def windBarb(self, figure):
self.source_barb = ColumnDataSource(data.EMPTY)
render_barb = figure.barb(x="xs",
y="ys",
u=-50,
v=-50,
source=self.source_barb)
tool4 = PointDrawTool(renderers=[render_barb],
custom_icon='forest/wind/barb.png')
return tool4
def windBarb(self):
'''
Draws a windbarb based on u and v values in ms¯¹. Currently fixed to 50ms¯¹.
'''
render_lines = []
for figure in self.figures:
render_lines.append(
figure.barb(x="xs",
y="ys",
u=-50,
v=-50,
source=self.source['barb']))
tool4 = PointDrawTool(renderers=render_lines,
tags=['barcwindbarb'],
custom_icon=wind.__file__.replace(
'__init__.py', 'barb.png'))
return tool4
def render_from_fb_combined():
print('rendering from facebook_combined.txt')
df = pd.read_csv('facebook_combined.txt', sep=" ", header=None)
G = nx.from_pandas_edgelist(df.head(1000), 0, 1)
print(nx.info(G))
plot = Plot(background_fill_color="white",
sizing_mode="stretch_both",
x_range=Range1d(-0.5, 0.5), y_range=Range1d(-0.5, 0.5))
graph_renderer = from_networkx(
G, nx.spring_layout, scale=1, center=(0, 0))
graph_renderer.node_renderer.glyph = Circle(
size=15, fill_color=Spectral4[0])
graph_renderer.edge_renderer.glyph = MultiLine(
line_alpha=0.8, line_width=1)
plot.add_tools(WheelZoomTool())
plot.add_tools(ResetTool())
plot.add_tools(PanTool())
plot.add_tools(HoverTool(
tooltips=[("user", "datracka"), ("url", "https://twitter.com/datracka")]))
plot.add_tools(PointDrawTool(
renderers=[], empty_value='black'))
plot.axis.axis_line_width = 0
plot.grid.grid_line_width = 0
plot.xaxis.major_tick_line_color = None # turn off x-axis major ticks
plot.xaxis.minor_tick_line_color = None # turn off x-axis minor ticks
plot.yaxis.major_tick_line_color = None # turn off y-axis major ticks
plot.yaxis.minor_tick_line_color = None # turn off y-axis minor ticks
plot.xaxis.major_label_text_color = None # Remove label x axis
plot.yaxis.major_label_text_color = None # Remove label x axis
plot.border_fill_color = None
plot.outline_line_color = None
plot.renderers.append(graph_renderer)
return plot
line_color="lcol",
line_width=3)
txt = Text(x='tsneX',
y='tsneY',
text='title',
text_alpha='txt_alpha',
text_align='center')
p1.add_glyph(filsource, txt)
hover = HoverTool()
hover.tooltips = [('Votes', '@n_vote'), ('Adoption', '@vote'),
('Titre', '@title')]
hover.renderers = [r1]
p1.add_tools(hover)
tool = PointDrawTool(renderers=[r1], num_objects=2000)
p1.add_tools(tool)
filsource.selected.js_on_change(
'indices',
CustomJS(args=dict(source=filsource, s2=s2, div=div),
code="""
var inds = cb_obj.indices;
var d1 = source.data;
var d2 = s2.data;
d2['vote'] = []
d2['n_vote'] = []
d2['title'] = []
d2['body'] = []
d2['id'] = []
var totvot=0;
def make_explorer(data_file, explorer_type='Customised'):
#explorer_type options: 'Customised', 'Small', 'Big'
def go_back():
som.revert_active_learning()
groove_map_info.update(
pd.DataFrame(
get_winners(features, names, som, palette_names),
columns=['GrooveName', 'PaletteName', 'X', 'Y', 'Colour']))
for i in range(94):
new_X = groove_map_info['X'][i]
new_Y = groove_map_info['Y'][i]
source.patch({'X': [(i, new_X)], 'Y': [(i, new_Y)]})
def reset():
som.reset_active_learning()
groove_map_info.update(
pd.DataFrame(
get_winners(features, names, som, palette_names),
columns=['GrooveName', 'PaletteName', 'X', 'Y', 'Colour']))
for i in range(94):
new_X = groove_map_info['X'][i]
new_Y = groove_map_info['Y'][i]
source.patch({'X': [(i, new_X)], 'Y': [(i, new_Y)]})
def pan_python_callback():
print('pan callback executed')
for i in range(94):
if source.data['X'][i] != groove_map_info['X'][i]:
old_coordinates = [
int(round(groove_map_info['X'][i], 0)),
int(round(groove_map_info['Y'][i], 0))
]
new_X = round(source.data['X'][i], 0) + round(
random.uniform(-0.2, 0.2), 2)
new_Y = round(source.data['Y'][i], 0) + round(
random.uniform(-0.2, 0.2), 2)
# source.patch({'X': [(i, new_X)], 'Y': [(i, new_Y)]})
groove_map_info.at[i, 'X'] = new_X
groove_map_info.at[i, 'Y'] = new_Y
new_coordinates = [int(round(new_X, 0)), int(round(new_Y, 0))]
print("Groove = ", source.data['GrooveName'][i])
print("New coordinates = ", new_coordinates)
print("Old coordinates =", old_coordinates)
groove = features[i]
som.update_active_learning_nurnberger_local(
groove, new_coordinates, old_coordinates)
groove_map_info.update(
pd.DataFrame(
get_winners(features, names, som, palette_names),
columns=['GrooveName', 'PaletteName', 'X', 'Y', 'Colour']))
for i in range(94):
new_X = groove_map_info['X'][i]
new_Y = groove_map_info['Y'][i]
source.patch({'X': [(i, new_X)], 'Y': [(i, new_Y)]})
print('Done')
def make_audio_panel(explorer_type):
PLAY_TEST_AUDIO = """
var index = selector.active;
var labels = ['A', 'B', 'C', 'D', 'E'];
var filename = path + labels[index] + '.mp3';
audio_player.stop_audio();
audio_player.play_audio(filename);
"""
STOPCODE = """
audio_player.stop_audio();
"""
if explorer_type == 'Small':
test_audio_path = 'Groove-Explorer-2/static/Test Audio/Groove Explorer Part 1 - Small/'
if explorer_type == 'Customised':
test_audio_path = 'Groove-Explorer-2/static/Test Audio/Groove Explorer Part 2 - Customisable/'
labels = ['A', 'B', 'C', 'D', 'E']
audio_selector = RadioGroup(labels=labels,
height_policy="auto",
sizing_mode='scale_width',
active=0)
play_button = Button(label='Play')
play_button.js_on_click(
CustomJS(args=dict(selector=audio_selector, path=test_audio_path),
code=PLAY_TEST_AUDIO))
stop_button = Button(label='Stop')
stop_button.js_on_click(CustomJS(code=STOPCODE))
audio_panel = column(audio_selector, play_button, stop_button)
return audio_panel
PLAY_FROM_EXPLORER = """
var selected = source.selected.indices;
var groovename = source.data['GrooveName'][selected[0]];
var palette = source.data['PaletteName'][selected[0]];
var filetype = ".mp3";
var filename = path + palette + '/' + groovename + '.mp3'
audio_player.stop_audio();
audio_player.play_audio(filename);
"""
hover = HoverTool()
hover.tooltips = [
('Name', '@GrooveName'),
('Palette', '@PaletteName'),
]
TOOLS = "crosshair, wheel_zoom, pan, reset"
if explorer_type in ['Small', 'Customised']:
dim = 12
som, features, names, palette_names = setup_SOM(data_file, dim)
if explorer_type == 'Small':
explorer_audio_path = "Groove-Explorer-2/static/Part 1 MP3 - Seperate Folders/"
som.weights = np.load(
"Groove-Explorer-2/SOM_Weights_MLR_3M_Part1.npy")
elif explorer_type == 'Customised':
explorer_audio_path = "Groove-Explorer-2/static/Part 3 MP3 - Seperate Folders/"
som.weights = np.load(
"Groove-Explorer-2/SOM_Weights_MLR_2M_Part3.npy")
groove_map_info = pd.DataFrame(
get_winners(features, names, som, palette_names),
columns=['GrooveName', 'PaletteName', 'X', 'Y', 'Colour'])
source = ColumnDataSource(groove_map_info)
explorer = figure(x_range=(-1, dim),
y_range=(-1, dim),
tools=TOOLS,
title='Groove Explorer 2')
audio_selector = make_audio_panel(explorer_type)
elif explorer_type == 'Big':
dim = 28
som, features, names, palette_names = setup_SOM(data_file, dim)
explorer_audio_path = "Groove-Explorer-2/static/Big_Dataset_Reduced/"
som.weights = np.load(
"Groove-Explorer-2/SOM_Weights_MLR_3M_BIG_s3-5_28x28.npy")
groove_map_info = pd.DataFrame(
get_winners(features, names, som, palette_names),
columns=['GrooveName', 'PaletteName', 'X', 'Y', 'Colour'])
source = ColumnDataSource(groove_map_info)
explorer = figure(x_range=(-1, dim),
y_range=(-1, dim),
tools=TOOLS,
title='Groove Explorer 2',
plot_width=700,
plot_height=700)
explorer.add_tools(hover)
explorer.add_tools(
TapTool(callback=CustomJS(code=PLAY_FROM_EXPLORER,
args=dict(source=source,
path=explorer_audio_path))))
renderer = explorer.circle(source=source,
x='X',
y='Y',
color='Colour',
fill_alpha=0.6,
size=15,
hover_fill_color='yellow',
hover_alpha=1,
nonselection_alpha=0.6)
if explorer_type == 'Customised':
point_drag = PointDrawTool(renderers=[renderer], add=False)
explorer.add_tools(point_drag)
explorer.on_event(PanEnd, pan_python_callback)
go_back_button = Button(label='Undo Customize')
reset_button = Button(label='Reset Customization')
go_back_button.on_click(go_back)
reset_button.on_click(reset)
return row(column(explorer, go_back_button, reset_button),
audio_selector)
elif explorer_type == 'Small':
return row(explorer, audio_selector)
elif explorer_type == 'Big':
return explorer
def textStamp(self, figure):
self.source_text_stamp = ColumnDataSource(data.EMPTY)
self.source_text_stamp.add([], "datasize")
self.source_text_stamp.add([], "fontsize")
self.source_text_stamp.add([], "colour")
#render_text_stamp = self.figure.circle(x="xs",y="ys",legend_label="X", source=source);
starting_font_size = 30 #in pixels
starting_colour = "orange" #in CSS-type spec
'''glyph = bokeh.models.Text(
x="xs",
y="ys",
text=value("🌧"),
text_color="colour",
text_font_size="fontsize")'''
#glyph.text_font_size = '%spx' % starting_font_size
#render_text_stamp = self.figure.add_glyph(self.source_text_stamp, glyph)
render_text_stamp = figure.text_stamp(x="xs",
y="ys",
source=self.source_text_stamp,
text=value("🌧"),
text_color="colour",
text_font_size="fontsize")
self.source_text_stamp.js_on_change(
'data',
bokeh.models.CustomJS(args=dict(
datasource=render_text_stamp.data_source,
starting_font_size=starting_font_size,
figure=figure,
starting_colour=starting_colour),
code="""
for(var g = 0; g < datasource.data['fontsize'].length; g++)
{
if(!datasource.data['colour'][g])
{
datasource.data['colour'][g] = starting_colour;
}
if(!datasource.data['fontsize'][g])
{
datasource.data['fontsize'][g] = starting_font_size +'px';
}
//calculate initial datasize
if(!datasource.data['datasize'][g])
{
var starting_font_proportion = starting_font_size/(figure.inner_height);
datasource.data['datasize'][g] = (starting_font_proportion * (figure.y_range.end - figure.y_range.start));
}
}
"""))
figure.y_range.js_on_change(
'start',
bokeh.models.CustomJS(args=dict(
render_text_stamp=render_text_stamp,
glyph=render_text_stamp.glyph,
figure=figure,
starting_font_size=starting_font_size),
code="""
for(var g = 0; g < render_text_stamp.data_source.data['fontsize'].length; g++)
{
render_text_stamp.data_source.data['fontsize'][g] = (((render_text_stamp.data_source.data['datasize'][g])/ (figure.y_range.end - figure.y_range.start))*figure.inner_height) + 'px';
}
glyph.change.emit();
"""))
#render_text_stamp = bokeh.models.renderers.GlyphRenderer(data_source=ColumnDataSource(dict(x=x, y=y, text="X")), glyph=bokeh.models.Text(x="xs", y="ys", text="text", angle=0.3, text_color="fuchsia"))
tool3 = PointDrawTool(renderers=[render_text_stamp], )
return tool3
def textStamp(self, glyph=chr(0x0f0000)):
'''Creates a tool that allows arbitrary Unicode text to be "stamped" on the map. Echos to all figures.
:param glyph: Arbitrary unicode string, usually (but not required to be) a single character.
returns:
PointDrawTool with textStamp functionality.
'''
starting_font_size = 15 # in pixels
render_lines = []
for figure in self.figures:
render_lines.append(
figure.text_stamp(x="xs",
y="ys",
source=self.source['text_stamp' + glyph],
text=value(glyph),
text_font='BARC',
text_color="colour",
text_font_size="fontsize"))
self.source['text_stamp' + glyph].js_on_change(
'data',
bokeh.models.CustomJS(args=dict(
datasource=self.source['text_stamp' + glyph],
starting_font_size=starting_font_size,
figure=self.figures[0],
colourPicker=self.colourPicker,
widthPicker=self.widthPicker,
saveArea=self.saveArea),
code="""
for(var g = 0; g < datasource.data['xs'].length; g++)
{
if(!datasource.data['colour'][g])
{
datasource.data['colour'][g] = colourPicker.color;
}
if(!datasource.data['fontsize'][g])
{
datasource.data['fontsize'][g] = (widthPicker.value * starting_font_size) +'px';
}
//calculate initial datasize
if(!datasource.data['datasize'][g])
{
var starting_font_proportion = (widthPicker.value * starting_font_size)/(figure.inner_height);
datasource.data['datasize'][g] = (starting_font_proportion * (figure.y_range.end - figure.y_range.start));
}
}
"""))
self.figures[0].y_range.js_on_change(
'start',
bokeh.models.CustomJS(args=dict(render_text_stamp=render_lines[0],
figure=self.figures[0]),
code="""
for(var g = 0; g < render_text_stamp.data_source.data['fontsize'].length; g++)
{
render_text_stamp.data_source.data['fontsize'][g] = (((render_text_stamp.data_source.data['datasize'][g])/ (figure.y_range.end - figure.y_range.start))*figure.inner_height) + 'px';
}
render_text_stamp.glyph.change.emit();
"""))
tool3 = PointDrawTool(
renderers=[render_lines[0]],
tags=['barc' + glyph],
)
return tool3
