diff --git a/src/explore.ipynb b/src/explore.ipynb index 69b1cc9252618c99cc31b2f1bcee31d2c9a98333..7a857e5a87ade310578c57d9e2b69bc1b6edebd9 100644 --- a/src/explore.ipynb +++ b/src/explore.ipynb @@ -756,7 +756,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -776,12 +776,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -797,7 +797,7 @@ "ap_actions_values = [x[1] for x in active_public_actions]\n", "\n", "plt.xlabel('actions')\n", - "plt.xticks(rotation='20')\n", + "plt.xticks(rotation='60')\n", "plt.ylabel('Num filters')\n", "plt.bar(ap_actions_labels, ap_actions_values)\n", "plt.show()"