# CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

NEVER EVER RUN GIT COMMANDS!!

## Project Overview

Property Map is a full-stack geospatial application for visualizing UK property data on an interactive map. It combines Land Registry price-paid data, EPC energy certificates, postcode geolocation, TFL journey times, Index of Deprivation scores, crime statistics, ethnicity data, broadband speeds, school ratings, road noise, and OpenStreetMap POIs into a single wide parquet file, then serves aggregated H3 hexagon statistics and POI data via a Rust backend.

## Commands

All commands use [Task](https://taskfile.dev) runner. Python uses `uv run`. Frontend uses `npm run` from `frontend/`.

```bash
# Development servers
task dev:server           # Rust backend on :8001 (cargo run --release)
task dev:frontend         # Webpack dev server on :3030 (proxies /api to :8001)

# Data pipeline
task prepare              # Build wide.parquet from all pre-downloaded sources

# Quality
task lint                 # Lint all: Python (ruff) + TypeScript (ESLint+Prettier) + Rust (clippy+fmt)
task format               # Auto-fix formatting for all languages
task test                 # Python tests (fuzzy join, haversine, POI counts)
task check                # Full validation: lint + build + test

# Building
task build:frontend       # TypeScript typecheck + webpack production build
task build:server         # cargo build --release (NOTE: dir is wrong in Taskfile, run from server-rs/)

# Granular lint/format
task lint:python          # uv run ruff check .
task lint:frontend        # eslint + prettier --check
task lint:rust            # cargo clippy -- -D warnings && cargo fmt --check
task format:python        # ruff check --fix && ruff format
task format:frontend      # eslint --fix + prettier --write
task format:rust          # cargo fmt --all
```

Running individual tests:
```bash
uv run pytest pipeline/utils/test_haversine.py       # Single test file
uv run pytest pipeline/utils/test_haversine.py -k "test_name"  # Single test
```

## Architecture

### Data Flow

```
Raw sources → [Download scripts] → data/*.parquet
  → [Fuzzy join EPC ↔ Price-Paid] → epc_pp.parquet
  → [Merge all datasets] → wide.parquet
  → [Rust server loads into memory + precomputes H3 + spatial grid]
  → [Frontend renders deck.gl H3HexagonLayer over MapLibre GL]
```

### Data Pipeline (`pipeline/`)

Python + Polars. Two phases:

1. **Download** (`pipeline/download/`) — Each script fetches one raw dataset into `data/`
2. **Transform** (`pipeline/transform/`) — Joins and derives features:
   - `join_epc_pp.py` — Fuzzy-joins EPC ↔ price-paid by address within postcode buckets
   - `merge.py` — **Main pipeline**: joins all datasets → `wide.parquet` with human-readable column names
   - `transform_poi.py` — Filters POIs, maps to friendly names + emoji (exhaustive category validation)
   - `poi_proximity.py` — Counts POIs within 2km per postcode using 0.05° spatial grid
   - `crime.py` — Aggregates crime CSVs into yearly averages by LSOA

**Critical: column renaming in `merge.py`** — The pipeline renames columns from snake_case to human-readable names before writing `wide.parquet`. The Rust server auto-discovers features from whatever column names exist in the parquet. Key renames:
- `pp_address` → `Address per Property Register`
- `postcode` → `Postcode`
- `latest_price` → `Last known price`
- `duration` → `Leashold/Freehold`
- `total_floor_area` → `Total floor area (sqm)`
- `current_energy_rating` → `Current energy rating`

The server and frontend must handle these human-readable names. See the full rename map in `merge.py`.

### Backend (`server-rs/`)

Rust + Axum. Loads parquet into memory at startup.

**Structure:**
- `data/property.rs` — Loads `wide.parquet`, auto-discovers numeric + enum features, computes histograms, sorts rows by spatial locality, precomputes H3 cells (resolutions 4–12)
- `data/poi.rs` — Loads `filtered_uk_pois.parquet`
- `index.rs` — `GridIndex`: 0.01° spatial grid for O(1) cell lookup
- `filter.rs` — Parses filter strings and checks rows. Format: `name:min:max` (numeric), `name:val1|val2` (enum)
- `routes/` — One file per endpoint
- `consts.rs` — Key constants (histogram bins, H3 range, max enum cardinality, excluded columns)

**API endpoints:**
- `GET /api/features` — Feature metadata with histograms and 2nd/98th percentiles
- `GET /api/hexagons?resolution=&bounds=&filters=` — H3 aggregates (min/max per feature per hex)
- `GET /api/hexagon-properties?h3=&resolution=&filters=&limit=&offset=` — Paginated properties within a hexagon
- `GET /api/pois?bounds=&categories=` — POIs by bounds (max 5000)
- `GET /api/poi-categories` — Available POI category names

Serves `frontend/dist/` as static fallback in production.

**Data representation:**
- Numeric features: row-major flat `Vec<f64>`, NaN = null
- Enum features: `Vec<u8>` indices into value list, 255 = null
- String fields (address, postcode): `Vec<String>`, empty = null
- The server accepts the parquet path as a CLI argument (defaults to `data_sources/processed/wide.parquet`)

### Frontend (`frontend/`)

React 18 + TypeScript. deck.gl `H3HexagonLayer` over MapLibre GL. TailwindCSS. No state management library — pure React hooks.

**Key patterns:**
- `App.tsx` manages all state, API fetching (150ms debounce), and URL state sync (300ms debounce)
- URL encodes view/filters/POI categories/active tab as query params for shareable links
- AbortControllers cancel in-flight requests on new queries
- Zoom → H3 resolution: `<7→7, <9.5→8, <11→9, <13→10, ≥13→11`
- Bounds quantized to 0.01° to match backend caching
- Properties pane uses feature names from API response (human-readable), not hardcoded field names
- Proxy: dev server on :3030 proxies `/api` to :8001; also handles VS Code `/proxy/PORT` patterns

## Frontend Design Guide (STRICT — must be followed for all UI changes)

The frontend uses Tailwind's `darkMode: 'class'` strategy. The `dark` class is toggled on `<html>`. Every visible element must have both light and dark styles. **Never add a light-only color class without its `dark:` counterpart.** Run `task build:frontend` after any UI change to verify.

### Theme System

- **State**: `App.tsx` owns a `theme` state (`'light' | 'dark' | 'system'`), persisted in `localStorage` under the key `theme`, default `'system'`.
- **Effective theme**: When `'system'`, resolved via `window.matchMedia('(prefers-color-scheme: dark)')`. A `change` listener re-renders on OS preference flip.
- **Toggle cycle**: light → dark → system → light. Three-way, not binary.
- **Flash prevention**: `index.html` contains an inline `<script>` that applies the `dark` class before first paint. If the localStorage/matchMedia logic in that script changes, update it to match `App.tsx`.
- **Prop plumbing**: `effectiveTheme` (`'light' | 'dark'`) is passed as a prop to `<Map>` and `<HomePage>`. Components that need the resolved theme must receive it as a prop — do not read localStorage or matchMedia inside child components.

### Color Token Reference

Every UI element must use the correct token from this table. Do not invent new pairings.

| Role | Light class | Dark class | Hex (dark) |
|------|------------|------------|------------|
| **Page / pane background** | `bg-warm-50` or `bg-white` | `dark:bg-warm-900` | #1c1917 |
| **Card / elevated surface** | `bg-white` | `dark:bg-warm-800` | #292524 |
| **Inset / recessed surface** | `bg-warm-100` or `bg-warm-50` | `dark:bg-warm-800` | #292524 |
| **Input / select background** | `bg-white` | `dark:bg-warm-800` or `dark:bg-warm-900` | |
| **Primary border** | `border-warm-200` | `dark:border-warm-700` | #44403c |
| **Subtle border (dividers)** | `border-warm-100` | `dark:border-warm-800` | #292524 |
| **Primary text (headings)** | `text-navy-950` or implicit dark | `dark:text-warm-100` | #f5f5f4 |
| **Body text** | `text-warm-700` | `dark:text-warm-300` | #d6d3d1 |
| **Secondary text (labels, hints)** | `text-warm-500` or `text-warm-600` | `dark:text-warm-400` | #a8a29e |
| **Disabled / placeholder text** | `text-warm-400` / `placeholder-warm-400` | `dark:text-warm-500` / `dark:placeholder-warm-500` | #78716c |
| **Accent text (links, actions)** | `text-teal-600` | `dark:text-teal-400` | #1de4c3 |
| **Accent hover text** | `hover:text-teal-800` | `dark:hover:text-teal-300` | #51f7d9 |
| **Accent background (highlights)** | `bg-teal-50` | `dark:bg-teal-900/30` | |
| **Active ring / focus ring** | `ring-teal-400` | same — works in both | |
| **Price / key metric text** | `text-teal-700` | `dark:text-teal-400` | |
| **Remove / close button** | `text-warm-400 hover:text-warm-700` | `dark:hover:text-warm-300` | |
| **Checkbox accent** | `accent-teal-600` | same — works in both | |
| **Header (unchanged both modes)** | `bg-navy-900 text-white` | same | |

### Mapping Rules for Specific Contexts

**Sidebars (Filters, POIPane, PropertiesPane, right-pane tabs):**
- Container: `bg-white dark:bg-warm-900`
- Inner cards / dropdown menus: `bg-white dark:bg-warm-800`
- Borders: `border-warm-200 dark:border-warm-700`
- Tab text (active): add `dark:text-warm-100`
- Tab text (inactive): `text-warm-600 dark:text-warm-400`

**Map overlays (PostcodeSearch, MapLegend, POI popup, loading indicator):**
- Background: `bg-white dark:bg-warm-800`
- Text: `dark:text-warm-200`
- Semi-transparent variants: use `/90` opacity suffix (e.g. `dark:bg-warm-800/90`)
- Deck.gl tooltip (inline styles, not Tailwind): use `#292524` bg / `#e7e5e4` text / `rgba(0,0,0,0.5)` shadow in dark.
- Deck.gl postcode labels (RGB arrays): `[220,220,220,220]` text / `[30,30,30,200]` outline in dark; inverse in light.

**Map basemaps:**
- Light: `https://basemaps.cartocdn.com/gl/voyager-gl-style/style.json`
- Dark: `https://basemaps.cartocdn.com/gl/dark-matter-gl-style/style.json`
- `handleMapLoad` must only apply label/water tweaks in light mode. Dark Matter has good defaults.

**HomePage (landing page):**
- Page bg: `bg-warm-50 dark:bg-warm-900`
- Cards: `bg-white dark:bg-warm-800` with `border-warm-200 dark:border-warm-700`
- Backdrop-blur panels: use `/60` or `/40` opacity on both `bg-warm-50` and `dark:bg-warm-900`
- HexCanvas: reads `isDark` ref; uses dimmer fill (`#058172`) and stroke (`#0a665b`) at 60% opacity multiplier.
- All headings: `dark:text-warm-100`. All body: `dark:text-warm-300` or `dark:text-warm-400`.

**DataSourcesPage:**
- Same card pattern as above. Footer is already dark (`bg-navy-900`) — no changes needed.
- License badges: `bg-warm-100 dark:bg-warm-700 text-warm-600 dark:text-warm-300`
- Links: `text-teal-600 dark:text-teal-400`

**DataSources floating button (on map):**
- `bg-white/90 dark:bg-warm-800/90` with `text-teal-600 dark:text-teal-400`

### Rules for New Components

1. **Every `bg-white` needs `dark:bg-warm-800` or `dark:bg-warm-900`.** Pane-level = warm-900, card-level = warm-800.
2. **Every `border-warm-200` needs `dark:border-warm-700`.**
3. **Every `text-warm-*` needs a `dark:text-warm-*` counterpart.** Follow the token table — don't guess.
4. **Every `text-teal-600` needs `dark:text-teal-400`.** Every `hover:text-teal-800` needs `dark:hover:text-teal-300`.
5. **Every `bg-teal-50` needs `dark:bg-teal-900/30`.**
6. **Every `hover:bg-warm-50` needs `dark:hover:bg-warm-700` or `dark:hover:bg-warm-800`.**
7. **Inputs and selects**: always add `dark:bg-warm-800 dark:text-warm-200 dark:border-warm-700`. Placeholders get `dark:placeholder-warm-500`.
8. **Checkboxes**: always include `accent-teal-600 rounded`.
9. **Do not use Tailwind `dark:` classes inside deck.gl layers or canvas code.** Use the `theme` prop / ref and conditional JS values.
10. **Do not add `transition-*` classes for theme switching.** The global CSS rule in `index.css` handles transitions for `background-color`, `border-color`, and `color` on all standard HTML elements. Adding per-element transition classes will conflict.
11. **Never hardcode hex colors in JSX `style=` props for themed elements** (except deck.gl tooltip and canvas, which can't use Tailwind). Use the Tailwind classes from the token table instead.
12. **The header (`bg-navy-900`) is identical in both themes.** Do not add dark variants to it.

### Verification Checklist (for any UI PR)

- [ ] `task build:frontend` passes with no errors
- [ ] Every new `bg-*`, `text-*`, `border-*` class has a `dark:` counterpart (search your diff)
- [ ] Toggle through all three modes (light → dark → system) with no flash
- [ ] Map basemap switches when theme changes
- [ ] Sidebars, dropdowns, and popups are readable in both modes
- [ ] HomePage and DataSourcesPage adapt correctly

## Key Implementation Details

- **Spatial sort**: Rows sorted by 0.01° grid cell at load time for cache-friendly sequential access
- **Row-major layout**: `feature_data[row * num_features + feat_idx]` — all features for one property are contiguous
- **H3 precomputation**: Resolutions 4–12 computed in parallel (rayon) at startup
- **Histogram percentiles without sorting**: O(n) two-pass algorithm — build histogram, interpolate percentiles
- **Direct JSON writing**: Hexagon endpoint writes JSON via string buffer, avoids serde_json::Value allocations
- **POI transform validation**: Fails if any OSM category is unmapped — guarantees exhaustive coverage
- **Fuzzy join**: Groups by postcode, uses `thefuzz.token_sort_ratio` with numeric token compatibility, greedy assignment from highest score
- **Filter bounds format**: `south,west,north,east` (not standard bbox order)
- **POI proximity**: Uses 0.05° grid (~5km cells) to reduce candidates before haversine distance check
