From c1b5856bdfab2133e3a4e81b4daab9ccf40ed146 Mon Sep 17 00:00:00 2001 From: Moritz Kern <92092328+Moritz-Alexander-Kern@users.noreply.github.com> Date: Mon, 30 Sep 2024 11:05:17 +0200 Subject: [PATCH] fix plot --- doc/tutorials/trials.ipynb | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/doc/tutorials/trials.ipynb b/doc/tutorials/trials.ipynb index d18b109c8..3060e1f2b 100644 --- a/doc/tutorials/trials.ipynb +++ b/doc/tutorials/trials.ipynb @@ -139,12 +139,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -178,8 +178,7 @@ " # Add legend to each subplot\n", " axes[trial_no].legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n", "\n", - "# Set common x-label\n", - "fig.text(0.5, 0.04, 'Time (s)', ha='center')\n", + "axes[-1].set_xlabel('time (s)')\n", "\n", "# Adjust layout and display the plot\n", "plt.tight_layout()\n",