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Math522-GeoTopoinML
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camelyon17-batch-effects-analysis-stage1

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train · 45 rows

fold_held_out_hospital int64 0 4	method stringclasses 3 values	layer stringclasses 3 values	test_loss float64 0.17 0.88	test_accuracy float64 0.7 0.94	mmd_mean float64 0 0.01	mmd_std float64 0 0.01	mmd_max float64 0.01 0.02	mmd_min float64 -0.01 0.01	mmd_h0_h1 float64 -0 0.01	mmd_h0_h2 float64 0 0.02	mmd_h0_h3 float64 -0 0.01	mmd_h0_h4 float64 -0 0.01	mmd_h1_h2 float64 0 0.01	mmd_h1_h3 float64 -0 0.01	mmd_h1_h4 float64 -0.01 0.01	mmd_h2_h3 float64 0 0.02	mmd_h2_h4 float64 -0.01 0.01	mmd_h3_h4 float64 -0 0.02	spectral_ari float64 0.09 0.36	spectral_silhouette float32 0.01 0.12	spectral_purity float64 0.36 0.56	spectral_n_clusters int64 5 5	wasserstein_mean float64 0.96 25.3	wasserstein_std float64 0.1 2.2	wasserstein_max float64 1.08 27.4	wasserstein_min float64 0.79 22.1	wasserstein_h0_h1 float64 0.8 23	wasserstein_h0_h2 float64 0.99 27.2	wasserstein_h0_h3 float64 0.79 22.4	wasserstein_h0_h4 float64 0.94 26.4	wasserstein_h1_h2 float64 1.07 27.4	wasserstein_h1_h3 float64 0.85 22.9	wasserstein_h1_h4 float64 1.06 26.9	wasserstein_h2_h3 float64 1.08 26.5	wasserstein_h2_h4 float64 0.94 26.9	wasserstein_h3_h4 float64 1.06 26.2	lisi_mean float64 2.05 3.19	lisi_std float64 0.67 0.82	lisi_median float64 1.91 3.14
0	ERM	penultimate	0.348505	0.876667	0.006106	0.003946	0.012426	0.000429	0.003914	0.012426	0.000429	0.005755	0.009727	0.003263	0.002287	0.012304	0.006822	0.00413	0.112603	0.065063	0.406	5	23.995763	1.261061	25.761829	21.90764	22.574384	24.765698	21.90764	23.903723	25.761829	22.256524	25.453	24.607505	24.298547	24.428785	3.158428	0.716159	3.117098
0	ERM	block3	0.348505	0.876667	0.007365	0.004914	0.015911	-0.000786	-0.000786	0.009865	0.000814	0.008621	0.007102	0.003229	0.006122	0.015911	0.011132	0.011643	0.307616	0.103381	0.532	5	1.001172	0.108266	1.124771	0.829316	0.839256	1.066942	0.829316	0.966155	1.110242	0.882486	1.086253	1.124771	1.021435	1.084863	2.15174	0.794047	2.069664
0	ERM	block4	0.348505	0.876667	0.006106	0.003946	0.012426	0.000429	0.003914	0.012426	0.000429	0.005755	0.009727	0.003263	0.002287	0.012304	0.006822	0.00413	0.112603	0.065063	0.406	5	23.999593	1.247596	25.758362	21.941927	22.605009	24.777058	21.941927	23.976154	25.758362	22.245889	25.427444	24.572515	24.292514	24.399053	3.158428	0.716159	3.117098
0	SWA	penultimate	0.300092	0.9	0.003012	0.002522	0.007196	-0.001624	-0.001624	0.004165	0.001425	0.007196	0.004919	0.001888	0.001897	0.001212	0.006365	0.002678	0.09056	0.068318	0.388	5	24.079774	1.261129	26.095747	22.093386	22.92258	25.154898	22.093386	23.453736	26.095747	22.52137	25.306959	25.018095	23.807213	24.423754	3.057859	0.767265	2.990045
0	SWA	block3	0.300092	0.9	0.008383	0.006308	0.019809	-0.002627	0.001915	0.013432	-0.002627	0.011719	0.007022	0.00232	0.007136	0.019809	0.01347	0.009633	0.330766	0.102163	0.548	5	0.97479	0.106908	1.097311	0.786953	0.835445	1.017602	0.786953	0.945693	1.097311	0.864748	1.071757	1.079134	0.97701	1.072247	2.05396	0.755338	1.985719
0	SWA	block4	0.300092	0.9	0.003012	0.002522	0.007196	-0.001624	-0.001624	0.004165	0.001425	0.007196	0.004919	0.001888	0.001897	0.001212	0.006365	0.002678	0.09056	0.068318	0.388	5	24.070224	1.260476	26.077634	22.083351	22.913381	25.140403	22.083351	23.415533	26.077634	22.520634	25.296533	25.009565	23.802018	24.443188	3.057859	0.767265	2.990045
0	SWAD	penultimate	0.27424	0.896667	0.004386	0.00254	0.008076	0.000261	0.000363	0.003809	0.007648	0.008076	0.000261	0.004158	0.003061	0.004594	0.005956	0.005937	0.138663	0.019486	0.39	5	23.853579	1.369036	25.489605	21.835543	21.995169	24.945657	21.835543	23.802712	25.489605	21.882655	25.12854	24.789178	23.833951	24.832782	3.071215	0.673391	2.981568
0	SWAD	block3	0.27424	0.896667	0.008718	0.00597	0.018293	-0.000838	0.002467	0.013231	-0.000838	0.010469	0.004703	0.00317	0.007204	0.018293	0.013644	0.014839	0.338613	0.104263	0.55	5	0.963564	0.104719	1.084841	0.790297	0.82121	0.993729	0.790297	0.941571	1.075658	0.859508	1.066727	1.084841	0.94436	1.057734	2.090891	0.786225	1.987608
0	SWAD	block4	0.27424	0.896667	0.004386	0.00254	0.008076	0.000261	0.000363	0.003809	0.007648	0.008076	0.000261	0.004158	0.003061	0.004594	0.005956	0.005937	0.138663	0.019486	0.39	5	23.852628	1.359017	25.496058	21.846512	22.017657	24.944821	21.846512	23.770852	25.496058	21.923072	25.135614	24.774109	23.787889	24.829698	3.071215	0.673391	2.981568
1	ERM	penultimate	0.2717	0.901667	0.006484	0.003591	0.01293	0.001166	0.001166	0.01293	0.004267	0.0109	0.010047	0.002521	0.005605	0.007365	0.005497	0.004537	0.119311	0.011196	0.394	5	24.110952	1.755408	26.031103	21.3397	21.830173	24.514692	21.369885	24.759794	26.031103	21.3397	25.752034	24.971569	25.155323	25.385243	3.144919	0.681842	3.08538
1	ERM	block3	0.2717	0.901667	0.00962	0.004685	0.018823	0.003083	0.005619	0.013558	0.00465	0.008172	0.010109	0.006831	0.003083	0.018823	0.01455	0.010803	0.362642	0.112328	0.56	5	0.994653	0.112545	1.1217	0.810611	0.842218	1.027556	0.810611	0.974799	1.112148	0.866525	1.1217	1.104187	0.993554	1.093234	2.099511	0.792946	1.992316
1	ERM	block4	0.2717	0.901667	0.006484	0.003591	0.01293	0.001166	0.001166	0.01293	0.004267	0.0109	0.010047	0.002521	0.005605	0.007365	0.005497	0.004537	0.119311	0.011196	0.394	5	24.121349	1.756173	26.047372	21.318753	21.844492	24.535675	21.396863	24.784495	26.047372	21.318753	25.73646	25.006628	25.167516	25.375238	3.144919	0.681842	3.08538
1	SWA	penultimate	0.262149	0.891667	0.00467	0.002927	0.009746	-0.001038	-0.001038	0.009746	0.003682	0.006738	0.00492	0.002447	0.002415	0.006989	0.007067	0.003734	0.094983	0.07925	0.39	5	24.541511	1.492263	26.25465	21.998501	22.662604	25.529699	22.362717	25.13637	26.25465	21.998501	25.937385	25.161451	24.967067	25.404668	3.136657	0.726104	3.101925
1	SWA	block3	0.262149	0.891667	0.006833	0.004767	0.012671	0.000662	0.002061	0.00948	0.003621	0.01249	0.000662	0.002523	0.002086	0.012671	0.010745	0.011991	0.343199	0.106551	0.554	5	0.994184	0.105966	1.127149	0.825016	0.853481	1.019715	0.825016	0.95924	1.101747	0.879435	1.127149	1.094853	0.989906	1.091297	2.049363	0.786118	1.913924
1	SWA	block4	0.262149	0.891667	0.00467	0.002927	0.009746	-0.001038	-0.001038	0.009746	0.003682	0.006738	0.00492	0.002447	0.002415	0.006989	0.007067	0.003734	0.094983	0.07925	0.39	5	24.548936	1.497155	26.281096	22.012994	22.673705	25.534429	22.33856	25.164047	26.281096	22.012994	25.935013	25.19161	24.951525	25.406383	3.136657	0.726104	3.101925
1	SWAD	penultimate	0.277392	0.903333	0.00424	0.003489	0.00869	-0.002998	-0.002998	0.00869	0.003348	0.005614	0.001961	0.005097	0.001679	0.008105	0.008323	0.002582	0.124022	0.022071	0.384	5	24.217262	1.494806	25.801978	21.67208	22.4778	25.150153	21.67208	24.567185	25.801978	22.040491	25.681508	25.15894	24.15474	25.467741	3.119232	0.731469	3.127949
1	SWAD	block3	0.277392	0.903333	0.008773	0.006061	0.021605	0.000624	0.003775	0.01612	0.004542	0.011351	0.006756	0.004294	0.000624	0.021605	0.011332	0.007326	0.340896	0.09907	0.556	5	0.999682	0.105539	1.119047	0.821569	0.867987	1.022489	0.821569	0.962271	1.108718	0.900651	1.116332	1.119047	0.976534	1.101223	2.064473	0.819794	1.92931
1	SWAD	block4	0.277392	0.903333	0.00424	0.003489	0.00869	-0.002998	-0.002998	0.00869	0.003348	0.005614	0.001961	0.005097	0.001679	0.008105	0.008323	0.002582	0.124022	0.022071	0.384	5	24.220731	1.493278	25.8377	21.675595	22.458263	25.151543	21.675595	24.543512	25.8377	22.081294	25.658196	25.204789	24.146003	25.450418	3.119232	0.731469	3.127949
2	ERM	penultimate	0.492101	0.823333	0.006773	0.004928	0.016609	0.000707	0.001839	0.016609	0.005303	0.00835	0.014201	0.005046	0.004201	0.003147	0.008325	0.000707	0.163466	0.03945	0.438	5	24.564732	1.65782	26.245108	21.857576	22.433771	25.711026	21.959728	25.252359	25.965654	21.857576	26.245108	25.121003	25.580435	25.520657	3.087403	0.73302	3.078154
2	ERM	block3	0.492101	0.823333	0.009059	0.004387	0.017199	0.002499	0.005879	0.011678	0.002499	0.013711	0.008247	0.005328	0.00841	0.017199	0.004983	0.012658	0.340842	0.098452	0.556	5	0.983396	0.106974	1.095386	0.810613	0.823196	1.05554	0.810613	0.96174	1.095386	0.858077	1.064942	1.082017	1.010146	1.072306	2.137041	0.755623	2.060894
2	ERM	block4	0.492101	0.823333	0.006773	0.004928	0.016609	0.000707	0.001839	0.016609	0.005303	0.00835	0.014201	0.005046	0.004201	0.003147	0.008325	0.000707	0.163466	0.03945	0.438	5	24.55996	1.646663	26.249635	21.868227	22.429816	25.681741	21.983794	25.273841	25.919958	21.868227	26.249635	25.11678	25.536151	25.539659	3.087403	0.73302	3.078154
2	SWA	penultimate	0.329257	0.871667	0.005005	0.004037	0.012659	-0.000313	0.000789	0.012659	0.008174	0.00424	0.003549	0.008149	-0.000313	0.001103	0.008936	0.002768	0.189585	0.039936	0.436	5	24.821287	2.147519	26.758866	21.391509	21.391509	26.645291	21.747023	25.525863	26.758866	21.602513	26.03903	26.149728	26.326191	26.02685	2.956052	0.715089	2.891777
2	SWA	block3	0.329257	0.871667	0.010659	0.005084	0.021642	0.005388	0.005388	0.009988	0.006163	0.013368	0.009769	0.008182	0.007584	0.021642	0.006752	0.017756	0.34975	0.112712	0.558	5	0.994899	0.113602	1.124074	0.807306	0.83234	1.06676	0.807306	0.962391	1.111573	0.867747	1.076466	1.124074	1.018632	1.081699	2.076234	0.812264	1.973309
2	SWA	block4	0.329257	0.871667	0.005005	0.004037	0.012659	-0.000313	0.000789	0.012659	0.008174	0.00424	0.003549	0.008149	-0.000313	0.001103	0.008936	0.002768	0.189585	0.039936	0.436	5	24.819584	2.153747	26.777149	21.391196	21.391196	26.645714	21.755906	25.496699	26.777149	21.566389	26.021277	26.149022	26.330115	26.062377	2.956052	0.715089	2.891777
2	SWAD	penultimate	0.284387	0.89	0.004479	0.005072	0.011302	-0.00516	-0.001337	0.011302	0.007213	-0.000871	0.00803	0.007404	-0.00516	0.005837	0.009272	0.003099	0.180598	0.050548	0.442	5	25.336209	2.196175	27.366829	21.731093	22.419851	27.247192	21.731093	26.368731	27.366829	21.948644	26.791961	26.454768	26.874462	26.158562	3.041276	0.753059	3.01511
2	SWAD	block3	0.284387	0.89	0.008288	0.004512	0.016597	0.002678	0.004161	0.002678	0.003366	0.010864	0.007414	0.009867	0.006278	0.016597	0.006646	0.015009	0.304505	0.109082	0.53	5	1.030876	0.115776	1.152656	0.836393	0.879682	1.115528	0.836393	1.012879	1.148571	0.881693	1.115861	1.152656	1.048654	1.116845	2.104631	0.762419	1.998267
2	SWAD	block4	0.284387	0.89	0.004479	0.005072	0.011302	-0.00516	-0.001337	0.011302	0.007213	-0.000871	0.00803	0.007404	-0.00516	0.005837	0.009272	0.003099	0.180598	0.050548	0.442	5	25.326096	2.183027	27.363217	21.764004	22.412539	27.215225	21.764004	26.349994	27.363217	21.951198	26.79986	26.441822	26.824209	26.138886	3.041276	0.753059	3.01511
3	ERM	penultimate	0.186655	0.93	0.00483	0.003107	0.008493	-0.001965	0.001463	0.008493	0.005893	0.006428	0.006167	0.008025	-0.001965	0.002336	0.006754	0.004709	0.129877	0.019642	0.4	5	23.993705	1.600981	25.828261	21.369127	21.762875	24.512092	21.369127	24.414193	25.348167	21.891419	25.828261	24.416803	24.637607	25.756505	3.102101	0.687068	3.041576
3	ERM	block3	0.186655	0.93	0.008809	0.0039	0.015112	0.004369	0.005268	0.015112	0.004369	0.013523	0.004531	0.00528	0.006567	0.01282	0.009437	0.01118	0.345709	0.100518	0.55	5	0.982062	0.098342	1.107831	0.839313	0.839313	0.997813	0.843576	0.939997	1.069021	0.88465	1.076639	1.096294	0.965481	1.107831	2.063378	0.752532	1.987697
3	ERM	block4	0.186655	0.93	0.00483	0.003107	0.008493	-0.001965	0.001463	0.008493	0.005893	0.006428	0.006167	0.008025	-0.001965	0.002336	0.006754	0.004709	0.129877	0.019642	0.4	5	23.993514	1.60846	25.816345	21.367041	21.7537	24.498549	21.367041	24.415092	25.3671	21.867527	25.816345	24.423353	24.650128	25.776305	3.102101	0.687068	3.041576
3	SWA	penultimate	0.191211	0.926667	0.003213	0.002557	0.006876	-0.000774	0.000929	0.006876	0.001415	0.006305	0.006525	-0.000774	0.00371	0.001036	0.004062	0.002041	0.106142	0.015158	0.384	5	24.019748	1.6682	25.960523	21.270221	21.838343	24.941871	21.270221	24.317156	25.899684	21.672953	25.960523	24.66852	24.61336	25.014849	3.193346	0.706316	3.1387
3	SWA	block3	0.191211	0.926667	0.008454	0.003656	0.014056	0.003705	0.003705	0.011515	0.004189	0.010393	0.005136	0.005525	0.00639	0.014056	0.012811	0.010818	0.324007	0.101138	0.54	5	1.009979	0.106657	1.145099	0.851678	0.861819	1.034104	0.851678	0.973507	1.095314	0.893743	1.117601	1.128579	0.998351	1.145099	2.079938	0.758115	1.978401
3	SWA	block4	0.191211	0.926667	0.003213	0.002557	0.006876	-0.000774	0.000929	0.006876	0.001415	0.006305	0.006525	-0.000774	0.00371	0.001036	0.004062	0.002041	0.106142	0.015158	0.384	5	24.007866	1.675929	25.949746	21.221556	21.837873	24.897995	21.221556	24.304243	25.921613	21.664537	25.949746	24.67739	24.576892	25.026814	3.193346	0.706316	3.1387
3	SWAD	penultimate	0.16857	0.94	0.004115	0.002339	0.008092	0.000631	0.003801	0.008092	0.003262	0.002635	0.005874	0.008018	0.002173	0.002889	0.000631	0.003772	0.087702	0.022161	0.364	5	24.718535	1.692041	26.915123	21.873611	22.969145	25.30379	21.873611	25.652239	26.29441	22.114163	26.915123	24.693315	25.295725	26.073832	3.098282	0.725963	3.044186
3	SWAD	block3	0.16857	0.94	0.010242	0.005297	0.022014	0.004063	0.007086	0.022014	0.004063	0.011424	0.011706	0.006122	0.005741	0.014652	0.013883	0.005733	0.323254	0.104804	0.54	5	0.995293	0.106677	1.11936	0.833746	0.855311	1.029279	0.833746	0.962165	1.091498	0.867304	1.099244	1.112955	0.982069	1.11936	2.079399	0.755789	1.995391
3	SWAD	block4	0.16857	0.94	0.004115	0.002339	0.008092	0.000631	0.003801	0.008092	0.003262	0.002635	0.005874	0.008018	0.002173	0.002889	0.000631	0.003772	0.087702	0.022161	0.364	5	24.725648	1.678928	26.921953	21.922585	22.987071	25.31135	21.922585	25.62429	26.294574	22.132935	26.921953	24.677756	25.317658	26.066307	3.098282	0.725963	3.044186
4	ERM	penultimate	0.877565	0.701667	0.00472	0.003099	0.010164	-0.001283	0.000884	0.007371	0.003396	0.005603	0.005998	0.006548	0.010164	0.004863	0.00366	-0.001283	0.169528	0.035255	0.454	5	24.513594	1.488842	26.633044	21.898721	22.507333	25.652032	21.898721	24.269731	26.633044	22.855224	25.263953	25.497308	25.316419	25.242172	3.088072	0.758018	3.094407
4	ERM	block3	0.877565	0.701667	0.005968	0.003487	0.014431	0.002002	0.002291	0.00579	0.002002	0.005326	0.005229	0.007499	0.002674	0.014431	0.005922	0.008518	0.255269	0.117932	0.484	5	1.001703	0.12539	1.148588	0.803719	0.803719	1.038198	0.812112	1.007512	1.093496	0.848838	1.123349	1.10969	1.03153	1.148588	2.121515	0.757529	2.083079
4	ERM	block4	0.877565	0.701667	0.00472	0.003099	0.010164	-0.001283	0.000884	0.007371	0.003396	0.005603	0.005998	0.006548	0.010164	0.004863	0.00366	-0.001283	0.169528	0.035255	0.454	5	24.50483	1.484435	26.62259	21.918103	22.516252	25.641133	21.918103	24.222883	26.62259	22.828879	25.216418	25.474205	25.338192	25.269641	3.088072	0.758018	3.094407
4	SWA	penultimate	0.663977	0.745	0.000584	0.005121	0.00732	-0.008438	0.005482	0.00732	0.000247	-0.002313	0.005477	0.003135	-0.007771	0.002242	-0.008438	0.000462	0.103386	0.047896	0.406	5	24.426761	1.50277	26.255237	22.141496	22.172339	25.352829	22.141496	24.873985	26.255237	22.319808	25.660158	25.333275	24.730214	25.428273	3.061444	0.733245	3.075958
4	SWA	block3	0.663977	0.745	0.006214	0.005544	0.019106	-0.000734	0.002483	0.009879	-0.000734	0.009752	0.006882	0.003492	0.003515	0.019106	0.000208	0.007552	0.329044	0.110155	0.546	5	1.001088	0.124853	1.152568	0.807193	0.809137	1.02867	0.807193	1.018261	1.087551	0.853898	1.131373	1.106495	1.015732	1.152568	2.09903	0.789479	2.049549
4	SWA	block4	0.663977	0.745	0.000584	0.005121	0.00732	-0.008438	0.005482	0.00732	0.000247	-0.002313	0.005477	0.003135	-0.007771	0.002242	-0.008438	0.000462	0.103386	0.047896	0.406	5	24.425704	1.501397	26.262398	22.115005	22.16486	25.331528	22.115005	24.898176	26.262398	22.361613	25.656229	25.301558	24.716392	25.449282	3.061444	0.733245	3.075958
4	SWAD	penultimate	0.700037	0.751667	0.004987	0.003993	0.013034	-0.002441	0.001187	0.007615	0.002737	0.013034	0.007887	0.005238	0.005923	0.005556	-0.002441	0.003136	0.188164	0.024579	0.468	5	24.272313	1.391314	26.21705	22.072924	22.325286	25.072935	22.072924	24.216093	26.21705	22.470343	25.203826	25.445166	24.579656	25.119846	3.112386	0.753943	3.053935
4	SWAD	block3	0.700037	0.751667	0.008502	0.005124	0.019518	-0.00063	0.005651	0.01117	-0.00063	0.008398	0.0127	0.007799	0.006301	0.019518	0.004283	0.009834	0.32299	0.113545	0.542	5	0.992628	0.122828	1.132688	0.799714	0.799714	1.02685	0.801394	0.993182	1.07681	0.851939	1.106631	1.117989	1.019078	1.132688	2.075979	0.779614	1.98686
4	SWAD	block4	0.700037	0.751667	0.004987	0.003993	0.013034	-0.002441	0.001187	0.007615	0.002737	0.013034	0.007887	0.005238	0.005923	0.005556	-0.002441	0.003136	0.188164	0.024579	0.468	5	24.274602	1.395654	26.207537	22.086704	22.319929	25.120822	22.086704	24.20387	26.207537	22.441465	25.221778	25.441587	24.596901	25.105432	3.112386	0.753943	3.053935

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