From a7de9df3aca203849662d29a302b592339aa7511 Mon Sep 17 00:00:00 2001 From: John Templon Date: Thu, 4 Jun 2020 09:39:22 -0400 Subject: [PATCH] initial commit --- .gitignore | 1 + Pipfile | 15 + Pipfile.lock | 529 + README.md | 34 + data/all.xlsx | Bin 0 -> 7084490 bytes notebooks/analyze-transfers.ipynb | 1710 + notebooks/convert-data-to-csv.ipynb | 121 + outputs/dla-1033-transfers.csv | 141069 +++++++++++++++++++++++++ outputs/mraps.csv | 494 + outputs/mraps_by_state.csv | 43 + 10 files changed, 144016 insertions(+) create mode 100644 .gitignore create mode 100644 Pipfile create mode 100644 Pipfile.lock create mode 100644 README.md create mode 100644 data/all.xlsx create mode 100644 notebooks/analyze-transfers.ipynb create mode 100644 notebooks/convert-data-to-csv.ipynb create mode 100644 outputs/dla-1033-transfers.csv create mode 100644 outputs/mraps.csv create mode 100644 outputs/mraps_by_state.csv diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..763513e --- 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See below for details. + +The DLA is a sub-agency of the Department of Defense; it provides equipment to local law enforcement agencies [through its Law Enforcement Support Office](https://www.dla.mil/DispositionServices/Offers/Reutilization/LawEnforcement/PublicInformation/). The program is commonly referred to as the ["1033" program](https://www.dla.mil/DispositionServices/Offers/Reutilization/LawEnforcement/ProgramFAQs.aspx) due to the statute that enabled it in 1997. + +## Data + +The data used in this analysis comes from the DLA's [LESO Public Information](https://www.dla.mil/DispositionServices/Offers/Reutilization/LawEnforcement/PublicInformation/) page. The [`data/all.xlsx`](data/all.xlsx) file contains all property transferred to participating agencies that was held by them as of March 31, 2020. It is updated quarterly. + +## Notebooks + +### Data Conversion + +The [`convert-data-to-csv.ipynb`](notebooks/convert-data-to-csv.ipynb) notebook takes the Excel file the DLA produces, reads each of the 52 sheets, and combines them into a single CSV with all the available data. The resulting CSV file is output to [`outputs/dla-1033-transfers.csv`](outputs/dla-1033-transfers.csv). + +### Analysis + +The [`analyze-transfers.ipynb`](notebooks/analyze-transfers.ipynb) takes the CSV data and analyzes all transfers where the `Ship Date` is after August 25, 2014, which marked the end of the first wave of protests in Ferguson. It walks through a few different pieces of analysis, including: + +- Loading the data +- Filtering for transfers post August 25, 2014 +- Totaling the transfers +- Highlighting categories of items mentioned in the story + +## Licensing + +All code in this repository is available under the [MIT License](https://opensource.org/licenses/MIT). Files in the `output/` directory are available under the [Creative Commons Attribution 4.0 International (CC BY 4.0) license](https://creativecommons.org/licenses/by/4.0/). + +## Contact + +If you have any questions about this repository you can reach out to John Templon at [john.templon@buzzfeed.com](john.templon@buzzfeed.com). + +Looking for more from BuzzFeed News? 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