Python Data Analysis and Visualization Course – Astronomical Data

Python Data Analysis and Visualization Course – Astronomical Data

freeCodeCamp.org via freeCodeCamp Direct link

⌨️ Exploring the tabular dataset

13 of 38

13 of 38

⌨️ Exploring the tabular dataset

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Classroom Contents

Python Data Analysis and Visualization Course – Astronomical Data

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  1. 1 ⌨️ Introduction to Course
  2. 2 ⌨️ Introduction to Google Colab
  3. 3 ⌨️ Python Comments
  4. 4 ⌨️ Variables and Constants
  5. 5 ⌨️ Basic Data Types
  6. 6 ⌨️ f-string
  7. 7 ⌨️ User inputs
  8. 8 ⌨️ Data Type Conversions
  9. 9 ⌨️ Control Flow
  10. 10 ⌨️ Functions
  11. 11 ⌨️ Intro to Tabular Dataset
  12. 12 ⌨️ Importing the libraries for tabular dataset
  13. 13 ⌨️ Exploring the tabular dataset
  14. 14 ⌨️ Creating First Visualization with barplot matplotlib
  15. 15 ⌨️ Adding customization to barplot
  16. 16 ⌨️ Creating bargraph using Seaborn
  17. 17 ⌨️ Visusalizing outliers using boxplot
  18. 18 ⌨️ Introducing subplots using matplotlib
  19. 19 ⌨️ Line plots
  20. 20 ⌨️ Pair plot and scatter plot
  21. 21 ⌨️ Creating HR Diagram
  22. 22 ⌨️ Downloading visualizations
  23. 23 ⌨️ Understanding Images, pixels, grayscale and colors
  24. 24 ⌨️ What are FITS file?
  25. 25 ⌨️ Installing Astroquery
  26. 26 ⌨️ SkyView Form - Virtual Telescope
  27. 27 ⌨️ Visualize Andromeda galaxy
  28. 28 ⌨️ Creating FITS file and testing
  29. 29 ⌨️ Pixel Distribution
  30. 30 ⌨️ MinMax Pixel Scaling
  31. 31 ⌨️ Standard Scaling, Log Normalization, Square root normalization
  32. 32 ⌨️ ZScaleInterval
  33. 33 ⌨️ Convolution Operation - Why? Why? and Demonstration
  34. 34 ⌨️ Gaussian Denoising
  35. 35 ⌨️ Enhancing features with Meijering and Sato filter
  36. 36 ⌨️ Corner Foerstner - What and How to use it in Python
  37. 37 ⌨️ Multiscale Basic Features using skimage
  38. 38 ⌨️ Conclusion

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