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john-adeojo/reachmetrics.py

Created March 30, 2023 22:49
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reachmetrics.py
# calculate per follower metrics
tweets_df['favorite_count_pf'] = tweets_df['favorite_count']/ tweets_df['follower_count']
tweets_df['retweet_count_pf'] = tweets_df['retweet_count']/ tweets_df['follower_count']
tweets_df['quote_count_pf'] = tweets_df['quote_count']/ tweets_df['follower_count']
tweets_df['reply_count_pf'] = tweets_df['reply_count']/ tweets_df['follower_count']
# normalise metrics
scaler = MinMaxScaler()
scaled_values = scaler.fit_transform(tweets_df[['favorite_count_pf', 'retweet_count_pf', 'quote_count_pf', 'reply_count_pf']])
tweets_df[['favorite_count_pf', 'retweet_count_pf', 'quote_count_pf', 'reply_count_pf']] = scaled_values
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