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| license: other | |
| license_name: tensorust-sample-license | |
| license_link: https://tensorust.com/datasets/fema-pa-large-projects/ | |
| pretty_name: "FEMA Public Assistance Open Projects (free sample)" | |
| language: | |
| - en | |
| tags: | |
| - tensorust | |
| - sample | |
| - government-money-and-deadlines | |
| - government-data | |
| - finance | |
| size_categories: | |
| - n<1K | |
| configs: | |
| - config_name: sample | |
| data_files: | |
| - split: train | |
| path: sample.csv | |
| - config_name: summary | |
| data_files: | |
| - split: train | |
| path: summary_by_state.csv | |
| # FEMA Public Assistance Open Projects: free sample (Tensorust LLC) | |
| 15,529 large FEMA Public Assistance projects that are obligated or in process but not closed out, carrying $115.9B in federal share; 7,928 were first obligated more than five years ago. | |
| **Headline:** Large Public Assistance projects are paid on actual cost and must be closed out project by project, so every open one is unfinished work: construction, documentation, cost reconciliation or closeout review. | |
| This repository is a **free teaser**, not the dataset. It holds 25 example rows and a summary table with no names in it. The full file has **15,529 rows** and is sold by Tensorust LLC: **[https://tensorust.com/datasets/fema-pa-large-projects/](https://tensorust.com/datasets/fema-pa-large-projects/)**. | |
| ## Files here | |
| | file | what it is | | |
| |---|---| | |
| | `sample.csv` | 25 rows of the full file (the same sample shown on tensorust.com) | | |
| | `summary_by_state.csv` | row counts and totals by state across the full file, no entity names (groups with fewer than 3 rows are folded into "Other") | | |
| ## Summary by state (largest groups) | |
| | State | rows | Project amount (USD) | | |
| |---|---|---| | |
| | PR | 6,668 | 51,243,796,618 | | |
| | LA | 1,266 | 10,280,030,481 | | |
| | FL | 1,242 | 7,628,228,897 | | |
| | CA | 903 | 9,490,413,235 | | |
| | TX | 668 | 6,416,617,735 | | |
| | NC | 647 | 2,996,136,069 | | |
| | NY | 574 | 16,980,725,454 | | |
| | VI | 507 | 21,964,136,806 | | |
| | KY | 375 | 764,416,234 | | |
| | SC | 245 | 735,627,131 | | |
| | TN | 192 | 1,222,768,973 | | |
| | NM | 187 | 949,603,561 | | |
| | TOTAL | 15,529 | 142,457,346,986 | | |
| Full table: `summary_by_state.csv`. | |
| ## What the full file has | |
| - 15,529 rows | |
| - Parquet and CSV, a README with sources, method and limits, and the build script | |
| - Free 25-row sample (no personal contact data) | |
| Coverage: Every large PA project nationwide not marked closed out, all disasters in the dataset. OpenFEMA data refreshed 2026-11-06; built 2026-11-06. | |
| ### Columns in the full file | |
| | column | meaning | | |
| |---|---| | |
| ## Get the full file | |
| | tier | price | includes | | |
| |---|---|---| | |
| | Project file | $595 | Every open large PA project nationwide (CSV and Parquet). | | |
| | State or region feed | $1,800 a year | Monthly refresh for 12 months with new obligations, step changes and newly opened projects flagged. | | |
| | Firm license | $4,800 a year | Monthly national feed, applicant rollups and internal redistribution across a disaster recovery or engineering firm. | | |
| Email **mattbusel@tensorust.com** with the tier and a billing contact, and we will send a proper invoice (ACH or card). The file is delivered once the invoice is paid. Details and the live sample: [https://tensorust.com/datasets/fema-pa-large-projects/](https://tensorust.com/datasets/fema-pa-large-projects/). All datasets: https://tensorust.com/datasets/ | |
| ## Method and limits | |
| ## Sources | |
| - OpenFEMA PublicAssistanceFundedProjectsDetails v2 (last refresh 2026-11-06) | |
| - OpenFEMA PublicAssistanceApplicantsProgramDeliveries v1 (applicant names and types) | |
| - OpenFEMA DisasterDeclarationsSummaries v2 | |
| ## License | |
| The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/fema-pa-large-projects/". The full dataset is licensed separately per tier. No resale or redistribution of Tensorust data without a written license. | |
| Tensorust LLC, Tuckahoe NY. mattbusel@tensorust.com | https://tensorust.com | |