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+---
+date: 2026-04-12
+topic: "SVD Axis Label Alignment Fix"
+status: validated
+---
+
+## Problem Statement
+
+The SVD components tab has a **systemic label alignment bug**. The `left_pole` and `right_pole` fields in `SVD_THEMES` are **static labels** that assume a fixed flip direction. But `compute_flip_direction()` computes the flip **dynamically per window** based on party centroids. When the runtime flip differs from the static flip, labels become misaligned with the actual data.
+
+**Specific symptom**: Axis 3 "marktliberaal" label appeared on the LEFT side instead of the RIGHT, because the static labels assumed `flip=True` but the runtime computation could return `flip=False` for certain windows.
+
+## Constraints
+
+- Right-wing parties (PVV, FVD, JA21, SGP) centroid must appear on the RIGHT side of all SVD axes
+- SVD labels are derived from voting patterns (outlier MPs + representative motions), not from ideology or party branding
+- Individual parties may vary; the **centroid** of right-wing parties should be on the right
+- The runtime flip direction is computed per-window by `compute_flip_direction()` in `analysis/svd_labels.py`
+
+## Approach
+
+**Remove `left_pole` and `right_pole` from all SVD_THEMES entries** and simplify the rendering code to always derive labels from `positive_pole`, `negative_pole`, and runtime `flip`.
+
+**Why**: The static labels are 100% redundant with the fallback logic. Every `left_pole`/`right_pole` in the config is identical to what the fallback would produce for the static `flip` value. Removing them eliminates the bug entirely and simplifies the code.
+
+**Alternatives rejected**:
+- **Swap labels when flip differs** — More complex, requires tracking "expected flip" vs "runtime flip"
+- **Store both flip directions** — Doubles config size, still fragile
+
+## Architecture
+
+### Files to Change
+
+1. **`analysis/config.py`** — Remove `left_pole` and `right_pole` keys from all 10 SVD_THEMES entries (lines 83-84, 100-101, 119-120, 135-136, 153-154, 171-172, 191-192, 210-211, 230-231, 250-251)
+
+2. **`explorer.py` lines 2809-2825** — Remove the `semantic_left`/`semantic_right` branch. The motion detail section should always derive labels from `positive_pole`, `negative_pole`, and `flip`, matching the fallback logic:
+
+   ```python
+   # BEFORE (buggy):
+   semantic_left = theme.get("left_pole") if theme else None
+   semantic_right = theme.get("right_pole") if theme else None
+   if semantic_left and semantic_right:
+       left_pole, right_pole = semantic_left, semantic_right
+       left_motions, right_motions = (
+           (pos_motions, neg_motions) if flip else (neg_motions, pos_motions)
+       )
+       left_arrow, right_arrow = ("▲", "▼") if flip else ("▼", "▲")
+   elif flip:
+       ...
+   
+   # AFTER (fixed):
+   if flip:
+       left_pole, right_pole = pos_pole, neg_pole
+       left_motions, right_motions = pos_motions, neg_motions
+       left_arrow, right_arrow = "▲", "▼"
+   else:
+       left_pole, right_pole = neg_pole, pos_pole
+       left_motions, right_motions = neg_motions, pos_motions
+       left_arrow, right_arrow = "▼", "▲"
+   ```
+
+3. **`explorer.py` lines 969-970, 1089-1090, 1256-1257** — These already use `theme.get("left_pole", fallback)` with correct fallback. After removing `left_pole`/`right_pole` from config, they automatically fall back to derived values. No changes needed.
+
+4. **`scripts/validate_svd_themes.py`** — Update validation to remove `left_pole`/`right_pole` checks (lines 204, 281-282)
+
+### Data Flow (After Fix)
+
+```
+Runtime: compute_flip_direction(comp, party_scores)
+    → Returns True/False based on right-wing vs left-wing centroid means
+    → Stored in SVD_THEMES[comp]["flip"]
+
+Rendering:
+    flip = theme.get("flip", False)
+    positive_pole = theme.get("positive_pole", "")
+    negative_pole = theme.get("negative_pole", "")
+    
+    if flip:
+        left_label = positive_pole   # Positive on left after flip
+        right_label = negative_pole  # Negative on right after flip
+    else:
+        left_label = negative_pole  # Negative on left (standard)
+        right_label = positive_pole  # Positive on right (standard)
+    
+    # Labels always match data because both derive from the same flip value
+```
+
+## Components
+
+### `analysis/config.py` — SVD_THEMES Configuration
+- Remove `left_pole` and `right_pole` from all 10 component entries
+- Keep `positive_pole`, `negative_pole`, and `flip` (flip is overridden at runtime)
+
+### `analysis/svd_labels.py` — Label Lookup
+- `get_svd_theme()` returns theme dict — after removing `left_pole`/`right_pole`, callers that need display labels must derive them from `positive_pole`/`negative_pole` and `flip`
+- `get_svd_label()` returns short label — unaffected
+
+### `explorer.py` — Rendering
+- **Motion detail section** (lines ~2809-2825): Remove semantic label branch, always use flip-aware derivation
+- **1D chart** (lines ~969, ~1089, ~1257): Already uses `theme.get("left_pole", fallback)` — will automatically fall back
+
+### `scripts/validate_svd_themes.py` — Validation
+- Remove `left_pole`/`right_pole` checks
+
+## Error Handling
+
+- If `compute_flip_direction()` fails (insufficient party data), returns `False` (no flip). Labels derive from `negative_pole` (left) and `positive_pole` (right) — correct for default orientation
+- If `SVD_THEMES` entry missing for a component, fallback labels use `positive_pole`/`negative_pole` with empty strings, flip-aware derivation still works
+- The `except Exception: pass` block in lines 2688-2690 preserves existing static flip values if runtime computation fails
+
+## Testing Strategy
+
+1. **Unit test**: Verify `compute_flip_direction()` returns correct values for all 10 components with known party scores
+2. **Visual verification**: Run `uv run streamlit run Home.py`, check SVD Components tab — right-wing parties (PVV, FVD, JA21, SGP) should appear on the RIGHT side of all axes
+3. **Regression check**: For the current window where static flip matches runtime flip, labels should be identical to before the fix
+4. **Edge case**: Test with a window where runtime flip differs from static flip — labels should still be correct
+
+## Open Questions
+
+None — the fix is straightforward and complete.
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