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AnythingPOI - Canada POI Dataset v0.1

Authors: Williams, James;

AnythingPOI - Canada POI Dataset v0.1

Abstract

A unified, open point-of-interest (POI) dataset for Canada containing 5,565,256 POIs produced by the AnythingPOI pipeline, which fuses OpenStreetMap and Overture Maps Foundation data using H3-indexed spatial conflation, Jaro-Winkler name matching, and multi-signal confidence scoring. Source breakdown: OSM-only: 451,872 (8.1%) — from OpenStreetMap contributors (ODbL 1.0) Overture-only: 5,037,979 (90.5%) — from Overture Maps Foundation (CDLA-Permissive-2.0) Conflated (both sources matched): 75,405 (1.4%) Top categories: Professional & Business, Retail, Food & Beverage, Healthcare, Services. Full taxonomy: 18 Tier-1 categories, 196 Tier-2 subcategories. Contents: GeoParquet files (one per Tier-1 category), PMTiles v3 for interactive map visualisation, and coverage statistics CSVs. Each POI carries a confidence_score (0.01–0.99) reflecting the strength of the conflation evidence across spatial, name, website, phone, postcode, and Wikidata signals. Attribution: This dataset contains information from OpenStreetMap (© OpenStreetMap contributors, ODbL 1.0 — openstreetmap.org/copyright) and Overture Maps Foundation (CDLA-Permissive-2.0 — overturemaps.org). License: Open Database License (ODbL) 1.0. Any public use of this database or works produced from it must include the above attribution. Derivative databases must also be released under ODbL.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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