metadata

license: other
base_model: nvidia/mit-b0
tags:
  - generated_from_trainer
model-index:
  - name: segformer-finetuned-sidewalk-10k-steps
    results: []

segformer-finetuned-sidewalk-10k-steps

This model is a fine-tuned version of nvidia/mit-b0 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.6267
Mean Iou: 0.2855
Mean Accuracy: 0.3608
Overall Accuracy: 0.8189
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.7510
Accuracy Flat-sidewalk: 0.9361
Accuracy Flat-crosswalk: 0.6440
Accuracy Flat-cyclinglane: 0.7003
Accuracy Flat-parkingdriveway: 0.3059
Accuracy Flat-railtrack: nan
Accuracy Flat-curb: 0.4518
Accuracy Human-person: 0.7586
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.9322
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: 0.0
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.7863
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.8893
Accuracy Construction-door: 0.0
Accuracy Construction-wall: 0.3358
Accuracy Construction-fenceguardrail: 0.5576
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: nan
Accuracy Construction-stairs: 0.0
Accuracy Object-pole: 0.4869
Accuracy Object-trafficsign: 0.0
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.9045
Accuracy Nature-terrain: 0.8814
Accuracy Sky: 0.9529
Accuracy Void-ground: 0.0
Accuracy Void-dynamic: 0.0090
Accuracy Void-static: 0.2624
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.6541
Iou Flat-sidewalk: 0.8293
Iou Flat-crosswalk: 0.4454
Iou Flat-cyclinglane: 0.5428
Iou Flat-parkingdriveway: 0.2643
Iou Flat-railtrack: nan
Iou Flat-curb: 0.3338
Iou Human-person: 0.5352
Iou Human-rider: 0.0
Iou Vehicle-car: 0.7833
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: 0.0
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.5114
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.6967
Iou Construction-door: 0.0
Iou Construction-wall: 0.2072
Iou Construction-fenceguardrail: 0.3647
Iou Construction-bridge: 0.0
Iou Construction-tunnel: nan
Iou Construction-stairs: 0.0
Iou Object-pole: 0.3169
Iou Object-trafficsign: 0.0
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.8200
Iou Nature-terrain: 0.7329
Iou Sky: 0.9120
Iou Void-ground: 0.0
Iou Void-dynamic: 0.0088
Iou Void-static: 0.1778
Iou Void-unclear: 0.0

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 6e-05
train_batch_size: 8
eval_batch_size: 8
seed: 1337
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: polynomial
training_steps: 10000

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Flat-road	Accuracy Flat-sidewalk	Accuracy Flat-crosswalk	Accuracy Flat-cyclinglane	Accuracy Flat-parkingdriveway	Accuracy Flat-railtrack	Accuracy Flat-curb	Accuracy Human-person	Accuracy Vehicle-car	Accuracy Vehicle-bicycle	Accuracy Construction-building	Accuracy Construction-wall	Accuracy Construction-fenceguardrail	Accuracy Construction-tunnel	Accuracy Object-pole	Accuracy Nature-vegetation	Accuracy Nature-terrain	Accuracy Sky	Accuracy Void-dynamic	Accuracy Void-static	Iou Unlabeled	Iou Flat-road	Iou Flat-sidewalk	Iou Flat-crosswalk	Iou Flat-cyclinglane	Iou Flat-parkingdriveway	Iou Flat-railtrack	Iou Flat-curb	Iou Human-person	Iou Vehicle-car	Iou Vehicle-bicycle	Iou Construction-building	Iou Construction-wall	Iou Construction-fenceguardrail	Iou Construction-tunnel	Iou Object-pole	Iou Nature-vegetation	Iou Nature-terrain	Iou Sky	Iou Void-dynamic	Iou Void-static
2.6565	1.0	107	1.9726	0.1037	0.1614	0.6529	nan	0.6720	0.8392	0.0010	0.1613	0.0264	nan	0.0001	0.0	0.8406	0.0	0.7975	0.0	0.0	nan	0.0	0.8947	0.8404	0.0920	0.0	0.0	nan	0.4588	0.6841	0.0010	0.1605	0.0242	0.0	0.0001	0.0	0.5002	0.0	0.4385	0.0	0.0	nan	0.0	0.5740	0.4904	0.0918	0.0	0.0
1.8153	2.0	214	1.4898	0.1361	0.1884	0.6931	nan	0.7586	0.8437	0.0	0.3100	0.0063	nan	0.0	0.0	0.8490	0.0	0.8270	0.0	0.0	nan	0.0	0.8408	0.8548	0.7401	0.0	0.0	nan	0.4512	0.7037	0.0	0.3052	0.0063	nan	0.0	0.0	0.5324	0.0	0.4838	0.0	0.0	nan	0.0	0.6604	0.4988	0.7126	0.0	0.0
1.5059	3.0	321	1.2858	0.1457	0.1967	0.7171	nan	0.7839	0.8792	0.0	0.4839	0.0097	nan	0.0	0.0	0.8255	0.0	0.8119	0.0	0.0	nan	0.0	0.8309	0.8748	0.7939	0.0	0.0	nan	0.5118	0.7385	0.0	0.4461	0.0097	nan	0.0	0.0	0.5996	0.0	0.5222	0.0	0.0	nan	0.0	0.6201	0.4480	0.7671	0.0	0.0
1.2974	4.0	428	1.2931	0.1437	0.1940	0.6947	nan	0.6819	0.8213	0.0	0.5193	0.0394	nan	0.0	0.0	0.7091	0.0	0.9107	0.0	0.0	nan	0.0	0.8477	0.8799	0.7999	0.0	0.0	nan	0.4326	0.7226	0.0	0.4755	0.0373	nan	0.0	0.0	0.5591	0.0	0.4222	0.0	0.0	nan	0.0	0.6693	0.5089	0.7720	0.0	0.0
1.2082	5.0	535	1.1346	0.1541	0.2092	0.7217	nan	0.8383	0.8276	0.0	0.6249	0.0810	nan	0.0	0.0	0.8637	0.0	0.9251	0.0	0.0	nan	0.0	0.7639	0.9019	0.8666	0.0	0.0	nan	0.4988	0.7480	0.0	0.5462	0.0750	nan	0.0	0.0	0.6017	0.0	0.4893	0.0	0.0	nan	0.0	0.6780	0.4877	0.8051	0.0	0.0
1.0533	6.0	642	1.0493	0.1588	0.2104	0.7364	nan	0.7557	0.8698	0.0034	0.5758	0.1782	nan	0.0001	0.0	0.9004	0.0	0.8887	0.0003	0.0	nan	0.0	0.8619	0.8777	0.8223	0.0	0.0	nan	0.5271	0.7548	0.0034	0.4873	0.1339	nan	0.0001	0.0	0.6049	0.0	0.5200	0.0003	0.0	nan	0.0	0.7061	0.5542	0.7894	0.0	0.0
0.9787	7.0	749	0.9818	0.1625	0.2104	0.7431	nan	0.7674	0.8723	0.0007	0.5668	0.1591	nan	0.0027	0.0	0.9175	0.0	0.9096	0.0068	0.0	nan	0.0005	0.8944	0.8149	0.8193	0.0	0.0	nan	0.5231	0.7581	0.0007	0.4962	0.1322	nan	0.0027	0.0	0.5879	0.0	0.5134	0.0067	0.0	nan	0.0005	0.7477	0.6447	0.7864	0.0	0.0
0.9352	8.0	856	0.9447	0.1729	0.2289	0.7449	nan	0.7767	0.8766	0.3888	0.6856	0.1735	nan	0.0174	0.0	0.9184	0.0	0.9181	0.0220	0.0	nan	0.0237	0.7814	0.9052	0.8373	0.0	0.0	nan	0.5563	0.7702	0.3059	0.5643	0.1403	nan	0.0172	0.0	0.6258	0.0	0.5390	0.0205	0.0	nan	0.0235	0.6788	0.4875	0.8045	0.0	0.0
0.8813	9.0	963	0.8816	0.1841	0.2354	0.7557	nan	0.7836	0.8684	0.5346	0.6656	0.1494	nan	0.0815	0.0098	0.8208	0.0	0.9027	0.0444	0.0	nan	0.0707	0.9172	0.8231	0.8615	0.0	0.0	nan	0.5382	0.7637	0.3656	0.5123	0.1303	nan	0.0737	0.0096	0.6651	0.0	0.5668	0.0415	0.0	nan	0.0685	0.7318	0.6133	0.8106	0.0	0.0
0.8472	10.0	1070	0.8800	0.1934	0.2552	0.7592	nan	0.7736	0.8817	0.5907	0.6663	0.2215	nan	0.1311	0.0857	0.9459	0.0	0.7958	0.2135	0.0	nan	0.1806	0.8565	0.8969	0.9238	0.0	0.0035	nan	0.5794	0.7747	0.3492	0.5270	0.1677	nan	0.1112	0.0819	0.5893	0.0	0.5868	0.1541	0.0	nan	0.1398	0.7238	0.5577	0.8435	0.0	0.0035
0.8106	11.0	1177	0.8711	0.1931	0.2510	0.7597	nan	0.7409	0.8650	0.6559	0.6675	0.1933	nan	0.1820	0.0082	0.9197	0.0	0.8961	0.1263	0.0	nan	0.1567	0.9050	0.8293	0.8818	0.0	0.0031	nan	0.5669	0.7643	0.3313	0.5231	0.1613	nan	0.1481	0.0082	0.6347	0.0	0.5524	0.0953	0.0	nan	0.1392	0.7539	0.6577	0.8412	0.0	0.0031
0.7419	12.0	1284	0.8464	0.2017	0.2564	0.7651	nan	0.6572	0.9225	0.5583	0.6230	0.2109	nan	0.2201	0.1244	0.8896	0.0	0.9082	0.2287	0.0	nan	0.2081	0.8402	0.8802	0.9141	0.0	0.0204	nan	0.5394	0.7789	0.3939	0.4993	0.1772	nan	0.1740	0.1162	0.6718	0.0	0.5947	0.1544	0.0	nan	0.1704	0.7338	0.5749	0.8557	0.0	0.0200
0.7609	13.0	1391	0.7896	0.2080	0.2621	0.7745	nan	0.8081	0.8748	0.5618	0.7294	0.2595	nan	0.1835	0.2091	0.8740	0.0	0.8639	0.2723	0.0	nan	0.1908	0.9278	0.7065	0.9148	0.0	0.0120	nan	0.5826	0.7957	0.3625	0.5396	0.2070	nan	0.1550	0.1913	0.6712	0.0	0.5903	0.1742	0.0	nan	0.1445	0.7560	0.6142	0.8606	0.0	0.0117
0.7455	14.0	1498	0.8565	0.2092	0.2710	0.7539	nan	0.7359	0.8144	0.5236	0.8098	0.2290	nan	0.1934	0.3450	0.9383	0.0	0.8564	0.2225	0.0019	nan	0.2513	0.9055	0.8487	0.9280	0.0	0.0673	nan	0.5589	0.7489	0.3830	0.3913	0.1841	nan	0.1549	0.2969	0.6264	0.0	0.6308	0.1726	0.0019	nan	0.1872	0.7714	0.6690	0.8581	0.0	0.0586
0.6881	15.0	1605	0.7964	0.2184	0.2756	0.7782	nan	0.6901	0.9374	0.5507	0.5358	0.2541	nan	0.2979	0.4436	0.9256	0.0	0.8287	0.3191	0.0033	nan	0.3035	0.9143	0.8288	0.8749	0.0	0.1109	nan	0.5951	0.7873	0.3985	0.4672	0.2015	nan	0.2078	0.2857	0.6740	0.0	0.6175	0.1864	0.0033	nan	0.2011	0.7731	0.6630	0.8380	0.0	0.0885
0.6765	16.0	1712	0.7522	0.2181	0.2795	0.7840	nan	0.7619	0.8998	0.5566	0.7439	0.2253	nan	0.2521	0.3746	0.9103	0.0	0.8966	0.2551	0.0040	nan	0.3282	0.8728	0.8767	0.9049	0.0	0.0815	nan	0.5992	0.8004	0.3390	0.5335	0.1895	nan	0.1969	0.2743	0.6739	0.0	0.6382	0.1860	0.0040	nan	0.2014	0.7725	0.6415	0.8593	0.0	0.0690
0.6916	17.0	1819	0.7345	0.2233	0.2789	0.7894	nan	0.7144	0.9387	0.5975	0.6124	0.2644	nan	0.3264	0.4727	0.9130	0.0	0.9197	0.2264	0.0012	nan	0.2726	0.9054	0.7551	0.8723	0.0	0.1324	nan	0.6024	0.8068	0.3650	0.4937	0.2143	nan	0.2435	0.3370	0.6874	0.0	0.6320	0.1790	0.0012	nan	0.2202	0.7786	0.6333	0.8384	0.0	0.1116
0.6542	18.0	1926	0.7572	0.2222	0.2805	0.7793	nan	0.6840	0.9287	0.5996	0.6111	0.3493	nan	0.3201	0.4330	0.9027	0.0	0.8497	0.3213	0.0173	nan	0.2688	0.8923	0.8411	0.8652	0.0	0.0931	nan	0.5922	0.7996	0.3689	0.5211	0.2366	nan	0.2485	0.3077	0.6811	0.0	0.5867	0.1595	0.0170	nan	0.2212	0.7806	0.6825	0.8294	0.0	0.0783
0.6571	19.0	2033	0.7364	0.2276	0.2821	0.7931	nan	0.7202	0.9209	0.5112	0.7723	0.2259	nan	0.2124	0.5086	0.9093	0.0	0.9083	0.2459	0.0447	nan	0.3190	0.9200	0.7827	0.9195	0.0	0.1057	nan	0.6192	0.8032	0.4262	0.5132	0.1920	nan	0.1823	0.3263	0.7148	0.0	0.6473	0.1863	0.0437	nan	0.2313	0.7807	0.6546	0.8716	0.0	0.0893
0.6384	20.0	2140	0.7340	0.2311	0.2918	0.7859	nan	0.8182	0.8822	0.5820	0.6575	0.2474	nan	0.3236	0.6807	0.8965	0.0	0.8849	0.1962	0.0414	nan	0.3208	0.9131	0.8467	0.9268	0.0	0.1188	nan	0.5750	0.7900	0.5335	0.5179	0.2066	nan	0.2405	0.2993	0.7333	0.0	0.6475	0.1568	0.0407	nan	0.2355	0.7709	0.6815	0.8693	0.0	0.0981
0.6252	21.0	2247	0.7321	0.2284	0.3033	0.7796	nan	0.7969	0.8769	0.6121	0.6934	0.2266	nan	0.3499	0.6939	0.9128	0.0	0.8263	0.2778	0.1258	nan	0.4050	0.8686	0.9227	0.9405	0.0	0.1771	nan	0.5816	0.8003	0.3747	0.5367	0.1801	nan	0.2492	0.3315	0.7049	0.0	0.6456	0.1814	0.1131	nan	0.2651	0.7556	0.5921	0.8754	0.0	0.1212
0.6698	22.0	2354	0.7266	0.2280	0.2938	0.7872	nan	0.6951	0.9186	0.6639	0.6492	0.3218	nan	0.3004	0.4743	0.9031	0.0001	0.8912	0.2718	0.1502	nan	0.3409	0.8911	0.8959	0.9252	0.0	0.1087	nan	0.5859	0.8034	0.3261	0.5312	0.2352	nan	0.2150	0.2980	0.6981	0.0001	0.6475	0.2023	0.1340	nan	0.2464	0.7695	0.6442	0.8737	0.0	0.0865
0.6429	23.0	2461	0.6875	0.2346	0.2937	0.7987	nan	0.8067	0.9012	0.6158	0.7275	0.1766	nan	0.3461	0.5425	0.8848	0.0373	0.9294	0.2604	0.0817	nan	0.3580	0.9204	0.8040	0.9378	0.0	0.0688	nan	0.6136	0.8213	0.4622	0.5838	0.1559	nan	0.2457	0.2747	0.7229	0.0372	0.6194	0.1961	0.0780	nan	0.2476	0.7948	0.7080	0.8849	0.0	0.0594
0.5917	24.0	2568	0.6978	0.2403	0.3053	0.7975	nan	0.7589	0.9191	0.6394	0.6896	0.2851	nan	0.3909	0.6678	0.9440	0.0751	0.7986	0.2686	0.1549	nan	0.3270	0.9486	0.8044	0.9296	0.0	0.1671	nan	0.6163	0.8235	0.3704	0.5359	0.2339	nan	0.2705	0.4201	0.6398	0.0747	0.6617	0.1979	0.1325	nan	0.2251	0.7736	0.7010	0.8827	0.0	0.1288
0.5778	25.0	2675	0.7019	0.2421	0.3049	0.7968	nan	0.7440	0.9157	0.5965	0.7111	0.2954	nan	0.2734	0.6745	0.9217	0.1615	0.9212	0.2097	0.1422	nan	0.3736	0.8879	0.8814	0.9391	0.0	0.1080	nan	0.6170	0.8108	0.4708	0.5371	0.2346	nan	0.2033	0.3663	0.7238	0.1579	0.6438	0.1576	0.1322	nan	0.2612	0.7908	0.6723	0.8791	0.0	0.0896
0.5839	26.0	2782	0.6879	0.2450	0.3072	0.7973	nan	0.8232	0.8993	0.6101	0.6827	0.2357	nan	0.3760	0.5657	0.9046	0.1232	0.8477	0.2914	0.1731	nan	0.3810	0.9062	0.9195	0.9409	0.0	0.1500	nan	0.6011	0.8287	0.4717	0.5334	0.1979	nan	0.2693	0.4161	0.7147	0.1228	0.6593	0.2071	0.1446	nan	0.2521	0.7672	0.6505	0.8827	0.0	0.1207
0.5734	27.0	2889	0.6813	0.2557	0.3292	0.8006	nan	0.7622	0.9146	0.6117	0.7247	0.3942	nan	0.4273	0.7149	0.9294	0.3326	0.8007	0.3862	0.2540	nan	0.4298	0.8963	0.8766	0.9339	0.0	0.1441	nan	0.6366	0.8226	0.3922	0.5280	0.2871	nan	0.2973	0.3818	0.7255	0.2959	0.6389	0.2249	0.2109	nan	0.2587	0.8028	0.6832	0.8848	0.0	0.1113
0.5741	28.0	2996	0.6998	0.2507	0.3190	0.8005	nan	0.7194	0.9155	0.7645	0.7271	0.2706	nan	0.3532	0.5846	0.9347	0.3047	0.9092	0.2749	0.1978	nan	0.3896	0.9022	0.8878	0.9181	0.0	0.1532	nan	0.6098	0.8118	0.3532	0.5745	0.2240	nan	0.2519	0.3964	0.7055	0.2832	0.6509	0.2177	0.1716	nan	0.2893	0.8016	0.6719	0.8860	0.0	0.1234
0.5836	29.0	3103	0.7093	0.2583	0.3184	0.8015	nan	0.6950	0.9400	0.6134	0.6283	0.3272	nan	0.3681	0.6323	0.9223	0.3964	0.8758	0.2952	0.2305	nan	0.3703	0.9286	0.8473	0.9201	0.0	0.1975	nan	0.5920	0.8115	0.4202	0.5066	0.2588	nan	0.2705	0.4589	0.7119	0.3418	0.6749	0.2209	0.1947	nan	0.2682	0.7930	0.7138	0.8848	0.0	0.1442
0.5577	30.0	3210	0.6963	0.2577	0.3205	0.7976	nan	0.7470	0.8943	0.5876	0.7800	0.2299	nan	0.4227	0.6187	0.9205	0.4046	0.9147	0.2229	0.2788	nan	0.3976	0.9010	0.8646	0.9387	0.0	0.1340	nan	0.6012	0.8010	0.4637	0.4967	0.2003	nan	0.2960	0.4205	0.7312	0.3489	0.6683	0.1901	0.2358	nan	0.2925	0.8031	0.7067	0.8828	0.0	0.1072
0.5545	31.0	3317	0.6836	0.2581	0.3280	0.8010	nan	0.7609	0.9054	0.6252	0.7290	0.2459	nan	0.3806	0.7156	0.9343	0.4643	0.9001	0.2712	0.2977	nan	0.4154	0.9031	0.8482	0.9352	0.0	0.1637	nan	0.6141	0.8159	0.3995	0.5230	0.2174	nan	0.2665	0.4339	0.7091	0.3878	0.6673	0.2101	0.2376	nan	0.2695	0.8009	0.7005	0.8859	0.0	0.1213
0.5269	32.0	3424	0.6946	0.2596	0.3324	0.7966	nan	0.7524	0.9194	0.6432	0.6342	0.2602	nan	0.3927	0.7033	0.9178	0.4556	0.9060	0.3232	0.4759	nan	0.4221	0.8537	0.8792	0.9403	0.0	0.1575	nan	0.5975	0.8101	0.3706	0.5210	0.2255	nan	0.2765	0.4598	0.7200	0.3796	0.6672	0.2263	0.3371	nan	0.2807	0.7793	0.6359	0.8920	0.0	0.1272
0.5213	33.0	3531	0.6696	0.2640	0.3347	0.8028	nan	0.7532	0.9289	0.6345	0.6866	0.2536	nan	0.4295	0.6601	0.9215	0.5423	0.8315	0.3881	0.4657	nan	0.3757	0.9079	0.8186	0.9176	0.0	0.1955	nan	0.6195	0.8257	0.4091	0.5582	0.2099	nan	0.2939	0.4062	0.7277	0.4195	0.6437	0.2176	0.3329	nan	0.2790	0.8014	0.6797	0.8839	0.0	0.1398
0.5055	34.0	3638	0.6759	0.2666	0.3374	0.8045	nan	0.7865	0.9063	0.5920	0.7622	0.2193	nan	0.3898	0.6768	0.9095	0.5511	0.8649	0.3544	0.3888	nan	0.4342	0.8918	0.8973	0.9390	0.0	0.2330	nan	0.6343	0.8194	0.4420	0.5614	0.1915	nan	0.2797	0.4193	0.7625	0.4256	0.6676	0.2152	0.3081	nan	0.2946	0.7899	0.6603	0.8978	0.0	0.1620
0.5124	35.0	3745	0.6842	0.2613	0.3231	0.8015	nan	0.7093	0.9308	0.5803	0.7242	0.2005	nan	0.3588	0.6701	0.9321	0.5869	0.9149	0.2506	0.2266	nan	0.4241	0.8968	0.8525	0.9384	0.0	0.1433	nan	0.6001	0.8052	0.4767	0.5190	0.1790	nan	0.2627	0.4527	0.7249	0.4466	0.6710	0.1856	0.2056	nan	0.3050	0.8069	0.7062	0.8952	0.0	0.1195
0.4959	36.0	3852	0.6853	0.2647	0.3355	0.7987	nan	0.7458	0.9103	0.6862	0.6539	0.2649	nan	0.3491	0.7193	0.9294	0.5683	0.8790	0.3026	0.3951	nan	0.4530	0.9228	0.7866	0.9465	0.0	0.2218	nan	0.6050	0.8097	0.4262	0.5171	0.2221	nan	0.2589	0.4873	0.7251	0.4504	0.6744	0.1899	0.2824	nan	0.2925	0.7991	0.6860	0.9010	0.0	0.1442
0.4958	37.0	3959	0.6565	0.2658	0.3446	0.8017	nan	0.8061	0.9174	0.6063	0.6774	0.2271	nan	0.4119	0.7258	0.8839	0.7228	0.7509	0.3745	0.4632	nan	0.4130	0.9360	0.8569	0.9352	0.0	0.3199	nan	0.6393	0.8261	0.4176	0.5179	0.1990	nan	0.2925	0.4386	0.7774	0.4071	0.6300	0.1945	0.2861	nan	0.2762	0.7994	0.7103	0.8997	0.0	0.1933
0.5013	38.0	4066	0.6816	0.2638	0.3356	0.8016	nan	0.7294	0.9391	0.6329	0.5528	0.2093	nan	0.4214	0.7966	0.9275	0.5837	0.8619	0.3168	0.3570	nan	0.4781	0.9236	0.8516	0.9385	0.0	0.2179	nan	0.6205	0.8096	0.4319	0.4523	0.1862	nan	0.2970	0.3777	0.7528	0.4674	0.6793	0.2073	0.3130	nan	0.2939	0.8023	0.7073	0.8996	0.0	0.1439
0.5281	39.0	4173	0.6531	0.2711	0.3412	0.8084	nan	0.7503	0.9264	0.6194	0.6849	0.2775	nan	0.3986	0.6477	0.9184	0.6658	0.8928	0.3180	0.4702	nan	0.4431	0.9023	0.8682	0.9526	0.0	0.1814	nan	0.6408	0.8273	0.4170	0.5042	0.2297	nan	0.2878	0.4644	0.7473	0.4867	0.6700	0.2057	0.3452	nan	0.3063	0.8064	0.7025	0.8981	0.0	0.1373
0.4642	40.0	4280	0.6581	0.2677	0.3415	0.8055	nan	0.7360	0.9466	0.6256	0.6321	0.3194	nan	0.4232	0.7107	0.9078	0.6649	0.8705	0.3329	0.4131	nan	0.4380	0.8641	0.9011	0.9412	0.0	0.1999	nan	0.6463	0.8276	0.3998	0.5335	0.2623	nan	0.2886	0.4132	0.7587	0.4979	0.6692	0.2010	0.3172	nan	0.3106	0.7706	0.6283	0.8973	0.0	0.1438
0.4831	41.0	4387	0.6573	0.2702	0.3422	0.8071	nan	0.7951	0.9141	0.6372	0.6812	0.2075	nan	0.4171	0.6933	0.9285	0.6858	0.8860	0.2894	0.4131	nan	0.4327	0.8988	0.8844	0.9427	0.0	0.2420	nan	0.6253	0.8188	0.4344	0.5591	0.1867	nan	0.3032	0.4484	0.7087	0.4878	0.6691	0.2073	0.3088	nan	0.3157	0.8055	0.7043	0.8995	0.0	0.1631
0.4714	42.0	4494	0.6549	0.2673	0.3454	0.8045	nan	0.7478	0.9243	0.6643	0.6497	0.3592	nan	0.4568	0.6273	0.9447	0.7072	0.8946	0.2957	0.3704	nan	0.4352	0.8512	0.9198	0.9436	0.0	0.2599	nan	0.6260	0.8325	0.3513	0.5243	0.2831	nan	0.3192	0.4782	0.7056	0.4946	0.6701	0.2178	0.2442	nan	0.3127	0.7831	0.6241	0.8992	0.0	0.1871
0.4878	43.0	4601	0.6586	0.2685	0.3379	0.8038	nan	0.7428	0.9121	0.6221	0.6793	0.3211	nan	0.3967	0.6910	0.9124	0.6824	0.9033	0.2935	0.3113	nan	0.4458	0.9132	0.8810	0.9358	0.0	0.1703	nan	0.6147	0.8098	0.4498	0.4922	0.2737	nan	0.2853	0.4437	0.7565	0.5097	0.6776	0.2084	0.2277	nan	0.2922	0.8046	0.7178	0.8994	0.0	0.1302
0.4805	44.0	4708	0.6820	0.2680	0.3481	0.7946	nan	0.7464	0.8815	0.7158	0.7250	0.2814	nan	0.3892	0.6941	0.9271	0.7047	0.8824	0.3467	0.4241	nan	0.4336	0.8895	0.8797	0.9494	0.0	0.2682	nan	0.6148	0.7963	0.3547	0.4866	0.2421	nan	0.2856	0.4777	0.7504	0.4969	0.6706	0.2076	0.3130	nan	0.3125	0.7974	0.6900	0.9002	0.0	0.1810
0.4747	45.0	4815	0.6262	0.2748	0.3507	0.8131	nan	0.8321	0.9179	0.6807	0.6958	0.2292	nan	0.4671	0.7484	0.9415	0.7380	0.8139	0.3106	0.4088	nan	0.4923	0.9247	0.8543	0.9555	0.0	0.2129	nan	0.6553	0.8314	0.4850	0.5518	0.2008	nan	0.3274	0.4621	0.7437	0.4781	0.6686	0.1998	0.3037	nan	0.3011	0.8091	0.7211	0.9038	0.0	0.1502
0.4681	46.0	4922	0.6220	0.2799	0.3565	0.8162	nan	0.8343	0.9109	0.6379	0.6967	0.3347	nan	0.4827	0.7782	0.9330	0.7459	0.8402	0.3435	0.3950	nan	0.4448	0.9110	0.8995	0.9547	0.0	0.2634	nan	0.6528	0.8350	0.4296	0.5622	0.2714	nan	0.3347	0.4949	0.7434	0.4853	0.6763	0.2373	0.3256	nan	0.3120	0.8056	0.7053	0.9040	0.0	0.1809
0.419	47.0	5029	0.6605	0.2770	0.3473	0.8059	nan	0.8323	0.8835	0.6008	0.7197	0.2757	nan	0.4955	0.7060	0.9327	0.7093	0.8527	0.3417	0.4471	nan	0.3697	0.9219	0.8791	0.9280	0.0	0.2186	nan	0.6411	0.8225	0.4937	0.5170	0.2344	nan	0.3240	0.5321	0.7187	0.5071	0.6613	0.2184	0.3293	nan	0.2979	0.7950	0.7023	0.8961	0.0	0.1744
0.4736	48.0	5136	0.6830	0.2730	0.3543	0.8008	nan	0.7093	0.9250	0.6952	0.7365	0.3253	nan	0.3557	0.7357	0.9206	0.6806	0.8026	0.4110	0.5737	nan	0.4467	0.8800	0.8942	0.9579	0.0	0.2863	nan	0.5993	0.8177	0.3824	0.5295	0.2802	nan	0.2797	0.5033	0.7643	0.5006	0.6519	0.2130	0.3273	nan	0.3029	0.8022	0.6894	0.9009	0.0	0.1923
0.4425	49.0	5243	0.6564	0.2721	0.3602	0.8055	nan	0.7273	0.9257	0.7707	0.6824	0.3842	nan	0.4011	0.7685	0.9277	0.7330	0.7921	0.3940	0.5531	nan	0.4550	0.9076	0.8880	0.9551	0.0	0.2620	nan	0.6311	0.8308	0.3565	0.5324	0.3094	nan	0.2962	0.4845	0.7460	0.4894	0.6538	0.2122	0.2907	nan	0.2936	0.8021	0.7015	0.9025	0.0	0.1746
0.4661	50.0	5350	0.6489	0.2728	0.3598	0.8032	nan	0.7893	0.9067	0.6634	0.7309	0.2670	nan	0.4568	0.7933	0.9375	0.7443	0.8057	0.3774	0.5361	nan	0.4749	0.8721	0.9024	0.9422	0.0	0.3137	nan	0.6296	0.8278	0.3982	0.5787	0.2306	nan	0.3127	0.4690	0.7491	0.4979	0.6580	0.1932	0.3192	nan	0.3145	0.7925	0.6596	0.9057	0.0	0.1928
0.4256	51.0	5457	0.6223	0.2856	0.3575	0.8180	nan	0.7862	0.9337	0.6395	0.6649	0.3376	nan	0.5028	0.7858	0.9300	0.7407	0.8672	0.3676	0.4777	nan	0.4770	0.9026	0.8546	0.9547	0.0	0.2173	nan	0.6558	0.8276	0.4977	0.5864	0.2740	nan	0.3397	0.4978	0.7595	0.5077	0.6749	0.2209	0.3788	nan	0.3176	0.8143	0.7259	0.9035	0.0	0.1557
0.4521	52.0	5564	0.7228	0.2723	0.3471	0.8057	nan	0.6127	0.9469	0.6484	0.7574	0.2903	nan	0.3583	0.7390	0.9363	0.7503	0.8747	0.3192	0.4678	nan	0.4266	0.9108	0.8844	0.9525	0.0	0.2319	nan	0.5706	0.8172	0.3799	0.5715	0.2491	nan	0.2700	0.5261	0.7388	0.4979	0.6755	0.1914	0.3182	nan	0.3114	0.8136	0.7168	0.9068	0.0	0.1589
0.4594	53.0	5671	0.6590	0.2741	0.3473	0.8109	nan	0.7081	0.9579	0.6731	0.6220	0.2304	nan	0.4467	0.7696	0.9423	0.6978	0.8640	0.3507	0.4316	nan	0.4593	0.8956	0.8863	0.9481	0.0	0.2288	nan	0.6373	0.8249	0.4133	0.5093	0.2070	nan	0.3128	0.5076	0.7468	0.5201	0.6860	0.2219	0.3201	nan	0.3026	0.8032	0.6897	0.9077	0.0	0.1619
0.4292	54.0	5778	0.6394	0.2798	0.3557	0.8092	nan	0.7519	0.9264	0.6328	0.6993	0.3455	nan	0.4033	0.7356	0.9176	0.7576	0.8348	0.3867	0.5076	nan	0.4629	0.8939	0.9025	0.9510	0.0	0.2736	nan	0.6383	0.8249	0.5028	0.5403	0.2818	nan	0.3065	0.5152	0.7713	0.4958	0.6714	0.2035	0.3257	nan	0.2960	0.8033	0.6904	0.9079	0.0	0.1787
0.4494	55.0	5885	0.6424	0.2746	0.3475	0.8117	nan	0.7502	0.9321	0.6274	0.6744	0.2684	nan	0.4516	0.7468	0.8996	0.7823	0.8844	0.3325	0.4411	nan	0.4396	0.9305	0.8040	0.9461	0.0007	0.2080	nan	0.6275	0.8219	0.4219	0.5443	0.2390	nan	0.3271	0.5092	0.7686	0.4419	0.6811	0.2063	0.3156	nan	0.2998	0.8065	0.7164	0.9075	0.0007	0.1529
0.4294	56.0	5992	0.6518	0.2791	0.3502	0.8157	nan	0.7059	0.9529	0.6190	0.6770	0.3085	nan	0.4314	0.7681	0.9177	0.7496	0.8976	0.3425	0.4680	nan	0.4410	0.9063	0.8552	0.9526	0.0001	0.2113	nan	0.6095	0.8275	0.4123	0.5412	0.2595	nan	0.3259	0.4918	0.7684	0.4929	0.6938	0.2346	0.3638	nan	0.2980	0.8133	0.7346	0.9071	0.0001	0.1561
0.4404	57.0	6099	0.6298	0.2819	0.3470	0.8199	nan	0.7655	0.9342	0.5931	0.7425	0.3279	nan	0.3719	0.6656	0.9333	0.7603	0.8956	0.3053	0.4652	nan	0.4147	0.9263	0.8289	0.9513	0.0004	0.2207	nan	0.6498	0.8285	0.5076	0.5902	0.2677	nan	0.3023	0.5208	0.7536	0.4687	0.6926	0.2046	0.3228	nan	0.3032	0.8112	0.7265	0.9083	0.0004	0.1627
0.4254	58.0	6206	0.6405	0.2812	0.3545	0.8157	nan	0.7520	0.9387	0.6058	0.6708	0.3024	nan	0.4613	0.8012	0.9315	0.7812	0.8663	0.3106	0.4342	nan	0.4829	0.9194	0.8518	0.9426	0.0068	0.2831	nan	0.6467	0.8232	0.4916	0.5489	0.2571	nan	0.3322	0.5156	0.7608	0.4685	0.6962	0.2048	0.3329	nan	0.2931	0.8109	0.7277	0.9087	0.0068	0.1732
0.4164	59.0	6313	0.6517	0.2801	0.3482	0.8131	nan	0.7498	0.9371	0.6010	0.6391	0.3067	nan	0.3841	0.7594	0.9454	0.7465	0.9146	0.2989	0.4587	nan	0.4520	0.8948	0.8833	0.9455	0.0	0.2239	nan	0.6420	0.8140	0.4631	0.5018	0.2635	nan	0.3021	0.5532	0.7542	0.4988	0.6925	0.2122	0.3551	nan	0.3145	0.8122	0.7154	0.9040	0.0	0.1658
0.3823	60.0	6420	0.6152	0.2817	0.3511	0.8221	nan	0.7917	0.9441	0.6417	0.6317	0.3183	nan	0.4255	0.7665	0.9494	0.7351	0.8996	0.2645	0.4467	nan	0.4940	0.9202	0.8413	0.9586	0.0007	0.2062	nan	0.6697	0.8329	0.4730	0.5285	0.2620	nan	0.3271	0.5311	0.7512	0.5006	0.7050	0.2083	0.3343	nan	0.2794	0.8182	0.7315	0.9065	0.0007	0.1532
0.4264	61.0	6527	0.6340	0.2806	0.3546	0.8157	nan	0.7527	0.9254	0.6231	0.7128	0.3189	nan	0.4186	0.7602	0.9403	0.7332	0.8899	0.3008	0.5092	nan	0.4520	0.9120	0.8910	0.9510	0.0000	0.2553	nan	0.6372	0.8246	0.4455	0.5493	0.2689	nan	0.3158	0.5279	0.7489	0.4899	0.7043	0.2141	0.3398	nan	0.3112	0.8068	0.7064	0.9081	0.0000	0.1792
0.4051	62.0	6634	0.6268	0.2835	0.3566	0.8184	nan	0.7673	0.9232	0.6534	0.7220	0.3306	nan	0.4284	0.7586	0.9332	0.7207	0.9085	0.3199	0.4420	nan	0.4679	0.9025	0.9002	0.9424	0.0	0.2895	nan	0.6628	0.8334	0.4523	0.5612	0.2726	nan	0.3186	0.5184	0.7560	0.4988	0.6784	0.2082	0.3445	nan	0.3297	0.8150	0.7278	0.9050	0.0	0.1900
0.4135	63.0	6741	0.6131	0.2850	0.3532	0.8222	nan	0.7745	0.9383	0.6423	0.6895	0.3119	nan	0.4607	0.7458	0.9462	0.7387	0.9089	0.2668	0.4730	nan	0.4368	0.9103	0.8750	0.9565	0.0010	0.2260	nan	0.6670	0.8381	0.5059	0.5459	0.2617	nan	0.3356	0.5657	0.7319	0.5059	0.6914	0.2002	0.3259	nan	0.3207	0.8161	0.7273	0.9069	0.0010	0.1713
0.3989	64.0	6848	0.6313	0.2833	0.3555	0.8194	nan	0.7712	0.9325	0.6217	0.7076	0.3262	nan	0.4579	0.7439	0.9361	0.7482	0.8601	0.3149	0.5152	nan	0.4789	0.9259	0.8694	0.9585	0.0017	0.2068	nan	0.6592	0.8321	0.4920	0.5427	0.2723	nan	0.3363	0.5132	0.7679	0.4905	0.6939	0.2061	0.3522	nan	0.2975	0.8134	0.7342	0.9054	0.0017	0.1539
0.4052	65.0	6955	0.6258	0.2823	0.3557	0.8183	nan	0.7769	0.9340	0.6286	0.6915	0.2743	nan	0.4650	0.7567	0.9392	0.7680	0.8993	0.3119	0.5055	nan	0.4683	0.8930	0.8886	0.9523	0.0003	0.2283	nan	0.6481	0.8319	0.4707	0.5311	0.2415	nan	0.3239	0.5109	0.7653	0.4932	0.7001	0.2277	0.3919	nan	0.3052	0.8120	0.7075	0.9070	0.0003	0.1668
0.4075	66.0	7062	0.6290	0.2824	0.3568	0.8160	nan	0.7661	0.9120	0.6413	0.7740	0.3073	nan	0.4576	0.7317	0.9225	0.7628	0.8941	0.3375	0.4844	nan	0.4715	0.9130	0.8807	0.9462	0.0004	0.2137	nan	0.6587	0.8279	0.4594	0.5288	0.2619	nan	0.3217	0.5105	0.7707	0.4976	0.6934	0.2187	0.3742	nan	0.3073	0.8132	0.7242	0.9076	0.0004	0.1601
0.3822	67.0	7169	0.6295	0.2807	0.3505	0.8167	nan	0.7583	0.9394	0.6387	0.6770	0.2593	nan	0.4273	0.7275	0.9386	0.7511	0.8893	0.3045	0.4875	nan	0.4685	0.9096	0.8890	0.9498	0.0005	0.2016	nan	0.6582	0.8298	0.4906	0.5035	0.2298	nan	0.3182	0.5364	0.7647	0.5078	0.6952	0.2096	0.3534	nan	0.3037	0.8107	0.7131	0.9076	0.0005	0.1506
0.3969	68.0	7276	0.6329	0.2824	0.3518	0.8168	nan	0.7541	0.9325	0.6091	0.6999	0.2834	nan	0.4139	0.7385	0.9403	0.7622	0.8974	0.3193	0.4822	nan	0.4311	0.9142	0.8728	0.9454	0.0010	0.2615	nan	0.6518	0.8301	0.4730	0.5351	0.2490	nan	0.3055	0.5134	0.7637	0.5127	0.6783	0.2004	0.3574	nan	0.3192	0.8178	0.7390	0.9077	0.0010	0.1820
0.3732	69.0	7383	0.6189	0.2805	0.3574	0.8158	nan	0.7755	0.9378	0.6562	0.6603	0.3224	nan	0.4523	0.7922	0.9537	0.7771	0.8348	0.3131	0.5004	nan	0.4389	0.9072	0.8798	0.9584	0.0110	0.2658	nan	0.6537	0.8304	0.4797	0.5078	0.2700	nan	0.3368	0.4811	0.7544	0.5005	0.6892	0.2074	0.3375	nan	0.3094	0.8134	0.7083	0.9077	0.0109	0.1793
0.3651	70.0	7490	0.6495	0.2795	0.3562	0.8175	nan	0.7499	0.9324	0.6629	0.7358	0.2892	nan	0.4175	0.7836	0.9397	0.7669	0.8915	0.3032	0.4742	nan	0.4869	0.9100	0.8834	0.9358	0.0094	0.2276	nan	0.6497	0.8330	0.4198	0.5438	0.2492	nan	0.3196	0.4906	0.7693	0.5072	0.6916	0.2085	0.3449	nan	0.3078	0.8193	0.7208	0.9059	0.0094	0.1546
0.3754	71.0	7597	0.6540	0.2794	0.3525	0.8152	nan	0.7618	0.9291	0.6541	0.6533	0.3173	nan	0.4346	0.7483	0.9392	0.7642	0.9017	0.2988	0.4746	nan	0.4672	0.9121	0.8973	0.9510	0.0070	0.1684	nan	0.6423	0.8283	0.4711	0.4997	0.2679	nan	0.3261	0.5270	0.7585	0.5178	0.6953	0.2094	0.3112	nan	0.3039	0.8138	0.7187	0.9111	0.0070	0.1329
0.3779	72.0	7704	0.6312	0.2824	0.3541	0.8171	nan	0.7519	0.9349	0.6382	0.7392	0.2533	nan	0.3777	0.7433	0.9365	0.7874	0.8984	0.3236	0.5174	nan	0.4570	0.9012	0.8848	0.9472	0.0062	0.2330	nan	0.6562	0.8239	0.5079	0.5469	0.2275	nan	0.2974	0.5331	0.7617	0.5072	0.6977	0.2104	0.3395	nan	0.3146	0.8153	0.7195	0.9097	0.0061	0.1634
0.3789	73.0	7811	0.6190	0.2848	0.3567	0.8196	nan	0.7586	0.9321	0.6517	0.7367	0.3069	nan	0.4301	0.7585	0.9342	0.7691	0.9116	0.3366	0.4804	nan	0.4559	0.8988	0.8720	0.9460	0.0044	0.2296	nan	0.6508	0.8295	0.5035	0.5620	0.2631	nan	0.3256	0.4944	0.7798	0.5157	0.6938	0.2116	0.3364	nan	0.3179	0.8192	0.7366	0.9070	0.0043	0.1628
0.3764	74.0	7918	0.6431	0.2805	0.3550	0.8151	nan	0.7482	0.9252	0.6535	0.7262	0.3228	nan	0.3874	0.7514	0.9213	0.7668	0.9095	0.2967	0.5175	nan	0.4719	0.9092	0.8844	0.9340	0.0048	0.2294	nan	0.6468	0.8246	0.4711	0.5264	0.2796	nan	0.3023	0.4995	0.7918	0.5098	0.6929	0.1935	0.3192	nan	0.3056	0.8169	0.7246	0.9062	0.0048	0.1592
0.3631	75.0	8025	0.6114	0.2822	0.3516	0.8203	nan	0.7608	0.9328	0.6689	0.7057	0.3160	nan	0.4088	0.7376	0.9415	0.7559	0.9065	0.3228	0.3759	nan	0.4211	0.9209	0.8763	0.9463	0.0027	0.2502	nan	0.6612	0.8323	0.4493	0.5348	0.2741	nan	0.3213	0.5098	0.7683	0.5274	0.6904	0.2098	0.2874	nan	0.3126	0.8203	0.7399	0.9104	0.0026	0.1792
0.3706	76.0	8132	0.6243	0.2817	0.3548	0.8161	nan	0.7900	0.9134	0.6537	0.7182	0.2822	nan	0.4361	0.7589	0.9299	0.7730	0.9325	0.2803	0.4465	nan	0.4597	0.8986	0.8907	0.9412	0.0054	0.2424	nan	0.6501	0.8245	0.4770	0.5371	0.2497	nan	0.3303	0.4919	0.7793	0.5141	0.6776	0.2027	0.3219	nan	0.3277	0.8177	0.7288	0.9050	0.0054	0.1725
0.3873	77.0	8239	0.6427	0.2803	0.3583	0.8103	nan	0.7753	0.9149	0.6569	0.6426	0.2748	nan	0.4735	0.7513	0.9406	0.7893	0.8975	0.3211	0.5896	nan	0.4596	0.9026	0.8759	0.9399	0.0284	0.2322	nan	0.6369	0.8140	0.4666	0.4994	0.2439	nan	0.3324	0.5086	0.7663	0.4926	0.6927	0.1984	0.3409	nan	0.3182	0.8186	0.7367	0.9092	0.0275	0.1671
0.371	78.0	8346	0.6333	0.2850	0.3599	0.8170	nan	0.7304	0.9260	0.6432	0.7331	0.3475	nan	0.4582	0.7298	0.9287	0.7795	0.8971	0.3166	0.5398	nan	0.4902	0.9153	0.8704	0.9547	0.0146	0.2424	nan	0.6410	0.8263	0.4461	0.5340	0.2894	nan	0.3289	0.5199	0.7833	0.5114	0.6968	0.2018	0.3553	nan	0.3200	0.8211	0.7434	0.9113	0.0143	0.1742
0.3793	79.0	8453	0.6536	0.2800	0.3575	0.8109	nan	0.7397	0.9175	0.6482	0.7152	0.2878	nan	0.4315	0.7483	0.9355	0.7908	0.8882	0.3054	0.5598	nan	0.4619	0.9113	0.8759	0.9533	0.0196	0.2502	nan	0.6239	0.8162	0.4372	0.5263	0.2527	nan	0.3172	0.5169	0.7670	0.4863	0.6918	0.1935	0.3512	nan	0.3172	0.8192	0.7381	0.9115	0.0192	0.1732
0.3711	80.0	8560	0.6386	0.2798	0.3596	0.8104	nan	0.7492	0.9067	0.6619	0.7472	0.2889	nan	0.4489	0.7661	0.9295	0.7760	0.8901	0.3125	0.5615	nan	0.4897	0.9131	0.8710	0.9467	0.0169	0.2306	nan	0.6320	0.8136	0.4488	0.5250	0.2534	nan	0.3290	0.4920	0.7824	0.4994	0.6951	0.1942	0.3343	nan	0.3060	0.8195	0.7390	0.9118	0.0165	0.1624
0.3645	81.0	8667	0.6499	0.2802	0.3566	0.8116	nan	0.7270	0.9200	0.6648	0.7549	0.2869	nan	0.4080	0.7659	0.9385	0.7650	0.8809	0.3286	0.5451	nan	0.4738	0.9155	0.8636	0.9472	0.0094	0.2153	nan	0.6385	0.8180	0.4436	0.5330	0.2520	nan	0.3068	0.5116	0.7704	0.5179	0.6859	0.1947	0.3478	nan	0.3062	0.8205	0.7469	0.9119	0.0092	0.1510
0.3706	82.0	8774	0.6370	0.2834	0.3572	0.8171	nan	0.7499	0.9306	0.6434	0.7092	0.2975	nan	0.4508	0.7644	0.9352	0.7653	0.8968	0.2951	0.5124	nan	0.4810	0.9057	0.8959	0.9550	0.0133	0.2304	nan	0.6504	0.8252	0.4933	0.5322	0.2610	nan	0.3332	0.5111	0.7742	0.5169	0.6985	0.2003	0.3425	nan	0.3116	0.8124	0.7181	0.9118	0.0130	0.1638
0.3683	83.0	8881	0.6481	0.2824	0.3581	0.8138	nan	0.7433	0.9164	0.6504	0.7634	0.2973	nan	0.4171	0.7641	0.9377	0.7579	0.9101	0.3265	0.5216	nan	0.4750	0.8966	0.8835	0.9499	0.0210	0.2290	nan	0.6473	0.8204	0.4426	0.5254	0.2610	nan	0.3188	0.5215	0.7664	0.5214	0.6920	0.2067	0.3440	nan	0.3169	0.8190	0.7365	0.9111	0.0203	0.1660
0.3347	84.0	8988	0.6548	0.2815	0.3589	0.8110	nan	0.7138	0.9233	0.6412	0.7845	0.2637	nan	0.4296	0.7690	0.9371	0.7731	0.8771	0.3372	0.5259	nan	0.5035	0.8928	0.8889	0.9573	0.0208	0.2466	nan	0.6405	0.8206	0.4426	0.5254	0.2358	nan	0.3143	0.5277	0.7681	0.5186	0.6872	0.2022	0.3814	nan	0.3074	0.8147	0.7230	0.9114	0.0200	0.1680
0.343	85.0	9095	0.6512	0.2820	0.3579	0.8146	nan	0.7318	0.9266	0.6523	0.7341	0.2961	nan	0.4218	0.7599	0.9299	0.7684	0.9000	0.3321	0.5410	nan	0.4639	0.9014	0.8948	0.9544	0.0112	0.2317	nan	0.6402	0.8228	0.4337	0.5489	0.2577	nan	0.3165	0.5199	0.7767	0.5144	0.6868	0.2044	0.3643	nan	0.3098	0.8182	0.7264	0.9096	0.0109	0.1623
0.3491	86.0	9202	0.6360	0.2846	0.3585	0.8189	nan	0.7528	0.9337	0.6396	0.7287	0.3027	nan	0.4140	0.7555	0.9356	0.7745	0.8978	0.3165	0.5406	nan	0.4757	0.9025	0.8840	0.9531	0.0132	0.2505	nan	0.6567	0.8283	0.4576	0.5492	0.2615	nan	0.3198	0.5286	0.7759	0.5150	0.6961	0.2053	0.3614	nan	0.3117	0.8178	0.7255	0.9105	0.0128	0.1739
0.3543	87.0	9309	0.6400	0.2840	0.3580	0.8177	nan	0.7426	0.9346	0.6518	0.7288	0.2801	nan	0.4252	0.7493	0.9356	0.7933	0.8922	0.3321	0.5185	nan	0.4816	0.9068	0.8749	0.9504	0.0176	0.2413	nan	0.6514	0.8257	0.4417	0.5570	0.2486	nan	0.3246	0.5325	0.7751	0.5081	0.6904	0.2008	0.3660	nan	0.3104	0.8219	0.7378	0.9117	0.0168	0.1658
0.3517	88.0	9416	0.6408	0.2834	0.3579	0.8164	nan	0.7210	0.9295	0.6531	0.7404	0.3177	nan	0.4426	0.7315	0.9381	0.7708	0.8938	0.3258	0.5214	nan	0.4812	0.9117	0.8870	0.9530	0.0076	0.2278	nan	0.6459	0.8259	0.4330	0.5467	0.2704	nan	0.3223	0.5373	0.7734	0.5221	0.6938	0.2032	0.3578	nan	0.3099	0.8175	0.7274	0.9125	0.0074	0.1628
0.3372	89.0	9523	0.6165	0.2854	0.3598	0.8186	nan	0.7532	0.9271	0.6384	0.7414	0.3066	nan	0.4518	0.7563	0.9323	0.7705	0.8836	0.3218	0.5305	nan	0.4758	0.9133	0.8882	0.9531	0.0088	0.2612	nan	0.6539	0.8250	0.4450	0.5501	0.2665	nan	0.3318	0.5270	0.7865	0.5184	0.7017	0.2097	0.3672	nan	0.3099	0.8162	0.7256	0.9123	0.0086	0.1784
0.3377	90.0	9630	0.6244	0.2852	0.3611	0.8179	nan	0.7639	0.9221	0.6360	0.7332	0.3117	nan	0.4464	0.7568	0.9394	0.7702	0.8853	0.3414	0.5549	nan	0.4833	0.9074	0.8933	0.9523	0.0062	0.2522	nan	0.6583	0.8287	0.4461	0.5503	0.2653	nan	0.3330	0.5336	0.7757	0.5172	0.6927	0.2040	0.3673	nan	0.3135	0.8190	0.7294	0.9117	0.0060	0.1756
0.3432	91.0	9737	0.6332	0.2837	0.3596	0.8180	nan	0.7378	0.9360	0.6523	0.7098	0.3020	nan	0.4454	0.7546	0.9396	0.7880	0.8837	0.3413	0.5533	nan	0.4643	0.9080	0.8944	0.9536	0.0074	0.2363	nan	0.6516	0.8291	0.4313	0.5422	0.2632	nan	0.3297	0.5350	0.7748	0.5117	0.6955	0.2090	0.3656	nan	0.3101	0.8175	0.7242	0.9122	0.0072	0.1687
0.337	92.0	9844	0.6341	0.2830	0.3565	0.8183	nan	0.7616	0.9287	0.6382	0.7128	0.2674	nan	0.4361	0.7550	0.9389	0.7722	0.9003	0.3263	0.5278	nan	0.4556	0.9130	0.8860	0.9505	0.0070	0.2292	nan	0.6539	0.8300	0.4397	0.5390	0.2398	nan	0.3276	0.5330	0.7697	0.5161	0.6930	0.2080	0.3623	nan	0.3110	0.8187	0.7310	0.9119	0.0069	0.1656
0.3673	93.0	9951	0.6337	0.2848	0.3568	0.8190	nan	0.7497	0.9381	0.6461	0.6732	0.3169	nan	0.4581	0.7530	0.9366	0.7756	0.8897	0.3377	0.4911	nan	0.4674	0.9142	0.8841	0.9540	0.0061	0.2254	nan	0.6552	0.8285	0.4526	0.5356	0.2697	nan	0.3357	0.5390	0.7769	0.5155	0.6953	0.2105	0.3625	nan	0.3100	0.8177	0.7292	0.9120	0.0060	0.1622
0.3236	93.46	10000	0.6267	0.2855	0.3608	0.8189	nan	0.7510	0.9361	0.6440	0.7003	0.3059	nan	0.4518	0.7586	0.9322	0.7863	0.8893	0.3358	0.5576	nan	0.4869	0.9045	0.8814	0.9529	0.0090	0.2624	nan	0.6541	0.8293	0.4454	0.5428	0.2643	nan	0.3338	0.5352	0.7833	0.5114	0.6967	0.2072	0.3647	nan	0.3169	0.8200	0.7329	0.9120	0.0088	0.1778

Framework versions

Transformers 4.40.0.dev0
Pytorch 1.13.0+cu117
Datasets 2.18.0
Tokenizers 0.15.2