Add POIs and journey times to map
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11 changed files with 914 additions and 177 deletions
181
pipeline/pois/__main__.py
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181
pipeline/pois/__main__.py
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"""Single-pass POI extraction from OSM PBF file using pyosmium."""
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import json
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import urllib.request
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import osmium
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import polars as pl
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from tqdm import tqdm
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from .config import (
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GB_PBF_FILE,
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GEOFABRIK_GB_URL,
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OSM_TAG_MAPPING,
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OUTPUT_FILE,
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TAG_KEYS_TO_CHECK,
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UK_BBOX_EAST,
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UK_BBOX_NORTH,
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UK_BBOX_SOUTH,
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UK_BBOX_WEST,
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)
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# Approximate element count for the GB PBF extract (for progress estimation).
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ESTIMATED_ELEMENTS = 500_000_000
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def download_pbf() -> None:
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"""Download Great Britain PBF extract from Geofabrik."""
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GB_PBF_FILE.parent.mkdir(parents=True, exist_ok=True)
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tmp = GB_PBF_FILE.with_suffix(".pbf.tmp")
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print(f"Downloading {GEOFABRIK_GB_URL}")
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with (
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tqdm(unit="B", unit_scale=True, desc="Downloading") as bar,
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urllib.request.urlopen(GEOFABRIK_GB_URL) as resp,
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open(tmp, "wb") as f,
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):
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length = resp.headers.get("Content-Length")
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if length:
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bar.total = int(length)
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while chunk := resp.read(1 << 20):
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f.write(chunk)
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bar.update(len(chunk))
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tmp.rename(GB_PBF_FILE)
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print(f"Saved to {GB_PBF_FILE}")
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class POIHandler(osmium.SimpleHandler):
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"""Streams OSM data, filters to UK bbox, extracts matching POIs."""
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def __init__(self, progress: tqdm) -> None:
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super().__init__()
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self.pois: list[dict] = []
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self._poi_count = 0
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self._progress = progress
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def _in_uk(self, lat: float, lon: float) -> bool:
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return (
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UK_BBOX_SOUTH <= lat <= UK_BBOX_NORTH
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and UK_BBOX_WEST <= lon <= UK_BBOX_EAST
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)
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def _match_tags(self, tags: osmium.osm.TagList) -> str | None:
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for key in TAG_KEYS_TO_CHECK:
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if key in tags:
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value = tags[key]
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if value in TAG_KEYS_TO_CHECK[key]:
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return OSM_TAG_MAPPING[(key, value)]
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return None
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def _get_name(self, tags: osmium.osm.TagList) -> str:
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return tags.get("name:en", tags.get("name", ""))
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def _tags_to_json(self, tags: osmium.osm.TagList) -> str:
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return json.dumps({tag.k: tag.v for tag in tags})
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def _add_poi(
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self, osm_id: str, tags: osmium.osm.TagList, category: str, lat: float, lng: float
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) -> None:
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self.pois.append(
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{
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"id": osm_id,
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"name": self._get_name(tags),
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"category": category,
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"lat": lat,
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"lng": lng,
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"osm_tags": self._tags_to_json(tags),
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}
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)
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self._poi_count += 1
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self._progress.set_postfix(pois=f"{self._poi_count:,}", refresh=False)
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def _tick(self) -> None:
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self._progress.update(1)
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def node(self, n: osmium.osm.Node) -> None:
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self._tick()
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if not n.location.valid:
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return
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lat, lon = n.location.lat, n.location.lon
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if not self._in_uk(lat, lon):
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return
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category = self._match_tags(n.tags)
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if category:
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self._add_poi(f"n{n.id}", n.tags, category, lat, lon)
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def way(self, w: osmium.osm.Way) -> None:
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self._tick()
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category = self._match_tags(w.tags)
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if not category:
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return
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lats = []
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lons = []
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for node in w.nodes:
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try:
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lats.append(node.location.lat)
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lons.append(node.location.lon)
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except osmium.InvalidLocationError:
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continue
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if not lats:
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return
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centroid_lat = sum(lats) / len(lats)
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centroid_lng = sum(lons) / len(lons)
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if not self._in_uk(centroid_lat, centroid_lng):
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return
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self._add_poi(f"w{w.id}", w.tags, category, centroid_lat, centroid_lng)
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def main() -> None:
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if not GB_PBF_FILE.exists():
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download_pbf()
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print(f"=== POI Extraction from {GB_PBF_FILE} ===")
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print(
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f"UK bbox: ({UK_BBOX_WEST}, {UK_BBOX_SOUTH}, {UK_BBOX_EAST}, {UK_BBOX_NORTH})"
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)
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print(f"Categories: {len(OSM_TAG_MAPPING)}")
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print()
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with tqdm(
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total=ESTIMATED_ELEMENTS,
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unit=" elements",
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unit_scale=True,
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desc="Streaming",
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smoothing=0.05,
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mininterval=1.0,
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) as progress:
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handler = POIHandler(progress)
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handler.apply_file(str(GB_PBF_FILE), locations=True)
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print(f"Extracted {len(handler.pois):,} POIs")
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if not handler.pois:
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print("No POIs found.")
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return
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df = pl.DataFrame(handler.pois)
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OUTPUT_FILE.parent.mkdir(parents=True, exist_ok=True)
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df.write_parquet(OUTPUT_FILE)
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print(f"Saved to {OUTPUT_FILE}")
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print("\n=== Summary ===")
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print(f"Total POIs: {len(df):,}")
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print("\nPOIs by category:")
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category_counts = (
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df.group_by("category")
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.agg(pl.len().alias("count"))
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.sort("count", descending=True)
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)
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for row in category_counts.iter_rows(named=True):
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print(f" {row['category']}: {row['count']:,}")
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if __name__ == "__main__":
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main()
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