Datasets:

tensorust
/

agency-procurement-forecast-diffs-sample

---
license: other
license_name: tensorust-sample-license
license_link: https://tensorust.com/datasets/agency-procurement-forecast-diffs/
pretty_name: "Procurement Forecast Change Log (free sample)"
language:
- en
tags:
- tensorust
- sample
- change-tracking-feeds
- 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_agency.csv
---

# Procurement Forecast Change Log: free sample (Tensorust LLC)

14,284 federal forecast lines with value, NAICS, set-aside and award timing, plus a daily log of lines the agencies add, drop or change without notice.

**Headline:** Agencies publish procurement forecasts and then edit them in place: lines appear, slip a fiscal year, change value range or vanish, and nobody announces it.

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 **14,284 rows** and is sold by Tensorust LLC: **[https://tensorust.com/datasets/agency-procurement-forecast-diffs/](https://tensorust.com/datasets/agency-procurement-forecast-diffs/)**.

## Files here

| file | what it is |
|---|---|
| `sample.csv` | 25 rows of the full file (the same sample shown on tensorust.com) |
| `summary_by_agency.csv` | row counts by agency across the full file, no entity names (groups with fewer than 3 rows are folded into "Other") |

## Summary by agency (largest groups)

| Agency | rows |
|---|---|
| Department of the Interior | 5,565 |
| Department of Agriculture | 4,103 |
| Department of Transportation | 1,180 |
| General Services Administration | 1,002 |
| Department of Veterans Affairs | 692 |
| Department of Homeland Security | 663 |
| Department of State | 396 |
| Department of Education | 240 |
| Department of Labor | 187 |
| Department of Commerce | 167 |
| Nuclear Regulatory Commission | 89 |
| TOTAL | 14,284 |

Full table: `summary_by_agency.csv`.

## What the full file has

- 14,284 rows
- Key fields: source, record_key, source_id, title, agency, office, status, est_value, award_fy, award_quarter
- Parquet and CSV, a README with sources, method and limits, and the build script
- Free 25-row sample (no personal contact data)

Coverage: 14,284 forecast lines (13,621 Acquisition Gateway across agencies, 663 DHS APFS); 161 change events so far (160 lines added in the first diff); 3,470 lines updated by the agency in the last 30 days. Camera passes of Nov 6, 2026 (baseline 07:07 UTC; first diff 22:30 UTC); agency last-updated dates as published

### Columns in the full file

| column | meaning |
|---|---|
| `source` | Acquisition Gateway or DHS APFS |
| `record_key` | Forecast record id |
| `source_id` | Agency's own forecast id |
| `title` | Requirement |
| `agency` | Agency |
| `office` | Buying office |
| `status` | Forecast status |
| `est_value` | Estimated value range |
| `award_fy` | Award fiscal year |
| `award_quarter` | Award quarter (APFS) |
| `naics` | NAICS |
| `set_aside_or_strategy` | Set-aside or acquisition strategy |
| `contract_type` | Contract type |
| `vehicle` | Contract vehicle (APFS) |
| `incumbent` | Incumbent (APFS, where listed) |
| `place` | Place of performance |
| `agency_last_updated` | Agency's last-updated date |
| `url` | Forecast page |
| `camera_events` | Change events recorded for this line |
| `last_event` | Most recent event type |
| `last_event_at` | When |
| `changed_fields` | Fields that changed |
| `first_seen_by_camera` | When the camera first saw the line |
| `days_since_agency_update` | Days since the agency last updated it |
| `updated_last_30d` | Updated in the last 30 days |

## Get the full file

| tier | price | includes |
|---|---|---|
| Register snapshot | $750 | The full register and change log to date. |
| Daily change feed | $500 a month | Every add, drop and change each day, filterable by NAICS, agency and value, plus the register. |
| Capture team license | $9,000 a year | Daily feed, custom NAICS and agency alerts, full history and use across your business development team. |

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/agency-procurement-forecast-diffs/](https://tensorust.com/datasets/agency-procurement-forecast-diffs/). All datasets: https://tensorust.com/datasets/

## Method and limits

Each camera pass crawls the full forecast and stores every record by its id. The next pass compares field by field: a new id is an add, a missing id is a drop, a changed value, NAICS, award year or status is a change (with the fields listed). The register keeps the latest state of each line, the agency's last-updated date, when the camera first saw it and its events. History starts Nov 6, 2026; lines already present then carry the baseline time as first seen.

Not a solicitation and not a promise to buy: forecasts are planning documents and change often. The change history begins Nov 6, 2026, so it does not yet show long-run slips. Forecast pages that block automated clients (several cabinet agencies) are not included.

## Sources

- GSA Acquisition Gateway procurement forecast, all agencies (https://acquisitiongateway.gov/forecast)
- DHS Acquisition Planning Forecast System (https://apfs-cloud.dhs.gov/forecast/)
- Tensorust agency_pages camera (daily snapshots and diffs)

## License

The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/agency-procurement-forecast-diffs/". 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

	---
	license: other
	license_name: tensorust-sample-license
	license_link: https://tensorust.com/datasets/agency-procurement-forecast-diffs/
	pretty_name: "Procurement Forecast Change Log (free sample)"
	language:
	- en
	tags:
	- tensorust
	- sample
	- change-tracking-feeds
	- 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_agency.csv
	---

	# Procurement Forecast Change Log: free sample (Tensorust LLC)

	14,284 federal forecast lines with value, NAICS, set-aside and award timing, plus a daily log of lines the agencies add, drop or change without notice.

	Headline: Agencies publish procurement forecasts and then edit them in place: lines appear, slip a fiscal year, change value range or vanish, and nobody announces it.

	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 14,284 rows and is sold by Tensorust LLC: [https://tensorust.com/datasets/agency-procurement-forecast-diffs/](https://tensorust.com/datasets/agency-procurement-forecast-diffs/).

	## Files here

	\| file \| what it is \|
	\|---\|---\|
	\| `sample.csv` \| 25 rows of the full file (the same sample shown on tensorust.com) \|
	\| `summary_by_agency.csv` \| row counts by agency across the full file, no entity names (groups with fewer than 3 rows are folded into "Other") \|

	## Summary by agency (largest groups)

	\| Agency \| rows \|
	\|---\|---\|
	\| Department of the Interior \| 5,565 \|
	\| Department of Agriculture \| 4,103 \|
	\| Department of Transportation \| 1,180 \|
	\| General Services Administration \| 1,002 \|
	\| Department of Veterans Affairs \| 692 \|
	\| Department of Homeland Security \| 663 \|
	\| Department of State \| 396 \|
	\| Department of Education \| 240 \|
	\| Department of Labor \| 187 \|
	\| Department of Commerce \| 167 \|
	\| Nuclear Regulatory Commission \| 89 \|
	\| TOTAL \| 14,284 \|

	Full table: `summary_by_agency.csv`.

	## What the full file has

	- 14,284 rows
	- Key fields: source, record_key, source_id, title, agency, office, status, est_value, award_fy, award_quarter
	- Parquet and CSV, a README with sources, method and limits, and the build script
	- Free 25-row sample (no personal contact data)

	Coverage: 14,284 forecast lines (13,621 Acquisition Gateway across agencies, 663 DHS APFS); 161 change events so far (160 lines added in the first diff); 3,470 lines updated by the agency in the last 30 days. Camera passes of Nov 6, 2026 (baseline 07:07 UTC; first diff 22:30 UTC); agency last-updated dates as published

	### Columns in the full file

	\| column \| meaning \|
	\|---\|---\|
	\| `source` \| Acquisition Gateway or DHS APFS \|
	\| `record_key` \| Forecast record id \|
	\| `source_id` \| Agency's own forecast id \|
	\| `title` \| Requirement \|
	\| `agency` \| Agency \|
	\| `office` \| Buying office \|
	\| `status` \| Forecast status \|
	\| `est_value` \| Estimated value range \|
	\| `award_fy` \| Award fiscal year \|
	\| `award_quarter` \| Award quarter (APFS) \|
	\| `naics` \| NAICS \|
	\| `set_aside_or_strategy` \| Set-aside or acquisition strategy \|
	\| `contract_type` \| Contract type \|
	\| `vehicle` \| Contract vehicle (APFS) \|
	\| `incumbent` \| Incumbent (APFS, where listed) \|
	\| `place` \| Place of performance \|
	\| `agency_last_updated` \| Agency's last-updated date \|
	\| `url` \| Forecast page \|
	\| `camera_events` \| Change events recorded for this line \|
	\| `last_event` \| Most recent event type \|
	\| `last_event_at` \| When \|
	\| `changed_fields` \| Fields that changed \|
	\| `first_seen_by_camera` \| When the camera first saw the line \|
	\| `days_since_agency_update` \| Days since the agency last updated it \|
	\| `updated_last_30d` \| Updated in the last 30 days \|

	## Get the full file

	\| tier \| price \| includes \|
	\|---\|---\|---\|
	\| Register snapshot \| $750 \| The full register and change log to date. \|
	\| Daily change feed \| $500 a month \| Every add, drop and change each day, filterable by NAICS, agency and value, plus the register. \|
	\| Capture team license \| $9,000 a year \| Daily feed, custom NAICS and agency alerts, full history and use across your business development team. \|

	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/agency-procurement-forecast-diffs/](https://tensorust.com/datasets/agency-procurement-forecast-diffs/). All datasets: https://tensorust.com/datasets/

	## Method and limits

	Each camera pass crawls the full forecast and stores every record by its id. The next pass compares field by field: a new id is an add, a missing id is a drop, a changed value, NAICS, award year or status is a change (with the fields listed). The register keeps the latest state of each line, the agency's last-updated date, when the camera first saw it and its events. History starts Nov 6, 2026; lines already present then carry the baseline time as first seen.

	Not a solicitation and not a promise to buy: forecasts are planning documents and change often. The change history begins Nov 6, 2026, so it does not yet show long-run slips. Forecast pages that block automated clients (several cabinet agencies) are not included.

	## Sources

	- GSA Acquisition Gateway procurement forecast, all agencies (https://acquisitiongateway.gov/forecast)
	- DHS Acquisition Planning Forecast System (https://apfs-cloud.dhs.gov/forecast/)
	- Tensorust agency_pages camera (daily snapshots and diffs)

	## License

	The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/agency-procurement-forecast-diffs/". 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