diff --git "a/notebooks/00e_Data Analysis_Fine_Tuned_RPP_MNT_2048.ipynb" "b/notebooks/00e_Data Analysis_Fine_Tuned_RPP_MNT_2048.ipynb" --- "a/notebooks/00e_Data Analysis_Fine_Tuned_RPP_MNT_2048.ipynb" +++ "b/notebooks/00e_Data Analysis_Fine_Tuned_RPP_MNT_2048.ipynb" @@ -2127,6 +2127,32 @@ ")" ] }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_metrics_vs_rpp(\n", + " metrics_df,\n", + " models,\n", + " markers,\n", + " [\"total_repetitions\"],\n", + " [\"Mean Total Repetitions\"],\n", + ")" + ] + }, { "cell_type": "code", "execution_count": 21,