In this article, I will introduce you to a machine learning project on Covid-19 cases prediction with Python for the next 30 days. These types of predictive models help in providing an accurate prediction of epidemics, which is essential for obtaining information on the likely spread and consequences of infectious diseases.
Governments and other legislative bodies rely on these kinds of machine learning predictive models and ideas to suggest new policies and assess the effectiveness of applied policies.
Also, Read – 100+ Machine Learning Projects Solved and Explained.
Machine Learning Project on Covid-19 Cases Prediction with Python
I will start the task of Covid-19 cases prediction with Python for the next 30 days by importing the necessary Python libraries and the dataset:
Data Preparation
Now the next step is data preparation, I will simply prepare new data by combining the above datasets and then we will visualize a geographical plot of the data to see what we are going to work with:
Country | Cases | |
---|---|---|
0 | Afghanistan | 45716.0 |
1 | Albania | 35600.0 |
2 | Algeria | 79110.0 |
3 | Andorra | 6534.0 |
4 | Angola | 14920.0 |
Data Visualization
Now here I will prepare three visualizations. One will be a geographical visualization to visualize the worldwide spread of Covid-19. Then the next visualization will be to have a look at the daily cases of Covid-19 in the world. Then the last visualization will be to have a look at the daily death cases of Covid-19 in the world.
Now let’s start data visualization by looking at the worldwide spread of Covid-19:

Now let’s have a look at the daily cases all around the world:

Now let’s have a look at the daily death cases of Covid-19:

Covid-19 Cases Prediction with Python for Next 30 Days
Now, I will use the Facebook prophet model for the task of Covid-19 cases prediction with Python for the next 30 days. Facebook prophet model uses time series method for forecasting.
Let’s see how we can use the Facebook prophet model for Covid-19 cases prediction with Python for the next 30 days:

I hope you liked this article on Covid-19 cases predictions for the next 30 days with Python programming language. Feel free to ask your valuable questions in the comments section below.
Is there a way to make a flask app with cases forecasting of covid19 daily with live data?
yes it is possible, that would be a great project if done on a dashboard
Hello aman . Pls im a beginner and i wsnt to lesrn machine learning .how can you help me .
drop your email, I will share some resources that will help you
Hi, Can you please mention the source of the data. I want to check the details.
Kaggle