| ---
|
| pretty_name: "Transit Stop Positions (OSM) - 30,000-record Geospatial Sample"
|
| license: odbl
|
| size_categories: ["10K<n<100K"]
|
| task_categories: ["tabular-classification", "other"]
|
| language: ["en"]
|
| tags: ["geospatial", "open-data", "tabular", "parquet", "geojson", "csv", "public-transport", "transit", "stops", "openstreetmap", "mobility", "accessibility"]
|
| ---
|
|
|
| # Transit Stop Positions (OSM) - 30,000-record Geospatial Sample
|
|
|
| A free, ready-to-use sample of **30,000 geolocated public transport stop positions** (current openstreetmap snapshot), published by **[Outerview](https://www.outerview.ai)**.
|
|
|
| Public-transport stop positions (where vehicles actually halt) mapped by OpenStreetMap contributors, with coordinates and the original OSM tags preserved.
|
|
|
| > **This is a 30,000-record sample** of a much larger collection (about 1,549,000 source records). Need the full dataset, other places or years, or live search? See the [Outerview atlas](https://www.outerview.ai/atlas).
|
|
|
| ## At a glance
|
|
|
| | | |
|
| | --- | --- |
|
| | Records | 30,000 |
|
| | Period | Current OpenStreetMap snapshot |
|
| | Geometry | Point, WGS 84 (EPSG:4326) |
|
| | Formats | Parquet, GeoJSON, CSV |
|
| | Publisher | [Outerview](https://www.outerview.ai) |
|
|
|
| ## Quick start
|
|
|
| ```python
|
| from datasets import load_dataset
|
|
|
| ds = load_dataset("parquet", data_files="hf://datasets/Outerview/stop-position/data.parquet", split="train")
|
| print(ds)
|
| print(ds[0])
|
| ```
|
|
|
| ```python
|
| import pandas as pd
|
| import json
|
|
|
| df = pd.read_parquet("hf://datasets/Outerview/stop-position/data.parquet")
|
| df["properties"] = df["properties"].apply(json.loads)
|
| df[["latitude", "longitude"]].describe()
|
| ```
|
|
|
| ## Search millions more geographic features
|
|
|
| Outerview provides developers and AI systems access to **millions of geographic features and geolocated imagery** spanning infrastructure, places, roads, buildings, nature and community issues.
|
|
|
| <!-- outerview-tools:start -->
|
| ## Build with Outerview
|
|
|
| - [Geographic Feature List](https://www.outerview.ai/atlas) — browse geographic features available through Outerview
|
| - [Outerview](https://www.outerview.ai/) — programmable infrastructure for Earth
|
| - [Developer Documentation](https://www.outerview.ai/docs) — APIs, tools, guides, and examples
|
| - [SDK](https://www.outerview.ai/docs/sdk) — build geographic capabilities directly into applications
|
| - [CLI](https://www.outerview.ai/docs/cli) — work with geographic search and spatial data from the terminal
|
| - [MCP](https://www.outerview.ai/docs/mcp) — connect geographic search and spatial tools to AI agents
|
| <!-- outerview-tools:end -->
|
|
|
| ## Use cases
|
|
|
| - Transit accessibility and coverage analysis
|
| - Building multimodal routing and journey-planning features
|
| - Walkability and 15-minute-city studies
|
| - Joining with schedules (GTFS) and demographics
|
|
|
| ## Schema
|
|
|
| | Column | Type | Description |
|
| | --- | --- | --- |
|
| | `id` | string | Stable identifier for the record in the source table. |
|
| | `sample` | boolean | Reserved flag for optional image samples; false for source-table exports. |
|
| | `latitude` | float64 | Latitude in decimal degrees (WGS 84). |
|
| | `longitude` | float64 | Longitude in decimal degrees (WGS 84). |
|
| | `geometry_wkb` | binary | Record geometry encoded as Well-Known Binary for spatial workflows. |
|
| | `media_url` | string | URL of associated imagery when available; usually empty for this dataset. |
|
| | `attribution` | string | Attribution text for the contributing source. |
|
| | `source` | string | Source or provider label. |
|
| | `properties` | string | JSON-encoded object with the source-specific fields (see Properties). |
|
|
|
| ## Properties
|
|
|
| The `properties` column is a JSON string holding the original source attributes. The most common keys in this sample:
|
|
|
| | Key | Example value |
|
| | --- | --- |
|
| | `osm_id` | `215620219` |
|
| | `tag_name` | `amenity` |
|
| | `label_name` | `bank` |
|
| | `public_transport` | `stop_position` |
|
| | `name` | `Monticello Ave & Kidsburg Park` |
|
| | `bus` | `yes` |
|
| | `operator` | `Williamsburg Area Transit Authority` |
|
| | `network` | `Sonoma County Transit` |
|
| | `bicycle` | `yes` |
|
| | `highway` | `bus_stop` |
|
| | `wheelchair` | `yes` |
|
| | `railway` | `tram_stop` |
|
|
|
| Keys vary by record and source; not every field is populated for every row.
|
|
|
| ## Files
|
|
|
| - [Parquet](https://huggingface.co/datasets/Outerview/stop-position/resolve/main/data.parquet)
|
| - [GeoJSON](https://huggingface.co/datasets/Outerview/stop-position/resolve/main/data.geojson)
|
| - [CSV](https://huggingface.co/datasets/Outerview/stop-position/resolve/main/data.csv)
|
| ## Methodology
|
|
|
| Records are exported directly from the Outerview geographic index, ordered by identifier and capped at 30,000 rows. Coordinates are WGS 84. Source fields are preserved in `properties` without reinterpretation. Inclusion means a record appeared in the contributing public dataset; it was not independently verified.
|
|
|
| ## Sources and attribution
|
|
|
| - [OpenStreetMap contributors](https://www.openstreetmap.org/copyright) (ODbL 1.0)
|
| - Prepared and distributed by [Outerview](https://www.outerview.ai)
|
|
|
| ## License
|
|
|
| Contains information from OpenStreetMap, made available under the [Open Database License (ODbL) 1.0](https://opendatacommons.org/licenses/odbl/1-0/). Attribute **OpenStreetMap contributors** and keep derived databases under ODbL.
|
|
|
