diff --git a/Evaluation/Evaluation.ipynb b/Evaluation/Evaluation.ipynb index 78ebb4d..4d23161 100644 --- a/Evaluation/Evaluation.ipynb +++ b/Evaluation/Evaluation.ipynb @@ -145,12 +145,12 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 107, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -166,6 +166,7 @@ "plt.rcParams.update({'font.size': 22})\n", "plt.bar(x = sorted_recipe_names, height=sorted_values)\n", "plt.xticks(rotation=90)\n", + "plt.title(\"number of submitted results per recipe\")\n", "plt.show()" ] },