import matplotlib.pyplot as plt
import numpy as np
import plotly.plotly as py
from plotly.graph_objs import *
py.sign_in('uname', 'pass')
trace1 = Scatter(
x=[1,2,3,4,5,6,7,8],
y=[24,25,30,21,33,31,30,29],
mode='lines',
xaxis='x1',
)
layout = Layout(
title="My first plot",
yaxis=YAxis(
title = "y1"
),
xaxis=XAxis(
title= 'x1',
anchor = 'x2'
),
xaxis2=XAxis(
title= 'x2',
side = 'top',
overlaying = 'y'
),
)
data = [trace1]
fig = Figure(data=data, layout=layout)
plot_url = py.plot(fig)
I am trying to create a second X axis on the top of the plot (let's call it x2). I want it to be linked to x1 values with a formula x2=x1*0.3. In matplotlib, I would simply define another axis and redefine its range, and the ratio would be maintained even if I zoom in/out:
ax2 = ax1.twiny()
start, end = ax1.get_xlim()
ax2.set_xlim(start*0.3, end*0.3)
So the effect should look like this:
How do I achieve the same effect in plotly?
Pretty close! Here is a simple example of multiple x-axes in Plotly, adapted from this example of multiple y-axes in Plotly with Python
import plotly.plotly as py
from plotly.graph_objs import *
trace1 = Scatter(
x=[1,2,3],
y=[24,30,25],
mode='lines',
xaxis='x1',
)
trace2 = Scatter(
x=[10,20,30],
y=[24,25,30],
mode='lines',
xaxis='x2',
)
layout = Layout(
title="Multiple X-Axes",
yaxis=YAxis(
title = "y1"
),
xaxis=XAxis(
title= 'x-axis 1'
),
xaxis2=XAxis(
title= 'x-axis 2',
side = 'top',
overlaying='x1'
)
)
data = [trace1, trace2]
fig = Figure(data=data, layout=layout)
py.plot(fig, filename='multiple x axes')
Which creates this graph: (Interactive version: https://plot.ly/~chris/3285)
Note that you can zoom and pan on the individual axes:
You can specify the range of these axes manually, with the Range
parameter, which would maintain the ratio as you zoom in and out with scroll. Here is a simple example:
import plotly.plotly as py
from plotly.graph_objs import *
trace1 = Scatter(
x=[1,2,3],
y=[24,30,25],
mode='lines',
xaxis='x1',
)
trace2 = Scatter(
x=[10,20,30],
y=[24,25,30],
mode='lines',
xaxis='x2',
)
layout = Layout(
title="Multiple X-Axes",
yaxis=YAxis(
title = "y1"
),
xaxis=XAxis(
title= 'x-axis 1',
range=[1, 3]
),
xaxis2=XAxis(
title= 'x-axis 2',
side = 'top',
overlaying='x1',
range=[10, 30]
)
)
data = [trace1, trace2]
fig = Figure(data=data, layout=layout)
py.plot(fig, filename='multiple x axes with custom range')
And here is the graph
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