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Experimenting with predictive methods to derive valuable insights.

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.ipynb_checkpoints
.ipynb_checkpoints
 
 
Code
Code
 
 
Final Report and Code
Final Report and Code
 
 
__pycache__
__pycache__
 
 
new_predictions-final-features
new_predictions-final-features
 
 
new_predictions-new-predictors
new_predictions-new-predictors
 
 
new_predictions-with-overall-qual
new_predictions-with-overall-qual
 
 
new_predictions
new_predictions
 
 
selected distributions
selected distributions
 
 
Autocorrelation 2.png
Autocorrelation 2.png
 
 
Autocorrelation1.png
Autocorrelation1.png
 
 
Distribution of the 1st Flr SF variable.png
Distribution of the 1st Flr SF variable.png
 
 
Distribution of the 2nd Flr SF variable.png
Distribution of the 2nd Flr SF variable.png
 
 
Distribution of the 3Ssn Porch variable.png
Distribution of the 3Ssn Porch variable.png
 
 
Distribution of the Alley variable.png
Distribution of the Alley variable.png
 
 
Distribution of the Bedroom AbvGr variable.png
Distribution of the Bedroom AbvGr variable.png
 
 
Distribution of the Bldg Type variable.png
Distribution of the Bldg Type variable.png
 
 
Distribution of the Bsmt Cond variable.png
Distribution of the Bsmt Cond variable.png
 
 
Distribution of the Bsmt Exposure variable.png
Distribution of the Bsmt Exposure variable.png
 
 
Distribution of the Bsmt Full Bath variable.png
Distribution of the Bsmt Full Bath variable.png
 
 
Distribution of the Bsmt Half Bath variable.png
Distribution of the Bsmt Half Bath variable.png
 
 
Distribution of the Bsmt Qual variable.png
Distribution of the Bsmt Qual variable.png
 
 
Distribution of the Bsmt Unf SF variable.png
Distribution of the Bsmt Unf SF variable.png
 
 
Distribution of the BsmtFin SF 1 variable.png
Distribution of the BsmtFin SF 1 variable.png
 
 
Distribution of the BsmtFin SF 2 variable.png
Distribution of the BsmtFin SF 2 variable.png
 
 
Distribution of the BsmtFin Type 1 variable.png
Distribution of the BsmtFin Type 1 variable.png
 
 
Distribution of the BsmtFin Type 2 variable.png
Distribution of the BsmtFin Type 2 variable.png
 
 
Distribution of the Central Air variable.png
Distribution of the Central Air variable.png
 
 
Distribution of the Condition 1 variable.png
Distribution of the Condition 1 variable.png
 
 
Distribution of the Condition 2 variable.png
Distribution of the Condition 2 variable.png
 
 
Distribution of the Electrical variable.png
Distribution of the Electrical variable.png
 
 
Distribution of the Enclosed Porch variable.png
Distribution of the Enclosed Porch variable.png
 
 
Distribution of the Exter Cond variable.png
Distribution of the Exter Cond variable.png
 
 
Distribution of the Exter Qual variable.png
Distribution of the Exter Qual variable.png
 
 
Distribution of the Exterior 1st variable.png
Distribution of the Exterior 1st variable.png
 
 
Distribution of the Exterior 2nd variable.png
Distribution of the Exterior 2nd variable.png
 
 
Distribution of the Fence variable.png
Distribution of the Fence variable.png
 
 
Distribution of the Fireplace Qu variable.png
Distribution of the Fireplace Qu variable.png
 
 
Distribution of the Fireplaces variable.png
Distribution of the Fireplaces variable.png
 
 
Distribution of the Foundation variable.png
Distribution of the Foundation variable.png
 
 
Distribution of the Full Bath variable.png
Distribution of the Full Bath variable.png
 
 
Distribution of the Functional variable.png
Distribution of the Functional variable.png
 
 
Distribution of the Garage Area variable.png
Distribution of the Garage Area variable.png
 
 
Distribution of the Garage Cars variable.png
Distribution of the Garage Cars variable.png
 
 
Distribution of the Garage Cond variable.png
Distribution of the Garage Cond variable.png
 
 
Distribution of the Garage Finish variable.png
Distribution of the Garage Finish variable.png
 
 
Distribution of the Garage Qual variable.png
Distribution of the Garage Qual variable.png
 
 
Distribution of the Garage Type variable.png
Distribution of the Garage Type variable.png
 
 
Distribution of the Garage Yr Blt variable.png
Distribution of the Garage Yr Blt variable.png
 
 
Distribution of the Gr Liv Area variable.png
Distribution of the Gr Liv Area variable.png
 
 
Distribution of the Half Bath variable.png
Distribution of the Half Bath variable.png
 
 
Distribution of the Heating QC variable.png
Distribution of the Heating QC variable.png
 
 
Distribution of the Heating variable.png
Distribution of the Heating variable.png
 
 
Distribution of the House Style variable.png
Distribution of the House Style variable.png
 
 
Distribution of the Kitchen AbvGr variable.png
Distribution of the Kitchen AbvGr variable.png
 
 
Distribution of the Kitchen Qual variable.png
Distribution of the Kitchen Qual variable.png
 
 
Distribution of the Land Contour variable.png
Distribution of the Land Contour variable.png
 
 
Distribution of the Land Slope variable.png
Distribution of the Land Slope variable.png
 
 
Distribution of the Lot Area variable.png
Distribution of the Lot Area variable.png
 
 
Distribution of the Lot Config variable.png
Distribution of the Lot Config variable.png
 
 
Distribution of the Lot Frontage variable.png
Distribution of the Lot Frontage variable.png
 
 
Distribution of the Lot Shape variable.png
Distribution of the Lot Shape variable.png
 
 
Distribution of the Low Qual Fin SF variable.png
Distribution of the Low Qual Fin SF variable.png
 
 
Distribution of the MS SubClass variable.png
Distribution of the MS SubClass variable.png
 
 
Distribution of the MS Zoning variable.png
Distribution of the MS Zoning variable.png
 
 
Distribution of the Mas Vnr Area variable.png
Distribution of the Mas Vnr Area variable.png
 
 
Distribution of the Mas Vnr Type variable.png
Distribution of the Mas Vnr Type variable.png
 
 
Distribution of the Misc Feature variable.png
Distribution of the Misc Feature variable.png
 
 
Distribution of the Misc Val variable.png
Distribution of the Misc Val variable.png
 
 
Distribution of the Mo Sold variable.png
Distribution of the Mo Sold variable.png
 
 
Distribution of the Neighborhood variable.png
Distribution of the Neighborhood variable.png
 
 
Distribution of the Open Porch SF variable.png
Distribution of the Open Porch SF variable.png
 
 
Distribution of the Overall Cond variable.png
Distribution of the Overall Cond variable.png
 
 
Distribution of the Overall Qual variable.png
Distribution of the Overall Qual variable.png
 
 
Distribution of the Paved Drive variable.png
Distribution of the Paved Drive variable.png
 
 
Distribution of the Pool Area variable.png
Distribution of the Pool Area variable.png
 
 
Distribution of the Pool QC variable.png
Distribution of the Pool QC variable.png
 
 
Distribution of the Roof Matl variable.png
Distribution of the Roof Matl variable.png
 
 
Distribution of the Roof Style variable.png
Distribution of the Roof Style variable.png
 
 
Distribution of the Sale Condition variable.png
Distribution of the Sale Condition variable.png
 
 
Distribution of the Sale Type variable.png
Distribution of the Sale Type variable.png
 
 
Distribution of the SalePrice variable.png
Distribution of the SalePrice variable.png
 
 
Distribution of the Screen Porch variable.png
Distribution of the Screen Porch variable.png
 
 
Distribution of the Street variable.png
Distribution of the Street variable.png
 
 
Distribution of the TotRms AbvGrd variable.png
Distribution of the TotRms AbvGrd variable.png
 
 
Distribution of the Total Bsmt SF variable.png
Distribution of the Total Bsmt SF variable.png
 
 
Distribution of the Train_ID variable.png
Distribution of the Train_ID variable.png
 
 
Distribution of the Utilities variable.png
Distribution of the Utilities variable.png
 
 
Distribution of the Wood Deck SF variable.png
Distribution of the Wood Deck SF variable.png
 
 
Distribution of the Year Built variable.png
Distribution of the Year Built variable.png
 
 
Distribution of the Year Remod-Add variable.png
Distribution of the Year Remod-Add variable.png
 
 
Distribution of the Yr Sold variable.png
Distribution of the Yr Sold variable.png
 
 
Holt-winters exponential smoothing with Dampening.png
Holt-winters exponential smoothing with Dampening.png
 
 
Holt-winters exponential smoothing.png
Holt-winters exponential smoothing.png
 
 
Number of Visitors into the Country from 1991 to 2016.png
Number of Visitors into the Country from 1991 to 2016.png
 
 
Predictions.csv
Predictions.csv
 
 
Predictions_linear.csv
Predictions_linear.csv
 
 
Predictions_misc.csv
Predictions_misc.csv
 
 
Predictions_with_outliers.csv
Predictions_with_outliers.csv
 
 
Predictions_with_outliers_added_vars.csv
Predictions_with_outliers_added_vars.csv
 
 

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Predictive-Analytics

Experimenting with predictive methods in regression and timeseries models to derive valuable insights.

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Experimenting with predictive methods to derive valuable insights.

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