├── .gitignore ├── LICENSE ├── README.md ├── ch01-missing-data-imputation ├── Recipe-01-Removing-observations-with-missing-data.ipynb ├── Recipe-02-Performing-mean-or-median-imputation.ipynb ├── Recipe-03-Imputing-categorical-variables.ipynb ├── Recipe-04-Replacing-missing-values-with-an-arbitrary-number.ipynb ├── Recipe-05-Finding-extreme-values-for-imputation.ipynb ├── Recipe-06-Marking-imputed-values.ipynb ├── Recipe-07-Performing-multivariate-imputation-by-chained-equations.ipynb ├── Recipe-08-Estimating-missing-data-with-K-nearest-neighbours.ipynb └── donwload-prepare-store-credit-approval-dataset.ipynb ├── ch02-categorical-encoding ├── Recipe-01-One-hot-encoding.ipynb ├── Recipe-02-One-hot-encoding-frequent-categories.ipynb ├── Recipe-03-Replacing-categories-by-counts-frequency.ipynb ├── Recipe-04-Ordinal-encoding.ipynb ├── Recipe-05-Ordered-ordinal-encoding.ipynb ├── Recipe-06-Target-mean-encoding.ipynb ├── Recipe-07-Weight-of-evidence.ipynb ├── Recipe-08-Grouping-rare-categories.ipynb ├── Recipe-09-Binary-Encoding.ipynb └── donwload-prepare-store-credit-approval-dataset.ipynb ├── ch03-variable-transformation ├── Recipe-1-logarithmic-transformation.ipynb ├── Recipe-2-reciprocal-transformation.ipynb ├── Recipe-3-square-root-transformation.ipynb ├── Recipe-4-power-transformation.ipynb ├── Recipe-5-Box-Cox-transformation.ipynb └── Recipe-6-Yeo-Johnson-transformation.ipynb ├── ch04-discretization ├── Recipe-1-Equal-width-discretization.ipynb ├── Recipe-2-Equal-frequency-discretisation.ipynb ├── Recipe-3-User-defined-interval-discretization.ipynb ├── Recipe-4-Discretization-k-means.ipynb ├── Recipe-5-Binarization.ipynb ├── Recipe-6-Discretization-with-decision-trees.ipynb └── donwload-prepare-store-enron-data.ipynb ├── ch05-outliers ├── Recipe-1-Visualizing-outliers-with-boxplots.ipynb ├── Recipe-2-Finding-outliers-with-mean-and-std.ipynb ├── Recipe-3-Finding-outliers-with-the-IQR.ipynb ├── Recipe-4-Removing-outliers.ipynb ├── Recipe-5-Capping-outliers.ipynb └── Recipe-6-Capping-outliers-with-quantiles.ipynb ├── ch06-datetime ├── Recipe-1-Extracting-features-from-dates-with-pandas.ipynb ├── Recipe-2-Extracting-features-from-time-with-pandas.ipynb ├── Recipe-3-Capturing-elapsed-time-between-2-variables.ipynb ├── Recipe-4-Working-with-different-time-zones.ipynb └── Recipe-5-Automating-datetime-features-with-Feature-engine.ipynb ├── ch07-scaling ├── Recipe-1-standardization.ipynb ├── Recipe-2-min-max-scaling.ipynb ├── Recipe-3-robust-scaling.ipynb ├── Recipe-4-mean-normalization.ipynb ├── Recipe-5-maximum-absolute-scaling.ipynb └── Recipe-6-scaling-to-unit-length.ipynb ├── ch08-creation ├── Cyclical-features-figures.ipynb ├── Recipe1-Combine-features-with-functions.ipynb ├── Recipe2-Comparing-features-to-reference-variable.ipynb ├── Recipe3-PolynomialExpansion.ipynb ├── Recipe4-Combining-features-with-trees.ipynb ├── Recipe5-Periodic-features.ipynb ├── Recipe6-Spline-features.ipynb ├── Spline-features-figures.ipynb └── polynomial_features_figures.ipynb ├── ch09-featuretools ├── Recipe1-Setting-up-an-entitity-set.ipynb ├── Recipe2-Creating-features-with-cumulative-primitives.ipynb ├── Recipe3-Combining-numerical-features.ipynb ├── Recipe4-Creating-features-from-datetime.ipynb ├── Recipe5-Extracting-features-from-text.ipynb ├── Recipe6-Creating-features-with-aggregation-primitives.ipynb └── prepare-retail-dataset.ipynb ├── ch10-tsfresh ├── Recipe1-extract-features-automatically-with-tsfresh.ipynb ├── Recipe2-extract-relevant-features-with-tsfresh.ipynb ├── Recipe3-extract-specific-features-with-tsfresh.ipynb ├── Recipe4-extract-features-after-feature-selection.ipynb ├── Recipe5-extract-features-automatically-within-pipeline.ipynb └── prepare-occupancy-dataset.ipynb ├── ch11-text ├── Recipe1-Capturing-text-complexity-in-features.ipynb ├── Recipe2-Sentence-tokenization.ipynb ├── Recipe3-bag-of-words.ipynb ├── Recipe4-TFIDF.ipynb └── Recipe5-cleaning-text.ipynb └── 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