Python groupby sum and wanted to know the top 3 sum











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


























    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
























      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













      share|improve this question











      share|improve this question




      share|improve this question










      asked Nov 21 at 13:28









      Sheriff

      52




      52





























          active

          oldest

          votes











          Your Answer






          StackExchange.ifUsing("editor", function () {
          StackExchange.using("externalEditor", function () {
          StackExchange.using("snippets", function () {
          StackExchange.snippets.init();
          });
          });
          }, "code-snippets");

          StackExchange.ready(function() {
          var channelOptions = {
          tags: "".split(" "),
          id: "1"
          };
          initTagRenderer("".split(" "), "".split(" "), channelOptions);

          StackExchange.using("externalEditor", function() {
          // Have to fire editor after snippets, if snippets enabled
          if (StackExchange.settings.snippets.snippetsEnabled) {
          StackExchange.using("snippets", function() {
          createEditor();
          });
          }
          else {
          createEditor();
          }
          });

          function createEditor() {
          StackExchange.prepareEditor({
          heartbeatType: 'answer',
          convertImagesToLinks: true,
          noModals: true,
          showLowRepImageUploadWarning: true,
          reputationToPostImages: 10,
          bindNavPrevention: true,
          postfix: "",
          imageUploader: {
          brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
          contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
          allowUrls: true
          },
          onDemand: true,
          discardSelector: ".discard-answer"
          ,immediatelyShowMarkdownHelp:true
          });


          }
          });














           

          draft saved


          draft discarded


















          StackExchange.ready(
          function () {
          StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53413126%2fpython-groupby-sum-and-wanted-to-know-the-top-3-sum%23new-answer', 'question_page');
          }
          );

          Post as a guest















          Required, but never shown






























          active

          oldest

          votes













          active

          oldest

          votes









          active

          oldest

          votes






          active

          oldest

          votes
















           

          draft saved


          draft discarded



















































           


          draft saved


          draft discarded














          StackExchange.ready(
          function () {
          StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53413126%2fpython-groupby-sum-and-wanted-to-know-the-top-3-sum%23new-answer', 'question_page');
          }
          );

          Post as a guest















          Required, but never shown





















































          Required, but never shown














          Required, but never shown












          Required, but never shown







          Required, but never shown

































          Required, but never shown














          Required, but never shown












          Required, but never shown







          Required, but never shown







          Popular posts from this blog

          Contact image not getting when fetch all contact list from iPhone by CNContact

          count number of partitions of a set with n elements into k subsets

          A CLEAN and SIMPLE way to add appendices to Table of Contents and bookmarks