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Generate a word cloud to show frequenices of numbers in Python



2019 Community Moderator ElectionWord cloud generator for RailsAdding new column to existing DataFrame in Python pandasHow to create a word cloud from a corpus in Python?Installation Issue with matplotlib PythonAutotune word cloud parameters in pythonWord Cloud Generatorword cloud generation in RHow to ignore some words in a word cloud in Python?Less Frequent Words appearing bigger - WordCloud in Pythonword cloud does not show the frequency of the words correctly










1















I have a pandas dataframe which consists of grade points of students. I want to generate the word cloud or number cloud for the grades. Is there any way to achieve it. I tried all possible ways but all my efforts in vain.
Basically what I want is word cloud that contains numbers in it. from the column CGPA.



Here is what I tried :



import pandas as pd
from wordcloud import WordCloud
import matplotlib.pyplot as plt
df = pd.read_csv("VTU_marks.csv")
# rounding off
df = df[df['CGPA'].isnull() == False]
df['CGPA'] = df['CGPA'].round(decimals=2)

wordcloud = WordCloud(max_font_size=50,max_words=100,background_color="white").generate(string)
plt.figure()
plt.imshow(wordcloud, interpolation="bilinear")
plt.axis("off")
plt.show()


But I am getting an error



---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
<ipython-input-47-29ec36ebbb1e> in <module>()
----> 1 wordcloud = WordCloud(max_font_size=50, max_words=100, background_color="white").generate(string)
2 plt.figure()
3 plt.imshow(wordcloud, interpolation="bilinear")
4 plt.axis("off")
5 plt.show()

/usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate(self, text)
603 self
604 """
--> 605 return self.generate_from_text(text)
606
607 def _check_generated(self):

/usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate_from_text(self, text)
585 """
586 words = self.process_text(text)
--> 587 self.generate_from_frequencies(words)
588 return self
589

/usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate_from_frequencies(self, frequencies, max_font_size)
381 if len(frequencies) <= 0:
382 raise ValueError("We need at least 1 word to plot a word cloud, "
--> 383 "got %d." % len(frequencies))
384 frequencies = frequencies[:self.max_words]
385

ValueError: We need at least 1 word to plot a word cloud, got 0.


You can find the data here.
Any help to generate the plot will be highly appreciated.










share|improve this question




























    1















    I have a pandas dataframe which consists of grade points of students. I want to generate the word cloud or number cloud for the grades. Is there any way to achieve it. I tried all possible ways but all my efforts in vain.
    Basically what I want is word cloud that contains numbers in it. from the column CGPA.



    Here is what I tried :



    import pandas as pd
    from wordcloud import WordCloud
    import matplotlib.pyplot as plt
    df = pd.read_csv("VTU_marks.csv")
    # rounding off
    df = df[df['CGPA'].isnull() == False]
    df['CGPA'] = df['CGPA'].round(decimals=2)

    wordcloud = WordCloud(max_font_size=50,max_words=100,background_color="white").generate(string)
    plt.figure()
    plt.imshow(wordcloud, interpolation="bilinear")
    plt.axis("off")
    plt.show()


    But I am getting an error



    ---------------------------------------------------------------------------
    ValueError Traceback (most recent call last)
    <ipython-input-47-29ec36ebbb1e> in <module>()
    ----> 1 wordcloud = WordCloud(max_font_size=50, max_words=100, background_color="white").generate(string)
    2 plt.figure()
    3 plt.imshow(wordcloud, interpolation="bilinear")
    4 plt.axis("off")
    5 plt.show()

    /usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate(self, text)
    603 self
    604 """
    --> 605 return self.generate_from_text(text)
    606
    607 def _check_generated(self):

    /usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate_from_text(self, text)
    585 """
    586 words = self.process_text(text)
    --> 587 self.generate_from_frequencies(words)
    588 return self
    589

    /usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate_from_frequencies(self, frequencies, max_font_size)
    381 if len(frequencies) <= 0:
    382 raise ValueError("We need at least 1 word to plot a word cloud, "
    --> 383 "got %d." % len(frequencies))
    384 frequencies = frequencies[:self.max_words]
    385

    ValueError: We need at least 1 word to plot a word cloud, got 0.


    You can find the data here.
    Any help to generate the plot will be highly appreciated.










    share|improve this question


























      1












      1








      1








      I have a pandas dataframe which consists of grade points of students. I want to generate the word cloud or number cloud for the grades. Is there any way to achieve it. I tried all possible ways but all my efforts in vain.
      Basically what I want is word cloud that contains numbers in it. from the column CGPA.



      Here is what I tried :



      import pandas as pd
      from wordcloud import WordCloud
      import matplotlib.pyplot as plt
      df = pd.read_csv("VTU_marks.csv")
      # rounding off
      df = df[df['CGPA'].isnull() == False]
      df['CGPA'] = df['CGPA'].round(decimals=2)

      wordcloud = WordCloud(max_font_size=50,max_words=100,background_color="white").generate(string)
      plt.figure()
      plt.imshow(wordcloud, interpolation="bilinear")
      plt.axis("off")
      plt.show()


      But I am getting an error



      ---------------------------------------------------------------------------
      ValueError Traceback (most recent call last)
      <ipython-input-47-29ec36ebbb1e> in <module>()
      ----> 1 wordcloud = WordCloud(max_font_size=50, max_words=100, background_color="white").generate(string)
      2 plt.figure()
      3 plt.imshow(wordcloud, interpolation="bilinear")
      4 plt.axis("off")
      5 plt.show()

      /usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate(self, text)
      603 self
      604 """
      --> 605 return self.generate_from_text(text)
      606
      607 def _check_generated(self):

      /usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate_from_text(self, text)
      585 """
      586 words = self.process_text(text)
      --> 587 self.generate_from_frequencies(words)
      588 return self
      589

      /usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate_from_frequencies(self, frequencies, max_font_size)
      381 if len(frequencies) <= 0:
      382 raise ValueError("We need at least 1 word to plot a word cloud, "
      --> 383 "got %d." % len(frequencies))
      384 frequencies = frequencies[:self.max_words]
      385

      ValueError: We need at least 1 word to plot a word cloud, got 0.


      You can find the data here.
      Any help to generate the plot will be highly appreciated.










      share|improve this question
















      I have a pandas dataframe which consists of grade points of students. I want to generate the word cloud or number cloud for the grades. Is there any way to achieve it. I tried all possible ways but all my efforts in vain.
      Basically what I want is word cloud that contains numbers in it. from the column CGPA.



      Here is what I tried :



      import pandas as pd
      from wordcloud import WordCloud
      import matplotlib.pyplot as plt
      df = pd.read_csv("VTU_marks.csv")
      # rounding off
      df = df[df['CGPA'].isnull() == False]
      df['CGPA'] = df['CGPA'].round(decimals=2)

      wordcloud = WordCloud(max_font_size=50,max_words=100,background_color="white").generate(string)
      plt.figure()
      plt.imshow(wordcloud, interpolation="bilinear")
      plt.axis("off")
      plt.show()


      But I am getting an error



      ---------------------------------------------------------------------------
      ValueError Traceback (most recent call last)
      <ipython-input-47-29ec36ebbb1e> in <module>()
      ----> 1 wordcloud = WordCloud(max_font_size=50, max_words=100, background_color="white").generate(string)
      2 plt.figure()
      3 plt.imshow(wordcloud, interpolation="bilinear")
      4 plt.axis("off")
      5 plt.show()

      /usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate(self, text)
      603 self
      604 """
      --> 605 return self.generate_from_text(text)
      606
      607 def _check_generated(self):

      /usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate_from_text(self, text)
      585 """
      586 words = self.process_text(text)
      --> 587 self.generate_from_frequencies(words)
      588 return self
      589

      /usr/local/lib/python3.6/dist-packages/wordcloud/wordcloud.py in generate_from_frequencies(self, frequencies, max_font_size)
      381 if len(frequencies) <= 0:
      382 raise ValueError("We need at least 1 word to plot a word cloud, "
      --> 383 "got %d." % len(frequencies))
      384 frequencies = frequencies[:self.max_words]
      385

      ValueError: We need at least 1 word to plot a word cloud, got 0.


      You can find the data here.
      Any help to generate the plot will be highly appreciated.







      pandas matplotlib nlp nltk word-cloud






      share|improve this question















      share|improve this question













      share|improve this question




      share|improve this question








      edited Mar 7 at 21:14









      Jack

      1,8951117




      1,8951117










      asked Mar 7 at 14:36









      Himanshu PoddarHimanshu Poddar

      4881720




      4881720






















          1 Answer
          1






          active

          oldest

          votes


















          1














          After setting up your data and rounding as desired we can count up the frequency of each score:



          counts = df['CGPA'].value_counts()


          We need to make sure that the indices here are strings, floats will raise an error (this is what was wrong in your example attempt). So, we can convert them to strings as:



          counts.index = counts.index.map(str)

          #Below alternative works for pandas versions >= 0.19.0
          #counts.index = counts.index.astype(str)


          We can then use the .generate_from_frequencies method to get what you desire:



          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()


          This gave me the following:



          enter image description here



          Full MWE:



          import pandas as pd
          from wordcloud import WordCloud
          import matplotlib.pyplot as plt

          df = pd.read_csv("VTU_marks.csv")
          # rounding off
          df = df[df['CGPA'].isnull() == False]
          df['CGPA'] = df['CGPA'].round(decimals=2)

          counts = df['CGPA'].value_counts()

          counts.index = counts.index.map(str)
          #counts.index = counts.index.astype(str)

          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()





          share|improve this answer

























          • hi there thanks a lot for the help but as you are saying that the values are unique. Ok but is there any way to show those values in the word cloud

            – Himanshu Poddar
            Mar 7 at 17:12











          • Actually, looking again I was wrong about the uniqueness. I'll update my answer

            – Jack
            Mar 7 at 17:14











          • Jack you are my saviour Thank you so much .

            – Himanshu Poddar
            Mar 7 at 17:17











          • You're welcome. Glad I could help :)

            – Jack
            Mar 7 at 17:17











          • Tried to follow the same thing but getting an error TypeError: argument of type 'float' is not iterable can you please help me out

            – Himanshu Poddar
            Mar 7 at 17:25










          Your Answer






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          1 Answer
          1






          active

          oldest

          votes








          1 Answer
          1






          active

          oldest

          votes









          active

          oldest

          votes






          active

          oldest

          votes









          1














          After setting up your data and rounding as desired we can count up the frequency of each score:



          counts = df['CGPA'].value_counts()


          We need to make sure that the indices here are strings, floats will raise an error (this is what was wrong in your example attempt). So, we can convert them to strings as:



          counts.index = counts.index.map(str)

          #Below alternative works for pandas versions >= 0.19.0
          #counts.index = counts.index.astype(str)


          We can then use the .generate_from_frequencies method to get what you desire:



          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()


          This gave me the following:



          enter image description here



          Full MWE:



          import pandas as pd
          from wordcloud import WordCloud
          import matplotlib.pyplot as plt

          df = pd.read_csv("VTU_marks.csv")
          # rounding off
          df = df[df['CGPA'].isnull() == False]
          df['CGPA'] = df['CGPA'].round(decimals=2)

          counts = df['CGPA'].value_counts()

          counts.index = counts.index.map(str)
          #counts.index = counts.index.astype(str)

          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()





          share|improve this answer

























          • hi there thanks a lot for the help but as you are saying that the values are unique. Ok but is there any way to show those values in the word cloud

            – Himanshu Poddar
            Mar 7 at 17:12











          • Actually, looking again I was wrong about the uniqueness. I'll update my answer

            – Jack
            Mar 7 at 17:14











          • Jack you are my saviour Thank you so much .

            – Himanshu Poddar
            Mar 7 at 17:17











          • You're welcome. Glad I could help :)

            – Jack
            Mar 7 at 17:17











          • Tried to follow the same thing but getting an error TypeError: argument of type 'float' is not iterable can you please help me out

            – Himanshu Poddar
            Mar 7 at 17:25















          1














          After setting up your data and rounding as desired we can count up the frequency of each score:



          counts = df['CGPA'].value_counts()


          We need to make sure that the indices here are strings, floats will raise an error (this is what was wrong in your example attempt). So, we can convert them to strings as:



          counts.index = counts.index.map(str)

          #Below alternative works for pandas versions >= 0.19.0
          #counts.index = counts.index.astype(str)


          We can then use the .generate_from_frequencies method to get what you desire:



          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()


          This gave me the following:



          enter image description here



          Full MWE:



          import pandas as pd
          from wordcloud import WordCloud
          import matplotlib.pyplot as plt

          df = pd.read_csv("VTU_marks.csv")
          # rounding off
          df = df[df['CGPA'].isnull() == False]
          df['CGPA'] = df['CGPA'].round(decimals=2)

          counts = df['CGPA'].value_counts()

          counts.index = counts.index.map(str)
          #counts.index = counts.index.astype(str)

          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()





          share|improve this answer

























          • hi there thanks a lot for the help but as you are saying that the values are unique. Ok but is there any way to show those values in the word cloud

            – Himanshu Poddar
            Mar 7 at 17:12











          • Actually, looking again I was wrong about the uniqueness. I'll update my answer

            – Jack
            Mar 7 at 17:14











          • Jack you are my saviour Thank you so much .

            – Himanshu Poddar
            Mar 7 at 17:17











          • You're welcome. Glad I could help :)

            – Jack
            Mar 7 at 17:17











          • Tried to follow the same thing but getting an error TypeError: argument of type 'float' is not iterable can you please help me out

            – Himanshu Poddar
            Mar 7 at 17:25













          1












          1








          1







          After setting up your data and rounding as desired we can count up the frequency of each score:



          counts = df['CGPA'].value_counts()


          We need to make sure that the indices here are strings, floats will raise an error (this is what was wrong in your example attempt). So, we can convert them to strings as:



          counts.index = counts.index.map(str)

          #Below alternative works for pandas versions >= 0.19.0
          #counts.index = counts.index.astype(str)


          We can then use the .generate_from_frequencies method to get what you desire:



          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()


          This gave me the following:



          enter image description here



          Full MWE:



          import pandas as pd
          from wordcloud import WordCloud
          import matplotlib.pyplot as plt

          df = pd.read_csv("VTU_marks.csv")
          # rounding off
          df = df[df['CGPA'].isnull() == False]
          df['CGPA'] = df['CGPA'].round(decimals=2)

          counts = df['CGPA'].value_counts()

          counts.index = counts.index.map(str)
          #counts.index = counts.index.astype(str)

          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()





          share|improve this answer















          After setting up your data and rounding as desired we can count up the frequency of each score:



          counts = df['CGPA'].value_counts()


          We need to make sure that the indices here are strings, floats will raise an error (this is what was wrong in your example attempt). So, we can convert them to strings as:



          counts.index = counts.index.map(str)

          #Below alternative works for pandas versions >= 0.19.0
          #counts.index = counts.index.astype(str)


          We can then use the .generate_from_frequencies method to get what you desire:



          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()


          This gave me the following:



          enter image description here



          Full MWE:



          import pandas as pd
          from wordcloud import WordCloud
          import matplotlib.pyplot as plt

          df = pd.read_csv("VTU_marks.csv")
          # rounding off
          df = df[df['CGPA'].isnull() == False]
          df['CGPA'] = df['CGPA'].round(decimals=2)

          counts = df['CGPA'].value_counts()

          counts.index = counts.index.map(str)
          #counts.index = counts.index.astype(str)

          wordcloud = WordCloud().generate_from_frequencies(counts)
          plt.figure()
          plt.imshow(wordcloud, interpolation="bilinear")
          plt.axis("off")
          plt.show()






          share|improve this answer














          share|improve this answer



          share|improve this answer








          edited Mar 8 at 9:24

























          answered Mar 7 at 16:59









          JackJack

          1,8951117




          1,8951117












          • hi there thanks a lot for the help but as you are saying that the values are unique. Ok but is there any way to show those values in the word cloud

            – Himanshu Poddar
            Mar 7 at 17:12











          • Actually, looking again I was wrong about the uniqueness. I'll update my answer

            – Jack
            Mar 7 at 17:14











          • Jack you are my saviour Thank you so much .

            – Himanshu Poddar
            Mar 7 at 17:17











          • You're welcome. Glad I could help :)

            – Jack
            Mar 7 at 17:17











          • Tried to follow the same thing but getting an error TypeError: argument of type 'float' is not iterable can you please help me out

            – Himanshu Poddar
            Mar 7 at 17:25

















          • hi there thanks a lot for the help but as you are saying that the values are unique. Ok but is there any way to show those values in the word cloud

            – Himanshu Poddar
            Mar 7 at 17:12











          • Actually, looking again I was wrong about the uniqueness. I'll update my answer

            – Jack
            Mar 7 at 17:14











          • Jack you are my saviour Thank you so much .

            – Himanshu Poddar
            Mar 7 at 17:17











          • You're welcome. Glad I could help :)

            – Jack
            Mar 7 at 17:17











          • Tried to follow the same thing but getting an error TypeError: argument of type 'float' is not iterable can you please help me out

            – Himanshu Poddar
            Mar 7 at 17:25
















          hi there thanks a lot for the help but as you are saying that the values are unique. Ok but is there any way to show those values in the word cloud

          – Himanshu Poddar
          Mar 7 at 17:12





          hi there thanks a lot for the help but as you are saying that the values are unique. Ok but is there any way to show those values in the word cloud

          – Himanshu Poddar
          Mar 7 at 17:12













          Actually, looking again I was wrong about the uniqueness. I'll update my answer

          – Jack
          Mar 7 at 17:14





          Actually, looking again I was wrong about the uniqueness. I'll update my answer

          – Jack
          Mar 7 at 17:14













          Jack you are my saviour Thank you so much .

          – Himanshu Poddar
          Mar 7 at 17:17





          Jack you are my saviour Thank you so much .

          – Himanshu Poddar
          Mar 7 at 17:17













          You're welcome. Glad I could help :)

          – Jack
          Mar 7 at 17:17





          You're welcome. Glad I could help :)

          – Jack
          Mar 7 at 17:17













          Tried to follow the same thing but getting an error TypeError: argument of type 'float' is not iterable can you please help me out

          – Himanshu Poddar
          Mar 7 at 17:25





          Tried to follow the same thing but getting an error TypeError: argument of type 'float' is not iterable can you please help me out

          – Himanshu Poddar
          Mar 7 at 17:25



















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