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MetaSnake Products/Applied Pandas: Survey Data - Standard
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Applied Pandas: Survey Data - Standard

  • Course
  • 27 Lessons

Clean, analyze, visualize, and explore survey data. In this course you will leverage Pandas, Jupyter, Matplotlib, and scikit-learn to understand the results of survey data.
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Contents

Outline

01-Outline.mov
Preview

Files for Course

Survey Exploration.ipynb
survey_clean.csv
lab.ipynb

Anonymize Data

02-Anonymize Data.mov

Loading Data

03-Load Data.mov

Types

04-Exploring Data and Types.mov
LAB-00-Intro.mov
LAB-01-Setup.mov
LAB-04-Types.mov

Cleanup

05-Cleanup.mov
LAB-05-Cleanup.mov
LAB-05-Part2-Missing Data.mov

Reformat Notebook

06-Reformat.mov
LAB-06-Reformat.mov

EDA

07-EDA.mov
LAB-07-EDA.mov

PCA

08-PCA.mov
LAB-08-PCA.mov

Clustering

09-Clustering.mov
LAB-09-Clustering.mov

Surrogate Model

10-Surrogate Model.mov
LAB-10-Surrogate.mov

SHAP

11-SHAP.mov
LAB-11-SHAP.mov
LAB-12-Conclusion.mov

Conclusion

12-Conclusion.mov