Publish Transit Stop Positions (OSM) (v1)

.gitattributes

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 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+data.csv filter=lfs diff=lfs merge=lfs -text
+data.geojson filter=lfs diff=lfs merge=lfs -text

README.md

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+---
+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.

data.csv

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data.geojson

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data.parquet

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embedearth-metadata.json

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+{
+  "version": "v1",
+  "title": "Transit Stop Positions (OSM)",
+  "publisher": "Outerview",
+  "repository": "https://huggingface.co/datasets/Outerview/stop-position"
+}

manifest.json

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+{
+  "title": "Transit Stop Positions (OSM)",
+  "description": "Public-transport stop positions (where vehicles actually halt) mapped by OpenStreetMap contributors, with coordinates and the original OSM tags preserved.",
+  "version": "v1",
+  "row_count": 30000,
+  "files": {
+    "data.parquet": {
+      "path": "https://huggingface.co/datasets/Outerview/stop-position/resolve/main/data.parquet",
+      "size_bytes": 87996126
+    },
+    "data.geojson": {
+      "path": "https://huggingface.co/datasets/Outerview/stop-position/resolve/main/data.geojson",
+      "size_bytes": 15008682
+    },
+    "data.csv": {
+      "path": "https://huggingface.co/datasets/Outerview/stop-position/resolve/main/data.csv",
+      "size_bytes": 12943299
+    }
+  },
+  "repository": "https://huggingface.co/datasets/Outerview/stop-position",
+  "publisher": {
+    "name": "Outerview",
+    "url": "https://www.outerview.ai/"
+  }
+}