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How to set the range of Y-axis in Python Plotly?

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2023-08-26 11:13:012366browse

Plotly supports setting ranges on the X-axis and Y-axis. Let us understand how to set the range of Y-axis in Plotly.

  • plotly.graph_objects is used to generate figures. It contains a lot of methods to customize charts and render a chart in HTML format.

  • Create a numpy module and generate random ranges for both X and Y axis.

  • CreateFigure() method to draw the X-axis and Y-axis in line mode

  • Create update_layout() method and set the Y-axis range.

Follow the given steps to set the range of the Y-axis in Plotly.

Step 1 - Import plotly

Import the plotly.graph_objs module and alias it to go

<span class="kwd">import</span><span class="pln"> plotly</span><span class="pun">.</span><span class="pln">graphs_objs </span><span class="kwd">as</span><span class="pln"> go</span>

Step 2 − Import numpy

Import the numpy module and set its alias to np, and set a random seed value.

<span class="kwd">import</span><span class="pln"> numpy </span><span class="kwd">as</span><span class="pln"> np
np</span><span class="pun">.</span><span class="pln">random</span><span class="pun">.</span><span class="pln">seed</span><span class="pun">(</span><span class="lit">3</span><span class="pun">)</span>

Step 3 − Generate random number on X-axis

Let us generate a list of random range of numbers on X-axis.

<span class="pln">x </span><span class="pun">=</span><span class="pln"> list</span><span class="pun">(</span><span class="pln">range</span><span class="pun">(</span><span class="lit">0</span><span class="pun">,</span><span class="lit">20</span><span class="pun">,</span><span class="lit">2</span><span class="pun">))</span>

Step 4 - Generate random numbers on the Y-axis

Generate random numbers on the Y-axis as follows -

<span class="pln">y </span><span class="pun">=</span><span class="pln"> np</span><span class="pun">.</span><span class="pln">random</span><span class="pun">.</span><span class="pln">randn</span><span class="pun">(</span><span class="lit">10</span><span class="pun">)</span>

Step 5 − Generate the scatter plot

Let us generate the scatter plot with the following coordinates −

<span class="pln">fig </span><span class="pun">=</span><span class="pln"> go</span><span class="pun">.</span><span class="typ">Figure</span><span class="pun">(</span><span class="pln">data</span><span class="pun">=</span><span class="pln">go</span><span class="pun">.</span><span class="typ">Scatter</span><span class="pun">(</span><span class="pln">x</span><span class="pun">=</span><span class="pln">x</span><span class="pun">,</span><span class="pln"> y</span><span class="pun">=</span><span class="pln">y</span><span class="pun">,</span><span class="pln"> mode</span><span class="pun">=</span><span class="str">'lines'</span><span class="pun">))</span>

Step 6 − Set the Y-axis range

Use the update_layout() method to set the Y-axis range.

<span class="pln">fig</span><span class="pun">.</span><span class="pln">update_layout</span><span class="pun">(</span><span class="pln">yaxis_range</span><span class="pun">=[-</span><span class="lit">3</span><span class="pun">,</span><span class="lit">3</span><span class="pun">])</span>

Step 7 - Display Image

Use the show() method to display the chart.

<span class="pln">fig</span><span class="pun">.</span><span class="pln">show</span><span class="pun">()</span>
The Chinese translation of

Example

is:

Example

The complete code for setting the Y-axis range in Python Plotly is as follows:

<span class="com"># Importing Libraries</span><span class="pln">
</span><span class="kwd">import</span><span class="pln"> plotly</span><span class="pun">.</span><span class="pln">graph_objs </span><span class="kwd">as</span><span class="pln"> go
</span><span class="kwd">import</span><span class="pln"> numpy </span><span class="kwd">as</span><span class="pln"> np

np</span><span class="pun">.</span><span class="pln">random</span><span class="pun">.</span><span class="pln">seed</span><span class="pun">(</span><span class="lit">3</span><span class="pun">)</span><span class="pln">

</span><span class="com"># generating numbers ranging from 0 to 18 on X-axis</span><span class="pln">
x </span><span class="pun">=</span><span class="pln"> list</span><span class="pun">(</span><span class="pln">range</span><span class="pun">(</span><span class="lit">0</span><span class="pun">,</span><span class="lit">20</span><span class="pun">,</span><span class="lit">2</span><span class="pun">))</span><span class="pln">

</span><span class="com"># generating random numbers on y-axis</span><span class="pln">
y </span><span class="pun">=</span><span class="pln"> np</span><span class="pun">.</span><span class="pln">random</span><span class="pun">.</span><span class="pln">randn</span><span class="pun">(</span><span class="lit">10</span><span class="pun">)</span><span class="pln">

</span><span class="com"># plotting scatter plot on x and y data with</span><span class="pln">
</span><span class="com"># 'lines' as mode</span><span class="pln">
fig </span><span class="pun">=</span><span class="pln"> go</span><span class="pun">.</span><span class="typ">Figure</span><span class="pun">(</span><span class="pln">data</span><span class="pun">=</span><span class="pln">go</span><span class="pun">.</span><span class="typ">Scatter</span><span class="pun">(</span><span class="pln">x</span><span class="pun">=</span><span class="pln">x</span><span class="pun">,</span><span class="pln"> y</span><span class="pun">=</span><span class="pln">y</span><span class="pun">,</span><span class="pln"> mode</span><span class="pun">=</span><span class="str">'lines'</span><span class="pun">))</span><span class="pln">

</span><span class="com"># setting the y-axis range from -3 to 3</span><span class="pln">
fig</span><span class="pun">.</span><span class="pln">update_layout</span><span class="pun">(</span><span class="pln">yaxis_range</span><span class="pun">=[-</span><span class="lit">3</span><span class="pun">,</span><span class="lit">3</span><span class="pun">])</span><span class="pln">

</span><span class="com"># to display the figure in the output screen</span><span class="pln">
fig</span><span class="pun">.</span><span class="pln">show</span><span class="pun">()</span>

Output

It will display the following output on the browser −

如何在Python Plotly中设置Y轴的范围?

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