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Bokeh example is incompatible with recent versions #4

Description

@ostueker

The Bokeh example in chapter 7 (Analysis and Visualization) on page 173 is no longer compatible with current versions of Bokeh.

Below is the corrected example and a diff compared with the content of cell [9] in ch08-analysis-and-viz.ipynb:

importnumpyasnp# import the Bokeh plotting toolsfrombokehimportplottingasbp# as in the matplotlib example, load decays.csv into a NumPy arraydecaydata=np.loadtxt('data/decays.csv',delimiter=",",skiprows=1)
# provide handles for the x and y columnstime=decaydata[:,0]
decays=decaydata[:,1]
# define some output file metadatabp.output_file("decays.html", title="Experiment 1 Radioactivity")
# create a figure with fun Internet-friendly features (optional)f=bp.figure(tools="pan,wheel_zoom,box_zoom,reset,previewsave",
title="Decays", x_axis_label="Time (s)", y_axis_label="Decays (#)" )
# on that figure, create a line plotf.line(time, decays, color='#1F78B4', legend='Decays per second' )
# additional customization to the figure can be specified separatelyf.grid.grid_line_alpha=0.3# open a browserbp.show(f)
--- bokeh_old.py	2017-05-04 15:31:54.268924393 -0230+++ bokeh_new.py	2017-05-04 15:31:02.076925327 -0230@@ -13,15 +13,15 @@
bp.output_file("decays.html", title="Experiment 1 Radioactivity")
# create a figure with fun Internet-friendly features (optional)
-bp.figure(tools="pan,wheel_zoom,box_zoom,reset,previewsave")+f = bp.figure(tools="pan,wheel_zoom,box_zoom,reset,previewsave",+ title="Decays", x_axis_label="Time (s)", y_axis_label="Decays (#)" )
# on that figure, create a line plot
-bp.line(time, decays, x_axis_label="Time (s)", y_axis_label="Decays (#)",- color='#1F78B4', legend='Decays per second')+f.line(time, decays, color='#1F78B4', legend='Decays per second' )
# additional customization to the figure can be specified separately
-bp.curplot().title = "Decays"-bp.grid().grid_line_alpha=0.3+f.grid.grid_line_alpha=0.3
# open a browser
-bp.show()+bp.show(f)

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