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How can I check whether a column contains strings in pandas



Announcing the arrival of Valued Associate #679: Cesar Manara
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2















The codes are below. I want to create a new column "value_c" based on simple operation on column "value".



frame['value_c'] = frame['value'].apply(lambda x: (x-32) / (5/9))


However, I got an error message like below.



TypeError: unsupported operand type(s) for -: 'str' and 'int'


How can I check whether the column has strings and how can I delete them?



Thank you!!!










share|improve this question






























    2















    The codes are below. I want to create a new column "value_c" based on simple operation on column "value".



    frame['value_c'] = frame['value'].apply(lambda x: (x-32) / (5/9))


    However, I got an error message like below.



    TypeError: unsupported operand type(s) for -: 'str' and 'int'


    How can I check whether the column has strings and how can I delete them?



    Thank you!!!










    share|improve this question


























      2












      2








      2








      The codes are below. I want to create a new column "value_c" based on simple operation on column "value".



      frame['value_c'] = frame['value'].apply(lambda x: (x-32) / (5/9))


      However, I got an error message like below.



      TypeError: unsupported operand type(s) for -: 'str' and 'int'


      How can I check whether the column has strings and how can I delete them?



      Thank you!!!










      share|improve this question
















      The codes are below. I want to create a new column "value_c" based on simple operation on column "value".



      frame['value_c'] = frame['value'].apply(lambda x: (x-32) / (5/9))


      However, I got an error message like below.



      TypeError: unsupported operand type(s) for -: 'str' and 'int'


      How can I check whether the column has strings and how can I delete them?



      Thank you!!!







      python pandas






      share|improve this question















      share|improve this question













      share|improve this question




      share|improve this question








      edited Mar 9 at 3:02









      U9-Forward

      18.6k51744




      18.6k51744










      asked Mar 9 at 2:49









      Yabin DaYabin Da

      133




      133






















          1 Answer
          1






          active

          oldest

          votes


















          1














          Use pd.to_numeric then dropna:



          frame['value_c'] = pd.to_numeric(frame['value'],errors='coerce').dropna().apply(lambda x: (x-32) / (5/9))


          Then it will work as expected.






          share|improve this answer























          • or we can use .astype(int) to convert then dropna() and apply..

            – hacker315
            Mar 9 at 4:30






          • 2





            @hacker315 there are few cases where you cannot .astype(int) check this: stackoverflow.com/questions/38918653/…

            – anky_91
            Mar 9 at 4:44











          • @hacker315 Yeah, anky_91 is correct, you only can do astype(int) to string integers

            – U9-Forward
            Mar 9 at 5:38






          • 1





            Yeap. This code works for me.

            – Yabin Da
            Mar 9 at 15:07











          • @YabinDa Happy to help :-)

            – U9-Forward
            Mar 10 at 1:31











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          1 Answer
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          1 Answer
          1






          active

          oldest

          votes









          active

          oldest

          votes






          active

          oldest

          votes









          1














          Use pd.to_numeric then dropna:



          frame['value_c'] = pd.to_numeric(frame['value'],errors='coerce').dropna().apply(lambda x: (x-32) / (5/9))


          Then it will work as expected.






          share|improve this answer























          • or we can use .astype(int) to convert then dropna() and apply..

            – hacker315
            Mar 9 at 4:30






          • 2





            @hacker315 there are few cases where you cannot .astype(int) check this: stackoverflow.com/questions/38918653/…

            – anky_91
            Mar 9 at 4:44











          • @hacker315 Yeah, anky_91 is correct, you only can do astype(int) to string integers

            – U9-Forward
            Mar 9 at 5:38






          • 1





            Yeap. This code works for me.

            – Yabin Da
            Mar 9 at 15:07











          • @YabinDa Happy to help :-)

            – U9-Forward
            Mar 10 at 1:31















          1














          Use pd.to_numeric then dropna:



          frame['value_c'] = pd.to_numeric(frame['value'],errors='coerce').dropna().apply(lambda x: (x-32) / (5/9))


          Then it will work as expected.






          share|improve this answer























          • or we can use .astype(int) to convert then dropna() and apply..

            – hacker315
            Mar 9 at 4:30






          • 2





            @hacker315 there are few cases where you cannot .astype(int) check this: stackoverflow.com/questions/38918653/…

            – anky_91
            Mar 9 at 4:44











          • @hacker315 Yeah, anky_91 is correct, you only can do astype(int) to string integers

            – U9-Forward
            Mar 9 at 5:38






          • 1





            Yeap. This code works for me.

            – Yabin Da
            Mar 9 at 15:07











          • @YabinDa Happy to help :-)

            – U9-Forward
            Mar 10 at 1:31













          1












          1








          1







          Use pd.to_numeric then dropna:



          frame['value_c'] = pd.to_numeric(frame['value'],errors='coerce').dropna().apply(lambda x: (x-32) / (5/9))


          Then it will work as expected.






          share|improve this answer













          Use pd.to_numeric then dropna:



          frame['value_c'] = pd.to_numeric(frame['value'],errors='coerce').dropna().apply(lambda x: (x-32) / (5/9))


          Then it will work as expected.







          share|improve this answer












          share|improve this answer



          share|improve this answer










          answered Mar 9 at 2:55









          U9-ForwardU9-Forward

          18.6k51744




          18.6k51744












          • or we can use .astype(int) to convert then dropna() and apply..

            – hacker315
            Mar 9 at 4:30






          • 2





            @hacker315 there are few cases where you cannot .astype(int) check this: stackoverflow.com/questions/38918653/…

            – anky_91
            Mar 9 at 4:44











          • @hacker315 Yeah, anky_91 is correct, you only can do astype(int) to string integers

            – U9-Forward
            Mar 9 at 5:38






          • 1





            Yeap. This code works for me.

            – Yabin Da
            Mar 9 at 15:07











          • @YabinDa Happy to help :-)

            – U9-Forward
            Mar 10 at 1:31

















          • or we can use .astype(int) to convert then dropna() and apply..

            – hacker315
            Mar 9 at 4:30






          • 2





            @hacker315 there are few cases where you cannot .astype(int) check this: stackoverflow.com/questions/38918653/…

            – anky_91
            Mar 9 at 4:44











          • @hacker315 Yeah, anky_91 is correct, you only can do astype(int) to string integers

            – U9-Forward
            Mar 9 at 5:38






          • 1





            Yeap. This code works for me.

            – Yabin Da
            Mar 9 at 15:07











          • @YabinDa Happy to help :-)

            – U9-Forward
            Mar 10 at 1:31
















          or we can use .astype(int) to convert then dropna() and apply..

          – hacker315
          Mar 9 at 4:30





          or we can use .astype(int) to convert then dropna() and apply..

          – hacker315
          Mar 9 at 4:30




          2




          2





          @hacker315 there are few cases where you cannot .astype(int) check this: stackoverflow.com/questions/38918653/…

          – anky_91
          Mar 9 at 4:44





          @hacker315 there are few cases where you cannot .astype(int) check this: stackoverflow.com/questions/38918653/…

          – anky_91
          Mar 9 at 4:44













          @hacker315 Yeah, anky_91 is correct, you only can do astype(int) to string integers

          – U9-Forward
          Mar 9 at 5:38





          @hacker315 Yeah, anky_91 is correct, you only can do astype(int) to string integers

          – U9-Forward
          Mar 9 at 5:38




          1




          1





          Yeap. This code works for me.

          – Yabin Da
          Mar 9 at 15:07





          Yeap. This code works for me.

          – Yabin Da
          Mar 9 at 15:07













          @YabinDa Happy to help :-)

          – U9-Forward
          Mar 10 at 1:31





          @YabinDa Happy to help :-)

          – U9-Forward
          Mar 10 at 1:31



















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