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age band calculator

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Jun-te Kim 2025-04-23 08:13:36 +00:00
parent f9633618b1
commit d2cc39a565
1 changed files with 18 additions and 3 deletions
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21
etl/age_band_calculator.py
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@ -53,7 +53,22 @@ for installer in installers:
df["week_commencing"] = date
all_dfs.append(df)
giant_df = pd.concat(all_dfs, ignore_index=True)
giant_df
giant_df.to_csv("age_band.csv")
for df in all_dfs:
print(df)
giant_df = pd.concat(all_dfs, ignore_index=True)
giant_df.to_excel("age_band.xlsx", index=False)
giant_df['week_commencing_cleaned'] = pd.to_datetime(
giant_df['week_commencing'].str.replace("W.C. ", ""),
dayfirst=True
)
pd.set_option('display.max_rows', None)
grouped = giant_df.groupby(['week_commencing_cleaned', 'age_band']).size().unstack(fill_value=0)
grouped = grouped.sort_index()
print(grouped)
output_file = "grouped_age_band_by_week.xlsx"
grouped.to_excel(output_file)