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"homeless" repo

This repository presents anonymized dataset and experiment results described in paper "Rehabilitating Homeless: Dataset and Key Insights" (arxiv link will follow).

The dataset is based on more than 9 years' experience and data collection of "Nochlezhka" non-government organization helping homeless people.

If you intend to use this dataset for whatever purposes, visit "Nochlezhka" at https://homeless.ru/en/how_to_help/ and donate for the noble cause of helping the homeless.

This repo contains the following files:

  • Appendix.pdf - appendix to the original "Rehabilitating Homeless: Dataset and Key Insights" paper containing supplementary tables with detailed description of dataset features and NaN statistics featurewise.
  • all_events_anonymized.csv - events (visits to humanitarian projects or entering social contracts) for each person (anonymized and represented by unique IDs) with dates.
  • anonymized_contracts.csv - social contracts for each person (anonymized and represented by unique IDs) in more detail - with contract statuses, start dates and end dates.
  • anonymized_ids_map.csv - representation of each person (each row is a person) by a pair of IDs (one for social contracts, one for humanitarian projects - one person may have either one or both IDs).
  • contract_status.csv - description of numerical contract status IDs used in the dataset.
  • contract_types.csv - description of numerical contract type IDs used in the dataset.
  • final_with_onehot_types_all_221120.csv - the dataset "body" - social contract events with all features extracted from "Nochlezhka" database, along with contract statuses and results.
  • nochlezhka_rel_2.ipynb - experiments described in the paper, for the sake of reproducibility.

homeless's People

Contributors

nofelet avatar leyadev avatar

Stargazers

Ilia Smirnov avatar Anna Bykova avatar  avatar  avatar Daniel Bulev avatar  avatar Milyausha Sabirova avatar  avatar

Watchers

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