docs: update CHANGELOG, CLAUDE.md, and comments for location_profiles

Update transform CLAUDE.md source integration map and conformed
dimensions table. Update CHANGELOG with unified model + tooltip
changes. Fix stale comments in dim_cities.sql and serving README.

Subtask 5/5: documentation.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

CHANGELOG.md

@@ -6,6 +6,11 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/).
 
 ## [Unreleased]
 
+### Changed
+- **Unified `location_profiles` serving model** — merged `city_market_profile` and `location_opportunity_profile` into a single `serving.location_profiles` table at `(country_code, geoname_id)` grain. Both Marktreife-Score (Market Score) and Marktpotenzial-Score (Opportunity Score) are now computed per location. City data enriched via LEFT JOIN `dim_cities` on `geoname_id`. Downstream models (`planner_defaults`, `pseo_city_costs_de`, `pseo_city_pricing`) updated to query `location_profiles` directly. `city_padel_venue_count` (exact from dim_cities) distinguished from `padel_venue_count` (spatial 5km from dim_locations).
+- **Both scores on all map tooltips** — country map shows avg Market Score + avg Opportunity Score; city map shows Market Score + Opportunity Score per city; opportunity map shows Opportunity Score + Market Score per location. All score labels use the trademarked "Padelnomics Market Score" / "Padelnomics Opportunity Score" names.
+- **API endpoints** — `/api/markets/countries.json` adds `avg_opportunity_score`; `/api/markets/<country>/cities.json` adds `opportunity_score`; `/api/opportunity/<country>.json` adds `market_score`.
+
 ### Added
 - **Custom 404/500 error pages** — styled error pages extending `base.html` with i18n support (EN/DE). The 404 page is context-aware: when the URL matches `/markets/{country}/{city}`, it shows a city-specific message with a link back to the country overview instead of a generic "page not found".
 - **Map: city article indicators** — country overview map bubbles now differentiate cities with/without published articles. All cities retain score-based colors (green/amber/red); non-article cities are visually receded with lower opacity, dashed borders, desaturated color, and default cursor (no click). Tooltips show scores for all cities — article cities get "Click to explore →", non-article cities get "Coming soon". The `/api/markets/<country>/cities.json` endpoint includes a `has_article` boolean per city.

transform/sqlmesh_padelnomics/CLAUDE.md

@@ -56,27 +56,27 @@ Grain must match reality — use `QUALIFY ROW_NUMBER()` to enforce it.
 |-----------|-------|---------|
 | `foundation.dim_countries` | `country_code` | `dim_cities`, `dim_locations`, `pseo_city_costs_de`, `planner_defaults` — single source for country names, income, PLI/cost overrides |
 | `foundation.dim_venues` | `venue_id` | `dim_cities`, `dim_venue_capacity`, `fct_daily_availability` (via capacity join) |
-| `foundation.dim_cities` | `(country_code, city_slug)` | `serving.city_market_profile` → all pSEO serving models |
-| `foundation.dim_locations` | `(country_code, geoname_id)` | `serving.location_opportunity_profile` — all GeoNames locations (pop ≥1K), incl. zero-court locations |
+| `foundation.dim_cities` | `(country_code, city_slug)` | `serving.location_profiles` (city_slug + city_padel_venue_count) → all pSEO serving models |
+| `foundation.dim_locations` | `(country_code, geoname_id)` | `serving.location_profiles` — all GeoNames locations (pop ≥1K), incl. zero-court locations |
 | `foundation.dim_venue_capacity` | `tenant_id` | `foundation.fct_daily_availability` |
 
 ## Source integration map
 
 ```
 stg_playtomic_venues  ─┐
-stg_playtomic_resources─┤→ dim_venues ─┬→ dim_cities ──────────────→ city_market_profile
-stg_padel_courts      ─┘               └→ dim_venue_capacity              (Marktreife-Score)
-                                                            ↓
+stg_playtomic_resources─┤→ dim_venues ─┬→ dim_cities ──┐
+stg_padel_courts      ─┘               └→ dim_venue_capacity
+                                                        │
 stg_playtomic_availability ──→ fct_availability_slot ──→ fct_daily_availability
                                                             ↓
                                                venue_pricing_benchmarks
                                                             ↓
 stg_population ──→ dim_cities ─────────────────────────────┘
-stg_income     ──→ dim_cities
-
-stg_population_geonames ─┐
-stg_padel_courts         ─┤→ dim_locations ──→ location_opportunity_profile
-stg_tennis_courts        ─┤                         (Marktpotenzial-Score)
+stg_income     ──→ dim_cities                               │
+                                                            ↓
+stg_population_geonames ─┐                          location_profiles
+stg_padel_courts         ─┤→ dim_locations ────────→  (both scores:
+stg_tennis_courts        ─┤                           Marktreife + Marktpotenzial)
 stg_income               ─┘
 ```
 

transform/sqlmesh_padelnomics/models/foundation/dim_cities.sql

@@ -2,7 +2,7 @@
 -- Built from venue locations (dim_venues) as the primary source — padelnomics
 -- tracks cities where padel venues actually exist, not an administrative city list.
 --
--- Conformed dimension: used by city_market_profile and all pSEO serving models.
+-- Conformed dimension: used by location_profiles and all pSEO serving models.
 -- Integrates four sources:
 --   dim_venues           → city list, venue count, coordinates (Playtomic + OSM)
 --   foundation.dim_countries → country_name_en, country_slug, median_income_pps
@@ -128,7 +128,7 @@ SELECT
   vc.padel_venue_count,
   c.median_income_pps,
   c.income_year,
-  -- GeoNames ID: FK to dim_locations / location_opportunity_profile.
+  -- GeoNames ID: FK to dim_locations / location_profiles.
   -- String match preferred; spatial fallback used when name doesn't match (Milano→Milan, etc.)
   COALESCE(gn.geoname_id, gs.spatial_geoname_id)            AS geoname_id
 FROM venue_cities vc

transform/sqlmesh_padelnomics/models/serving/README.md

@@ -3,4 +3,4 @@
 Analytics-ready views consumed by the web app and programmatic SEO.
 Query these from `analytics.py` via DuckDB read-only connection.
 
-Naming convention: `serving.<purpose>` (e.g. `serving.city_market_profile`)
+Naming convention: `serving.<purpose>` (e.g. `serving.location_profiles`)