├── LICENSE ├── README.md ├── assets └── packt-banner.png ├── chapter-01 ├── chapter_1_workbook.ipynb └── test.py ├── chapter-02 ├── chapter_2_workbook.ipynb └── test.py ├── chapter-03 ├── chapter_3_workbook.ipynb └── test.py ├── chapter-04 ├── chapter_4_workbook.ipynb └── test.py ├── chapter-05 ├── chapter_5_workbook.ipynb └── test.py ├── chapter-06 ├── chapter_6_workbook.ipynb └── test.py ├── data ├── countries │ ├── country_data_merged.csv │ ├── interest_rates.csv │ ├── interest_rates_raw.csv │ ├── populations.csv │ └── populations_raw.csv └── hr-analytics │ ├── hr_data.csv │ └── hr_data_processed.csv ├── figures ├── chapter-2-boston-housing-age-cdf.png ├── chapter-2-boston-housing-age-medv-violin-points.png ├── chapter-2-boston-housing-age-medv-violin.png ├── chapter-2-boston-housing-age-pairplot.png ├── chapter-2-boston-housing-corr.png ├── chapter-2-boston-housing-lstat-violin.png ├── chapter-2-boston-housing-pairplot.png ├── chapter-2-boston-housing-poly-residuals.png ├── chapter-2-boston-housing-poly.png ├── chapter-2-boston-housing-residuals.png ├── chapter-2-boston-housing-scatter.png ├── chapter-3-hr-analytics-hours-num-proj-boxplot.png ├── chapter-4-hr-analytics-bivariate-segmented.png ├── chapter-4-hr-analytics-forest.png ├── chapter-4-hr-analytics-jointplot.png ├── chapter-4-hr-analytics-knn-overfit.png ├── chapter-4-hr-analytics-knn.png ├── chapter-4-hr-analytics-num-proj-hours-svm-c-1.png ├── chapter-4-hr-analytics-num-proj-hours-svm-c-50.png ├── chapter-4-hr-analytics-svm.png ├── chapter-4-hr-analytics-tree-graph.png ├── chapter-5-hr-analytics-feature-imp-model-2.png ├── chapter-5-hr-analytics-kfold-pca-tree.png ├── chapter-5-hr-analytics-val-curve-model-1.png ├── chapter-5-hr-analytics-val-curve-pca-forest.png ├── chapter-5-hr-analytics-val-curve-pca-tree.png ├── chapter-6-country-kmeans-interest-inflation.png ├── chapter-6-country-top-populations.png └── chapter-6-country-update-dates.png ├── requirements.txt └── tests └── base.py /LICENSE: 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