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license: other
license_name: tensorust-sample-license
license_link: https://tensorust.com/datasets/slfrf-not-started-projects/
pretty_name: "SLFRF Projects Not Started (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
---
# SLFRF Projects Not Started: free sample (Tensorust LLC)
ARPA recovery fund projects still not started or unfinished, with the money unspent before the Dec 31 2026 deadline.
**Headline:** State and local governments must spend ARPA State and Local Fiscal Recovery Funds by Dec 31 2026.
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 **22,045 rows** and is sold by Tensorust LLC: **[https://tensorust.com/datasets/slfrf-not-started-projects/](https://tensorust.com/datasets/slfrf-not-started-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 | Obligated (USD) |
|---|---|---|
| Tennessee | 1,708 | 3,601,984,973 |
| California | 1,193 | 3,455,150,769 |
| Texas | 1,179 | 11,496,924,794 |
| Massachusetts | 1,073 | 1,303,799,805 |
| Missouri | 941 | 2,429,011,514 |
| Ohio | 903 | 3,627,831,821 |
| Michigan | 900 | 5,802,293,672 |
| New York | 863 | 1,453,053,556 |
| Connecticut | 817 | 1,635,301,058 |
| Florida | 803 | 8,588,235,955 |
| Mississippi | 696 | 1,436,494,508 |
| New Jersey | 655 | 6,129,596,584 |
| TOTAL | 22,045 | 109,784,434,199 |
Full table: `summary_by_state.csv`.
## What the full file has
- 22,045 rows
- Key fields: project_id, recipient_id, recipient, state, recipient_type, reporting_tier, completion_status, project_name, expenditure_category_group, expenditure_category
- Parquet and CSV, a README with sources, method and limits, and the build script
- Free 25-row sample (no personal contact data)
Coverage: Every SLFRF project in Treasury's public file whose status is Not Started, Completed less than 50% or Completed 50% or more, with a positive unspent balance. Treasury P&E data for the period ending Mar 31 2026; built Nov 6 2026
### Columns in the full file
| column | meaning |
|---|---|
| `project_id` | Treasury project id |
| `recipient_id` | Treasury recipient id |
| `recipient` | Recipient government |
| `state` | State or territory |
| `recipient_type` | Recipient type |
| `reporting_tier` | Reporting tier |
| `completion_status` | Project completion status |
| `project_name` | Project name |
| `expenditure_category_group` | Expenditure category group |
| `expenditure_category` | Expenditure category |
| `project_description` | Project description (first 600 characters) |
| `obligated` | Total cumulative obligations |
| `expended` | Total cumulative expenditures |
| `unspent` | Obligated minus expended |
| `has_capital_expenditure` | Capital expenditure project |
| `capital_expenditure_type` | Type of capital expenditure |
| `capital_expected_cost` | Expected capital cost |
| `davis_bacon` | Davis-Bacon compliance (infrastructure) |
| `last_report_period` | Last reporting period submitted |
| `recipient_allocation` | Recipient's total SLFRF allocation |
| `recipient_projects` | Recipient's number of projects |
| `days_to_expenditure_deadline` | Days from Nov 6 2026 to Dec 31 2026 |
| `recipient_unspent_open_projects` | Recipient's unspent total on open projects in this file |
| `ontology_oid` | Tensorust ontology organization id (name match) |
| `source` | Treasury SLFRF page |
## Get the full file
| tier | price | includes |
|---|---|---|
| State or category file | $1,500 | Every open SLFRF project in one state or one expenditure category group (for example water and sewer, broadband): recipient, project, status, obligated, spent, unspent, capital expenditure type and description. CSV and Excel. |
| National file | $4,900 | All 22,045 open projects nationwide ($25.70B unspent) with recipient roll-ups, plus one refresh when Treasury posts the next P&E release. |
| National file through closeout | $9,500 | The national file refreshed on every Treasury release through the April 2027 final report, with projects that finished, were re-budgeted or lapsed marked. For contractors, finance directors, auditors and analysts. |
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/slfrf-not-started-projects/](https://tensorust.com/datasets/slfrf-not-started-projects/). All datasets: https://tensorust.com/datasets/
## Method and limits
Read Treasury's project file, keep open statuses with obligations above expenditures, join recipient allocations, total unspent per recipient, join recipients to the ontology by normalized name.
Not spending since Mar 31 2026 (the next report updates it), not a bid opportunity list (most money is already under contract), no contact data. Revenue-loss projects can be re-budgeted by the recipient, so unspent is not necessarily lost.
## Sources
- U.S. Treasury SLFRF Project and Expenditure Report public data, Q1 2026 and Annual 2026 (period ending Mar 31 2026)
- 31 CFR 35.5 (obligation by Dec 31 2024, expenditure by Dec 31 2026)
- Tensorust ontology (recipient name join)
## License
The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/slfrf-not-started-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
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