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Get the intersection union difference set of two dataframes

2022-06-26 14:51:00 Sheep sheep pig

Example
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intersection

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df_merge = pd.merge(df1,df2,on=['id','name','number'],how='inner')

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Combine

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#  Two ways 
df_union = pd.merge(df1,df2,on=['id','name','number'],how='outer')
df_union2 = df1.append(df2).drop_duplicates(subset=df1.columns,keep='first',ignore_index=True)

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Difference set

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#  Two ways 
# df1-df2
df_diff1 = df1.append(df1.append(df2)).drop_duplicates(subset=df1.columns,keep=False,ignore_index=True)
df_diff1 = pd.concat([df1,df1,df2]).drop_duplicates(keep=False)

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#  Two ways 
# df2 - df1
df_diff2 = df2.append(df2.append(df1)).drop_duplicates(subset=df2.columns,keep=False,ignore_index=True)
df_diff2 = pd.concat([df1,df2,df2]).drop_duplicates(keep=False)

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Symmetric difference set

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df_diff = df1.append(df2).drop_duplicates(subset=df1.columns,keep=False,ignore_index=True)

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Reference source

pandas.DataFrame.drop_duplicates Official documents
pandas.merge Official documents

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