Upload 3 files
Browse files- asmr_data.csv +0 -0
- filter.py +49 -0
- sorted_asmr_data.csv +0 -0
asmr_data.csv
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filter.py
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import pandas as pd
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from datetime import datetime
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# ファイルパス
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file_path = r"C:\Users\user\Desktop\git\asmr_title\asmr_data.csv"
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# 除外したい単語リスト(タイトル用)
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exclude_words = ["実演", "まとめ", "日文版", "中英日", "パック", "セット", "实演", "中日英", "実録", "ブルーアーカイブ", "アズールレーン", "日语"]
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# 除外したいタグリスト
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exclude_tags = ["ノンフィクション", "体験談", "東方Project", "特定タグ2"]
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# CSVデータの読み込み
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df = pd.read_csv(file_path)
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# タイトルに除外したい単語が含まれている行を除外
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title_pattern = '|'.join(exclude_words)
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df = df[~df['Title'].str.contains(title_pattern, case=False, na=False)]
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# タグに除外したい単語が含まれている行を除外
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tag_pattern = '|'.join(exclude_tags)
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df = df[~df['Tags'].str.contains(tag_pattern, case=False, na=False)]
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# 現在の日付(今日)
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today = datetime.now()
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# Date列をdatetime型に変換
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df['Date'] = pd.to_datetime(df['Date'], errors='coerce')
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# 今日までの経過日数を計算
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df['Days_Since_Sale'] = (today - df['Date']).dt.days
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# 1日あたりの売上を計算
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df['Sales_Per_Day'] = df['Sales'] / df['Days_Since_Sale']
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# 1日あたりの売上金額(Sales × Price)を計算
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df['Revenue_Per_Day'] = (df['Sales'] * df['Price']) / df['Days_Since_Sale']
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# Revenue_Per_Dayが1000以下のデータを除外
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df = df[df['Revenue_Per_Day'] > 500]
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# 1日あたりの売上金額でソート(降順)
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sorted_df = df.sort_values(by='Revenue_Per_Day', ascending=False)
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# ソートされたデータを保存
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sorted_df.to_csv(r"C:\Users\user\Desktop\git\asmr_title\sorted_asmr_data.csv", index=False)
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# 必要な列の表示
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print(sorted_df[['Title', 'Sales', 'Price', 'Date', 'Days_Since_Sale', 'Revenue_Per_Day']].head())
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sorted_asmr_data.csv
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