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from collections import OrderedDict
import numpy as np
from bokeh.charts import BoxPlot, output_notebook, show
from bokeh.sampledata.olympics2014 import data
output_notebook()


    

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data = {d['abbr']: d['medals'] for d in data['data'] if d['medals']['total'] > 0}

countries = sorted(data.keys(), key=lambda x: data[x]['total'], reverse=True)

gold = np.array([data[abbr]['gold'] for abbr in countries], dtype=np.float)
silver = np.array([data[abbr]['silver'] for abbr in countries], dtype=np.float)
bronze = np.array([data[abbr]['bronze'] for abbr in countries], dtype=np.float)

medals = OrderedDict(bronze=bronze, silver=silver, gold=gold, fake=gold)


    

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boxplot = BoxPlot(
    medals, title="boxplot, dict input", xlabel="medal type", ylabel="medal count", 
    width=600, height=400, marker="circle", outliers=True)
show(boxplot)


    

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from blaze import Data
from pandas import DataFrame

bmedals = Data(DataFrame(medals))
boxplot = BoxPlot(bmedals, title="boxplot, blaze input", xlabel="medal type", ylabel="medal count", 
             width=800, height=600, notebook=True, marker="circle", outliers=True)
show(boxplot)


    

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