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Add a variable for the total living space

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Alexander Hess 2018-09-05 15:34:04 +02:00
parent 4f6c9dd8d8
commit 848456f6c6
5 changed files with 6014 additions and 5906 deletions
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2_pairwise_correlations.ipynb
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3_descriptive_visualizations.ipynb
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data/correlated_variables.json
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{"uncorrelated": ["3Ssn Porch", "Bsmt Half Bath", "BsmtFin SF 2", "BsmtFin Type 2", "Exter Cond", "Land Slope", "Low Qual Fin SF", "Misc Val", "Mo Sold", "Pool Area", "Pool QC", "Utilities", "Yr Sold"], "weakly_correlated": ["1st Flr SF", "Bsmt Exposure", "BsmtFin SF 1", "BsmtFin Type 1", "Fireplace Qu", "Fireplaces", "Full Bath", "Garage Area", "Garage Cond", "Garage Finish", "Garage Qual", "Half Bath", "Heating QC", "Lot Shape", "Mas Vnr Area", "Paved Drive", "TotRms AbvGrd", "Total Bsmt SF", "Total Porch SF", "Wood Deck SF", "Year Remod/Add"], "strongly_correlated": ["Bsmt Qual", "Exter Qual", "Garage Cars", "Gr Liv Area", "Kitchen Qual", "Overall Qual", "Total Bath", "Year Built"]} {"uncorrelated": ["3Ssn Porch", "Bsmt Half Bath", "BsmtFin SF 2", "BsmtFin Type 2", "Exter Cond", "Land Slope", "Low Qual Fin SF", "Misc Val", "Mo Sold", "Pool Area", "Pool QC", "Utilities", "Yr Sold"], "weakly_correlated": ["1st Flr SF", "Bsmt Exposure", "BsmtFin SF 1", "BsmtFin Type 1", "Fireplace Qu", "Fireplaces", "Full Bath", "Garage Area", "Garage Cond", "Garage Finish", "Garage Qual", "Half Bath", "Heating QC", "Lot Shape", "Mas Vnr Area", "Paved Drive", "TotRms AbvGrd", "Total Bsmt SF", "Total Porch SF", "Wood Deck SF", "Year Remod/Add"], "strongly_correlated": ["Bsmt Qual", "Exter Qual", "Garage Cars", "Gr Liv Area", "Kitchen Qual", "Overall Qual", "Total Bath", "Total SF", "Total SF (box-cox-0.0)", "Year Built"]}

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data/data_clean_with_transformations.csv
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data/data_clean_with_transformations_and_factors.csv
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