Datasets:

tensorust
/

traffic-count-shifts-sample

---
license: other
license_name: tensorust-sample-license
license_link: https://tensorust.com/datasets/traffic-count-shifts/
pretty_name: "Facility Traffic Camera Counts (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_event_type.csv
---

# Facility Traffic Camera Counts: free sample (Tensorust LLC)

Truck and car counts every 15 minutes at 10 ports and plants from public DOT camera stills that the DOTs themselves never archive.

**Headline:** Caltrans says its traffic camera stills are neither retained nor archived, and 511GA keeps no history either, so activity at a port gate or plant exit leaves no public record.

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 **1,335 rows** and is sold by Tensorust LLC: **[https://tensorust.com/datasets/traffic-count-shifts/](https://tensorust.com/datasets/traffic-count-shifts/)**.

## Files here

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

## Summary by event type (largest groups)

| Event type | rows |
|---|---|
| count | 1,305 |
| view_change | 14 |
| feed_down | 8 |
| feed_up | 8 |
| TOTAL | 1,335 |

Full table: `summary_by_event_type.csv`.

## What the full file has

- 1,335 rows
- Key fields: observed_at, target, event_type, facility, org_oid, trucks, cars, buses, persons, vehicles
- Parquet and CSV, a README with sources, method and limits, and the build script
- Free 25-row sample (no personal contact data)

Coverage: 10 cameras at 10 facilities in California and Georgia; 1,305 counted frames. Frames from 2026-11-06T07:39:17Z to 2026-11-07T01:22:18Z (pilot; grows with every pass)

### Columns in the full file

| column | meaning |
|---|---|
| `observed_at` | Frame time (UTC) |
| `target` | Camera id |
| `event_type` | count, view_change, feed_down or feed_up |
| `facility` | Facility the camera faces |
| `org_oid` | Tensorust Ontology organization |
| `trucks` | Trucks in frame |
| `cars` | Cars in frame |
| `buses` | Buses in frame |
| `persons` | People in frame |
| `vehicles` | All vehicles in frame |
| `roi_trucks` | Trucks inside the region of interest |
| `roi_cars` | Cars inside the region of interest |
| `view_ok` | Camera at its usual view |
| `view_score` | View match score |
| `brightness` | Mean brightness (night frames are dark) |
| `time_basis` | How the time was set |
| `model` | Detector |
| `frame_sha1` | Frame hash (audit) |
| `image_path` | Stored still (available on request) |
| `source_url` | Camera page |
| `note` | Event detail for non-count rows |
| `trucks_running_median` | Camera's running median trucks |
| `trucks_shift` | Trucks minus running median |
| `vehicles_running_median` | Camera's running median vehicles |
| `vehicles_shift` | Vehicles minus running median |
| `hour_utc` | Hour (UTC) |

## Get the full file

| tier | price | includes |
|---|---|---|
| Pilot history file | $490 | Every frame and count to date for all 10 facilities. |
| Monthly feed | $490 a month | The live feed for all cameras, updated every pass, plus monthly summaries by facility and hour. |
| Custom facility set | $18,000 a year | Up to 25 facilities of your choice where public DOT cameras exist, counted and kept, with stills on request. |

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/traffic-count-shifts/](https://tensorust.com/datasets/traffic-count-shifts/). All datasets: https://tensorust.com/datasets/

## Method and limits

Each pass fetches the current still (and for Caltrans up to 12 earlier stills), stores it, and counts objects with YOLO11. A view check correlates each frame with reference views of that camera; when the operator has panned or zoomed, the frame is flagged view_ok=false and excluded from the running median. Shift = this frame's count minus the camera's running median of in-view frames so far. Caltrans times are the image capture time; Georgia times are fetch time.

Not a DOT traffic counter (it is computer vision on camera stills) and not a measure of a facility's output: nine of the ten views show the public road at or near a facility, and most traffic on it is not caused by the facility. Night and weather lower detection. Early pilot with under a day of history; shifts become meaningful as weeks accumulate. No faces or plates are read or stored as data.

## Sources

- Caltrans CWWP2 CCTV stills (public domain per dot.ca.gov conditions of use), https://cwwp2.dot.ca.gov/
- 511GA (Georgia DOT) public camera stills, https://511ga.org/cctv
- Object detection: Ultralytics YOLO11 (yolo11l), https://docs.ultralytics.com/models/yolo11/

## License

The sample and summary here are free to view, analyze and cite with attribution to "Tensorust LLC, https://tensorust.com/datasets/traffic-count-shifts/". 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/traffic-count-shifts/
	pretty_name: "Facility Traffic Camera Counts (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_event_type.csv
	---

	# Facility Traffic Camera Counts: free sample (Tensorust LLC)

	Truck and car counts every 15 minutes at 10 ports and plants from public DOT camera stills that the DOTs themselves never archive.

	Headline: Caltrans says its traffic camera stills are neither retained nor archived, and 511GA keeps no history either, so activity at a port gate or plant exit leaves no public record.

	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 1,335 rows and is sold by Tensorust LLC: [https://tensorust.com/datasets/traffic-count-shifts/](https://tensorust.com/datasets/traffic-count-shifts/).

	## Files here

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

	## Summary by event type (largest groups)

	\| Event type \| rows \|
	\|---\|---\|
	\| count \| 1,305 \|
	\| view_change \| 14 \|
	\| feed_down \| 8 \|
	\| feed_up \| 8 \|
	\| TOTAL \| 1,335 \|

	Full table: `summary_by_event_type.csv`.

	## What the full file has

	- 1,335 rows
	- Key fields: observed_at, target, event_type, facility, org_oid, trucks, cars, buses, persons, vehicles
	- Parquet and CSV, a README with sources, method and limits, and the build script
	- Free 25-row sample (no personal contact data)

	Coverage: 10 cameras at 10 facilities in California and Georgia; 1,305 counted frames. Frames from 2026-11-06T07:39:17Z to 2026-11-07T01:22:18Z (pilot; grows with every pass)

	### Columns in the full file

	\| column \| meaning \|
	\|---\|---\|
	\| `observed_at` \| Frame time (UTC) \|
	\| `target` \| Camera id \|
	\| `event_type` \| count, view_change, feed_down or feed_up \|
	\| `facility` \| Facility the camera faces \|
	\| `org_oid` \| Tensorust Ontology organization \|
	\| `trucks` \| Trucks in frame \|
	\| `cars` \| Cars in frame \|
	\| `buses` \| Buses in frame \|
	\| `persons` \| People in frame \|
	\| `vehicles` \| All vehicles in frame \|
	\| `roi_trucks` \| Trucks inside the region of interest \|
	\| `roi_cars` \| Cars inside the region of interest \|
	\| `view_ok` \| Camera at its usual view \|
	\| `view_score` \| View match score \|
	\| `brightness` \| Mean brightness (night frames are dark) \|
	\| `time_basis` \| How the time was set \|
	\| `model` \| Detector \|
	\| `frame_sha1` \| Frame hash (audit) \|
	\| `image_path` \| Stored still (available on request) \|
	\| `source_url` \| Camera page \|
	\| `note` \| Event detail for non-count rows \|
	\| `trucks_running_median` \| Camera's running median trucks \|
	\| `trucks_shift` \| Trucks minus running median \|
	\| `vehicles_running_median` \| Camera's running median vehicles \|
	\| `vehicles_shift` \| Vehicles minus running median \|
	\| `hour_utc` \| Hour (UTC) \|

	## Get the full file

	\| tier \| price \| includes \|
	\|---\|---\|---\|
	\| Pilot history file \| $490 \| Every frame and count to date for all 10 facilities. \|
	\| Monthly feed \| $490 a month \| The live feed for all cameras, updated every pass, plus monthly summaries by facility and hour. \|
	\| Custom facility set \| $18,000 a year \| Up to 25 facilities of your choice where public DOT cameras exist, counted and kept, with stills on request. \|

	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/traffic-count-shifts/](https://tensorust.com/datasets/traffic-count-shifts/). All datasets: https://tensorust.com/datasets/

	## Method and limits

	Each pass fetches the current still (and for Caltrans up to 12 earlier stills), stores it, and counts objects with YOLO11. A view check correlates each frame with reference views of that camera; when the operator has panned or zoomed, the frame is flagged view_ok=false and excluded from the running median. Shift = this frame's count minus the camera's running median of in-view frames so far. Caltrans times are the image capture time; Georgia times are fetch time.

	Not a DOT traffic counter (it is computer vision on camera stills) and not a measure of a facility's output: nine of the ten views show the public road at or near a facility, and most traffic on it is not caused by the facility. Night and weather lower detection. Early pilot with under a day of history; shifts become meaningful as weeks accumulate. No faces or plates are read or stored as data.

	## Sources

	- Caltrans CWWP2 CCTV stills (public domain per dot.ca.gov conditions of use), https://cwwp2.dot.ca.gov/
	- 511GA (Georgia DOT) public camera stills, https://511ga.org/cctv
	- Object detection: Ultralytics YOLO11 (yolo11l), https://docs.ultralytics.com/models/yolo11/

	## License

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