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bda-3-steffo/unimore_bda_3/post.py
2023-07-02 09:08:57 +02:00

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Python

from unimore_bda_3.prelude import *
def add_scores(dataframe: pd.DataFrame):
for base in [1.01, 1.02, 1.03, 1.04, 1.05, 1.06, 1.07, 1.08, 1.09, 1.1, 1.11, 1.12, 1.13, 1.14, 1.15]:
score = pd.Series(dtype=float)
prev_date = None
for date, value in dataframe["Cumulative · Is something happening?"].items():
if not prev_date:
score[date] = 0
elif value:
score[date] = 1
else:
score[date] = score[prev_date] / base
prev_date = date
dataframe[f"Cumulative · General happening score with base {base}"] = score
dataframe[f"Cumulative · Scaled general happening score with base {base}"] = dataframe[f"Cumulative · General happening score with base {base}"] * dataframe["Google Trends · Score"]
return dataframe
__all__ = (
"add_scores",
)