matplotlib - scroll on twinx YAxis - Stack Overflow

I cannot figure how to capture scroll event on YAxis set from a twinx command. On axe created from twin1 = ax.twinx(), the detect_artist with ax.yaxis.contains(event)[0] is None.

Here is the code:

import numpy as np
import matplotlib.pyplot as plt
from matplotlib.axis import XAxis, YAxis

#--------------------------------------------------------------
def detect_artist(event):
    """
    Detect whether the event occurred on an axis (X or Y) or inside an Axes.
    Returns the detected element (XAxis, YAxis, or Axes) or None.
    """
    for ax in axs:
        # Check if the event occurred on the X or Y axis ticks
        if ax.xaxis.contains(event)[0]:
            return ax.xaxis
        if ax.yaxis.contains(event)[0]:
            return ax.yaxis

        # Check if the event occurred inside the Axes itself
        if ax.contains(event)[0]:
            return ax
    return None

#--------------------------------------------------------------
def on_scroll(event):
    """
    Handle scroll events to zoom in or out on the detected axis.
    """
    scale_factor = 0.9 if event.button == 'up' else 1.1
    artist = detect_artist(event)  # Detect the Artist element under the mouse
    print(artist)

    if artist is None:
        return  # No axis detected, do nothing

    if isinstance(artist, XAxis):
        ax = artist.axes
        # Zoom on the X axis
        cur_xlim = ax.get_xlim()
        xdata = event.xdata if event.xdata is not None else (cur_xlim[0] + cur_xlim[1]) / 2
        new_xlim = [xdata - (xdata - cur_xlim[0]) * scale_factor,
                    xdata + (cur_xlim[1] - xdata) * scale_factor]
        ax.set_xlim(new_xlim)
        ax.figure.canvas.draw()  # Redraw the canvas
        print(f"Scrolled on XAxis of Axes: {ax}")

    elif isinstance(artist, YAxis):
        # Find the parent Axes of this YAxis
        ax = artist.axes
        ylim = ax.get_ylim()
        center = (ylim[0] + ylim[1]) / 2
        range_ = (ylim[1] - ylim[0]) * scale_factor / 2
        ax.set_ylim(center - range_, center + range_)
        ax.figure.canvas.draw()  # Redraw the canvas
        print(f"Scrolled on YAxis of Axes: {ax}")

#--------------------------------------------------------------
# Data
x = np.array([0, 1, 2])
y1 = np.array([0, 1, 2])  # Density
y2 = np.array([0, 3, 2])  # Temperature
y3 = np.array([50, 30, 15])  # Velocity

# Figure and Axes
fig, ax = plt.subplots(1, 1)
fig.subplots_adjust(left=0.4)

# Create twin axes
twin1 = ax.twinx()
twin1.spines["left"].set_position(("axes", -0.3))
twin1.spines["left"].set_visible(True)
twin1.yaxis.set_label_position("left")
twin1.yaxis.set_ticks_position("left")

twin2 = ax.twinx()
twin2.spines["left"].set_position(("axes", -0.5))
twin2.spines["left"].set_visible(True)
twin2.yaxis.set_label_position("left")
twin2.yaxis.set_ticks_position("left")

# Add all axes to a list for event handling
axs = [ax, twin1, twin2]

# Plot data
ax.plot(x, y1, color='red', label="Density")
twin1.plot(x, y2, color='blue', label="Temperature")
twin2.plot(x, y3, color='green', label="Velocity")

# Set axis labels
ax.set(xlabel="Distance", ylabel="Density")
twin1.set(ylabel="Temperature")
twin2.set(ylabel="Velocity")

# Color labels
ax.yaxis.label.set_color('red')
twin1.yaxis.label.set_color('blue')
twin2.yaxis.label.set_color('green')

# Connect event
fig.canvas.mpl_connect('scroll_event', on_scroll)

plt.show()