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Ajoute les agrégats et visualisations globales des couleurs de têtes

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2025-12-01 23:56:03 +01:00
parent d7b4ad8031
commit 47ee76cacf
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"""Visualisation des couleurs de têtes de minifigs sur le catalogue complet."""
from pathlib import Path
from typing import Dict, Iterable, List, Tuple
import matplotlib.pyplot as plt
from lib.filesystem import ensure_parent_dir
from lib.rebrickable.stats import read_rows
def load_global_heads(heads_path: Path) -> List[dict]:
"""Charge l'agrégat global des têtes par année."""
return read_rows(heads_path)
def select_top_colors(rows: Iterable[dict], limit: int = 12) -> List[Tuple[str, str, str]]:
"""Retourne les couleurs les plus fréquentes globalement (nom, rgb, is_translucent)."""
totals: Dict[Tuple[str, str, str], int] = {}
for row in rows:
key = (row["color_name"], row["color_rgb"], row["is_translucent"])
totals[key] = totals.get(key, 0) + int(row["quantity"])
sorted_colors = sorted(totals.items(), key=lambda item: (-item[1], item[0][0], item[0][1]))
return [color for color, _ in sorted_colors[:limit]]
def build_share_matrix(
rows: Iterable[dict], top_colors: List[Tuple[str, str, str]]
) -> Tuple[List[int], List[Tuple[str, str, str]], List[Dict[str, float]]]:
"""Construit les parts par année en regroupant les couleurs hors top dans 'Autres'."""
years = sorted({int(row["year"]) for row in rows})
colors = top_colors + [("Autres", "444444", "false")]
shares_by_year: List[Dict[str, float]] = []
rows_by_year: Dict[int, List[dict]] = {year: [] for year in years}
for row in rows:
rows_by_year[int(row["year"])].append(row)
for year in years:
year_rows = rows_by_year[year]
total = sum(int(r["quantity"]) for r in year_rows)
shares: Dict[str, float] = {color[0]: 0.0 for color in colors}
for r in year_rows:
key = (r["color_name"], r["color_rgb"], r["is_translucent"])
quantity = int(r["quantity"])
target = "Autres" if key not in top_colors else r["color_name"]
shares[target] = shares.get(target, 0.0) + quantity / total if total > 0 else 0.0
shares_by_year.append(shares)
return years, colors, shares_by_year
def plot_global_head_shares(
heads_path: Path,
destination_path: Path,
top_limit: int = 12,
) -> None:
"""Trace les parts des couleurs de têtes de minifigs par année (catalogue complet)."""
rows = load_global_heads(heads_path)
top_colors = select_top_colors(rows, limit=top_limit)
years, colors, shares_by_year = build_share_matrix(rows, top_colors)
fig, ax = plt.subplots(figsize=(14, 6))
bottoms = [0.0] * len(years)
y_positions = list(range(len(years)))
for name, color_rgb, is_trans in colors:
values = [shares[name] for shares in shares_by_year]
edge = "#f2f2f2" if is_trans == "true" else "#0d0d0d"
ax.bar(
years,
values,
bottom=bottoms,
color=f"#{color_rgb}",
edgecolor=edge,
label=name,
linewidth=0.7,
)
bottoms = [b + v for b, v in zip(bottoms, values)]
ax.set_ylim(0, 1.05)
ax.set_ylabel("Part des couleurs (têtes de minifigs, catalogue complet)")
ax.set_xlabel("Année")
if len(years) > 15:
step = max(1, len(years) // 10)
ax.set_xticks(years[::step])
else:
ax.set_xticks(years)
ax.set_title("Répartition des couleurs de têtes de minifigs par année (catalogue complet)")
ax.legend(loc="upper left", bbox_to_anchor=(1.02, 1), frameon=False)
ax.grid(True, axis="y", linestyle="--", alpha=0.25)
ensure_parent_dir(destination_path)
fig.tight_layout()
fig.savefig(destination_path, dpi=170)
plt.close(fig)