diff --git a/analyses/poi_analysis.ipynb b/analyses/poi_analysis.ipynb new file mode 100644 index 0000000..16e0330 --- /dev/null +++ b/analyses/poi_analysis.ipynb @@ -0,0 +1,4891 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# POI Category Cardinality Analysis\n", + "\n", + "Analysis of UK Points of Interest extracted from OpenStreetMap, showing the cardinality (count) of each POI type." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "polars.config.Config" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import polars as pl\n", + "import plotly.express as px\n", + "from pathlib import Path\n", + "\n", + "pl.Config.set_tbl_rows(50)\n", + "pl.Config.set_fmt_str_lengths(60)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total POIs: 26,920,704\n", + "Schema: Schema({'id': String, 'name': String, 'category': String, 'lat': Float64, 'lng': Float64, 'osm_tags': String})\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "shape: (5, 6)
idnamecategorylatlngosm_tags
strstrstrf64f64str
"n129""Vodafone""mobile_phone"53.959357-1.081517"{"addr:city": "York", "addr:housenumber": "29-30", "addr:pos…
"n99880""""crossing"51.525085-0.15358"{"crossing": "unmarked", "crossing:island": "no", "highway":…
"n99884""""waste_basket"51.524364-0.152816"{"amenity": "waste_basket", "waste": "dog_excrement;trash"}"
"n99918""""life_ring"51.525734-0.157812"{"emergency": "life_ring"}"
"n99939""""traffic_signals"51.522443-0.155462"{"highway": "traffic_signals", "traffic_signals:direction": …
" + ], + "text/plain": [ + "shape: (5, 6)\n", + "┌────────┬──────────┬─────────────────┬───────────┬───────────┬─────────────────────────────────┐\n", + "│ id ┆ name ┆ category ┆ lat ┆ lng ┆ osm_tags │\n", + "│ --- ┆ --- ┆ --- ┆ --- ┆ --- ┆ --- │\n", + "│ str ┆ str ┆ str ┆ f64 ┆ f64 ┆ str │\n", + "╞════════╪══════════╪═════════════════╪═══════════╪═══════════╪═════════════════════════════════╡\n", + "│ n129 ┆ Vodafone ┆ mobile_phone ┆ 53.959357 ┆ -1.081517 ┆ {\"addr:city\": \"York\", │\n", + "│ ┆ ┆ ┆ ┆ ┆ \"addr:housenumber\": \"29-30\", │\n", + "│ ┆ ┆ ┆ ┆ ┆ \"addr:pos… │\n", + "│ n99880 ┆ ┆ crossing ┆ 51.525085 ┆ -0.15358 ┆ {\"crossing\": \"unmarked\", │\n", + "│ ┆ ┆ ┆ ┆ ┆ \"crossing:island\": \"no\", │\n", + "│ ┆ ┆ ┆ ┆ ┆ \"highway\":… │\n", + "│ n99884 ┆ ┆ waste_basket ┆ 51.524364 ┆ -0.152816 ┆ {\"amenity\": \"waste_basket\", │\n", + "│ ┆ ┆ ┆ ┆ ┆ \"waste\": \"dog_excrement;trash\"} │\n", + "│ n99918 ┆ ┆ life_ring ┆ 51.525734 ┆ -0.157812 ┆ {\"emergency\": \"life_ring\"} │\n", + "│ n99939 ┆ ┆ traffic_signals ┆ 51.522443 ┆ -0.155462 ┆ {\"highway\": \"traffic_signals\", │\n", + "│ ┆ ┆ ┆ ┆ ┆ \"traffic_signals:direction\": … │\n", + "└────────┴──────────┴─────────────────┴───────────┴───────────┴─────────────────────────────────┘" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "DATA_PATH = Path(\"../data_sources/uk_pois.parquet\")\n", + "\n", + "df = pl.read_parquet(DATA_PATH)\n", + "print(f\"Total POIs: {len(df):,}\")\n", + "print(f\"Schema: {df.schema}\")\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 1. Overall Category Cardinality" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unique categories: 10,926\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "shape: (10_926, 2)
categorycount
stru32
"yes"6149240
"house"4867889
"residential"2975285
"service"2397521
"footway"1690239
"semidetached_house"710064
"garage"536802
"track"506554
"detached"451014
"path"419601
"unclassified"320382
"crossing"318014
"garden"308411
"parking"272518
"bus_stop / platform"242090
"terrace"219344
"tertiary"216299
"parking_space"206980
"apartments"175306
"cycleway"173504
"primary"152330
"bench"149125
"street_lamp"120327
"give_way"118935
"pitch"117031
"cage"1
"post_office / appliance"1
"club / commercial"1
"home_help_service_agency"1
"decoration"1
"picnic_table / viewpoint"1
"bird_hide / tower"1
"entertainment / yes"1
"terminal / aerohangar"1
"valeting / yes"1
"Waste Disposal Services"1
"museum / tourism"1
"attraction / stadium"1
"radome"1
"social_facility / static_caravan"1
"cake_supplies / yes"1
"rope_ladder"1
"packaging_supplies"1
"locksmith / office"1
"fitness_centre / container"1
"trampoline_park / leisure"1
"vacant / garden / retail"1
"miniature_golf / retail"1
"acupuncture;herbalist / shop"1
"Elec Sub-station"1
" + ], + "text/plain": [ + "shape: (10_926, 2)\n", + "┌──────────────────────────────────┬─────────┐\n", + "│ category ┆ count │\n", + "│ --- ┆ --- │\n", + "│ str ┆ u32 │\n", + "╞══════════════════════════════════╪═════════╡\n", + "│ yes ┆ 6149240 │\n", + "│ house ┆ 4867889 │\n", + "│ residential ┆ 2975285 │\n", + "│ service ┆ 2397521 │\n", + "│ footway ┆ 1690239 │\n", + "│ semidetached_house ┆ 710064 │\n", + "│ garage ┆ 536802 │\n", + "│ track ┆ 506554 │\n", + "│ detached ┆ 451014 │\n", + "│ path ┆ 419601 │\n", + "│ unclassified ┆ 320382 │\n", + "│ crossing ┆ 318014 │\n", + "│ garden ┆ 308411 │\n", + "│ parking ┆ 272518 │\n", + "│ bus_stop / platform ┆ 242090 │\n", + "│ terrace ┆ 219344 │\n", + "│ tertiary ┆ 216299 │\n", + "│ parking_space ┆ 206980 │\n", + "│ apartments ┆ 175306 │\n", + "│ cycleway ┆ 173504 │\n", + "│ primary ┆ 152330 │\n", + "│ bench ┆ 149125 │\n", + "│ street_lamp ┆ 120327 │\n", + "│ give_way ┆ 118935 │\n", + "│ pitch ┆ 117031 │\n", + "│ … ┆ … │\n", + "│ cage ┆ 1 │\n", + "│ post_office / appliance ┆ 1 │\n", + "│ club / commercial ┆ 1 │\n", + "│ home_help_service_agency ┆ 1 │\n", + "│ decoration ┆ 1 │\n", + "│ picnic_table / viewpoint ┆ 1 │\n", + "│ bird_hide / tower ┆ 1 │\n", + "│ entertainment / yes ┆ 1 │\n", + "│ terminal / aerohangar ┆ 1 │\n", + "│ valeting / yes ┆ 1 │\n", + "│ Waste Disposal Services ┆ 1 │\n", + "│ museum / tourism ┆ 1 │\n", + "│ attraction / stadium ┆ 1 │\n", + "│ radome ┆ 1 │\n", + "│ social_facility / static_caravan ┆ 1 │\n", + "│ cake_supplies / yes ┆ 1 │\n", + "│ rope_ladder ┆ 1 │\n", + "│ packaging_supplies ┆ 1 │\n", + "│ locksmith / office ┆ 1 │\n", + "│ fitness_centre / container ┆ 1 │\n", + "│ trampoline_park / leisure ┆ 1 │\n", + "│ vacant / garden / retail ┆ 1 │\n", + "│ miniature_golf / retail ┆ 1 │\n", + "│ acupuncture;herbalist / shop ┆ 1 │\n", + "│ Elec Sub-station ┆ 1 │\n", + "└──────────────────────────────────┴─────────┘" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "category_counts = (\n", + " df.group_by(\"category\")\n", + " .agg(pl.len().alias(\"count\"))\n", + " .sort(\"count\", descending=True)\n", + ")\n", + "print(f\"Unique categories: {len(category_counts):,}\")\n", + "category_counts" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "6149240", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "6149240", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "eNRdAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "yes" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "4867889", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "4867889", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "MUdKAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "house" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "2975285", + "marker": { + "color": "#00cc96", + "pattern": { + "shape": "" + } + }, + "name": "2975285", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "NWYtAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "residential" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "2397521", + "marker": { + "color": "#ab63fa", + "pattern": { + "shape": "" + } + }, + "name": "2397521", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "UZUkAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "service" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "1690239", + "marker": { + "color": "#FFA15A", + "pattern": { + "shape": "" + } + }, + "name": "1690239", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "f8oZAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "footway" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "710064", + "marker": { + "color": "#19d3f3", + "pattern": { + "shape": "" + } + }, + "name": "710064", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "sNUKAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "semidetached_house" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "536802", + "marker": { + "color": "#FF6692", + "pattern": { + "shape": "" + } + }, + "name": "536802", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "4jAIAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "garage" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "506554", + "marker": { + "color": "#B6E880", + "pattern": { + "shape": "" + } + }, + "name": "506554", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "uroHAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "track" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "451014", + "marker": { + "color": "#FF97FF", + "pattern": { + "shape": "" + } + }, + "name": "451014", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "xuEGAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "detached" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "419601", + "marker": { + "color": "#FECB52", + "pattern": { + "shape": "" + } + }, + "name": "419601", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "EWcGAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "path" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "320382", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "320382", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "fuMEAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "unclassified" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "318014", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "318014", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "PtoEAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "crossing" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "308411", + "marker": { + "color": "#00cc96", + "pattern": { + "shape": "" + } + }, + "name": "308411", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "u7QEAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "garden" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "272518", + "marker": { + "color": "#ab63fa", + "pattern": { + "shape": "" + } + }, + "name": "272518", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "higEAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "parking" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "242090", + "marker": { + "color": "#FFA15A", + "pattern": { + "shape": "" + } + }, + "name": "242090", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "qrEDAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "bus_stop / platform" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "219344", + "marker": { + "color": "#19d3f3", + "pattern": { + "shape": "" + } + }, + "name": "219344", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "0FgDAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "terrace" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "216299", + "marker": { + "color": "#FF6692", + "pattern": { + "shape": "" + } + }, + "name": "216299", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "60wDAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "tertiary" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "206980", + "marker": { + "color": "#B6E880", + "pattern": { + "shape": "" + } + }, + "name": "206980", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "hCgDAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "parking_space" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "175306", + "marker": { + "color": "#FF97FF", + "pattern": { + "shape": "" + } + }, + "name": "175306", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "yqwCAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "apartments" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "173504", + "marker": { + "color": "#FECB52", + "pattern": { + "shape": "" + } + }, + "name": "173504", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "wKUCAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "cycleway" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "152330", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "152330", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "ClMCAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "primary" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "149125", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "149125", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "hUYCAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "bench" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "120327", + "marker": { + "color": "#00cc96", + "pattern": { + "shape": "" + } + }, + "name": "120327", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "B9YBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "street_lamp" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "118935", + "marker": { + "color": "#ab63fa", + "pattern": { + "shape": "" + } + }, + "name": "118935", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "l9ABAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "give_way" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "117031", + "marker": { + "color": "#FFA15A", + "pattern": { + "shape": "" + } + }, + "name": "117031", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "J8kBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "pitch" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "108357", + "marker": { + "color": "#19d3f3", + "pattern": { + "shape": "" + } + }, + "name": "108357", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "RacBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "trunk" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "103815", + "marker": { + "color": "#FF6692", + "pattern": { + "shape": "" + } + }, + "name": "103815", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "h5UBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "secondary" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "103072", + "marker": { + "color": "#B6E880", + "pattern": { + "shape": "" + } + }, + "name": "103072", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "oJIBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "steps" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "88906", + "marker": { + "color": "#FF97FF", + "pattern": { + "shape": "" + } + }, + "name": "88906", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "SlsBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "static_caravan" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "88103", + "marker": { + "color": "#FECB52", + "pattern": { + "shape": "" + } + }, + "name": "88103", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "J1gBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "rail" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "87937", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "87937", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "gVcBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "post_box" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "81487", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "81487", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "Tz4BAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "garages" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "77276", + "marker": { + "color": "#00cc96", + "pattern": { + "shape": "" + } + }, + "name": "77276", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "3C0BAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "traffic_signals" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "76916", + "marker": { + "color": "#ab63fa", + "pattern": { + "shape": "" + } + }, + "name": "76916", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "dCwBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "industrial" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "74586", + "marker": { + "color": "#FFA15A", + "pattern": { + "shape": "" + } + }, + "name": "74586", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "WiMBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "farm_auxiliary" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "73465", + "marker": { + "color": "#19d3f3", + "pattern": { + "shape": "" + } + }, + "name": "73465", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "+R4BAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "waste_basket" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "71613", + "marker": { + "color": "#FF6692", + "pattern": { + "shape": "" + } + }, + "name": "71613", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "vRcBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "shed" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "70511", + "marker": { + "color": "#B6E880", + "pattern": { + "shape": "" + } + }, + "name": "70511", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "bxMBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "school" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "69933", + "marker": { + "color": "#FF97FF", + "pattern": { + "shape": "" + } + }, + "name": "69933", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "LREBAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "turning_circle" + ], + "yaxis": "y" + }, + { + "hovertemplate": "Number of POIs=%{x}
Category=%{y}", + "legendgroup": "61426", + "marker": { + "color": "#FECB52", + "pattern": { + "shape": "" + } + }, + "name": "61426", + "orientation": "h", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "8u8AAA==", + "dtype": "u4" + }, + "xaxis": "x", + "y": [ + "bicycle_parking" + ], + "yaxis": "y" + } + ], + "layout": { + "barmode": "relative", + "height": 900, + "legend": { + "title": { + "text": "Number of POIs" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermap": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermap" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Top 40 POI Categories by Count" + }, + "xaxis": { + "anchor": "y", + "categoryarray": [ + 6149240, + 4867889, + 2975285, + 2397521, + 1690239, + 710064, + 536802, + 506554, + 451014, + 419601, + 320382, + 318014, + 308411, + 272518, + 242090, + 219344, + 216299, + 206980, + 175306, + 173504, + 152330, + 149125, + 120327, + 118935, + 117031, + 108357, + 103815, + 103072, + 88906, + 88103, + 87937, + 81487, + 77276, + 76916, + 74586, + 73465, + 71613, + 70511, + 69933, + 61426 + ], + "categoryorder": "array", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Number of POIs" + } + }, + "yaxis": { + "anchor": "x", + "categoryorder": "total ascending", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Category" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_n = 40\n", + "fig = px.bar(\n", + " category_counts.head(top_n).to_pandas(),\n", + " x=\"count\",\n", + " y=\"category\",\n", + " orientation=\"h\",\n", + " title=f\"Top {top_n} POI Categories by Count\",\n", + " labels={\"count\": \"Number of POIs\", \"category\": \"Category\"},\n", + " color=\"count\",\n", + " color_continuous_scale=\"Blues\",\n", + ")\n", + "fig.update_layout(yaxis={\"categoryorder\": \"total ascending\"}, height=900)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 2. Long Tail Distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Category Rank=%{x}
Number of POIs=%{y}", + "legendgroup": "", + "line": { + "color": "#636efa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "", + "showlegend": false, + "type": "scattergl", + "x": { + "bdata": "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", + "dtype": "u4" + }, + "xaxis": "x", + "y": { + "bdata": "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", + "dtype": "u4" + }, + "yaxis": "y" + } + ], + "layout": { + "height": 500, + "legend": { + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermap": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermap" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "POI Category Frequency Distribution (Log Scale)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Category Rank" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Number of POIs" + }, + "type": "log" + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "category_counts_sorted = category_counts.with_row_index(\"rank\", offset=1)\n", + "\n", + "fig = px.line(\n", + " category_counts_sorted.to_pandas(),\n", + " x=\"rank\",\n", + " y=\"count\",\n", + " title=\"POI Category Frequency Distribution (Log Scale)\",\n", + " labels={\"rank\": \"Category Rank\", \"count\": \"Number of POIs\"},\n", + " log_y=True,\n", + ")\n", + "fig.update_layout(height=500)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Categories covering 80% of all POIs: 12\n", + "Total unique categories: 10926\n" + ] + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "Category Rank=%{x}
Cumulative % of POIs=%{y}", + "legendgroup": "", + "line": { + "color": "#636efa", + "dash": "solid" + }, + "marker": { + "symbol": "circle" + }, + "mode": "lines", + "name": "", + "showlegend": false, + "type": "scattergl", + "x": { + "bdata": "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", + "dtype": "u4" + }, + "xaxis": "x", + "y": { + "bdata": "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", + "dtype": "f8" + }, + "yaxis": "y" + } + ], + "layout": { + "annotations": [ + { + "showarrow": false, + "text": "80%", + "x": 1, + "xanchor": "right", + "xref": "x domain", + "y": 80, + "yanchor": "bottom", + "yref": "y" + }, + { + "showarrow": false, + "text": "95%", + "x": 1, + "xanchor": "right", + "xref": "x domain", + "y": 95, + "yanchor": "bottom", + "yref": "y" + } + ], + "height": 500, + "legend": { + "tracegroupgap": 0 + }, + "shapes": [ + { + "line": { + "color": "red", + "dash": "dash" + }, + "type": "line", + "x0": 0, + "x1": 1, + "xref": "x domain", + "y0": 80, + "y1": 80, + "yref": "y" + }, + { + "line": { + "color": "orange", + "dash": "dash" + }, + "type": "line", + "x0": 0, + "x1": 1, + "xref": "x domain", + "y0": 95, + "y1": 95, + "yref": "y" + } + ], + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermap": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermap" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Cumulative POI Coverage by Category Rank" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Category Rank" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "Cumulative % of POIs" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cumulative = category_counts_sorted.with_columns(\n", + " (pl.col(\"count\").cum_sum() / pl.col(\"count\").sum() * 100).alias(\"cumulative_pct\")\n", + ")\n", + "\n", + "top_80 = cumulative.filter(pl.col(\"cumulative_pct\") <= 80)\n", + "print(f\"Categories covering 80% of all POIs: {len(top_80)}\")\n", + "print(f\"Total unique categories: {len(cumulative)}\")\n", + "\n", + "fig = px.line(\n", + " cumulative.to_pandas(),\n", + " x=\"rank\",\n", + " y=\"cumulative_pct\",\n", + " title=\"Cumulative POI Coverage by Category Rank\",\n", + " labels={\"rank\": \"Category Rank\", \"cumulative_pct\": \"Cumulative % of POIs\"},\n", + ")\n", + "fig.add_hline(y=80, line_dash=\"dash\", line_color=\"red\", annotation_text=\"80%\")\n", + "fig.add_hline(y=95, line_dash=\"dash\", line_color=\"orange\", annotation_text=\"95%\")\n", + "fig.update_layout(height=500)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 3. Composite Categories\n", + "\n", + "Some POIs match multiple OSM tag keys, producing composite categories joined with ` / `." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "POIs with composite categories: 591,594 (2.2%)\n", + "Unique composite categories: 7,594\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "shape: (30, 2)
categorycount
stru32
"bus_stop / platform"242090
"place_of_worship / church"18708
"pub / yes"16104
"place_of_worship / yes"14087
"chalet / yes"9994
"fast_food / yes"8420
"platform / platform"8124
"restaurant / yes"7993
"convenience / yes"7775
"cafe / yes"7130
"community_centre / yes"6704
"pharmacy / pharmacy"5726
"stop / stop_position"5701
"hairdresser / yes"5377
"shelter / yes"5055
"community_centre / public"4851
"hotel / yes"4847
"car_repair / yes"4466
"social_facility / yes"4357
"supermarket / yes"3926
"toilets / yes"3752
"dentist / dentist"3420
"convenience / retail"3254
"fast_food / retail"3159
"doctors / yes / doctor"2946
"station / station"2861
"car / yes"2706
"yes / yes"2661
"sports_centre / yes"2552
"clothes / yes"2352
" + ], + "text/plain": [ + "shape: (30, 2)\n", + "┌───────────────────────────┬────────┐\n", + "│ category ┆ count │\n", + "│ --- ┆ --- │\n", + "│ str ┆ u32 │\n", + "╞═══════════════════════════╪════════╡\n", + "│ bus_stop / platform ┆ 242090 │\n", + "│ place_of_worship / church ┆ 18708 │\n", + "│ pub / yes ┆ 16104 │\n", + "│ place_of_worship / yes ┆ 14087 │\n", + "│ chalet / yes ┆ 9994 │\n", + "│ fast_food / yes ┆ 8420 │\n", + "│ platform / platform ┆ 8124 │\n", + "│ restaurant / yes ┆ 7993 │\n", + "│ convenience / yes ┆ 7775 │\n", + "│ cafe / yes ┆ 7130 │\n", + "│ community_centre / yes ┆ 6704 │\n", + "│ pharmacy / pharmacy ┆ 5726 │\n", + "│ stop / stop_position ┆ 5701 │\n", + "│ hairdresser / yes ┆ 5377 │\n", + "│ shelter / yes ┆ 5055 │\n", + "│ community_centre / public ┆ 4851 │\n", + "│ hotel / yes ┆ 4847 │\n", + "│ car_repair / yes ┆ 4466 │\n", + "│ social_facility / yes ┆ 4357 │\n", + "│ supermarket / yes ┆ 3926 │\n", + "│ toilets / yes ┆ 3752 │\n", + "│ dentist / dentist ┆ 3420 │\n", + "│ convenience / retail ┆ 3254 │\n", + "│ fast_food / retail ┆ 3159 │\n", + "│ doctors / yes / doctor ┆ 2946 │\n", + "│ station / station ┆ 2861 │\n", + "│ car / yes ┆ 2706 │\n", + "│ yes / yes ┆ 2661 │\n", + "│ sports_centre / yes ┆ 2552 │\n", + "│ clothes / yes ┆ 2352 │\n", + "└───────────────────────────┴────────┘" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "composite = df.filter(pl.col(\"category\").str.contains(\" / \"))\n", + "print(f\"POIs with composite categories: {len(composite):,} ({len(composite) / len(df) * 100:.1f}%)\")\n", + "\n", + "composite_counts = (\n", + " composite.group_by(\"category\")\n", + " .agg(pl.len().alias(\"count\"))\n", + " .sort(\"count\", descending=True)\n", + ")\n", + "print(f\"Unique composite categories: {len(composite_counts):,}\")\n", + "composite_counts.head(30)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "## 4. Named vs Unnamed POIs" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hovertemplate": "variable=named
Count=%{x}
count=%{y}", + "legendgroup": "named", + "marker": { + "color": "#636efa", + "pattern": { + "shape": "" + } + }, + "name": "named", + "orientation": "v", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "/WsBAKN1AABeYxEAK6UBAFQGAQBWAgAAXwEAAN1uAADhCwAA8y4AALceAwCMAgAAtRAAAMpQAABNkgMADAkAAM7KAgBfAgAAI0cAAPtmAAAE0wEASgIAAMIAAAAEAAAAnB8AAA8oAQDGMwEAcQwAADEMAAAbGAEA", + "dtype": "u4" + }, + "xaxis": "x", + "y": { + "bdata": "AQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEB", + "dtype": "i1" + }, + "yaxis": "y" + }, + { + "hovertemplate": "variable=unnamed
Count=%{x}
count=%{y}", + "legendgroup": "unnamed", + "marker": { + "color": "#EF553B", + "pattern": { + "shape": "" + } + }, + "name": "unnamed", + "orientation": "v", + "showlegend": true, + "textposition": "auto", + "type": "bar", + "x": { + "bdata": "e2hcAI7RSQDXAhwAJvAiACvEGABa0woAgy8IAN1LBwDl1QYAHjgGAMfEAQCy1wQABqQEALzXAwBdHwAAxE8DAB2CAAAlJgMAp2UCAMU+AgAGgAAAO0QCAEXVAQCT0AEAi6kBADZ/AADBYQAAL4YBABlPAQAMQAAA", + "dtype": "u4" + }, + "xaxis": "x", + "y": { + "bdata": "AQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEB", + "dtype": "i1" + }, + "yaxis": "y" + } + ], + "layout": { + "barmode": "stack", + "height": 600, + "legend": { + "title": { + "text": "variable" + }, + "tracegroupgap": 0 + }, + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": "#2a3f5f" + }, + "error_y": { + "color": "#2a3f5f" + }, + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "bar" + } + ], + "barpolar": [ + { + "marker": { + "line": { + "color": "#E5ECF6", + "width": 0.5 + }, + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "barpolar" + } + ], + "carpet": [ + { + "aaxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "baxis": { + "endlinecolor": "#2a3f5f", + "gridcolor": "white", + "linecolor": "white", + "minorgridcolor": "white", + "startlinecolor": "#2a3f5f" + }, + "type": "carpet" + } + ], + "choropleth": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "choropleth" + } + ], + "contour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "contour" + } + ], + "contourcarpet": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "contourcarpet" + } + ], + "heatmap": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "heatmap" + } + ], + "histogram": [ + { + "marker": { + "pattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + } + }, + "type": "histogram" + } + ], + "histogram2d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2d" + } + ], + "histogram2dcontour": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "histogram2dcontour" + } + ], + "mesh3d": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "type": "mesh3d" + } + ], + "parcoords": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "parcoords" + } + ], + "pie": [ + { + "automargin": true, + "type": "pie" + } + ], + "scatter": [ + { + "fillpattern": { + "fillmode": "overlay", + "size": 10, + "solidity": 0.2 + }, + "type": "scatter" + } + ], + "scatter3d": [ + { + "line": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatter3d" + } + ], + "scattercarpet": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattercarpet" + } + ], + "scattergeo": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergeo" + } + ], + "scattergl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattergl" + } + ], + "scattermap": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermap" + } + ], + "scattermapbox": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scattermapbox" + } + ], + "scatterpolar": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolar" + } + ], + "scatterpolargl": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterpolargl" + } + ], + "scatterternary": [ + { + "marker": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "type": "scatterternary" + } + ], + "surface": [ + { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + }, + "colorscale": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "type": "surface" + } + ], + "table": [ + { + "cells": { + "fill": { + "color": "#EBF0F8" + }, + "line": { + "color": "white" + } + }, + "header": { + "fill": { + "color": "#C8D4E3" + }, + "line": { + "color": "white" + } + }, + "type": "table" + } + ] + }, + "layout": { + "annotationdefaults": { + "arrowcolor": "#2a3f5f", + "arrowhead": 0, + "arrowwidth": 1 + }, + "autotypenumbers": "strict", + "coloraxis": { + "colorbar": { + "outlinewidth": 0, + "ticks": "" + } + }, + "colorscale": { + "diverging": [ + [ + 0, + "#8e0152" + ], + [ + 0.1, + "#c51b7d" + ], + [ + 0.2, + "#de77ae" + ], + [ + 0.3, + "#f1b6da" + ], + [ + 0.4, + "#fde0ef" + ], + [ + 0.5, + "#f7f7f7" + ], + [ + 0.6, + "#e6f5d0" + ], + [ + 0.7, + "#b8e186" + ], + [ + 0.8, + "#7fbc41" + ], + [ + 0.9, + "#4d9221" + ], + [ + 1, + "#276419" + ] + ], + "sequential": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ], + "sequentialminus": [ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Named vs Unnamed POIs (Top 30 Categories)" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 1 + ], + "tickangle": -45, + "title": { + "text": "Count" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "count" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "named_stats = (\n", + " df.with_columns((pl.col(\"name\") != \"\").alias(\"has_name\"))\n", + " .group_by(\"category\", \"has_name\")\n", + " .agg(pl.len().alias(\"count\"))\n", + ")\n", + "\n", + "named_rate = (\n", + " named_stats.pivot(on=\"has_name\", index=\"category\", values=\"count\")\n", + " .rename({\"true\": \"named\", \"false\": \"unnamed\"})\n", + " .with_columns(\n", + " pl.col(\"named\").fill_null(0),\n", + " pl.col(\"unnamed\").fill_null(0),\n", + " )\n", + " .with_columns(\n", + " (pl.col(\"named\") + pl.col(\"unnamed\")).alias(\"total\"),\n", + " (pl.col(\"named\") / (pl.col(\"named\") + pl.col(\"unnamed\")) * 100).alias(\"named_pct\"),\n", + " )\n", + " .sort(\"total\", descending=True)\n", + ")\n", + "\n", + "top_cats = named_rate.head(30)\n", + "fig = px.bar(\n", + " top_cats.to_pandas(),\n", + " x=\"category\",\n", + " y=[\"named\", \"unnamed\"],\n", + " title=\"Named vs Unnamed POIs (Top 30 Categories)\",\n", + " labels={\"value\": \"Count\", \"category\": \"Category\"},\n", + " barmode=\"stack\",\n", + ")\n", + "fig.update_layout(height=600, xaxis_tickangle=-45)\n", + "fig.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.12" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/pipeline/pois/__init__.py b/pipeline/download/pois/__init__.py similarity index 100% rename from pipeline/pois/__init__.py rename to pipeline/download/pois/__init__.py diff --git a/pipeline/pois/__main__.py b/pipeline/download/pois/__main__.py similarity index 58% rename from pipeline/pois/__main__.py rename to pipeline/download/pois/__main__.py index ac6c0b1..091eae3 100644 --- a/pipeline/pois/__main__.py +++ b/pipeline/download/pois/__main__.py @@ -1,7 +1,8 @@ -"""Single-pass POI extraction from OSM PBF file using pyosmium.""" - import json +import shutil import urllib.request +from pathlib import Path +from tempfile import mkdtemp import osmium import polars as pl @@ -10,21 +11,18 @@ from tqdm import tqdm from .config import ( GB_PBF_FILE, GEOFABRIK_GB_URL, - OSM_TAG_MAPPING, OUTPUT_FILE, - TAG_KEYS_TO_CHECK, + POI_TAG_KEYS, UK_BBOX_EAST, UK_BBOX_NORTH, UK_BBOX_SOUTH, UK_BBOX_WEST, ) -# Approximate element count for the GB PBF extract (for progress estimation). -ESTIMATED_ELEMENTS = 500_000_000 +BATCH_SIZE = 50_000 def download_pbf() -> None: - """Download Great Britain PBF extract from Geofabrik.""" GB_PBF_FILE.parent.mkdir(parents=True, exist_ok=True) tmp = GB_PBF_FILE.with_suffix(".pbf.tmp") print(f"Downloading {GEOFABRIK_GB_URL}") @@ -46,12 +44,14 @@ def download_pbf() -> None: class POIHandler(osmium.SimpleHandler): - """Streams OSM data, filters to UK bbox, extracts matching POIs.""" + """Streams OSM data, filters to UK bbox, extracts matching POIs in batches.""" - def __init__(self, progress: tqdm) -> None: + def __init__(self, progress: tqdm, tmp_dir: Path) -> None: super().__init__() - self.pois: list[dict] = [] - self._poi_count = 0 + self._batch: list[dict] = [] + self._tmp_dir = tmp_dir + self._batch_num = 0 + self.poi_count = 0 self._progress = progress def _in_uk(self, lat: float, lon: float) -> bool: @@ -61,12 +61,8 @@ class POIHandler(osmium.SimpleHandler): ) def _match_tags(self, tags: osmium.osm.TagList) -> str | None: - for key in TAG_KEYS_TO_CHECK: - if key in tags: - value = tags[key] - if value in TAG_KEYS_TO_CHECK[key]: - return OSM_TAG_MAPPING[(key, value)] - return None + parts = [tags[key] for key in POI_TAG_KEYS if key in tags] + return " / ".join(parts) if parts else None def _get_name(self, tags: osmium.osm.TagList) -> str: return tags.get("name:en", tags.get("name", "")) @@ -74,10 +70,19 @@ class POIHandler(osmium.SimpleHandler): def _tags_to_json(self, tags: osmium.osm.TagList) -> str: return json.dumps({tag.k: tag.v for tag in tags}) + def _flush_batch(self) -> None: + if not self._batch: + return + df = pl.DataFrame(self._batch) + out = self._tmp_dir / f"batch_{self._batch_num:05d}.parquet" + df.write_parquet(out) + self._batch_num += 1 + self._batch.clear() + def _add_poi( self, osm_id: str, tags: osmium.osm.TagList, category: str, lat: float, lng: float ) -> None: - self.pois.append( + self._batch.append( { "id": osm_id, "name": self._get_name(tags), @@ -87,8 +92,10 @@ class POIHandler(osmium.SimpleHandler): "osm_tags": self._tags_to_json(tags), } ) - self._poi_count += 1 - self._progress.set_postfix(pois=f"{self._poi_count:,}", refresh=False) + self.poi_count += 1 + self._progress.set_postfix(pois=f"{self.poi_count:,}", refresh=False) + if len(self._batch) >= BATCH_SIZE: + self._flush_batch() def _tick(self) -> None: self._progress.update(1) @@ -139,42 +146,52 @@ def main() -> None: print( f"UK bbox: ({UK_BBOX_WEST}, {UK_BBOX_SOUTH}, {UK_BBOX_EAST}, {UK_BBOX_NORTH})" ) - print(f"Categories: {len(OSM_TAG_MAPPING)}") + print(f"Tag keys: {POI_TAG_KEYS}") print() - with tqdm( - total=ESTIMATED_ELEMENTS, - unit=" elements", - unit_scale=True, - desc="Streaming", - smoothing=0.05, - mininterval=1.0, - ) as progress: - handler = POIHandler(progress) - handler.apply_file(str(GB_PBF_FILE), locations=True) - - print(f"Extracted {len(handler.pois):,} POIs") - - if not handler.pois: - print("No POIs found.") + if OUTPUT_FILE.exists(): + print("POIs are up-to-date") return - df = pl.DataFrame(handler.pois) + tmp_dir = Path(mkdtemp(prefix="pois_")) + try: + with tqdm( + unit=" elements", + unit_scale=True, + desc="Streaming", + smoothing=0.05, + mininterval=1.0, + ) as progress: + handler = POIHandler(progress, tmp_dir) + handler.apply_file(str(GB_PBF_FILE), locations=True) + handler._flush_batch() # write any remaining POIs - OUTPUT_FILE.parent.mkdir(parents=True, exist_ok=True) - df.write_parquet(OUTPUT_FILE) - print(f"Saved to {OUTPUT_FILE}") + print(f"Extracted {handler.poi_count:,} POIs") - print("\n=== Summary ===") - print(f"Total POIs: {len(df):,}") - print("\nPOIs by category:") - category_counts = ( - df.group_by("category") - .agg(pl.len().alias("count")) - .sort("count", descending=True) - ) - for row in category_counts.iter_rows(named=True): - print(f" {row['category']}: {row['count']:,}") + batch_files = sorted(tmp_dir.glob("batch_*.parquet")) + if not batch_files: + print("No POIs found.") + return + + df = pl.concat([pl.scan_parquet(f) for f in batch_files]) + + OUTPUT_FILE.parent.mkdir(parents=True, exist_ok=True) + df.sink_parquet(OUTPUT_FILE) + print(f"Saved to {OUTPUT_FILE}") + + print("\n=== Summary ===") + print(f"Total POIs: {handler.poi_count:,}") + print("\nPOIs by category:") + category_counts = ( + df.group_by("category") + .agg(pl.len().alias("count")) + .sort("count", descending=True) + .collect() + ) + for row in category_counts.iter_rows(named=True): + print(f" {row['category']}: {row['count']:,}") + finally: + shutil.rmtree(tmp_dir, ignore_errors=True) if __name__ == "__main__": diff --git a/pipeline/download/pois/config.py b/pipeline/download/pois/config.py new file mode 100644 index 0000000..2a063c6 --- /dev/null +++ b/pipeline/download/pois/config.py @@ -0,0 +1,34 @@ +from pathlib import Path + +DATA_DIR = Path("./data_sources") +GB_PBF_FILE = DATA_DIR / "great-britain-latest.osm.pbf" +OUTPUT_FILE = DATA_DIR / "uk_pois.parquet" + +GEOFABRIK_GB_URL = ( + "https://download.geofabrik.de/europe/great-britain-latest.osm.pbf" +) + +# UK bounding box (west, south, east, north) — used for way centroid filtering +UK_BBOX_WEST = -7.57 +UK_BBOX_SOUTH = 49.96 +UK_BBOX_EAST = 1.68 +UK_BBOX_NORTH = 58.64 + +# OSM tag keys that indicate a POI. Any element with one of these keys is kept, +# regardless of the specific value. When multiple keys match, their values are +# concatenated with " / ". +POI_TAG_KEYS: list[str] = [ + "amenity", + "shop", + "leisure", + "tourism", + "railway", + "aeroway", + "highway", + "public_transport", + "station", + "building", + "military", + "emergency", + "healthcare", +] diff --git a/pipeline/pois/config.py b/pipeline/pois/config.py deleted file mode 100644 index 14fb439..0000000 --- a/pipeline/pois/config.py +++ /dev/null @@ -1,147 +0,0 @@ -"""Configuration for POI extraction from OpenStreetMap.""" - -from pathlib import Path - -# File paths -DATA_DIR = Path(__file__).parent.parent.parent / "data_sources" -GB_PBF_FILE = DATA_DIR / "great-britain-latest.osm.pbf" -OUTPUT_FILE = DATA_DIR / "uk_pois.parquet" - -# Geofabrik download URL for Great Britain (~1.1GB PBF, much faster than planet XML) -GEOFABRIK_GB_URL = ( - "https://download.geofabrik.de/europe/great-britain-latest.osm.pbf" -) - -# UK bounding box (west, south, east, north) — used for way centroid filtering -UK_BBOX_WEST = -7.57 -UK_BBOX_SOUTH = 49.96 -UK_BBOX_EAST = 1.68 -UK_BBOX_NORTH = 58.64 - -# OSM tag mapping to categories -# Maps (tag_key, tag_value) -> category name -OSM_TAG_MAPPING: dict[tuple[str, str], str] = { - # Education - ("amenity", "school"): "school", - ("amenity", "kindergarten"): "preschool", - ("amenity", "college"): "college_university", - ("amenity", "university"): "college_university", - ("amenity", "library"): "library", - ("amenity", "language_school"): "school", - ("amenity", "music_school"): "school", - ("amenity", "driving_school"): "school", - # Healthcare - ("amenity", "hospital"): "hospital", - ("amenity", "clinic"): "public_health_clinic", - ("amenity", "doctors"): "doctor", - ("amenity", "dentist"): "dentist", - ("amenity", "pharmacy"): "pharmacy", - ("amenity", "veterinary"): "veterinary", - ("amenity", "nursing_home"): "nursing_home", - ("amenity", "social_facility"): "social_facility", - # Transport - ("railway", "station"): "train_station", - ("railway", "halt"): "train_station", - ("railway", "tram_stop"): "tram_stop", - ("amenity", "bus_station"): "bus_station", - ("amenity", "ferry_terminal"): "ferry_terminal", - ("public_transport", "station"): "train_station", - ("public_transport", "stop_position"): "bus_stop", - ("station", "subway"): "metro_station", - ("station", "light_rail"): "light_rail_station", - ("aeroway", "aerodrome"): "airport", - ("highway", "bus_stop"): "bus_stop", - # Parks & Leisure - ("leisure", "park"): "park", - ("leisure", "nature_reserve"): "nature_reserve", - ("leisure", "dog_park"): "dog_park", - ("leisure", "playground"): "playground", - ("leisure", "sports_centre"): "sports_centre", - ("leisure", "swimming_pool"): "swimming_pool", - ("leisure", "fitness_centre"): "gym", - ("leisure", "golf_course"): "golf_course", - ("leisure", "garden"): "garden", - ("leisure", "marina"): "marina", - ("boundary", "national_park"): "national_park", - # Emergency - ("amenity", "police"): "police_department", - ("amenity", "fire_station"): "fire_department", - # Shopping - ("shop", "supermarket"): "supermarket", - ("shop", "convenience"): "convenience_store", - ("shop", "grocery"): "grocery_store", - ("shop", "bakery"): "bakery", - ("shop", "butcher"): "butcher", - ("shop", "greengrocer"): "greengrocer", - ("shop", "deli"): "deli", - ("shop", "department_store"): "department_store", - ("shop", "clothes"): "clothing_store", - ("shop", "shoes"): "shoe_store", - ("shop", "electronics"): "electronics_store", - ("shop", "hardware"): "hardware_store", - ("shop", "furniture"): "furniture_store", - ("shop", "car"): "car_dealer", - ("shop", "car_repair"): "car_repair", - ("shop", "hairdresser"): "hairdresser", - ("shop", "beauty"): "beauty_salon", - ("shop", "optician"): "optician", - ("shop", "newsagent"): "newsagent", - ("shop", "books"): "bookshop", - ("shop", "charity"): "charity_shop", - ("shop", "alcohol"): "off_licence", - ("shop", "laundry"): "laundry", - ("shop", "dry_cleaning"): "dry_cleaning", - ("shop", "mall"): "shopping_centre", - # Food & Drink - ("amenity", "restaurant"): "restaurant", - ("amenity", "cafe"): "cafe", - ("amenity", "pub"): "pub", - ("amenity", "bar"): "bar", - ("amenity", "fast_food"): "fast_food", - ("amenity", "food_court"): "food_court", - ("amenity", "ice_cream"): "ice_cream", - ("amenity", "biergarten"): "beer_garden", - # Finance - ("amenity", "bank"): "bank", - ("amenity", "atm"): "atm", - ("amenity", "bureau_de_change"): "bureau_de_change", - # Entertainment & Culture - ("amenity", "cinema"): "cinema", - ("amenity", "theatre"): "theatre", - ("amenity", "nightclub"): "nightclub", - ("amenity", "community_centre"): "community_centre", - ("amenity", "arts_centre"): "arts_centre", - ("tourism", "museum"): "museum", - ("tourism", "gallery"): "gallery", - ("tourism", "attraction"): "attraction", - ("tourism", "zoo"): "zoo", - ("tourism", "theme_park"): "theme_park", - ("tourism", "viewpoint"): "viewpoint", - # Accommodation - ("tourism", "hotel"): "hotel", - ("tourism", "hostel"): "hostel", - ("tourism", "guest_house"): "guest_house", - ("tourism", "camp_site"): "campsite", - ("tourism", "caravan_site"): "caravan_site", - # Religion - ("amenity", "place_of_worship"): "place_of_worship", - # Government & Public - ("amenity", "townhall"): "town_hall", - ("amenity", "courthouse"): "courthouse", - ("amenity", "post_office"): "post_office", - ("amenity", "prison"): "prison", - ("amenity", "recycling"): "recycling", - ("amenity", "waste_disposal"): "waste_disposal", - ("amenity", "toilets"): "public_toilets", - # Fuel - ("amenity", "fuel"): "petrol_station", - ("amenity", "charging_station"): "ev_charging", - # Parking - ("amenity", "parking"): "parking", - ("amenity", "bicycle_parking"): "bicycle_parking", -} - -# Build reverse lookup: tag_key -> set of tag_values we care about -TAG_KEYS_TO_CHECK: dict[str, set[str]] = {} -for (key, value), _ in OSM_TAG_MAPPING.items(): - TAG_KEYS_TO_CHECK.setdefault(key, set()).add(value) diff --git a/uv.lock b/uv.lock index 9a0b00d..c661144 100644 --- a/uv.lock +++ b/uv.lock @@ -627,6 +627,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea", size = 71008, upload-time = "2025-10-12T14:55:18.883Z" }, ] +[[package]] +name = "iniconfig" +version = "2.3.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/72/34/14ca021ce8e5dfedc35312d08ba8bf51fdd999c576889fc2c24cb97f4f10/iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730", size = 20503, upload-time = "2025-10-18T21:55:43.219Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12", size = 7484, upload-time = "2025-10-18T21:55:41.639Z" }, +] + [[package]] name = "ipykernel" version = "7.1.0" @@ -1045,6 +1054,47 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/82/3d/14ce75ef66813643812f3093ab17e46d3a206942ce7376d31ec2d36229e7/lark-1.3.1-py3-none-any.whl", hash = "sha256:c629b661023a014c37da873b4ff58a817398d12635d3bbb2c5a03be7fe5d1e12", size = 113151, upload-time = "2025-10-27T18:25:54.882Z" }, ] +[[package]] +name = "levenshtein" +version = "0.27.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "rapidfuzz", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/82/56/dcf68853b062e3b94bdc3d011cc4198779abc5b9dc134146a062920ce2e2/levenshtein-0.27.3.tar.gz", hash = "sha256:1ac326b2c84215795163d8a5af471188918b8797b4953ec87aaba22c9c1f9fc0", size = 393269, upload-time = "2025-11-01T12:14:31.04Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/eb/c4/f083fabbd61c449752df1746533538f4a8629e8811931b52f66e6c4290ad/levenshtein-0.27.3-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fc975465a51b1c5889eadee1a583b81fba46372b4b22df28973e49e8ddb8f54a", size = 133120, upload-time = "2025-11-01T12:13:12.363Z" }, + { url = "https://files.pythonhosted.org/packages/4e/e5/b6421e04cb0629615b8efd6d4d167dd2b1afb5097b87bb83cd992004dcca/levenshtein-0.27.3-cp312-cp312-manylinux_2_24_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:57573ed885118554770979fdee584071b66103f6d50beddeabb54607a1213d81", size = 114988, upload-time = "2025-11-01T12:13:13.486Z" }, + { url = "https://files.pythonhosted.org/packages/e5/77/39ee0e8d3028e90178e1031530ccc98563f8f2f0d905ec784669dcf0fa90/levenshtein-0.27.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:23aff800a6dd5d91bb3754a6092085aa7ad46b28e497682c155c74f681cfaa2d", size = 153346, upload-time = "2025-11-01T12:13:14.744Z" }, + { url = "https://files.pythonhosted.org/packages/3c/0d/c0f367bbd260dbd7a4e134fd21f459e0f5eac43deac507952b46a1d8a93a/levenshtein-0.27.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c08a952432b8ad9dccb145f812176db94c52cda732311ddc08d29fd3bf185b0a", size = 1114538, upload-time = "2025-11-01T12:13:15.851Z" }, + { url = "https://files.pythonhosted.org/packages/d8/ef/ae71433f7b4db0bd2af7974785e36cdec899919203fb82e647c5a6109c07/levenshtein-0.27.3-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:3bfcb2d78ab9cc06a1e75da8fcfb7a430fe513d66cfe54c07e50f32805e5e6db", size = 1009734, upload-time = "2025-11-01T12:13:17.212Z" }, + { url = "https://files.pythonhosted.org/packages/27/dc/62c28b812dcb0953fc32ab7adf3d0e814e43c8560bb28d9269a44d874adf/levenshtein-0.27.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ba7235f6dcb31a217247468295e2dd4c6c1d3ac81629dc5d355d93e1a5f4c185", size = 1185581, upload-time = "2025-11-01T12:13:18.661Z" }, + { url = "https://files.pythonhosted.org/packages/5e/87/85433cb1e51c45016f061d96fea3106b6969f700e2cbb56c15de82d0deeb/levenshtein-0.27.3-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d18659832567ee387b266be390da0de356a3aa6cf0e8bc009b6042d8188e131f", size = 132881, upload-time = "2025-11-01T12:13:26.822Z" }, + { url = "https://files.pythonhosted.org/packages/40/1c/3ce66c9a7da169a43dd89146d69df9dec935e6f86c70c6404f48d1291d2c/levenshtein-0.27.3-cp313-cp313-manylinux_2_24_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:027b3d142cc8ea2ab4e60444d7175f65a94dde22a54382b2f7b47cc24936eb53", size = 114650, upload-time = "2025-11-01T12:13:28.382Z" }, + { url = "https://files.pythonhosted.org/packages/73/60/7138e98884ca105c76ef192f5b43165d6eac6f32b432853ebe9f09ee50c9/levenshtein-0.27.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ffdca6989368cc64f347f0423c528520f12775b812e170a0eb0c10e4c9b0f3ff", size = 153127, upload-time = "2025-11-01T12:13:29.781Z" }, + { url = "https://files.pythonhosted.org/packages/df/8f/664ac8b83026d7d1382866b68babae17e92b7b6ff8dc3c6205c0066b8ce1/levenshtein-0.27.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:fa00ab389386032b02a1c9050ec3c6aa824d2bbcc692548fdc44a46b71c058c6", size = 1114602, upload-time = "2025-11-01T12:13:31.651Z" }, + { url = "https://files.pythonhosted.org/packages/2c/c8/8905d96cf2d7ed6af7eb39a8be0925ef335729473c1e9d1f56230ecaffc5/levenshtein-0.27.3-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:691c9003c6c481b899a5c2f72e8ce05a6d956a9668dc75f2a3ce9f4381a76dc6", size = 1008036, upload-time = "2025-11-01T12:13:33.006Z" }, + { url = "https://files.pythonhosted.org/packages/c7/57/01c37608121380a6357a297625562adad1c1fc8058d4f62279b735108927/levenshtein-0.27.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:12f7fc8bf0c24492fe97905348e020b55b9fc6dbaab7cd452566d1a466cb5e15", size = 1185338, upload-time = "2025-11-01T12:13:34.452Z" }, + { url = "https://files.pythonhosted.org/packages/fc/96/123c3316ae2f72c73be4fba9756924af015da4c0e5b12804f5753c0ee511/levenshtein-0.27.3-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a5fea1a9c6b9cc8729e467e2174b4359ff6bac27356bb5f31898e596b4ce133a", size = 136655, upload-time = "2025-11-01T12:13:41.262Z" }, + { url = "https://files.pythonhosted.org/packages/45/72/a3180d437736b1b9eacc3100be655a756deafb91de47c762d40eb45a9d91/levenshtein-0.27.3-cp313-cp313t-manylinux_2_24_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:3a61aa825819b6356555091d8a575d1235bd9c3753a68316a261af4856c3b487", size = 117511, upload-time = "2025-11-01T12:13:42.647Z" }, + { url = "https://files.pythonhosted.org/packages/61/f9/ba7c546a4b99347938e6661104064ab6a3651c601d59f241ffdc37510ecc/levenshtein-0.27.3-cp313-cp313t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a51de7a514e8183f0a82f2947d01b014d2391426543b1c076bf5a26328cec4e4", size = 155656, upload-time = "2025-11-01T12:13:44.208Z" }, + { url = "https://files.pythonhosted.org/packages/42/cd/5edd6e1e02c3e47c8121761756dd0f85f816b636f25509118b687e6b0f96/levenshtein-0.27.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:53cbf726d6e92040c9be7e594d959d496bd62597ea48eba9d96105898acbeafe", size = 1116689, upload-time = "2025-11-01T12:13:45.485Z" }, + { url = "https://files.pythonhosted.org/packages/95/67/25ca0119e0c6ec17226c72638f48ef8887124597ac48ad5da111c0b3a825/levenshtein-0.27.3-cp313-cp313t-musllinux_1_2_armv7l.whl", hash = "sha256:191b358afead8561c4fcfed22f83c13bb6c8da5f5789e277f0c5aa1c45ca612f", size = 1003166, upload-time = "2025-11-01T12:13:47.126Z" }, + { url = "https://files.pythonhosted.org/packages/45/64/ab216f3fb3cef1ee7e222665537f9340d828ef84c99409ba31f2ef2a3947/levenshtein-0.27.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:ba1318d0635b834b8f0397014a7c43f007e65fce396a47614780c881bdff828b", size = 1189362, upload-time = "2025-11-01T12:13:48.627Z" }, + { url = "https://files.pythonhosted.org/packages/51/7b/de1999f4cf1cfebc3fbbf03a6d58498952d6560d9798af4b0a566e6b6f30/levenshtein-0.27.3-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c6cf5ecf9026bf24cf66ad019c6583f50058fae3e1b3c20e8812455b55d597f1", size = 133167, upload-time = "2025-11-01T12:13:56.426Z" }, + { url = "https://files.pythonhosted.org/packages/c7/da/aaa7f3a0a8ae8744b284043653652db3d7d93595517f9ed8158c03287692/levenshtein-0.27.3-cp314-cp314-manylinux_2_24_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:9285084bd2fc19adb47dab54ed4a71f57f78fe0d754e4a01e3c75409a25aed24", size = 114530, upload-time = "2025-11-01T12:13:57.883Z" }, + { url = "https://files.pythonhosted.org/packages/29/ce/ed422816fb30ffa3bc11597b30d5deca06b4a1388707a04215da73c65b53/levenshtein-0.27.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ce3bbbe92172a08b599d79956182c6b7ab6ec8d4adbe7237417a363b968ad87b", size = 153325, upload-time = "2025-11-01T12:13:59.318Z" }, + { url = "https://files.pythonhosted.org/packages/d9/5a/a225477a0bda154f19f1c07a5e35500d631ae25dfd620b479027d79f0d4c/levenshtein-0.27.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:9dac48fab9d166ca90e12fb6cf6c7c8eb9c41aacf7136584411e20f7f136f745", size = 1114956, upload-time = "2025-11-01T12:14:00.543Z" }, + { url = "https://files.pythonhosted.org/packages/ca/c4/a1be1040f3cce516a5e2be68453fd0c32ac63b2e9d31f476723fd8002c09/levenshtein-0.27.3-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:d37a83722dc5326c93d17078e926c4732dc4f3488dc017c6839e34cd16af92b7", size = 1007610, upload-time = "2025-11-01T12:14:02.036Z" }, + { url = "https://files.pythonhosted.org/packages/86/d7/6f50e8a307e0c2befd819b481eb3a4c2eacab3dd8101982423003fac8ea3/levenshtein-0.27.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:3466cb8294ce586e49dd467560a153ab8d296015c538223f149f9aefd3d9f955", size = 1185379, upload-time = "2025-11-01T12:14:03.385Z" }, + { url = "https://files.pythonhosted.org/packages/ae/50/24bdf37813fc30f293e53b46022b091144f4737a6a66663d2235b311bb98/levenshtein-0.27.3-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2c8fcb498287e971d84260f67808ff1a06b3f6212d80fea75cf5155db80606ff", size = 136650, upload-time = "2025-11-01T12:14:11.579Z" }, + { url = "https://files.pythonhosted.org/packages/d0/a9/0399c7a190b277cdea3acc801129d9d30da57c3fa79519e7b8c3f080d86c/levenshtein-0.27.3-cp314-cp314t-manylinux_2_24_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:f067092c67464faab13e00a5c1a80da93baca8955d4d49579861400762e35591", size = 117515, upload-time = "2025-11-01T12:14:12.877Z" }, + { url = "https://files.pythonhosted.org/packages/bf/a4/1c27533e97578b385a4b8079abe8d1ce2e514717c761efbe4bf7bbd0ac2e/levenshtein-0.27.3-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:92415f32c68491203f2855d05eef3277d376182d014cf0859c013c89f277fbbf", size = 155711, upload-time = "2025-11-01T12:14:13.985Z" }, + { url = "https://files.pythonhosted.org/packages/50/35/bbc26638394a72b1e31a685ec251c995ee66a630c7e5c86f98770928b632/levenshtein-0.27.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ef61eeaf1e0a42d7d947978d981fe4b9426b98b3dd8c1582c535f10dee044c3f", size = 1116692, upload-time = "2025-11-01T12:14:15.359Z" }, + { url = "https://files.pythonhosted.org/packages/cd/83/32fcf28b388f8dc6c36b54552b9bae289dab07d43df104893158c834cbcc/levenshtein-0.27.3-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:103bb2e9049d1aa0d1216dd09c1c9106ecfe7541bbdc1a0490b9357d42eec8f2", size = 1003167, upload-time = "2025-11-01T12:14:17.469Z" }, + { url = "https://files.pythonhosted.org/packages/d1/79/1fbf2877ec4b819f373a32ebe3c48a61ee810693593a6015108b0be97b78/levenshtein-0.27.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:6a64ddd1986b2a4c468b09544382287315c53585eb067f6e200c337741e057ee", size = 1189417, upload-time = "2025-11-01T12:14:19.081Z" }, +] + [[package]] name = "markdown-it-py" version = "4.0.0" @@ -1461,6 +1511,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/8a/67/f95b5460f127840310d2187f916cf0023b5875c0717fdf893f71e1325e87/plotly-6.5.2-py3-none-any.whl", hash = "sha256:91757653bd9c550eeea2fa2404dba6b85d1e366d54804c340b2c874e5a7eb4a4", size = 9895973, upload-time = "2026-01-14T21:26:47.135Z" }, ] +[[package]] +name = "pluggy" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" }, +] + [[package]] name = "polars" version = "1.37.1" @@ -1528,12 +1587,15 @@ dependencies = [ { name = "polars", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, { name = "pyarrow", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, { name = "python-dateutil", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, + { name = "python-levenshtein", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, + { name = "thefuzz", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, { name = "tqdm", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, { name = "uvicorn", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, ] [package.dev-dependencies] dev = [ + { name = "pytest", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, { name = "ruff", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, ] @@ -1556,12 +1618,17 @@ requires-dist = [ { name = "polars", specifier = ">=1.37.1" }, { name = "pyarrow", specifier = ">=15.0.0" }, { name = "python-dateutil", specifier = ">=2.8.0" }, + { name = "python-levenshtein", specifier = ">=0.27.3" }, + { name = "thefuzz", specifier = ">=0.22.1" }, { name = "tqdm", specifier = ">=4.67.1" }, { name = "uvicorn", specifier = ">=0.34.0" }, ] [package.metadata.requires-dev] -dev = [{ name = "ruff", specifier = ">=0.8.0" }] +dev = [ + { name = "pytest", specifier = ">=9.0.2" }, + { name = "ruff", specifier = ">=0.8.0" }, +] [[package]] name = "psutil" @@ -1748,6 +1815,21 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" }, ] +[[package]] +name = "pytest" +version = "9.0.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "iniconfig", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, + { name = "packaging", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, + { name = "pluggy", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, + { name = "pygments", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/d1/db/7ef3487e0fb0049ddb5ce41d3a49c235bf9ad299b6a25d5780a89f19230f/pytest-9.0.2.tar.gz", hash = "sha256:75186651a92bd89611d1d9fc20f0b4345fd827c41ccd5c299a868a05d70edf11", size = 1568901, upload-time = "2025-12-06T21:30:51.014Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3b/ab/b3226f0bd7cdcf710fbede2b3548584366da3b19b5021e74f5bde2a8fa3f/pytest-9.0.2-py3-none-any.whl", hash = "sha256:711ffd45bf766d5264d487b917733b453d917afd2b0ad65223959f59089f875b", size = 374801, upload-time = "2025-12-06T21:30:49.154Z" }, +] + [[package]] name = "python-dateutil" version = "2.9.0.post0" @@ -1778,6 +1860,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl", hash = "sha256:af09c9daf6a813aa4cc7180395f50f2a9e5fa056034c9953aec92e381c5ba1e2", size = 15548, upload-time = "2025-10-06T04:15:17.553Z" }, ] +[[package]] +name = "python-levenshtein" +version = "0.27.3" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "levenshtein", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/f6/b4/36eda4188dd19d3cb53d8a8749d7520bd23dfe1c1f44e56ea9dcd0232274/python_levenshtein-0.27.3.tar.gz", hash = "sha256:27dc2d65aeb62a7d6852388f197073296370779286c0860b087357f3b8129a62", size = 12446, upload-time = "2025-11-01T12:54:59.712Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7b/5b/26e3cca2589252ceabf964ba81514e6f48556553c9c2766e1a0fdceec696/python_levenshtein-0.27.3-py3-none-any.whl", hash = "sha256:5d6168a8e8befb25abf04d2952368a446722be10e8ced218d0dc4fd3703a43a1", size = 9504, upload-time = "2025-11-01T12:54:58.933Z" }, +] + [[package]] name = "python-multipart" version = "0.0.22" @@ -1844,6 +1938,44 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/0d/01/add31fe76512642fd6e40e3a3bd21f4b47e242c8ba33efb6809e37076d9b/pyzmq-27.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:cedc4c68178e59a4046f97eca31b148ddcf51e88677de1ef4e78cf06c5376c9a", size = 1885316, upload-time = "2025-09-08T23:08:55.702Z" }, ] +[[package]] +name = "rapidfuzz" +version = "3.14.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d3/28/9d808fe62375b9aab5ba92fa9b29371297b067c2790b2d7cda648b1e2f8d/rapidfuzz-3.14.3.tar.gz", hash = "sha256:2491937177868bc4b1e469087601d53f925e8d270ccc21e07404b4b5814b7b5f", size = 57863900, upload-time = "2025-11-01T11:54:52.321Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a9/67/2ee6f8de6e2081ccd560a571d9c9063184fe467f484a17fa90311a7f4a2e/rapidfuzz-3.14.3-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:57f878330c8d361b2ce76cebb8e3e1dc827293b6abf404e67d53260d27b5d941", size = 1374580, upload-time = "2025-11-01T11:53:10.164Z" }, + { url = "https://files.pythonhosted.org/packages/30/83/80d22997acd928eda7deadc19ccd15883904622396d6571e935993e0453a/rapidfuzz-3.14.3-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6c5f545f454871e6af05753a0172849c82feaf0f521c5ca62ba09e1b382d6382", size = 3154947, upload-time = "2025-11-01T11:53:12.093Z" }, + { url = "https://files.pythonhosted.org/packages/5b/cf/9f49831085a16384695f9fb096b99662f589e30b89b4a589a1ebc1a19d34/rapidfuzz-3.14.3-cp312-cp312-manylinux_2_31_armv7l.whl", hash = "sha256:07aa0b5d8863e3151e05026a28e0d924accf0a7a3b605da978f0359bb804df43", size = 1223872, upload-time = "2025-11-01T11:53:13.664Z" }, + { url = "https://files.pythonhosted.org/packages/c8/0f/41ee8034e744b871c2e071ef0d360686f5ccfe5659f4fd96c3ec406b3c8b/rapidfuzz-3.14.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:73b07566bc7e010e7b5bd490fb04bb312e820970180df6b5655e9e6224c137db", size = 2392512, upload-time = "2025-11-01T11:53:15.109Z" }, + { url = "https://files.pythonhosted.org/packages/da/86/280038b6b0c2ccec54fb957c732ad6b41cc1fd03b288d76545b9cf98343f/rapidfuzz-3.14.3-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:6de00eb84c71476af7d3110cf25d8fe7c792d7f5fa86764ef0b4ca97e78ca3ed", size = 2521398, upload-time = "2025-11-01T11:53:17.146Z" }, + { url = "https://files.pythonhosted.org/packages/fa/7b/05c26f939607dca0006505e3216248ae2de631e39ef94dd63dbbf0860021/rapidfuzz-3.14.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:d7843a1abf0091773a530636fdd2a49a41bcae22f9910b86b4f903e76ddc82dc", size = 4259416, upload-time = "2025-11-01T11:53:19.34Z" }, + { url = "https://files.pythonhosted.org/packages/26/34/71c4f7749c12ee223dba90017a5947e8f03731a7cc9f489b662a8e9e643d/rapidfuzz-3.14.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cc65e72790ddfd310c2c8912b45106e3800fefe160b0c2ef4d6b6fec4e826457", size = 1373571, upload-time = "2025-11-01T11:53:29.096Z" }, + { url = "https://files.pythonhosted.org/packages/32/00/ec8597a64f2be301ce1ee3290d067f49f6a7afb226b67d5f15b56d772ba5/rapidfuzz-3.14.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:43e38c1305cffae8472572a0584d4ffc2f130865586a81038ca3965301f7c97c", size = 3156759, upload-time = "2025-11-01T11:53:30.777Z" }, + { url = "https://files.pythonhosted.org/packages/61/d5/b41eeb4930501cc899d5a9a7b5c9a33d85a670200d7e81658626dcc0ecc0/rapidfuzz-3.14.3-cp313-cp313-manylinux_2_31_armv7l.whl", hash = "sha256:e195a77d06c03c98b3fc06b8a28576ba824392ce40de8c708f96ce04849a052e", size = 1222067, upload-time = "2025-11-01T11:53:32.334Z" }, + { url = "https://files.pythonhosted.org/packages/2a/7d/6d9abb4ffd1027c6ed837b425834f3bed8344472eb3a503ab55b3407c721/rapidfuzz-3.14.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1b7ef2f4b8583a744338a18f12c69693c194fb6777c0e9ada98cd4d9e8f09d10", size = 2394775, upload-time = "2025-11-01T11:53:34.24Z" }, + { url = "https://files.pythonhosted.org/packages/15/ce/4f3ab4c401c5a55364da1ffff8cc879fc97b4e5f4fa96033827da491a973/rapidfuzz-3.14.3-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:a2135b138bcdcb4c3742d417f215ac2d8c2b87bde15b0feede231ae95f09ec41", size = 2526123, upload-time = "2025-11-01T11:53:35.779Z" }, + { url = "https://files.pythonhosted.org/packages/c1/4b/54f804975376a328f57293bd817c12c9036171d15cf7292032e3f5820b2d/rapidfuzz-3.14.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:33a325ed0e8e1aa20c3e75f8ab057a7b248fdea7843c2a19ade0008906c14af0", size = 4262874, upload-time = "2025-11-01T11:53:37.866Z" }, + { url = "https://files.pythonhosted.org/packages/ba/1a/34c977b860cde91082eae4a97ae503f43e0d84d4af301d857679b66f9869/rapidfuzz-3.14.3-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5cfc3d57abd83c734d1714ec39c88a34dd69c85474918ebc21296f1e61eb5ca8", size = 1382337, upload-time = "2025-11-01T11:53:47.62Z" }, + { url = "https://files.pythonhosted.org/packages/88/74/f50ea0e24a5880a9159e8fd256b84d8f4634c2f6b4f98028bdd31891d907/rapidfuzz-3.14.3-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89acb8cbb52904f763e5ac238083b9fc193bed8d1f03c80568b20e4cef43a519", size = 3165563, upload-time = "2025-11-01T11:53:49.216Z" }, + { url = "https://files.pythonhosted.org/packages/e8/7a/e744359404d7737049c26099423fc54bcbf303de5d870d07d2fb1410f567/rapidfuzz-3.14.3-cp313-cp313t-manylinux_2_31_armv7l.whl", hash = "sha256:7d9af908c2f371bfb9c985bd134e295038e3031e666e4b2ade1e7cb7f5af2f1a", size = 1214727, upload-time = "2025-11-01T11:53:50.883Z" }, + { url = "https://files.pythonhosted.org/packages/d3/2e/87adfe14ce75768ec6c2b8acd0e05e85e84be4be5e3d283cdae360afc4fe/rapidfuzz-3.14.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:1f1925619627f8798f8c3a391d81071336942e5fe8467bc3c567f982e7ce2897", size = 2403349, upload-time = "2025-11-01T11:53:52.322Z" }, + { url = "https://files.pythonhosted.org/packages/70/17/6c0b2b2bff9c8b12e12624c07aa22e922b0c72a490f180fa9183d1ef2c75/rapidfuzz-3.14.3-cp313-cp313t-musllinux_1_2_armv7l.whl", hash = "sha256:152555187360978119e98ce3e8263d70dd0c40c7541193fc302e9b7125cf8f58", size = 2507596, upload-time = "2025-11-01T11:53:53.835Z" }, + { url = "https://files.pythonhosted.org/packages/c3/d1/87852a7cbe4da7b962174c749a47433881a63a817d04f3e385ea9babcd9e/rapidfuzz-3.14.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:52619d25a09546b8db078981ca88939d72caa6b8701edd8b22e16482a38e799f", size = 4273595, upload-time = "2025-11-01T11:53:55.961Z" }, + { url = "https://files.pythonhosted.org/packages/83/86/5d72e2c060aa1fbdc1f7362d938f6b237dff91f5b9fc5dd7cc297e112250/rapidfuzz-3.14.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2dc37bc20272f388b8c3a4eba4febc6e77e50a8f450c472def4751e7678f55e4", size = 1379126, upload-time = "2025-11-01T11:54:05.777Z" }, + { url = "https://files.pythonhosted.org/packages/c9/bc/ef2cee3e4d8b3fc22705ff519f0d487eecc756abdc7c25d53686689d6cf2/rapidfuzz-3.14.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:dee362e7e79bae940a5e2b3f6d09c6554db6a4e301cc68343886c08be99844f1", size = 3159304, upload-time = "2025-11-01T11:54:07.351Z" }, + { url = "https://files.pythonhosted.org/packages/a0/36/dc5f2f62bbc7bc90be1f75eeaf49ed9502094bb19290dfb4747317b17f12/rapidfuzz-3.14.3-cp314-cp314-manylinux_2_31_armv7l.whl", hash = "sha256:4b39921df948388a863f0e267edf2c36302983459b021ab928d4b801cbe6a421", size = 1218207, upload-time = "2025-11-01T11:54:09.641Z" }, + { url = "https://files.pythonhosted.org/packages/df/7e/8f4be75c1bc62f47edf2bbbe2370ee482fae655ebcc4718ac3827ead3904/rapidfuzz-3.14.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:beda6aa9bc44d1d81242e7b291b446be352d3451f8217fcb068fc2933927d53b", size = 2401245, upload-time = "2025-11-01T11:54:11.543Z" }, + { url = "https://files.pythonhosted.org/packages/05/38/f7c92759e1bb188dd05b80d11c630ba59b8d7856657baf454ff56059c2ab/rapidfuzz-3.14.3-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:6a014ba09657abfcfeed64b7d09407acb29af436d7fc075b23a298a7e4a6b41c", size = 2518308, upload-time = "2025-11-01T11:54:13.134Z" }, + { url = "https://files.pythonhosted.org/packages/c7/ac/85820f70fed5ecb5f1d9a55f1e1e2090ef62985ef41db289b5ac5ec56e28/rapidfuzz-3.14.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:32eeafa3abce138bb725550c0e228fc7eaeec7059aa8093d9cbbec2b58c2371a", size = 4265011, upload-time = "2025-11-01T11:54:15.087Z" }, + { url = "https://files.pythonhosted.org/packages/a4/72/3fbf12819fc6afc8ec75a45204013b40979d068971e535a7f3512b05e765/rapidfuzz-3.14.3-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1b86daa7419b5e8b180690efd1fdbac43ff19230803282521c5b5a9c83977655", size = 1382810, upload-time = "2025-11-01T11:54:25.571Z" }, + { url = "https://files.pythonhosted.org/packages/0f/18/0f1991d59bb7eee28922a00f79d83eafa8c7bfb4e8edebf4af2a160e7196/rapidfuzz-3.14.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c7bd1816db05d6c5ffb3a4df0a2b7b56fb8c81ef584d08e37058afa217da91b1", size = 3166349, upload-time = "2025-11-01T11:54:27.195Z" }, + { url = "https://files.pythonhosted.org/packages/0d/f0/baa958b1989c8f88c78bbb329e969440cf330b5a01a982669986495bb980/rapidfuzz-3.14.3-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:33da4bbaf44e9755b0ce192597f3bde7372fe2e381ab305f41b707a95ac57aa7", size = 1214994, upload-time = "2025-11-01T11:54:28.821Z" }, + { url = "https://files.pythonhosted.org/packages/e4/a0/cd12ec71f9b2519a3954febc5740291cceabc64c87bc6433afcb36259f3b/rapidfuzz-3.14.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:3fecce764cf5a991ee2195a844196da840aba72029b2612f95ac68a8b74946bf", size = 2403919, upload-time = "2025-11-01T11:54:30.393Z" }, + { url = "https://files.pythonhosted.org/packages/0b/ce/019bd2176c1644098eced4f0595cb4b3ef52e4941ac9a5854f209d0a6e16/rapidfuzz-3.14.3-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:ecd7453e02cf072258c3a6b8e930230d789d5d46cc849503729f9ce475d0e785", size = 2508346, upload-time = "2025-11-01T11:54:32.048Z" }, + { url = "https://files.pythonhosted.org/packages/23/f8/be16c68e2c9e6c4f23e8f4adbb7bccc9483200087ed28ff76c5312da9b14/rapidfuzz-3.14.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ea188aa00e9bcae8c8411f006a5f2f06c4607a02f24eab0d8dc58566aa911f35", size = 4274105, upload-time = "2025-11-01T11:54:33.701Z" }, +] + [[package]] name = "referencing" version = "0.37.0" @@ -2198,6 +2330,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0", size = 14154, upload-time = "2024-03-12T14:34:36.569Z" }, ] +[[package]] +name = "thefuzz" +version = "0.22.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "rapidfuzz", marker = "python_full_version < '3.14' and sys_platform == 'linux'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/81/4b/d3eb25831590d6d7d38c2f2e3561d3ba41d490dc89cd91d9e65e7c812508/thefuzz-0.22.1.tar.gz", hash = "sha256:7138039a7ecf540da323792d8592ef9902b1d79eb78c147d4f20664de79f3680", size = 19993, upload-time = "2024-01-19T19:18:23.135Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/82/4f/1695e70ceb3604f19eda9908e289c687ea81c4fecef4d90a9d1d0f2f7ae9/thefuzz-0.22.1-py3-none-any.whl", hash = "sha256:59729b33556850b90e1093c4cf9e618af6f2e4c985df193fdf3c5b5cf02ca481", size = 8245, upload-time = "2024-01-19T19:18:20.362Z" }, +] + [[package]] name = "tinycss2" version = "1.4.0"