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import numpy as np | ||
import pandas as pd | ||
import holoviews as hv | ||
import holoviews.plotting.bokeh | ||
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from bokeh.layouts import row, widgetbox | ||
from bokeh.models import Select | ||
from bokeh.plotting import curdoc, figure | ||
from bokeh.sampledata.autompg import autompg | ||
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df = autompg.copy() | ||
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SIZES = list(range(6, 22, 3)) | ||
ORIGINS = ['North America', 'Europe', 'Asia'] | ||
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# data cleanup | ||
df.cyl = [str(x) for x in df.cyl] | ||
df.origin = [ORIGINS[x-1] for x in df.origin] | ||
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df['year'] = [str(x) for x in df.yr] | ||
del df['yr'] | ||
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df['mfr'] = [x.split()[0] for x in df.name] | ||
df.loc[df.mfr=='chevy', 'mfr'] = 'chevrolet' | ||
df.loc[df.mfr=='chevroelt', 'mfr'] = 'chevrolet' | ||
df.loc[df.mfr=='maxda', 'mfr'] = 'mazda' | ||
df.loc[df.mfr=='mercedes-benz', 'mfr'] = 'mercedes' | ||
df.loc[df.mfr=='toyouta', 'mfr'] = 'toyota' | ||
df.loc[df.mfr=='vokswagen', 'mfr'] = 'volkswagen' | ||
df.loc[df.mfr=='vw', 'mfr'] = 'volkswagen' | ||
del df['name'] | ||
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columns = sorted(df.columns) | ||
discrete = [x for x in columns if df[x].dtype == object] | ||
continuous = [x for x in columns if x not in discrete] | ||
quantileable = [x for x in continuous if len(df[x].unique()) > 20] | ||
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hv.Store.current_backend = 'bokeh' | ||
renderer = hv.Store.renderers['bokeh'] | ||
options = hv.Store.options(backend='bokeh') | ||
options.Points = hv.Options('plot', width=800, height=600, size_index=None,) | ||
options.Points = hv.Options('style', cmap='rainbow', line_color='black') | ||
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def create_figure(): | ||
label = "%s vs %s" % (x.value.title(), y.value.title()) | ||
kdims = [x.value, y.value] | ||
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opts, style = {}, {} | ||
opts['color_index'] = color.value if color.value != 'None' else None | ||
if size.value != 'None': | ||
opts['size_index'] = size.value | ||
opts['scaling_factor'] = (1./df[size.value].max())*200 | ||
points = hv.Points(df, kdims=kdims, label=label)(plot=opts, style=style) | ||
plot = renderer.get_plot(points) | ||
plot.initialize_plot() | ||
return plot.state | ||
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def update(attr, old, new): | ||
layout.children[1] = create_figure() | ||
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x = Select(title='X-Axis', value='mpg', options=quantileable) | ||
x.on_change('value', update) | ||
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y = Select(title='Y-Axis', value='hp', options=quantileable) | ||
y.on_change('value', update) | ||
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size = Select(title='Size', value='None', options=['None'] + quantileable) | ||
size.on_change('value', update) | ||
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color = Select(title='Color', value='None', options=['None'] + quantileable) | ||
color.on_change('value', update) | ||
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controls = widgetbox([x, y, color, size], width=200) | ||
layout = row(controls, create_figure()) | ||
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curdoc().add_root(layout) | ||
curdoc().title = "Crossfilter" |
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# -*- coding: utf-8 -*- | ||
import numpy as np | ||
from bokeh.io import curdoc | ||
from bokeh.layouts import layout | ||
from bokeh.models import ( | ||
ColumnDataSource, HoverTool, SingleIntervalTicker, Slider, Button, Label, | ||
CategoricalColorMapper, | ||
) | ||
import holoviews as hv | ||
import holoviews.plotting.bokeh | ||
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renderer = hv.Store.renderers['bokeh'] | ||
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start = 0 | ||
end = 10 | ||
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hmap = hv.HoloMap({i: hv.Image(np.random.rand(10,10)) for i in range(start, end+1)}) | ||
plot = renderer.get_plot(hmap) | ||
plot.update(0) | ||
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def animate_update(): | ||
year = slider.value + 1 | ||
if year > end: | ||
year = start | ||
slider.value = year | ||
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def slider_update(attrname, old, new): | ||
plot.update(slider.value) | ||
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slider = Slider(start=start, end=end, value=0, step=1, title="Year") | ||
slider.on_change('value', slider_update) | ||
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def animate(): | ||
if button.label == '► Play': | ||
button.label = '❚❚ Pause' | ||
curdoc().add_periodic_callback(animate_update, 200) | ||
else: | ||
button.label = '► Play' | ||
curdoc().remove_periodic_callback(animate_update) | ||
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button = Button(label='► Play', width=60) | ||
button.on_click(animate) | ||
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layout = layout([ | ||
[plot.state], | ||
[slider, button], | ||
], sizing_mode='fixed') | ||
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curdoc().add_root(layout) |
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import numpy as np | ||
import holoviews as hv | ||
import holoviews.plotting.bokeh | ||
from holoviews.streams import Selection1D | ||
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hv.Store.current_backend = 'bokeh' | ||
renderer = hv.Store.renderers['bokeh'].instance(mode='server') | ||
hv.Store.options(backend='bokeh').Points = hv.Options('plot', tools=['box_select']) | ||
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data = np.random.multivariate_normal((0, 0), [[1, 0.1], [0.1, 1]], (1000,)) | ||
points = hv.Points(data) | ||
sel = Selection1D(source=points) | ||
mean_sel = hv.DynamicMap(lambda index: hv.HLine(points['y'][index].mean() | ||
if index else -10), | ||
kdims=[], streams=[sel]) | ||
doc,_ = renderer((points * mean_sel)) | ||
doc.title = 'HoloViews Selection Stream' |