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[SuperBarChart] A stacked barchart object using Pandas dataframes. #manim #barchart #pandas #dataframe
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# https://discord.com/channels/581738731934056449/1338585711648968775/1338585711648968775 | |
from manim import * | |
from pandas import DataFrame | |
class SuperBarChart(VGroup): | |
def __init__(self, | |
x_length, | |
y_range, | |
y_length, | |
dataframe, | |
colors=[[RED,YELLOW,GREEN,BLUE,MAROON]], | |
buff = 0.2, | |
label_buff = 0.2, | |
bar_stroke_width = 1, | |
bar_fill_opacity = 0.6, | |
**kwargs | |
): | |
self.buff = buff | |
self.label_buff = label_buff | |
self.colors = colors | |
self.bar_stroke_width = bar_stroke_width | |
self.bar_fill_opacity = bar_fill_opacity | |
self.barwidth = (1-buff)/len(dataframe.columns) | |
self.axes = Axes( | |
x_range=[0,len(dataframe.index)+1,1], | |
x_length=x_length, | |
y_range=y_range, | |
y_length=y_length, | |
tips=False, | |
x_axis_config={"include_numbers":False}, | |
y_axis_config={"include_numbers":True}, | |
) | |
self.unit_x = (self.axes.c2p(1,0)-self.axes.c2p(0,0))[0] | |
self.unit_y = (self.axes.c2p(0,1)-self.axes.c2p(0,0))[1] | |
VGroup.__init__(self, **kwargs) | |
self.add(self.axes) | |
self.labels = VGroup() | |
self.series = VGroup() | |
self.update_chartdata(dataframe=dataframe) | |
self.add(self.labels) | |
self.add(self.series) | |
self.center() | |
def update_chartdata(self, dataframe): | |
self.dataframe = dataframe | |
self.indices = self.dataframe.index | |
self.seriesnames = self.dataframe.columns | |
labels = Tex(*[label for label in self.indices]) | |
newlabels = VGroup( | |
labels[i].shift(self.axes.c2p(i+1,0)-[labels[i].get_x(),labels.get_top()[1]+self.label_buff,0]) | |
for i in range(len(labels)) | |
) | |
self.labels.become(newlabels) | |
series = VGroup() | |
for j,seriename in enumerate(self.seriesnames): | |
serie = VGroup() | |
datas = self.dataframe[seriename] | |
colorscale = self.colors[j % len(self.colors)] | |
for x,data in enumerate(datas): | |
if hasattr(data,"__len__"): | |
bar = VGroup( | |
Rectangle( | |
width=self.unit_x*self.barwidth, | |
height=datapoint*self.unit_y, | |
color=colorscale[i % len(colorscale)], | |
stroke_width=self.bar_stroke_width, | |
fill_opacity = self.bar_fill_opacity, | |
) | |
for i,datapoint in enumerate(data) | |
).arrange(UP, buff=0) | |
else: | |
bar = VGroup( | |
Rectangle( | |
width=self.unit_x*self.barwidth, | |
height=data*self.unit_y, | |
color=colorscale[0], | |
stroke_width=self.bar_stroke_width, | |
fill_opacity = self.bar_fill_opacity, | |
) | |
) | |
bar.shift(self.axes.c2p(x+0.5*(1+self.buff)+(0.5+j)*self.barwidth)-bar.get_bottom()) | |
serie += bar | |
series += serie | |
self.series.become(series) | |
class superbarcharttest(Scene): | |
def construct(self): | |
dataframe = DataFrame( | |
{ | |
"one": [[1.0, 1.2, 1.5], 2.0, 3.0, 4.0], | |
"two": [4.0, 3.0, 2.0, 1.0], | |
"three": [3.0, 2.0, 1.0, 4.0 ], | |
}, | |
index = ["a", "b", "c", "d"] | |
) | |
chart = SuperBarChart( | |
x_length=12, | |
y_range=[0,20,5], | |
y_length=6, | |
dataframe = dataframe, | |
colors=[[RED,YELLOW,GREEN,BLUE,MAROON],[TEAL],[ORANGE]], | |
) | |
self.add(chart) | |
class superbarcharttest_dynamic(Scene): | |
def construct(self): | |
dataframe = DataFrame( | |
{ | |
"one": [[1.0, 1.2, 1.5], 2.0, 3.0, 4.0], | |
"two": [4.0, 3.0, 2.0, 1.0], | |
"three": [3.0, 2.0, 1.0, [3,3.0] ], | |
}, | |
index = ["a", "b", "c", "d"] | |
) | |
chart = SuperBarChart( | |
x_length=12, | |
y_range=[0,7,1], | |
y_length=6, | |
dataframe = dataframe, | |
colors=[[RED,YELLOW,GREEN,BLUE,MAROON],[TEAL],[ORANGE,BLUE]], | |
) | |
self.play(Create(chart.axes)) | |
self.play(Write(chart.labels)) | |
for serie in chart.series: | |
self.play(Create(serie)) | |
self.wait() | |
dataframe2 = DataFrame( | |
{ | |
"one": [[1.5, 1.2, 1.0], 4.0, 2.0, 1.0], | |
"two": [1.0, 3.0, 4.0, 1.0], | |
"three": [5.0, 0.5, 1.0, [1,5] ], | |
}, | |
index = ["a", "b", "c", "d"] | |
) | |
self.play(chart.animate.update_chartdata(dataframe2)) | |
self.wait() |
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