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@@ -145,10 +145,8 @@
 ).sort_values(ascending=True)
 
 # %%
-ax = mdi_importances.plot.box(vert=False, whis=10)
-ax.set_title("Permutation Importances (test set)")
-ax.axvline(x=0, color="k", linestyle="--")
-ax.set_xlabel("Decrease in accuracy score")
+ax = mdi_importances.plot.barh()
+ax.set_title("Random Forest Feature Importances (MDI)")
 ax.figure.tight_layout()
 
 # %%
 
@@ -109,7 +109,7 @@
       },
       "outputs": [],
       "source": [
-        "ax = mdi_importances.plot.box(vert=False, whis=10)\nax.set_title(\"Permutation Importances (test set)\")\nax.axvline(x=0, color=\"k\", linestyle=\"--\")\nax.set_xlabel(\"Decrease in accuracy score\")\nax.figure.tight_layout()"
+        "ax = mdi_importances.plot.barh()\nax.set_title(\"Random Forest Feature Importances (MDI)\")\nax.figure.tight_layout()"
       ]
     },
     {
Original file line number	Diff line number	Diff line change
`@@ -109,7 +109,7 @@`
`109`	`109`	`},`
`110`	`110`	`"outputs": [],`
`111`	`111`	`"source": [`
`112`		`- "ax = mdi_importances.plot.box(vert=False, whis=10)\nax.set_title(\"Permutation Importances (test set)\")\nax.axvline(x=0, color=\"k\", linestyle=\"--\")\nax.set_xlabel(\"Decrease in accuracy score\")\nax.figure.tight_layout()"`
	`112`	`+ "ax = mdi_importances.plot.barh()\nax.set_title(\"Random Forest Feature Importances (MDI)\")\nax.figure.tight_layout()"`
`113`	`113`	`]`
`114`	`114`	`},`
`115`	`115`	`{`