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

35 lines
950 B
Python

"""20일 모멘텀."""
import pandas as pd
from .base import ScoreNode, percentile_rank
class Momentum20(ScoreNode):
name = "momentum"
label = "20일 모멘텀"
default_params = {"window_days": 20}
param_schema = {
"type": "object",
"properties": {
"window_days": {"type": "integer", "minimum": 5, "maximum": 120, "default": 20}
},
}
def compute(self, ctx, params: dict) -> pd.Series:
window = int(params.get("window_days", 20))
prices = ctx.prices
if prices.empty:
return pd.Series(dtype=float)
ordered = prices.sort_values("date")
last = ordered.groupby("ticker").tail(window + 1)
def _ret(s):
if len(s) < window + 1:
return float("nan")
return s.iloc[-1] / s.iloc[0] - 1
raw = last.groupby("ticker")["close"].apply(_ret)
return percentile_rank(raw).fillna(50.0)