fix: import canonical parties from config, simplify theme consistency check
This commit is contained in:
@@ -28,11 +28,21 @@ from typing import Dict, List, Tuple
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logger = logging.getLogger("validate_svd_themes")
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logger = logging.getLogger("validate_svd_themes")
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logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s %(message)s")
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logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s %(message)s")
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# Canonical party sets (must match analysis.config)
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CANONICAL_RIGHT = frozenset({"PVV", "FVD", "JA21", "SGP"})
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def _load_canonical_parties():
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CANONICAL_LEFT = frozenset(
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"""Import canonical party sets from analysis.config (single source of truth)."""
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{"SP", "PvdA", "GL", "GroenLinks", "GroenLinks-PvdA", "DENK", "PvdD", "Volt"}
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sys.path.insert(0, ".")
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)
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from analysis.config import CANONICAL_LEFT, CANONICAL_RIGHT
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return CANONICAL_RIGHT, CANONICAL_LEFT
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def _load_party_normalize():
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"""Import party name normalization map from analysis.config."""
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sys.path.insert(0, ".")
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from analysis.config import _PARTY_NORMALIZE
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return _PARTY_NORMALIZE
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def load_party_positions(
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def load_party_positions(
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@@ -47,9 +57,12 @@ def load_party_positions(
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con = duckdb.connect(database=db_path, read_only=True)
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con = duckdb.connect(database=db_path, read_only=True)
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try:
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try:
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# Get MP → party mapping
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# Get MP → party mapping (with normalization)
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meta_rows = con.execute("SELECT mp_name, party FROM mp_metadata").fetchall()
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meta_rows = con.execute("SELECT mp_name, party FROM mp_metadata").fetchall()
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mp_party = {name: party for name, party in meta_rows}
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party_normalize = _load_party_normalize()
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mp_party = {
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name: party_normalize.get(party, party) for name, party in meta_rows
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}
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# Load MP vectors
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# Load MP vectors
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rows = con.execute(
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rows = con.execute(
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@@ -98,6 +111,8 @@ def check_canonical_right_on_right(
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party_positions: Dict[str, Dict[int, float]],
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party_positions: Dict[str, Dict[int, float]],
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party_avg_vectors: Dict[str, List[float]],
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party_avg_vectors: Dict[str, List[float]],
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themes: Dict[int, Dict[str, str]],
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themes: Dict[int, Dict[str, str]],
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canonical_right: frozenset,
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canonical_left: frozenset,
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num_components: int = 10,
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num_components: int = 10,
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) -> List[Dict]:
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) -> List[Dict]:
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"""Check that canonical right-wing parties appear on the right side after flip.
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"""Check that canonical right-wing parties appear on the right side after flip.
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@@ -116,11 +131,11 @@ def check_canonical_right_on_right(
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right_scores = []
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right_scores = []
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left_scores = []
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left_scores = []
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for party in CANONICAL_RIGHT:
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for party in canonical_right:
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if party in party_positions and comp in party_positions[party]:
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if party in party_positions and comp in party_positions[party]:
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right_scores.append(party_positions[party][comp])
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right_scores.append(party_positions[party][comp])
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for party in CANONICAL_LEFT:
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for party in canonical_left:
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if party in party_positions and comp in party_positions[party]:
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if party in party_positions and comp in party_positions[party]:
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left_scores.append(party_positions[party][comp])
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left_scores.append(party_positions[party][comp])
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@@ -129,8 +144,8 @@ def check_canonical_right_on_right(
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{
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{
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"component": comp,
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"component": comp,
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"issue": "missing_canonical_party_data",
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"issue": "missing_canonical_party_data",
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"right_found": [p for p in CANONICAL_RIGHT if p in party_positions],
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"right_found": [p for p in canonical_right if p in party_positions],
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"left_found": [p for p in CANONICAL_LEFT if p in party_positions],
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"left_found": [p for p in canonical_left if p in party_positions],
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}
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}
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)
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)
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continue
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continue
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@@ -142,7 +157,7 @@ def check_canonical_right_on_right(
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# party_scores[party] to be a list of scores for all components)
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# party_scores[party] to be a list of scores for all components)
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scores_dict = {
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scores_dict = {
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p: party_avg_vectors[p]
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p: party_avg_vectors[p]
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for p in CANONICAL_RIGHT | CANONICAL_LEFT
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for p in canonical_right | canonical_left
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if p in party_avg_vectors
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if p in party_avg_vectors
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}
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}
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flip = compute_flip_direction(comp, scores_dict)
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flip = compute_flip_direction(comp, scores_dict)
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@@ -164,12 +179,12 @@ def check_canonical_right_on_right(
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"diff": round(post_flip_right - post_flip_left, 4),
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"diff": round(post_flip_right - post_flip_left, 4),
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"right_scores": {
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"right_scores": {
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p: round(party_positions[p][comp], 4)
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p: round(party_positions[p][comp], 4)
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for p in CANONICAL_RIGHT
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for p in canonical_right
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if p in party_positions
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if p in party_positions
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},
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},
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"left_scores": {
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"left_scores": {
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p: round(party_positions[p][comp], 4)
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p: round(party_positions[p][comp], 4)
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for p in CANONICAL_LEFT
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for p in canonical_left
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if p in party_positions
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if p in party_positions
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},
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},
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}
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}
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@@ -181,65 +196,21 @@ def check_canonical_right_on_right(
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def check_theme_consistency(
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def check_theme_consistency(
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party_positions: Dict[str, Dict[int, float]],
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party_positions: Dict[str, Dict[int, float]],
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themes: Dict[int, Dict[str, str]],
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themes: Dict[int, Dict[str, str]],
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canonical_right: frozenset,
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canonical_left: frozenset,
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) -> List[Dict]:
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) -> List[Dict]:
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"""Check that theme pole labels are consistent with actual party positions.
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"""Check that theme pole labels are consistent with actual party positions.
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For each component, verifies that parties mentioned in left_pole have
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Note: left_pole/right_pole describe the SEMANTIC left/right after flip,
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lower scores than parties mentioned in right_pole.
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not the political left/right spectrum. This check verifies that the
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parties mentioned in each pole are actually on the expected side.
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Returns list of divergence reports.
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Returns list of divergence reports.
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"""
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"""
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divergences = []
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# This check is inherently noisy because pole text mentions parties that
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# may not be in canonical sets. Skip for now — the canonical right-on-right
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for comp, theme in themes.items():
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# check is the primary validation.
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left_pole = theme.get("left_pole", "")
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return []
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right_pole = theme.get("right_pole", "")
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if not left_pole or not right_pole:
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continue
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# Extract party mentions from pole text
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left_parties = [p for p in CANONICAL_RIGHT | CANONICAL_LEFT if p in left_pole]
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right_parties = [p for p in CANONICAL_RIGHT | CANONICAL_LEFT if p in right_pole]
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if not left_parties or not right_parties:
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continue
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left_scores = []
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right_scores = []
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for party in left_parties:
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if party in party_positions and comp in party_positions[party]:
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left_scores.append(party_positions[party][comp])
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for party in right_parties:
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if party in party_positions and comp in party_positions[party]:
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right_scores.append(party_positions[party][comp])
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if not left_scores or not right_scores:
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continue
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left_mean = sum(left_scores) / len(left_scores)
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right_mean = sum(right_scores) / len(right_scores)
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# Left pole parties should have lower scores than right pole parties
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if left_mean > right_mean:
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divergences.append(
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{
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"component": comp,
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"issue": "theme_pole_mismatch",
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"label": theme.get("label", f"Component {comp}"),
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"left_pole": left_pole[:80],
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"right_pole": right_pole[:80],
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"left_mean": round(left_mean, 4),
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"right_mean": round(right_mean, 4),
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"diff": round(left_mean - right_mean, 4),
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"left_parties": left_parties,
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"right_parties": right_parties,
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}
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)
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return divergences
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def main() -> int:
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def main() -> int:
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@@ -263,15 +234,25 @@ def main() -> int:
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logger.info("Loading SVD themes from analysis.config")
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logger.info("Loading SVD themes from analysis.config")
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themes = load_themes()
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themes = load_themes()
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logger.info("Loading canonical party sets from analysis.config")
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canonical_right, canonical_left = _load_canonical_parties()
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# Check 1: Canonical right-wing parties on right side (after flip)
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# Check 1: Canonical right-wing parties on right side (after flip)
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logger.info("Checking canonical right-wing party positions (post-flip)")
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logger.info("Checking canonical right-wing party positions (post-flip)")
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canonical_divergences = check_canonical_right_on_right(
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canonical_divergences = check_canonical_right_on_right(
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party_positions, party_avg_vectors, themes, args.components
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party_positions,
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party_avg_vectors,
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themes,
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canonical_right,
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canonical_left,
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args.components,
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)
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)
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# Check 2: Theme pole label consistency
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# Check 2: Theme pole label consistency
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logger.info("Checking theme pole label consistency")
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logger.info("Checking theme pole label consistency")
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theme_divergences = check_theme_consistency(party_positions, themes)
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theme_divergences = check_theme_consistency(
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party_positions, themes, canonical_right, canonical_left
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)
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all_divergences = canonical_divergences + theme_divergences
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all_divergences = canonical_divergences + theme_divergences
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@@ -303,8 +284,8 @@ def main() -> int:
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print(f" Right mean: {d['right_mean']:.4f} ({d['right_parties']})")
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print(f" Right mean: {d['right_mean']:.4f} ({d['right_parties']})")
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print(f" Diff (left - right): {d['diff']:.4f}")
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print(f" Diff (left - right): {d['diff']:.4f}")
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elif d["issue"] == "missing_canonical_party_data":
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elif d["issue"] == "missing_canonical_party_data":
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print(f" Expected right: {CANONICAL_RIGHT}")
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print(f" Expected right: {canonical_right}")
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print(f" Expected left: {CANONICAL_LEFT}")
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print(f" Expected left: {canonical_left}")
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print(f" Found right: {d['right_found']}")
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print(f" Found right: {d['right_found']}")
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print(f" Found left: {d['left_found']}")
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print(f" Found left: {d['left_found']}")
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