How do I attach colors to specific values in a pandas barh plot?










2















I'm currently using a colormap to color a stacked barplot from a pandas dataframe. The problem is, that I want to make multiple plots. (see pictures)



data 1



data 2



Right now the colormap uses the smallest and biggest value of each dataset to specify the colors. I would like to change that in the following way:



  • the same color should always represent the same value (even if the minimal value differs)

  • ideally I want to specify them only once and not every time I create a new plot

Is there a way to take colors from a colormap and attach them to specific values?



Several previous questions touch on a very similar subject, for example here: Color by Column Values in Matplotlib
None of the questions I found, referred to barplots however.



Here is my code:



import pandas as pd
import matplotlib.pyplot as plt

df = pd.DataFrame('DN': [20, 25, 32, 40, 50],
'Fall 1': [200, 300, 450, 200, 80],
'Fall 2': [250, 250, 450, 210, 70],
'Fall 3': [300, 200, 350, 310, 70])

gesamtlaenge = 200 + 300 + 450 + 200 + 80

df = df.set_index('DN')
df = df.transpose()

# Skalierung auf Maximum:
df = df.divide(gesamtlaenge, axis=0)
df = df.multiply(100, axis=0)

f, b = plt.subplots(figsize=(9, 6))

ax = df.plot(ax=f.gca(),
title='titel',
kind='barh', stacked=True,
colormap='summer_r',
edgecolor='black',
fontsize=14)

ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), fontsize=14)
ax.set_xlabel('Anteil in %', fontsize=14)
ax.set_title('title', fontsize=14)

f.tight_layout()
f.subplots_adjust(right=0.8)

plt.show()


The second dataframe I used:



df = pd.DataFrame('DN': [25, 32, 40, 50],
'Fall 1': [300, 450, 200, 80],
'Fall 2': [250, 500, 210, 70],
'Fall 3': [200, 350, 310, 170])









share|improve this question




























    2















    I'm currently using a colormap to color a stacked barplot from a pandas dataframe. The problem is, that I want to make multiple plots. (see pictures)



    data 1



    data 2



    Right now the colormap uses the smallest and biggest value of each dataset to specify the colors. I would like to change that in the following way:



    • the same color should always represent the same value (even if the minimal value differs)

    • ideally I want to specify them only once and not every time I create a new plot

    Is there a way to take colors from a colormap and attach them to specific values?



    Several previous questions touch on a very similar subject, for example here: Color by Column Values in Matplotlib
    None of the questions I found, referred to barplots however.



    Here is my code:



    import pandas as pd
    import matplotlib.pyplot as plt

    df = pd.DataFrame('DN': [20, 25, 32, 40, 50],
    'Fall 1': [200, 300, 450, 200, 80],
    'Fall 2': [250, 250, 450, 210, 70],
    'Fall 3': [300, 200, 350, 310, 70])

    gesamtlaenge = 200 + 300 + 450 + 200 + 80

    df = df.set_index('DN')
    df = df.transpose()

    # Skalierung auf Maximum:
    df = df.divide(gesamtlaenge, axis=0)
    df = df.multiply(100, axis=0)

    f, b = plt.subplots(figsize=(9, 6))

    ax = df.plot(ax=f.gca(),
    title='titel',
    kind='barh', stacked=True,
    colormap='summer_r',
    edgecolor='black',
    fontsize=14)

    ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), fontsize=14)
    ax.set_xlabel('Anteil in %', fontsize=14)
    ax.set_title('title', fontsize=14)

    f.tight_layout()
    f.subplots_adjust(right=0.8)

    plt.show()


    The second dataframe I used:



    df = pd.DataFrame('DN': [25, 32, 40, 50],
    'Fall 1': [300, 450, 200, 80],
    'Fall 2': [250, 500, 210, 70],
    'Fall 3': [200, 350, 310, 170])









    share|improve this question


























      2












      2








      2








      I'm currently using a colormap to color a stacked barplot from a pandas dataframe. The problem is, that I want to make multiple plots. (see pictures)



      data 1



      data 2



      Right now the colormap uses the smallest and biggest value of each dataset to specify the colors. I would like to change that in the following way:



      • the same color should always represent the same value (even if the minimal value differs)

      • ideally I want to specify them only once and not every time I create a new plot

      Is there a way to take colors from a colormap and attach them to specific values?



      Several previous questions touch on a very similar subject, for example here: Color by Column Values in Matplotlib
      None of the questions I found, referred to barplots however.



      Here is my code:



      import pandas as pd
      import matplotlib.pyplot as plt

      df = pd.DataFrame('DN': [20, 25, 32, 40, 50],
      'Fall 1': [200, 300, 450, 200, 80],
      'Fall 2': [250, 250, 450, 210, 70],
      'Fall 3': [300, 200, 350, 310, 70])

      gesamtlaenge = 200 + 300 + 450 + 200 + 80

      df = df.set_index('DN')
      df = df.transpose()

      # Skalierung auf Maximum:
      df = df.divide(gesamtlaenge, axis=0)
      df = df.multiply(100, axis=0)

      f, b = plt.subplots(figsize=(9, 6))

      ax = df.plot(ax=f.gca(),
      title='titel',
      kind='barh', stacked=True,
      colormap='summer_r',
      edgecolor='black',
      fontsize=14)

      ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), fontsize=14)
      ax.set_xlabel('Anteil in %', fontsize=14)
      ax.set_title('title', fontsize=14)

      f.tight_layout()
      f.subplots_adjust(right=0.8)

      plt.show()


      The second dataframe I used:



      df = pd.DataFrame('DN': [25, 32, 40, 50],
      'Fall 1': [300, 450, 200, 80],
      'Fall 2': [250, 500, 210, 70],
      'Fall 3': [200, 350, 310, 170])









      share|improve this question
















      I'm currently using a colormap to color a stacked barplot from a pandas dataframe. The problem is, that I want to make multiple plots. (see pictures)



      data 1



      data 2



      Right now the colormap uses the smallest and biggest value of each dataset to specify the colors. I would like to change that in the following way:



      • the same color should always represent the same value (even if the minimal value differs)

      • ideally I want to specify them only once and not every time I create a new plot

      Is there a way to take colors from a colormap and attach them to specific values?



      Several previous questions touch on a very similar subject, for example here: Color by Column Values in Matplotlib
      None of the questions I found, referred to barplots however.



      Here is my code:



      import pandas as pd
      import matplotlib.pyplot as plt

      df = pd.DataFrame('DN': [20, 25, 32, 40, 50],
      'Fall 1': [200, 300, 450, 200, 80],
      'Fall 2': [250, 250, 450, 210, 70],
      'Fall 3': [300, 200, 350, 310, 70])

      gesamtlaenge = 200 + 300 + 450 + 200 + 80

      df = df.set_index('DN')
      df = df.transpose()

      # Skalierung auf Maximum:
      df = df.divide(gesamtlaenge, axis=0)
      df = df.multiply(100, axis=0)

      f, b = plt.subplots(figsize=(9, 6))

      ax = df.plot(ax=f.gca(),
      title='titel',
      kind='barh', stacked=True,
      colormap='summer_r',
      edgecolor='black',
      fontsize=14)

      ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), fontsize=14)
      ax.set_xlabel('Anteil in %', fontsize=14)
      ax.set_title('title', fontsize=14)

      f.tight_layout()
      f.subplots_adjust(right=0.8)

      plt.show()


      The second dataframe I used:



      df = pd.DataFrame('DN': [25, 32, 40, 50],
      'Fall 1': [300, 450, 200, 80],
      'Fall 2': [250, 500, 210, 70],
      'Fall 3': [200, 350, 310, 170])






      python-3.x pandas plot colors colormap






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      edited Nov 15 '18 at 14:58







      Weena

















      asked Nov 15 '18 at 14:29









      WeenaWeena

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