Skip to main content

THE NULL HYPOTHESIS

"Has the Apparent temperature and humidity compared monthly across 10 years of the data indicate an increase due to Global Warming?"

As per the hypothesis, we need to find whether the Average Apparent Temperature for the month of, say, April starting from 2006 to 2016 and the Average Humidity for the same period have increased or not. This monthly analysis has to be done for all 12 months over the 10 year period. So we are basically resampling our data from hourly to monthly, then comparing the same month over the 10 year period. After which we will be supporting our analysis with appropriate visualizations using matplotlib and/or seaborn library.


1. Importing libraries from the dataset.


2. Visualizing the dataset with statistical details.

3. Cleaning the dataset: In this step, we will prepare our data for the plotting, we will first drop the unwanted columns (all except temperature and humidity).


4. Changing the time zone by converting it to +00:00 UTC.


5. Plotting the data: Plotting the whole dataset for all the months.

6. Plotting the data: Plotting the dataset for January.

7. Plotting the data: Plotting the dataset for February.

8. Plotting the data: Plotting the dataset for March.

9. Plotting the data: Plotting the dataset for April.

10. Plotting the data: Plotting the dataset for May.

11. Plotting the data: Plotting the dataset for June.

12. Plotting the data: Plotting the dataset for July.

13. Plotting the data: Plotting the dataset for August.

14. Plotting the data: Plotting the dataset for September.

15. Plotting the data: Plotting the dataset for October.

16. Plotting the data: Plotting the dataset for November.

17. Plotting the data: Plotting the dataset for December.

Analysis: The above data analysis clearly shows that from the month of April to the month of August there is a slight change in temperature but nearly no change in humidity for 10 years (2006-2016); whereas for the month from September to March there is a vast change in temperature but again humidity remains unchanged.






Comments

Post a Comment