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databyjp/player_consistency.py

Created January 13, 2021 08:39
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player_consistency.py
# ===== Group dataframe by player & game
players = shots_df.groupby("player").count()["date"].sort_values()[-200:].index
pl_df = shots_df[shots_df.player.isin(players)]
grp_pl_df = pl_df.groupby(["player", "date"]).shot_made.sum().reset_index()
grp_pl_df = grp_pl_df.assign(shot_count=pl_df.groupby(["player", "date"]).shot_made.count().values)
grp_pl_df = grp_pl_df.assign(shot_acc=grp_pl_df["shot_made"]/grp_pl_df["shot_count"])
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