Grid lines above bars

Question

This is a simple code that reproduces the kind of graph i`m trying to plot:

import matplotlib.pyplot as plt
import seaborn as sb
import numpy as np

x  = np.arange(1,11)
y1 = x[::-1]
y2 = 2 ** x

fig  = plt.figure(figsize = (8,6))
ax1 = fig.add_subplot(111)
plt.bar(x, y1, 1, color = 'blue')
ax1.grid(axis = 'y')
ax2 = ax1.twinx()
ax2.plot(x+0.5, y2, color = 'red')

Which produces:

The grid lines from the last line plot are appearing above the bars. How can I put them behind the bars?

Answer 1

import matplotlib.pyplot as plt
import numpy as np

x  = np.arange(1,11)
y1 = x[::-1]
y2 = 2 ** x

fig  = plt.figure(figsize = (8,6))
ax1 = fig.add_subplot(111)
ax2 = ax1.twinx()

# from back to front
ax1.grid(axis="both", color="black")
ax1.bar(x, y1, 1, alpha=.9, edgecolor="black", facecolor='blue', zorder=1)

ax2.grid(axis="y", color="green")
#ax2.grid(False)
ax2.plot(x+0.5, y2, color='red')

plt.show()

which produce the below graph which illustrate the zorder of the elements.

ax1.grid => ax1.bar => ax2.grid => ax2.line

the only workaround i can think of is to plot the grid in ax1 and turn off ax2 grid (if you really want to plot the horizontal grid line for ax2, then you might have to plot the line with ax1.

ax1.grid(True, axis="both", color="yellow")
ax1.bar(x, y1, 1, alpha=.9, edgecolor="black", facecolor='blue', zorder=1)

ax2.grid(False)
ax2.plot(x+0.5, y2, color='red')

Answer 2

After some searches and tries I'm sharing the solution I found, so others can use it as a reference in the future. This is not exactly what I was looking for, since I would like horizontal grid lines just for the right axis, however, it provided a much better visualization than the original plot.

From this, i found out how to align the left and right axis ticks (this problem also happens with line plots, but the effect is not as disturbing as in a bar plot).

import matplotlib.pyplot as plt
import seaborn as sb
import numpy as np

x  = np.arange(1,11)
y1 = x[::-1]
y2 = 2 ** x

fig  = plt.figure(figsize = (8,6))
ax1 = fig.add_subplot(111)
plt.bar(x, y1, 1, color = 'blue')
ax2 = ax1.twinx()
ax2.plot(x+0.5, y2, color = 'red')
ax2.set_yticks(np.linspace(ax2.get_yticks()[0],ax2.get_yticks()[-1],len(ax1.get_yticks())))

The grid lines are still above the bars. However, since the tick marks are aligned, we can now remove the grid of the second line plot by adding the explicit command: ax2.grid(False) at the end of the previous code.

IMPORTANT: Note that in this example the labels in both left and right axis are pretty nice. However, in a real situation this approach may to lead to ugly labels (floats or rough integers) on the right axis. Using this approach we are still not able to set the position of the right tick marks, so it is not an exact answer for the question.