County-Level Analysis of Hurricane Impacts on Consumption Patterns Across the U.S.

Datasets

FEMA National Risk Index Dataset:

provides county level statistics and scores on social vulnerability, hurricane records, hurricane exposure, and hurricane risk
publically available at https://arcg.is/0KD9Tq

Nielsen Scanner Consumption Dataset:

Census Bureau Dataset:

Hurricane Marker CSV:

exploredata_FEMA: explore and preprocess the FEMA data
exploredata_psid: explore and preprocess the psid data
exploredata_Nielsen: explore and preprocess the Nielsen data
exploredata_Census: explore and preprocess the Census data (demo info)
explore_visualize_data.ipynb: Data Visualizations
hurricane_marker: explore and preprocess the hurricane_marker.csv
merge_plot:
- merge all the preprocessed data into one single data frames
- visualize the resulted data frame
baseline:
- prepare the data for model training
- experiment with different baseline models
- perform county filtering and product grouping
Model Evaluation:
- can be run with the sample data (df_tx_sample.pkl)
- parameter tuning with randomized search
- evaluating different models with different feature combinations

Name		Name	Last commit message	Last commit date
Latest commit History 8 Commits
.DS_Store		.DS_Store
Model Evaluation.ipynb		Model Evaluation.ipynb
Model_Evaluation.html		Model_Evaluation.html
README.md		README.md
baseline.ipynb		baseline.ipynb
df_tx_sample.pkl		df_tx_sample.pkl
explore_visualize_data.ipynb		explore_visualize_data.ipynb
exploredata_Census.ipynb		exploredata_Census.ipynb
exploredata_FEMA.ipynb		exploredata_FEMA.ipynb
exploredata_Nielsen.ipynb		exploredata_Nielsen.ipynb
exploredata_psid.ipynb		exploredata_psid.ipynb
hurricane_marker.ipynb		hurricane_marker.ipynb
merge_plot.ipynb		merge_plot.ipynb