{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Submission statistic\n", "\n", "Showing some particular statistic over user submission. The main aspects are an evolution in time and success rate.\n", " * number of submmission over time\n", " * succesful submission over time\n", " * leaderboard evolving - scores and ranking\n", "\n", "The ANHIR challenge is hosted on https://anhir.grand-challenge.org.\n", "\n", "These particular results are for ANHIR workshop hosted at ISBI 2019 in Venice, Italy.\n", "In case you want to get some further evaluation related to new submission, you may contact one of the ANHIR administrators because the full submission is required, see https://anhir.grand-challenge.org/Organizers." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import os, sys\n", "import glob, json\n", "import shutil\n", "\n", "import tqdm\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "sys.path += [os.path.abspath('.'), os.path.abspath('..')] # Add path to root\n", "from birl.utilities.data_io import update_path\n", "from birl.utilities.drawing import draw_matrix_user_ranking\n", "from birl.utilities.evaluate import grouping_cumulative, aggregate_user_score_timeline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading submission table\n", "\n", "The required input table is exported from https://anhir.grand-challenge.org/evaluation/jobs/ which is accessible for ANHIR administrators." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loaded records: 279\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IDCreatedUpdatedUserStatusPositionCommentHide/PublishTeamTill_DeadlineDeadline_days
0104f40bb-7e23-484d-8383-4a476bff56842019-04-01 04:24:002019-04-01 04:26:00MohammedSucceeded9.0NaNNaNNMPN04:36:000
16c82a929-2073-4c4f-964c-8c03ff1aecb02019-04-01 04:18:002019-04-01 04:19:00MohammedSucceededNaNNaNNaNNMPN04:42:000
20eaa70e6-0be9-44aa-843c-02cba8b4cae92019-04-01 03:59:002019-04-01 04:00:00MohammedSucceededNaNNaNNaNNMPN05:01:000
\n", "
" ], "text/plain": [ " ID Created \\\n", "0 104f40bb-7e23-484d-8383-4a476bff5684 2019-04-01 04:24:00 \n", "1 6c82a929-2073-4c4f-964c-8c03ff1aecb0 2019-04-01 04:18:00 \n", "2 0eaa70e6-0be9-44aa-843c-02cba8b4cae9 2019-04-01 03:59:00 \n", "\n", " Updated User Status Position Comment Hide/Publish \\\n", "0 2019-04-01 04:26:00 Mohammed Succeeded 9.0 NaN NaN \n", "1 2019-04-01 04:19:00 Mohammed Succeeded NaN NaN NaN \n", "2 2019-04-01 04:00:00 Mohammed Succeeded NaN NaN NaN \n", "\n", " Team Till_Deadline Deadline_days \n", "0 NMPN 04:36:00 0 \n", "1 NMPN 04:42:00 0 \n", "2 NMPN 05:01:00 0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# temporary folder for figures submissions\n", "PATH_TEMP = os.path.abspath(os.path.expanduser('~/Desktop/ANHIR_submissions'))\n", "PATH_SUBMISSIONS = os.path.join(update_path('bm_ANHIR'), 'submissions.csv')\n", "df = pd.read_csv(PATH_SUBMISSIONS)\n", "# conver the data-time columns\n", "for col in ['Created', 'Updated']:\n", " df[col] = pd.to_datetime(df[col])\n", "df['Team'] = df['User'].apply(lambda txt: txt[txt.index(' (') + 2: txt.index(')')] \n", " if all(c in txt for c in '()') else None)\n", "df['User'] = df['User'].apply(lambda txt: txt[:txt.index(' (')] if all(c in txt for c in '()') else txt)\n", "# compute time remaining to deadline\n", "df['Till_Deadline'] = - df['Created'].sub(pd.to_datetime('April 1, 2019, 9:00 a.m.'), axis=0)\n", "df['Deadline_days'] = (df['Till_Deadline'] / np.timedelta64(1, 'D')).astype(int)\n", "print ('loaded records: %i' % len(df))\n", "df.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualise participants info\n", "\n", "Showing charts related to individual participants" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfx = grouping_cumulative(df, col_index='User', col_column='Status')\n", "ax = dfx.plot(kind='bar', stacked=True, figsize=(len(dfx) / 2, 4), grid=True, cmap='RdYlGn')\n", "_= plt.ylabel('# submissions')\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'plot_team-submit-succes.pdf'))\n", "\n", "# normalize over the sum of all cases\n", "dfx = (dfx.T / dfx.T.sum().astype(float)).T\n", "ax = dfx.plot(kind='bar', stacked=True, figsize=(len(dfx) / 2, 4), grid=True, cmap='RdYlGn')\n", "ax.legend(loc='upper center', bbox_to_anchor=(1.15, 0.7), ncol=1)\n", "_= plt.ylabel('% submissions')\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'bar_team-submit-succes.pdf'))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfx = grouping_cumulative(df, col_index='Deadline_days', col_column='Status')\n", "_= dfx.plot(kind='area', cmap='RdYlGn', figsize=(len(dfx) / 3, 4), grid=True)\n", "_= plt.xlim([len(dfx), 0]), plt.ylabel('# submissions')\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'plot_time-submit-succes.pdf'))\n", "\n", "# normalize over the sum of all cases\n", "dfx = (dfx.T / dfx.T.sum().astype(float)).T\n", "ax = dfx.plot(kind='bar', stacked=True, cmap='RdYlGn', figsize=(len(dfx) / 3, 3), grid=True)\n", "ax.legend(loc='upper center', bbox_to_anchor=(1.15, 0.7), ncol=1)\n", "_= plt.xlim([len(dfx), 0]), plt.ylabel('% submissions')\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'bar_time-submit-succes.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualise submissions info\n", "\n", "Showing charts related to particular submissions" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfx = grouping_cumulative(df, col_index='Deadline_days', col_column='User')\n", "ax = dfx.plot(kind='area', cmap='nipy_spectral', figsize=(len(dfx) / 2, 4), grid=True)\n", "_= plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.05), ncol=int(np.ceil(len(dfx.columns) / 3)), fancybox=True, shadow=True)\n", "_= plt.xlim([len(dfx), 0]), plt.ylabel('# submissions')\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'plot_time-submit-team.pdf'))\n", "\n", "ax = dfx.plot(kind='bar', stacked=True, cmap='nipy_spectral', figsize=(len(dfx) / 2, 3), grid=True)\n", "_= plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.05), ncol=int(np.ceil(len(dfx.columns) / 3)), fancybox=True, shadow=True)\n", "_= plt.xlim([len(dfx), 0]), plt.ylabel('# submissions')\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'bar_time-submit-team.pdf'))" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfx = grouping_cumulative(df, col_index='Deadline_days', col_column='Team')\n", "_= dfx.plot(kind='area', cmap='nipy_spectral', figsize=(len(dfx) / 2, 4), grid=True)\n", "_= plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.05), ncol=int(np.ceil(len(dfx.columns) / 2)), fancybox=True, shadow=True)\n", "_= plt.xlim([len(dfx), 0]), plt.ylabel('# submissions')\n", "\n", "_= dfx.plot(kind='bar', stacked=True, cmap='nipy_spectral', figsize=(len(dfx) / 2, 3), grid=True)\n", "_= plt.legend(loc='upper center', bbox_to_anchor=(0.5, 1.05), ncol=int(np.ceil(len(dfx.columns) / 2)), fancybox=True, shadow=True)\n", "_= plt.xlim([len(dfx), 0]), plt.ylabel('# submissions')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Leader-board evolving\n", "\n", "Evolving of the automatic leader board over time with respect to a particular score. Exporting on rob results of a particular evalation method is required, see for example https://anhir.grand-challenge.org/evaluation/methods/80cebd88-9133-4802-98cf-53d878e1bb30/ (to do so you have to be challnge admin)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loaded records: 183\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CreatedUpdatedJobSubmissionStatusResult
0March 19, 2019, 12:02 p.m.March 19, 2019, 12:04 p.m.16ab9924-1d33-4a1e-84d7-6e55c6f201b6e0845c22-8030-4227-a3ca-c5047d380eaeSucceeded{'cases': 'not exported', 'computer': {'file':...
1March 19, 2019, 12:23 p.m.March 19, 2019, 12:25 p.m.9cc3dd8f-5331-4748-841b-76db1fdd2534f4e4453b-7b35-47e2-822a-adf04d2de0aeSucceeded{'cases': 'not exported', 'computer': {'file':...
2March 19, 2019, 1 p.m.March 19, 2019, 1:03 p.m.a2325f59-0561-4883-bf89-08b2d15ed44457d86dc8-bcfd-4661-abca-42ac5f71bf9aSucceeded{'cases': 'not exported', 'computer': {'file':...
\n", "
" ], "text/plain": [ " Created Updated \\\n", "0 March 19, 2019, 12:02 p.m. March 19, 2019, 12:04 p.m. \n", "1 March 19, 2019, 12:23 p.m. March 19, 2019, 12:25 p.m. \n", "2 March 19, 2019, 1 p.m. March 19, 2019, 1:03 p.m. \n", "\n", " Job Submission \\\n", "0 16ab9924-1d33-4a1e-84d7-6e55c6f201b6 e0845c22-8030-4227-a3ca-c5047d380eae \n", "1 9cc3dd8f-5331-4748-841b-76db1fdd2534 f4e4453b-7b35-47e2-822a-adf04d2de0ae \n", "2 a2325f59-0561-4883-bf89-08b2d15ed444 57d86dc8-bcfd-4661-abca-42ac5f71bf9a \n", "\n", " Status Result \n", "0 Succeeded {'cases': 'not exported', 'computer': {'file':... \n", "1 Succeeded {'cases': 'not exported', 'computer': {'file':... \n", "2 Succeeded {'cases': 'not exported', 'computer': {'file':... " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import yaml # https://stackoverflow.com/questions/988228\n", "\n", "PATH_SUBMISSIONS = os.path.join(update_path('bm_ANHIR'), 'submission-results.csv')\n", "df_res = pd.read_csv(PATH_SUBMISSIONS)\n", "print ('loaded records: %i' % len(df_res))\n", "df_res.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Merge results with user submissions" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loaded records: 183\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/jb/.local/lib/python3.6/site-packages/ipykernel_launcher.py:6: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", " \n", "/home/jb/.local/lib/python3.6/site-packages/ipykernel_launcher.py:10: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n", " # Remove the CWD from sys.path while we load stuff.\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CreatedUserTeamTill_DeadlineDeadline_daysAverage-Max-rTREAverage-Norm-TimeAverage-RobustnessAverage-Median-rTREAverage-Rank-Max-rTREAverage-used-landmarksAverage-Max-rTRE-RobustAverage-Norm-Time-RobustAverage-Rank-Median-rTREAverage-Median-rTRE-Robust
02019-04-01 04:24:00MohammedNMPN04:36:0000.07506482.5405390.9593150.021120None1.0295980.0628722.549469None0.014818
12019-04-01 04:18:00MohammedNMPN04:42:0000.07567892.4878680.9554140.021160None1.0294670.0629042.499697None0.014807
22019-04-01 03:59:00MohammedNMPN05:01:0000.07743332.5215030.9514770.023891None1.0294010.0632352.539681None0.016295
\n", "
" ], "text/plain": [ " Created User Team Till_Deadline Deadline_days \\\n", "0 2019-04-01 04:24:00 Mohammed NMPN 04:36:00 0 \n", "1 2019-04-01 04:18:00 Mohammed NMPN 04:42:00 0 \n", "2 2019-04-01 03:59:00 Mohammed NMPN 05:01:00 0 \n", "\n", " Average-Max-rTRE Average-Norm-Time Average-Robustness \\\n", "0 0.0750648 2.540539 0.959315 \n", "1 0.0756789 2.487868 0.955414 \n", "2 0.0774333 2.521503 0.951477 \n", "\n", " Average-Median-rTRE Average-Rank-Max-rTRE Average-used-landmarks \\\n", "0 0.021120 None 1.029598 \n", "1 0.021160 None 1.029467 \n", "2 0.023891 None 1.029401 \n", "\n", " Average-Max-rTRE-Robust Average-Norm-Time-Robust Average-Rank-Median-rTRE \\\n", "0 0.062872 2.549469 None \n", "1 0.062904 2.499697 None \n", "2 0.063235 2.539681 None \n", "\n", " Average-Median-rTRE-Robust \n", "0 0.014818 \n", "1 0.014807 \n", "2 0.016295 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2 = df.merge(df_res[['Job', 'Submission', 'Result']], how='right', left_on='ID', right_on='Job')\n", "print ('loaded records: %i' % len(df2))\n", "# get aggregated results\n", "result_str = df2.iloc[0]['Result']\n", "# parse keys from aggregated results\n", "agg_cols = list(yaml.load(result_str)['aggregates'].keys())\n", "# convert aggregated resulst to table columns\n", "for col in agg_cols:\n", " df2[col] = df2['Result'].apply(lambda ar: yaml.load(ar)['aggregates'][col]\n", " if isinstance(ar, str) else None)\n", "df2 = df2[['Created', 'User', 'Team', 'Till_Deadline', 'Deadline_days'] + agg_cols]\n", "df2.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualisations\n", "\n", "Showing the evolving over time from perspective of the score and mean-time ranking" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Timeline: Average Median rTRE**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jb/Dropbox/Workspace/BIRL/birl/utilities/evaluate.py:301: RuntimeWarning: All-NaN axis encountered\n", " mtx[aggrs.index(agg), users.index(usr)] = fn_best(dfgg[col_score])\n", "/home/jb/Dropbox/Workspace/BIRL/birl/utilities/evaluate.py:309: RuntimeWarning: All-NaN slice encountered\n", " mtx[i, j] = fn_best(vals)\n", "/home/jb/Dropbox/Workspace/BIRL/birl/utilities/evaluate.py:223: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n", " ranking = np.zeros(df_stat.as_matrix().shape)\n", "/home/jb/Dropbox/Workspace/BIRL/birl/utilities/visualisation.py:454: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n", " fig, _ = plt.subplots(figsize=np.array(df_stat.as_matrix().shape[::-1]) * 0.35)\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfx = aggregate_user_score_timeline(df2, 'Deadline_days', 'User', 'Average-Median-rTRE',\n", " lower_better=True, top_down=False, interp=True)\n", "ax = dfx.plot(style='-', cmap='nipy_spectral', figsize=(len(dfx) / 2, 3), grid=True)\n", "_= plt.legend(loc='upper center', bbox_to_anchor=(1.2, 1.1), ncol=1)\n", "_= plt.xlim([len(dfx), 0]), plt.ylim([0, 0.1]), \n", "_= plt.ylabel('Average-Median-rTRE'), plt.xlabel('Deadline_days')\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'plot_time-score_avg-median-rTRE.pdf'))\n", "\n", "dfx.index = ['D-%i' % c for c in dfx.index]\n", "fig = draw_matrix_user_ranking(dfx.T[dfx.index[::-1]])\n", "fig.savefig(os.path.join(PATH_TEMP, 'chess_time-ranking_avg-median-rTRE.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Timeline: Execution time**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfx = aggregate_user_score_timeline(df2, 'Deadline_days', 'User', 'Average-Norm-Time',\n", " lower_better=True, top_down=False, interp=True)\n", "ax = dfx.plot(style='-', cmap='nipy_spectral', figsize=(len(dfx) / 2, 3), grid=True)\n", "_= plt.legend(loc='upper center', bbox_to_anchor=(1.2, 1.1), ncol=1)\n", "_= plt.xlim([len(dfx), 0]), plt.yscale('log')\n", "_= plt.ylabel('Average-Norm-Time'), plt.xlabel('Deadline_days')\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'plot_time-score_avg-time.pdf'))\n", "\n", "dfx.index = ['D-%i' % c for c in dfx.index]\n", "fig = draw_matrix_user_ranking(dfx.T[dfx.index[::-1]])\n", "fig.savefig(os.path.join(PATH_TEMP, 'chess_time-ranking_avg-time.pdf'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Timeline: Robustness**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfx = aggregate_user_score_timeline(df2, 'Deadline_days', 'User', 'Average-Robustness',\n", " lower_better=False, top_down=False, interp=True)\n", "ax = dfx.plot(style='-', cmap='nipy_spectral', figsize=(len(dfx) / 2, 3), grid=True)\n", "_= plt.legend(loc='upper center', bbox_to_anchor=(1.2, 1.1), ncol=1)\n", "_= plt.xlim([len(dfx), 0]), plt.ylim([0.8, 1.0]), \n", "_= plt.ylabel('Average-Robustness'), plt.xlabel('Deadline_days')\n", "ax.get_figure().tight_layout()\n", "ax.get_figure().savefig(os.path.join(PATH_TEMP, 'plot_time-score_avg-robust.pdf'))\n", "\n", "dfx.index = ['D-%i' % c for c in dfx.index]\n", "fig = draw_matrix_user_ranking(dfx.T[dfx.index[::-1]], higher_better=True)\n", "fig.savefig(os.path.join(PATH_TEMP, 'chess_time-ranking_avg-robust.pdf'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }