and machine learning to analyze, predict, and take safety measures against COVID-19 in India.


Tasks to be performed:

  • Analyze the present condition in India
  • Scrape out the COVID-19 from websites
  • Figure out the death rate and cure rate per 100 across the affected states
  • Create different charts to visualize the following:
    • Total sample test done till date
    • Growth rate of COVID in top 15 states
    • Top 10 States in each health facility
    • State wise testing insight
    • ICMR testing centres in each state
    • Use Prophet to predict the confirmed cases in India
  • Use ARIMA to predict the confirmed cases in India
  • Compare the Indian COVID cases globally

1.Data Visualization of COVID-19 in India 

1.1 Total confirmed, Active, Death in India


1.2 Total Samples Tested


1.3 Day-by-Day confirmed cases in top 15 states in India


1.4 Growth rate in Top 15 States


1.5 Top 10 States in each Health Facility


1.6 Urban and Rural Health Facility


1.7 Testing Statewise Insight


1.8 ICMR Testing centers in each State


1.9 Forecast of the Future cases


1.10 The trend in increasing number of cases (Monthly, Weekly)


1.11 Predicted values for the next 15 Days 


2.Data Visualization of COVID-19 across the World

2.1 World COVID-19 Cases

 

2.2 Active, Recovered, Deaths in Hotspot Countries and India as of 15-06-2020




3.India vs. other Countries


4.Current cases in India 




The Codes and the Dataset are available below(please click on it):

  1. CODE
  2. DATASETS


    The code is dynamic and takes in real-time data.


Authors:
  1. Venkatbharat Poleneni
  2. Jahnavi K Rao
  3. Syed Afshana Hidayathulla


14 comments:

  1. This is Amazing! Really good work,keep going!

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  2. Dude, this is actually damn cool and informative. its really good 👏👏. Its something that I personally feel people need to see coz some of them aren't taking this lockdown seriously. Its really good work

    ReplyDelete
  3. Really good work, Keep it going.

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  4. The data analysis has been conducted very well.
    This data presented about the future happenings due to corona looks practical.

    ReplyDelete
  5. Very well researched and very informative

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  6. Looks great dude... Keep up the good work ✨✨

    ReplyDelete
  7. Wowwwwwww! This is realllllyyy informative!!

    ReplyDelete
  8. Really informative and insightful, keep up the good work

    ReplyDelete

COVID-19 Prediction using Machine Learning

The code for this project is available below!! Problem Statement: India has responded quickly, implementing a proactive, nationwide, lock...