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Update README to cleaned 2026-07-10 state (dedup, geocoding, restricted_access, ratings)
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---
pretty_name: Miam Paris Original Data
language:
- fr
- en
tags:
- paris
- restaurants
- establishments
- geospatial
---
# Miam_Paris_Original_Data
Full collection of Paris food & drink establishments (restaurants, cafés, bars, bakeries, tea shops...), organized by operating status and data-access category. Mirrors the Miam team's cleaned local `Original Data` folder (state of 2026-07-10).
## Structure
```
open/
Public Access/ # publicly accessible venues (anyone can eat there)
Restricted Access/ # hotel-guest-only, corporate/staff, members-only, etc.
Uncertain Restriction/ # unclear public-access status
temporarily_closed/ # temporarily closed establishments
uncertain/ # uncertain operating status
```
Each establishment folder contains:
```
<Establishment_Name>/
exploration_data.json # name, address + coordinates, contact, hours, menu, ratings,
# restricted_access classification, verified_status...
photos/ # facade, interior, food, menu photos (jpg/png/webp)
menus/ documents/ # menu PDFs / documents when available
```
## Statistics (2026-07-10)
| Category | Venues |
|---|---:|
| open / Public Access | 8,769 |
| open / Restricted Access | 280 |
| open / Uncertain Restriction | 6 |
| temporarily_closed | 50 |
| uncertain | 59 |
| **Total** | **9,164** |
## Data fields of note
- `address.coordinates` — latitude/longitude, geocoded/validated against the IGN/BAN geocoder (~100% coverage outside `closed`; a handful of genuinely-suburban venues sit outside the Paris bounding box by design).
- `restricted_access``{status: no|yes|uncertain, confidence, reason_code (R1–R7), reason}`, classifying whether the general public can eat there. `no` → Public Access, `yes` → Restricted Access, `uncertain` → Uncertain Restriction.
- `ratings` — weighted/estimated rating computed from multi-source reviews (where available).
- `verified_status` — operating-status verification (open / closed / temporarily_closed / uncertain) with confidence.
## Cleaning notes
- **Deduplicated** on normalized `establishment_name` + `address.full_address`, then further by **canonical geocoded coordinate** (IGN/BAN): venues resolving to the same physical point with the same name (including word-order variants and asset-only crawl duplicates) were collapsed to one. Same-name establishments at genuinely different addresses (chain branches) are kept as separate folders. Distinct venues sharing one building (e.g. a hotel's restaurant + bar, a mall's outlets) are deliberately kept separate.
- Venues classified into the three `open/` access sub-categories by an LLM public-accessibility triage over the `restricted_access` fields.
- Private dataset for the Miam team.