Python groupby sum and wanted to know the top 3 sum











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import pandas as pd

df = pd.DataFrame({'customer': [1,2,1,3,1,2,3],
"group_code": ['111', '111', '222',
'111', '111', '111', '333'],
"ind_code": ['A', 'B', 'AA', 'A',
'AAA', 'C', 'BBB'],
"amount": [100, 200, 140, 400, 225,
125, 600],
"card": ['XXX', 'YYY', 'YYY', 'XXX',
'XXX', 'YYY', 'XXX']})
agg = df.groupby(['card', 'group_code']).agg({'amount':'sum'}).reset_index()
mask = agg.groupby('card') ['amount'].transform(max) == agg['amount']
result = agg[mask]
print(result)


With the above data frame , i wanted to group by card no and get the group code which has the max sum of amount for each card.



Expected dataframe should have the below 3 columns :



Card , Highest Total sum of amount by groupwise, name of the group which has the highest total sum



I am getting the answer as expected.
Suppose,Instead of getting the Maximum sum and corresponding group code . In larger picture, i have a huge huge data set with 14 GB. In that case can you help me in getting the Top 3 Group codes for a particular Card based on the sum of Amount.



Kindly help










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    down vote

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    import pandas as pd

    df = pd.DataFrame({'customer': [1,2,1,3,1,2,3],
    "group_code": ['111', '111', '222',
    '111', '111', '111', '333'],
    "ind_code": ['A', 'B', 'AA', 'A',
    'AAA', 'C', 'BBB'],
    "amount": [100, 200, 140, 400, 225,
    125, 600],
    "card": ['XXX', 'YYY', 'YYY', 'XXX',
    'XXX', 'YYY', 'XXX']})
    agg = df.groupby(['card', 'group_code']).agg({'amount':'sum'}).reset_index()
    mask = agg.groupby('card') ['amount'].transform(max) == agg['amount']
    result = agg[mask]
    print(result)


    With the above data frame , i wanted to group by card no and get the group code which has the max sum of amount for each card.



    Expected dataframe should have the below 3 columns :



    Card , Highest Total sum of amount by groupwise, name of the group which has the highest total sum



    I am getting the answer as expected.
    Suppose,Instead of getting the Maximum sum and corresponding group code . In larger picture, i have a huge huge data set with 14 GB. In that case can you help me in getting the Top 3 Group codes for a particular Card based on the sum of Amount.



    Kindly help










    share|improve this question
























      up vote
      0
      down vote

      favorite









      up vote
      0
      down vote

      favorite











      import pandas as pd

      df = pd.DataFrame({'customer': [1,2,1,3,1,2,3],
      "group_code": ['111', '111', '222',
      '111', '111', '111', '333'],
      "ind_code": ['A', 'B', 'AA', 'A',
      'AAA', 'C', 'BBB'],
      "amount": [100, 200, 140, 400, 225,
      125, 600],
      "card": ['XXX', 'YYY', 'YYY', 'XXX',
      'XXX', 'YYY', 'XXX']})
      agg = df.groupby(['card', 'group_code']).agg({'amount':'sum'}).reset_index()
      mask = agg.groupby('card') ['amount'].transform(max) == agg['amount']
      result = agg[mask]
      print(result)


      With the above data frame , i wanted to group by card no and get the group code which has the max sum of amount for each card.



      Expected dataframe should have the below 3 columns :



      Card , Highest Total sum of amount by groupwise, name of the group which has the highest total sum



      I am getting the answer as expected.
      Suppose,Instead of getting the Maximum sum and corresponding group code . In larger picture, i have a huge huge data set with 14 GB. In that case can you help me in getting the Top 3 Group codes for a particular Card based on the sum of Amount.



      Kindly help










      share|improve this question













      import pandas as pd

      df = pd.DataFrame({'customer': [1,2,1,3,1,2,3],
      "group_code": ['111', '111', '222',
      '111', '111', '111', '333'],
      "ind_code": ['A', 'B', 'AA', 'A',
      'AAA', 'C', 'BBB'],
      "amount": [100, 200, 140, 400, 225,
      125, 600],
      "card": ['XXX', 'YYY', 'YYY', 'XXX',
      'XXX', 'YYY', 'XXX']})
      agg = df.groupby(['card', 'group_code']).agg({'amount':'sum'}).reset_index()
      mask = agg.groupby('card') ['amount'].transform(max) == agg['amount']
      result = agg[mask]
      print(result)


      With the above data frame , i wanted to group by card no and get the group code which has the max sum of amount for each card.



      Expected dataframe should have the below 3 columns :



      Card , Highest Total sum of amount by groupwise, name of the group which has the highest total sum



      I am getting the answer as expected.
      Suppose,Instead of getting the Maximum sum and corresponding group code . In larger picture, i have a huge huge data set with 14 GB. In that case can you help me in getting the Top 3 Group codes for a particular Card based on the sum of Amount.



      Kindly help







      python pandas-groupby






      share|improve this question













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      share|improve this question










      asked Nov 21 at 13:28









      Sheriff

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