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Operation | Pandas Time | Modin Time | Speedup | |
---|---|---|---|---|
pd.read_csv('esea_master_dmg_demos.part1.csv') | 8.38 | 3.22 | 2.6 | |
pd.concat([df for _ in range(5)]) | 3.56 | 0.041 | 86.83 | |
df.groupby(by='wp_type') | 0.00029 | 0.059 | 0.0049 | |
df.fillna(value=0) | 1.8 | 0.21 | 8.57 | |
df.dropna() | 1.24 | 1.71 | 0.73 | |
df.count() | 1.09 | 0.046 | 23.70 | |
df.drop_duplicates() | 7.68 | 13.38 | 0.57 | |
df.describe() | 1.30 | 4.69 | 0.28 | |
df['seconds'].max() | 0.015 | 0.26 | 0.058 | |
df.isnull() | 0.998 | 0.012 | 83.17 |
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