diff --git a/notebooks/auc_experiments/05-results-midpoints.ipynb b/notebooks/auc_experiments/05-results-midpoints.ipynb index 7df6362..d90cf47 100644 --- a/notebooks/auc_experiments/05-results-midpoints.ipynb +++ b/notebooks/auc_experiments/05-results-midpoints.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 200, + "execution_count": 389, "metadata": {}, "outputs": [], "source": [ @@ -15,23 +15,23 @@ }, { "cell_type": "code", - "execution_count": 201, + "execution_count": 390, "metadata": {}, "outputs": [], "source": [ - "label = 'aggregated-ns'\n", - "clabel = 'avg.'\n", + "#label = 'aggregated-ns'\n", + "#clabel = 'avg.'\n", "\n", - "label = 'aggregated'\n", - "clabel = 'avg.'\n", + "#label = 'aggregated'\n", + "#clabel = 'avg.'\n", "\n", - "#label = 'single'\n", - "#clabel = ''" + "label = 'single'\n", + "clabel = ''" ] }, { "cell_type": "code", - "execution_count": 202, + "execution_count": 391, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 392, "metadata": {}, "outputs": [], "source": [ @@ -49,23 +49,23 @@ }, { "cell_type": "code", - "execution_count": 204, + "execution_count": 393, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Index(['Unnamed: 0', 'dataset', 'k', 'acc', 'sens', 'spec', 'auc', 'best_acc',\n", - " 'best_sens', 'best_spec', 'threshold', 'best_threshold',\n", - " 'best_acc_orig', 'p', 'n', 'auc_min', 'auc_min_best', 'auc_rmin',\n", - " 'auc_rmin_best', 'auc_amin', 'auc_amin_best', 'auc_armin',\n", + "Index(['dataset', 'acc', 'sens', 'spec', 'auc', 'best_acc', 'best_sens',\n", + " 'best_spec', 'threshold', 'best_threshold', 'p', 'n', 'auc_min',\n", + " 'auc_min_best', 'auc_rmin', 'auc_rmin_best', 'auc_grmin',\n", + " 'auc_grmin_best', 'auc_amin', 'auc_amin_best', 'auc_armin',\n", " 'auc_armin_best', 'auc_max', 'auc_max_best', 'auc_amax',\n", " 'auc_amax_best', 'auc_maxa', 'auc_maxa_best', 'acc_min', 'acc_rmin',\n", " 'acc_max', 'acc_rmax', 'max_acc_min', 'max_acc_max', 'max_acc_rmax'],\n", " dtype='object')" ] }, - "execution_count": 204, + "execution_count": 393, "metadata": {}, "output_type": "execute_result" } @@ -76,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 205, + "execution_count": 394, "metadata": {}, "outputs": [], "source": [ @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 206, + "execution_count": 395, "metadata": {}, "outputs": [], "source": [ @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 207, + "execution_count": 396, "metadata": {}, "outputs": [], "source": [ @@ -119,12 +119,12 @@ }, { "cell_type": "code", - "execution_count": 208, + "execution_count": 397, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -142,21 +142,22 @@ "plt.ylabel(f'{clabel} auc midpoint estimation')\n", "plt.plot([val_min, 1], [val_min, 1], label='x=y', c='black', linestyle='--')\n", "plt.legend(markerscale=4)\n", - "plt.tight_layout()" + "plt.tight_layout()\n", + "plt.savefig(f'{label}-auc-midpoint.pdf')" ] }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 398, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.02947892311270217, 0.5659217890325335)" + "(-1.6053968390213935, -0.0919572039971619)" ] }, - "execution_count": 209, + "execution_count": 398, "metadata": {}, "output_type": "execute_result" } @@ -169,16 +170,16 @@ }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 399, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(np.float64(0.1221295216488347), np.float64(0.08932129080421265))" + "(np.float64(0.24732478070850852), np.float64(0.13589534526842179))" ] }, - "execution_count": 210, + "execution_count": 399, "metadata": {}, "output_type": "execute_result" } @@ -190,400 +191,16 @@ }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 400, "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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Unnamed: 0datasetkaccsensspecaucbest_accbest_sensbest_spec...max_acc_rmaxauc_min_maxauc_rmin_maxauc_rmin_maxaauc_min_max_bestauc_rmin_max_bestauc_min_maxa_bestauc_rmin_maxa_bestmax_acc_min_maxmax_acc_min_rmax
00bupa80.6521750.6209620.6750000.6660530.6956380.5665250.790000...0.8220170.6478810.7719280.6769290.6781630.7818130.5831630.6868140.7284060.709290
11SPECTF20.7679000.4001500.8632000.6316700.7940000.0000001.000000...0.8997730.6316220.7537290.7025570.5000000.7500000.4351930.685193NaNNaN
22vowel040.8998000.9328000.8964000.9892130.9858500.9100750.993300...0.9990380.9145000.9219760.9213800.9515880.9541120.9509910.9535160.9782950.978289
33australian60.6087000.5669830.6422170.6045950.6087000.5669830.642217...0.7586730.6045000.7609620.6060390.6045000.7609620.4495770.6060390.6913560.658347
44saheart40.6470250.4812500.7347250.6159690.6556500.4750000.751225...0.8205380.6079010.7611170.6308110.6130120.7628170.4821410.631945NaNNaN
..................................................................
99959995glass090.7337000.9027780.6527780.8140500.7667110.8591220.722222...0.9323960.7776780.8272160.7653930.7905720.8345480.7287490.7727250.8286970.823177
99969996vehicle0100.8345000.2973701.0000000.9796520.9350000.9192100.939790...0.9952100.6485850.7721220.7662680.9294000.9345560.9235460.9287020.9548250.954720
99979997haberman20.7353000.0000001.0000000.6519030.7451000.1866000.946750...0.8812550.5000000.7500000.6666050.5666480.7378070.4999060.671064NaNNaN
99989998haberman30.7353000.0000001.0000000.6034570.7353000.0123330.995567...0.8557610.5000000.7500000.6600720.5039480.7479310.4161050.660088NaNNaN
99999999haberman80.7192870.1204500.9338130.6317220.7355750.0863620.969525...0.8712720.5270880.7495650.6609680.5278990.7461040.4428080.661013NaNNaN
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10000 rows × 45 columns

\n", - "
" - ], "text/plain": [ - " Unnamed: 0 dataset k acc sens spec auc \\\n", - "0 0 bupa 8 0.652175 0.620962 0.675000 0.666053 \n", - "1 1 SPECTF 2 0.767900 0.400150 0.863200 0.631670 \n", - "2 2 vowel0 4 0.899800 0.932800 0.896400 0.989213 \n", - "3 3 australian 6 0.608700 0.566983 0.642217 0.604595 \n", - "4 4 saheart 4 0.647025 0.481250 0.734725 0.615969 \n", - "... ... ... .. ... ... ... ... \n", - "9995 9995 glass0 9 0.733700 0.902778 0.652778 0.814050 \n", - "9996 9996 vehicle0 10 0.834500 0.297370 1.000000 0.979652 \n", - "9997 9997 haberman 2 0.735300 0.000000 1.000000 0.651903 \n", - "9998 9998 haberman 3 0.735300 0.000000 1.000000 0.603457 \n", - "9999 9999 haberman 8 0.719287 0.120450 0.933813 0.631722 \n", - "\n", - " best_acc best_sens best_spec ... max_acc_rmax auc_min_max \\\n", - "0 0.695638 0.566525 0.790000 ... 0.822017 0.647881 \n", - "1 0.794000 0.000000 1.000000 ... 0.899773 0.631622 \n", - "2 0.985850 0.910075 0.993300 ... 0.999038 0.914500 \n", - "3 0.608700 0.566983 0.642217 ... 0.758673 0.604500 \n", - "4 0.655650 0.475000 0.751225 ... 0.820538 0.607901 \n", - "... ... ... ... ... ... ... \n", - "9995 0.766711 0.859122 0.722222 ... 0.932396 0.777678 \n", - "9996 0.935000 0.919210 0.939790 ... 0.995210 0.648585 \n", - "9997 0.745100 0.186600 0.946750 ... 0.881255 0.500000 \n", - "9998 0.735300 0.012333 0.995567 ... 0.855761 0.500000 \n", - "9999 0.735575 0.086362 0.969525 ... 0.871272 0.527088 \n", - "\n", - " auc_rmin_max auc_rmin_maxa auc_min_max_best auc_rmin_max_best \\\n", - "0 0.771928 0.676929 0.678163 0.781813 \n", - "1 0.753729 0.702557 0.500000 0.750000 \n", - "2 0.921976 0.921380 0.951588 0.954112 \n", - "3 0.760962 0.606039 0.604500 0.760962 \n", - "4 0.761117 0.630811 0.613012 0.762817 \n", - "... ... ... ... ... \n", - "9995 0.827216 0.765393 0.790572 0.834548 \n", - "9996 0.772122 0.766268 0.929400 0.934556 \n", - "9997 0.750000 0.666605 0.566648 0.737807 \n", - "9998 0.750000 0.660072 0.503948 0.747931 \n", - "9999 0.749565 0.660968 0.527899 0.746104 \n", - "\n", - " auc_min_maxa_best auc_rmin_maxa_best max_acc_min_max max_acc_min_rmax \n", - "0 0.583163 0.686814 0.728406 0.709290 \n", - "1 0.435193 0.685193 NaN NaN \n", - "2 0.950991 0.953516 0.978295 0.978289 \n", - "3 0.449577 0.606039 0.691356 0.658347 \n", - "4 0.482141 0.631945 NaN NaN \n", - "... ... ... ... ... \n", - "9995 0.728749 0.772725 0.828697 0.823177 \n", - "9996 0.923546 0.928702 0.954825 0.954720 \n", - "9997 0.499906 0.671064 NaN NaN \n", - "9998 0.416105 0.660088 NaN NaN \n", - "9999 0.442808 0.661013 NaN NaN \n", - "\n", - "[10000 rows x 45 columns]" + "WilcoxonResult(statistic=np.float64(3259741.5), pvalue=np.float64(0.0))" ] }, - "execution_count": 211, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "data" - ] - }, - { - "cell_type": "code", - "execution_count": 212, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "WilcoxonResult(statistic=np.float64(2359454.0), pvalue=np.float64(0.0))" - ] - }, - "execution_count": 212, + "execution_count": 400, "metadata": {}, "output_type": "execute_result" } @@ -596,12 +213,12 @@ }, { "cell_type": "code", - "execution_count": 184, + "execution_count": 401, "metadata": {}, "outputs": [], "source": [ "results.append({'target': ['auc', 'auc'],\n", - " 'source': ['arb.', 'arb.'],\n", + " 'source': ['arbitrary fpr, tpr', 'arbitrary fpr, tpr'],\n", " 'estimation': ['(min, max)', '(rmin, max)'],\n", " 'r2': [r2_score(data['auc'], data['auc_min_max']),\n", " r2_score(tmp['auc'], tmp['auc_rmin_max'])],\n", @@ -611,12 +228,12 @@ }, { "cell_type": "code", - "execution_count": 185, + "execution_count": 402, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -641,24 +258,22 @@ "plt.ylabel(f'{clabel} auc midpoint estimation')\n", "plt.plot([val_min, 1], [val_min, 1], label='x=y', c='black', linestyle='--')\n", "plt.legend(markerscale=4, loc=(0.45, 0.05))\n", - "plt.tight_layout()" + "plt.tight_layout()\n", + "plt.savefig(f'{label}-auc-macc-midpoint.pdf')" ] }, { "cell_type": "code", - "execution_count": 186, + "execution_count": 403, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.6288993495860266,\n", - " 0.6869941823807318,\n", - " 0.3004038509107084,\n", - " 0.7515673538688481)" + "(0.8141259390840927, 0.7894597446905978, 0.6211564466916335, 0.854063655995491)" ] }, - "execution_count": 186, + "execution_count": 403, "metadata": {}, "output_type": "execute_result" } @@ -675,19 +290,19 @@ }, { "cell_type": "code", - "execution_count": 187, + "execution_count": 404, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(np.float64(0.08254031204010405),\n", - " np.float64(0.07959541815053835),\n", - " np.float64(0.12262862664096826),\n", - " np.float64(0.07035033211725435))" + "(np.float64(0.06436908659950068),\n", + " np.float64(0.05919203461799069),\n", + " np.float64(0.06712478248690905),\n", + " np.float64(0.040178145836855916))" ] }, - "execution_count": 187, + "execution_count": 404, "metadata": {}, "output_type": "execute_result" } @@ -701,12 +316,34 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 405, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "WilcoxonResult(statistic=np.float64(13607620.5), pvalue=np.float64(2.943419832221107e-76))" + ] + }, + "execution_count": 405, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tmp = data.dropna()\n", + "wilcoxon(np.abs(tmp['auc'] - tmp['auc_min_max_best']), \n", + " np.abs(tmp['auc'] - tmp['auc_rmin_maxa_best']))" + ] + }, + { + "cell_type": "code", + "execution_count": 406, "metadata": {}, "outputs": [], "source": [ "results.append({'target': ['auc', 'auc', 'auc', 'auc'],\n", - " 'source': ['max', 'max', 'max', 'max'],\n", + " 'source': ['fpr, tpr at max acc.', 'fpr, tpr at max acc.', 'fpr, tpr at max acc.', 'fpr, tpr at max acc.'],\n", " 'estimation': ['(min, max)', '(rmin, max)', '(min, maxa)', '(rmin, maxa)'],\n", " 'r2': (r2_score(data['auc'], data['auc_min_max_best']),\n", "r2_score(tmp0['auc'], tmp0['auc_rmin_max_best']),\n", @@ -720,12 +357,12 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 407, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -745,21 +382,22 @@ "plt.ylabel(f'{clabel} acc midpoint estimation')\n", "plt.plot([val_min, 1], [val_min, 1], label='x=y', c='black', linestyle='--')\n", "plt.legend(markerscale=4)\n", - "plt.tight_layout()" + "plt.tight_layout()\n", + "plt.savefig(f'{label}-max-acc-midpoint.pdf')" ] }, { "cell_type": "code", - "execution_count": 190, + "execution_count": 408, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(0.9013205512486454, 0.9235611037446019)" + "(0.8476790115040671, 0.8983914582015115)" ] }, - "execution_count": 190, + "execution_count": 408, "metadata": {}, "output_type": "execute_result" } @@ -773,16 +411,16 @@ }, { "cell_type": "code", - "execution_count": 191, + "execution_count": 409, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "(np.float64(0.030477499870526854), np.float64(0.02707786137826665))" + "(np.float64(0.03928668545601988), np.float64(0.032186892637278114))" ] }, - "execution_count": 191, + "execution_count": 409, "metadata": {}, "output_type": "execute_result" } @@ -794,7 +432,29 @@ }, { "cell_type": "code", - "execution_count": 192, + "execution_count": 410, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "WilcoxonResult(statistic=np.float64(7015405.0), pvalue=np.float64(4.5634722317954595e-174))" + ] + }, + "execution_count": 410, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tmp = data.dropna()\n", + "wilcoxon(np.abs(tmp['best_acc'] - tmp['max_acc_min_max']), \n", + " np.abs(tmp['best_acc'] - tmp['max_acc_min_rmax']))" + ] + }, + { + "cell_type": "code", + "execution_count": 411, "metadata": {}, "outputs": [], "source": [ @@ -809,7 +469,7 @@ }, { "cell_type": "code", - "execution_count": 193, + "execution_count": 412, "metadata": {}, "outputs": [], "source": [ @@ -818,125 +478,11 @@ }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 413, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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targetsourceestimationr2mape
0aucarb.(min, max)0.0294790.122130
1aucarb.(rmin, max)0.5659220.089321
0aucmax(min, max)0.6288990.082540
1aucmax(rmin, max)0.6869940.079595
2aucmax(min, maxa)0.3004040.122629
3aucmax(rmin, maxa)0.7515670.070350
0accauc(min, max)0.9013210.030477
1accauc(min, rmax)0.9235610.027078
\n", - "
" - ], - "text/plain": [ - " target source estimation r2 mape\n", - "0 auc arb. (min, max) 0.029479 0.122130\n", - "1 auc arb. (rmin, max) 0.565922 0.089321\n", - "0 auc max (min, max) 0.628899 0.082540\n", - "1 auc max (rmin, max) 0.686994 0.079595\n", - "2 auc max (min, maxa) 0.300404 0.122629\n", - "3 auc max (rmin, maxa) 0.751567 0.070350\n", - "0 acc auc (min, max) 0.901321 0.030477\n", - "1 acc auc (min, rmax) 0.923561 0.027078" - ] - }, - "execution_count": 194, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "results" + "results.to_csv(f'results-{label}.csv', index=False)" ] }, { diff --git a/notebooks/auc_experiments/05-results-table.ipynb b/notebooks/auc_experiments/05-results-table.ipynb new file mode 100644 index 0000000..20e2b9b --- /dev/null +++ b/notebooks/auc_experiments/05-results-table.ipynb @@ -0,0 +1,258 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "a = pd.read_csv('results-single.csv')\n", + "b = pd.read_csv('results-aggregated.csv')\n", + "c = pd.read_csv('results-aggregated-ns.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.concat([a, b[b.columns[3:]], c[c.columns[3:]]], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "data.columns = pd.MultiIndex.from_tuples([\n", + " ('', 'target'),\n", + " ('', 'source'),\n", + " ('', 'estimation'),\n", + " ('single test set', 'r2'),\n", + " ('single test set', 'mape'),\n", + " ('k-fold', 'r2'),\n", + " ('k-fold', 'mape'),\n", + " ('k-fold no strat.', 'r2'),\n", + " ('k-fold no strat.', 'mape')]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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single test setk-foldk-fold no strat.
targetsourceestimationr2maper2maper2mape
0aucarbitrary fpr, tpr(min, max)-1.6053970.2473250.0294790.122130-0.0015730.124058
1aucarbitrary fpr, tpr(rmin, max)-0.2885620.1310310.4355460.0572050.4109420.056522
2aucfpr, tpr at max acc.(min, max)0.8141260.0643690.6288990.0825400.6029030.085201
3aucfpr, tpr at max acc.(rmin, max)0.7894600.0591920.6869940.0795950.6778890.081255
4aucfpr, tpr at max acc.(min, maxa)0.6211560.0671250.3004040.1226290.2220560.123042
5aucfpr, tpr at max acc(rmin, maxa)0.8540640.0401780.7515670.0703500.7426800.068468
6accauc(min, max)0.8476790.0392870.9013210.0304770.8943880.031048
7accauc(min, rmax)0.8983910.0321870.9235610.0270780.9163880.027874
\n", + "
" + ], + "text/plain": [ + " single test set \\\n", + " target source estimation r2 mape \n", + "0 auc arbitrary fpr, tpr (min, max) -1.605397 0.247325 \n", + "1 auc arbitrary fpr, tpr (rmin, max) -0.288562 0.131031 \n", + "2 auc fpr, tpr at max acc. (min, max) 0.814126 0.064369 \n", + "3 auc fpr, tpr at max acc. (rmin, max) 0.789460 0.059192 \n", + "4 auc fpr, tpr at max acc. (min, maxa) 0.621156 0.067125 \n", + "5 auc fpr, tpr at max acc (rmin, maxa) 0.854064 0.040178 \n", + "6 acc auc (min, max) 0.847679 0.039287 \n", + "7 acc auc (min, rmax) 0.898391 0.032187 \n", + "\n", + " k-fold k-fold no strat. \n", + " r2 mape r2 mape \n", + "0 0.029479 0.122130 -0.001573 0.124058 \n", + "1 0.435546 0.057205 0.410942 0.056522 \n", + "2 0.628899 0.082540 0.602903 0.085201 \n", + "3 0.686994 0.079595 0.677889 0.081255 \n", + "4 0.300404 0.122629 0.222056 0.123042 \n", + "5 0.751567 0.070350 0.742680 0.068468 \n", + "6 0.901321 0.030477 0.894388 0.031048 \n", + "7 0.923561 0.027078 0.916388 0.027874 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "mlscorecheck", + "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": "3.12.0" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}