Datasets:

tensorust
/

supplier-web-distress-sample

---
license: other
license_name: tensorust-sample-license
license_link: https://tensorust.com/datasets/supplier-web-distress/
pretty_name: "Supplier Distress Signals (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_signal_group.csv
---

# Supplier Distress Signals: free sample (Tensorust LLC)

6,229 distress signals at 1,247 federal contractors: new lawsuits, SAM exclusions, careers-page and site changes, joined to UEI.

**Headline:** Suppliers usually fail in public before they fail on paper, and a prime's supply chain team answers for the vendor it did not see coming.

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 **6,229 rows** and is sold by Tensorust LLC: **[https://tensorust.com/datasets/supplier-web-distress/](https://tensorust.com/datasets/supplier-web-distress/)**.

## Files here

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

## Summary by signal group (largest groups)

| Signal group | rows |
|---|---|
| legal | 6,021 |
| debarment | 131 |
| web | 43 |
| hiring | 27 |
| other | 4 |
| leadership | 3 |
| TOTAL | 6,229 |

Full table: `summary_by_signal_group.csv`.

## What the full file has

- 6,229 rows
- Key fields: observed_at, org_oid, organization, uei, signal_group, event_type, signal, before, after, detail
- Parquet and CSV, a README with sources, method and limits, and the build script
- Free 25-row sample (no personal contact data)

Coverage: 1,247 federal contractors watched; 6,229 events; 5 companies show signals in two or more groups. Camera events from 2026-11-06 to 2026-11-06 (the camera runs daily and the file grows)

### Columns in the full file

| column | meaning |
|---|---|
| `observed_at` | When the camera saw it (UTC) |
| `org_oid` | Tensorust Ontology organization id |
| `organization` | Organization name |
| `uei` | SAM UEI where known |
| `signal_group` | legal, debarment, web, hiring or leadership |
| `event_type` | Camera event type |
| `signal` | Plain-English signal |
| `before` | Prior value (where meaningful) |
| `after` | New value (case number and redacted caption for court events) |
| `detail` | Event detail |
| `target` | What was watched |
| `source_url` | Where to verify it |
| `org_signal_groups` | How many signal groups this organization shows in the file |

## Get the full file

| tier | price | includes |
|---|---|---|
| Vendor list match | $1,500 | Your supplier list (up to 500 UEIs) matched against the full event history, with a ranked watch list. |
| Monthly feed | $990 a month | The full feed delivered daily, all companies, all signal groups. |
| Enterprise license | $24,000 a year | Feed plus custom watch lists of your own suppliers added to the camera, API access and redistribution inside your company. |

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/supplier-web-distress/](https://tensorust.com/datasets/supplier-web-distress/). All datasets: https://tensorust.com/datasets/

## Method and limits

The company_health camera checks each watched contractor every day and records a change only when something differs from the last pass. Court matches use the company's legal name against case captions (match_confidence is kept). In court captions, a party that is not an organization is replaced with [individual]. Homepage changes are recorded as counts of changed lines, not page text.

Not a credit rating or a prediction of failure, and not evidence of wrongdoing: a court case is an allegation and many site changes are routine. Not a consumer report; it covers companies only and must not be used for decisions about individuals. Court captions have individual party names removed.

## Sources

- PACER court RSS feeds (federal district and bankruptcy courts), https://pacer.uscourts.gov
- SAM.gov exclusions, https://sam.gov/content/exclusions
- Company websites, careers sites (Workday, Greenhouse, Lever and similar public job APIs) and leadership pages
- Tensorust Ontology (USAspending and SAM entity data), https://www.usaspending.gov

## License

The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/supplier-web-distress/". 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/supplier-web-distress/
	pretty_name: "Supplier Distress Signals (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_signal_group.csv
	---

	# Supplier Distress Signals: free sample (Tensorust LLC)

	6,229 distress signals at 1,247 federal contractors: new lawsuits, SAM exclusions, careers-page and site changes, joined to UEI.

	Headline: Suppliers usually fail in public before they fail on paper, and a prime's supply chain team answers for the vendor it did not see coming.

	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 6,229 rows and is sold by Tensorust LLC: [https://tensorust.com/datasets/supplier-web-distress/](https://tensorust.com/datasets/supplier-web-distress/).

	## Files here

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

	## Summary by signal group (largest groups)

	\| Signal group \| rows \|
	\|---\|---\|
	\| legal \| 6,021 \|
	\| debarment \| 131 \|
	\| web \| 43 \|
	\| hiring \| 27 \|
	\| other \| 4 \|
	\| leadership \| 3 \|
	\| TOTAL \| 6,229 \|

	Full table: `summary_by_signal_group.csv`.

	## What the full file has

	- 6,229 rows
	- Key fields: observed_at, org_oid, organization, uei, signal_group, event_type, signal, before, after, detail
	- Parquet and CSV, a README with sources, method and limits, and the build script
	- Free 25-row sample (no personal contact data)

	Coverage: 1,247 federal contractors watched; 6,229 events; 5 companies show signals in two or more groups. Camera events from 2026-11-06 to 2026-11-06 (the camera runs daily and the file grows)

	### Columns in the full file

	\| column \| meaning \|
	\|---\|---\|
	\| `observed_at` \| When the camera saw it (UTC) \|
	\| `org_oid` \| Tensorust Ontology organization id \|
	\| `organization` \| Organization name \|
	\| `uei` \| SAM UEI where known \|
	\| `signal_group` \| legal, debarment, web, hiring or leadership \|
	\| `event_type` \| Camera event type \|
	\| `signal` \| Plain-English signal \|
	\| `before` \| Prior value (where meaningful) \|
	\| `after` \| New value (case number and redacted caption for court events) \|
	\| `detail` \| Event detail \|
	\| `target` \| What was watched \|
	\| `source_url` \| Where to verify it \|
	\| `org_signal_groups` \| How many signal groups this organization shows in the file \|

	## Get the full file

	\| tier \| price \| includes \|
	\|---\|---\|---\|
	\| Vendor list match \| $1,500 \| Your supplier list (up to 500 UEIs) matched against the full event history, with a ranked watch list. \|
	\| Monthly feed \| $990 a month \| The full feed delivered daily, all companies, all signal groups. \|
	\| Enterprise license \| $24,000 a year \| Feed plus custom watch lists of your own suppliers added to the camera, API access and redistribution inside your company. \|

	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/supplier-web-distress/](https://tensorust.com/datasets/supplier-web-distress/). All datasets: https://tensorust.com/datasets/

	## Method and limits

	The company_health camera checks each watched contractor every day and records a change only when something differs from the last pass. Court matches use the company's legal name against case captions (match_confidence is kept). In court captions, a party that is not an organization is replaced with [individual]. Homepage changes are recorded as counts of changed lines, not page text.

	Not a credit rating or a prediction of failure, and not evidence of wrongdoing: a court case is an allegation and many site changes are routine. Not a consumer report; it covers companies only and must not be used for decisions about individuals. Court captions have individual party names removed.

	## Sources

	- PACER court RSS feeds (federal district and bankruptcy courts), https://pacer.uscourts.gov
	- SAM.gov exclusions, https://sam.gov/content/exclusions
	- Company websites, careers sites (Workday, Greenhouse, Lever and similar public job APIs) and leadership pages
	- Tensorust Ontology (USAspending and SAM entity data), https://www.usaspending.gov

	## License

	The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/supplier-web-distress/". 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