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web-page-backend/stock-lab/app/screener/nodes/high52w.py

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Python

"""52주 신고가 근접도 (룰 기반: 70% 미만 0점, 100% 도달 100점, 선형)."""
import pandas as pd
from .base import ScoreNode
class High52WProximity(ScoreNode):
name = "high52w"
label = "52주 신고가 근접도"
default_params = {"window_days": 252}
param_schema = {
"type": "object",
"properties": {
"window_days": {"type": "integer", "minimum": 60, "maximum": 504, "default": 252}
},
}
def compute(self, ctx, params: dict) -> pd.Series:
window = int(params.get("window_days", 252))
prices = ctx.prices
if prices.empty:
return pd.Series(dtype=float)
ordered = prices.sort_values("date")
last = ordered.groupby("ticker").tail(window)
agg = last.groupby("ticker").agg(close=("close", "last"), high=("high", "max"))
proximity = (agg["close"] / agg["high"]).clip(upper=1.0)
score = ((proximity - 0.7) / 0.3).clip(lower=0.0, upper=1.0) * 100.0
return score.fillna(0.0)