Bokeh Area Chart Unable To Plot
I am unable to plot the area chart in bokeh for some reason.. Below is the code used for the same.. from bokeh.charts import Area, show, output_file Areadict = dict( I = d
Solution 1:
I would recommend looking at Holoviews which is a very high level API built on top of Bokeh, and is endorsed by the Bokeh team. You can see an Area chart example in their documentation. Basically it looks like:
# create holoviews objects
dims = dict(kdims='time', vdims='memory')
python = hv.Area(python_array, label='python', **dims)
pypy = hv.Area(pypy_array, label='pypy', **dims)
jython = hv.Area(jython_array, label='jython', **dims)
# plot
overlay.relabel("Area Chart") + hv.Area.stack(overlay).relabel("Stacked Area Chart")
Which results in
Otherwise, as of Bokeh 0.13 to create a stacked area chart with the stable bokeh.plotting
API, you will need to stack the data yourself, as shown in this example:
import numpy as np
import pandas as pd
from bokeh.plotting import figure, show, output_file
from bokeh.palettes import brewer
N = 20
cats = 10
df = pd.DataFrame(np.random.randint(10, 100, size=(N, cats))).add_prefix('y')
defstacked(df):
df_top = df.cumsum(axis=1)
df_bottom = df_top.shift(axis=1).fillna({'y0': 0})[::-1]
df_stack = pd.concat([df_bottom, df_top], ignore_index=True)
return df_stack
areas = stacked(df)
colors = brewer['Spectral'][areas.shape[1]]
x2 = np.hstack((df.index[::-1], df.index))
p = figure(x_range=(0, N-1), y_range=(0, 800))
p.grid.minor_grid_line_color = '#eeeeee'
p.patches([x2] * areas.shape[1], [areas[c].values for c in areas],
color=colors, alpha=0.8, line_color=None)
show(p)
which results in
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