QA_BERT_10000_epoch

This model was trained from scratch on the None dataset. It achieves the following results on the evaluation set:

• Loss: 8.0997

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: 2e-05
• train_batch_size: 160
• eval_batch_size: 80
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 10000

Training results

Training Loss	Epoch	Step	Validation Loss
No log	1.0	2	5.6516
No log	2.0	4	5.0030
No log	3.0	6	4.3966
No log	4.0	8	3.8564
No log	5.0	10	3.5922
No log	6.0	12	3.5582
No log	7.0	14	3.5012
No log	8.0	16	3.3564
No log	9.0	18	3.3068
No log	10.0	20	3.3183
No log	11.0	22	3.2208
No log	12.0	24	3.2118
No log	13.0	26	3.2928
No log	14.0	28	3.2237
No log	15.0	30	3.2296
No log	16.0	32	3.3044
No log	17.0	34	3.2967
No log	18.0	36	3.3902
No log	19.0	38	3.3683
No log	20.0	40	3.4408
No log	21.0	42	3.4158
No log	22.0	44	3.3909
No log	23.0	46	3.4590
No log	24.0	48	3.4089
No log	25.0	50	3.4504
No log	26.0	52	3.4236
No log	27.0	54	3.3984
No log	28.0	56	3.4926
No log	29.0	58	3.4420
No log	30.0	60	3.4623
No log	31.0	62	3.5209
No log	32.0	64	3.4696
No log	33.0	66	3.6413
No log	34.0	68	3.5276
No log	35.0	70	3.4931
No log	36.0	72	3.6991
No log	37.0	74	3.5649
No log	38.0	76	3.6766
No log	39.0	78	3.6651
No log	40.0	80	3.6296
No log	41.0	82	3.8183
No log	42.0	84	3.8995
No log	43.0	86	3.8219
No log	44.0	88	4.0174
No log	45.0	90	3.8473
No log	46.0	92	3.8499
No log	47.0	94	4.0908
No log	48.0	96	3.9832
No log	49.0	98	3.8375
No log	50.0	100	3.9120
No log	51.0	102	3.9225
No log	52.0	104	4.0345
No log	53.0	106	3.9937
No log	54.0	108	3.9972
No log	55.0	110	4.0482
No log	56.0	112	4.0948
No log	57.0	114	4.0586
No log	58.0	116	4.0300
No log	59.0	118	4.2709
No log	60.0	120	4.5773
No log	61.0	122	4.0419
No log	62.0	124	3.9477
No log	63.0	126	4.0961
No log	64.0	128	4.4736
No log	65.0	130	4.2810
No log	66.0	132	4.2622
No log	67.0	134	4.1404
No log	68.0	136	4.2482
No log	69.0	138	4.2800
No log	70.0	140	4.1362
No log	71.0	142	4.3469
No log	72.0	144	4.4579
No log	73.0	146	4.1351
No log	74.0	148	4.0630
No log	75.0	150	4.1448
No log	76.0	152	4.3293
No log	77.0	154	4.4286
No log	78.0	156	4.2143
No log	79.0	158	4.1634
No log	80.0	160	4.1321
No log	81.0	162	4.1737
No log	82.0	164	4.1912
No log	83.0	166	4.3935
No log	84.0	168	4.3524
No log	85.0	170	4.3339
No log	86.0	172	4.3203
No log	87.0	174	4.0926
No log	88.0	176	4.0522
No log	89.0	178	4.1822
No log	90.0	180	4.2547
No log	91.0	182	4.3595
No log	92.0	184	4.3004
No log	93.0	186	4.2479
No log	94.0	188	4.3961
No log	95.0	190	4.3781
No log	96.0	192	4.1097
No log	97.0	194	4.0749
No log	98.0	196	4.1952
No log	99.0	198	4.5052
No log	100.0	200	4.9777
No log	101.0	202	4.3975
No log	102.0	204	4.2281
No log	103.0	206	4.1833
No log	104.0	208	4.3548
No log	105.0	210	4.5457
No log	106.0	212	4.6451
No log	107.0	214	4.4973
No log	108.0	216	4.3790
No log	109.0	218	4.2773
No log	110.0	220	4.3442
No log	111.0	222	4.6042
No log	112.0	224	4.4126
No log	113.0	226	4.2302
No log	114.0	228	4.1053
No log	115.0	230	4.2529
No log	116.0	232	4.1211
No log	117.0	234	4.0772
No log	118.0	236	4.3005
No log	119.0	238	4.4284
No log	120.0	240	4.6911
No log	121.0	242	5.0830
No log	122.0	244	5.0502
No log	123.0	246	4.6983
No log	124.0	248	4.4716
No log	125.0	250	4.3203
No log	126.0	252	4.4265
No log	127.0	254	4.3991
No log	128.0	256	4.4019
No log	129.0	258	4.4120
No log	130.0	260	4.5038
No log	131.0	262	4.8470
No log	132.0	264	4.9609
No log	133.0	266	4.6360
No log	134.0	268	4.4275
No log	135.0	270	4.4341
No log	136.0	272	4.5753
No log	137.0	274	4.5488
No log	138.0	276	4.5491
No log	139.0	278	4.5261
No log	140.0	280	4.4372
No log	141.0	282	4.3440
No log	142.0	284	4.3085
No log	143.0	286	4.4388
No log	144.0	288	4.5961
No log	145.0	290	4.5979
No log	146.0	292	4.6193
No log	147.0	294	4.7802
No log	148.0	296	4.7160
No log	149.0	298	4.5805
No log	150.0	300	4.4476
No log	151.0	302	4.4218
No log	152.0	304	4.5033
No log	153.0	306	4.6038
No log	154.0	308	4.6796
No log	155.0	310	4.7038
No log	156.0	312	4.6722
No log	157.0	314	4.6456
No log	158.0	316	4.5410
No log	159.0	318	4.4725
No log	160.0	320	4.3041
No log	161.0	322	4.2832
No log	162.0	324	4.4976
No log	163.0	326	4.6970
No log	164.0	328	4.6008
No log	165.0	330	4.5781
No log	166.0	332	4.6576
No log	167.0	334	4.6374
No log	168.0	336	4.5718
No log	169.0	338	4.4982
No log	170.0	340	4.4775
No log	171.0	342	4.4728
No log	172.0	344	4.4759
No log	173.0	346	4.5605
No log	174.0	348	4.6570
No log	175.0	350	4.5905
No log	176.0	352	4.5302
No log	177.0	354	4.5246
No log	178.0	356	4.5381
No log	179.0	358	4.6405
No log	180.0	360	4.8014
No log	181.0	362	4.8149
No log	182.0	364	4.7034
No log	183.0	366	4.7048
No log	184.0	368	4.7057
No log	185.0	370	4.7767
No log	186.0	372	4.8890
No log	187.0	374	4.9230
No log	188.0	376	4.8883
No log	189.0	378	4.7804
No log	190.0	380	4.6407
No log	191.0	382	4.6357
No log	192.0	384	4.6859
No log	193.0	386	4.7318
No log	194.0	388	4.7330
No log	195.0	390	4.7310
No log	196.0	392	4.8081
No log	197.0	394	4.9878
No log	198.0	396	5.1248
No log	199.0	398	5.0122
No log	200.0	400	4.7534
No log	201.0	402	4.6745
No log	202.0	404	4.7403
No log	203.0	406	4.8688
No log	204.0	408	4.9456
No log	205.0	410	5.0689
No log	206.0	412	5.1643
No log	207.0	414	5.2015
No log	208.0	416	5.1307
No log	209.0	418	5.0663
No log	210.0	420	5.0178
No log	211.0	422	5.0820
No log	212.0	424	5.1364
No log	213.0	426	5.1910
No log	214.0	428	5.1981
No log	215.0	430	5.1101
No log	216.0	432	5.0648
No log	217.0	434	5.0782
No log	218.0	436	5.0239
No log	219.0	438	4.9586
No log	220.0	440	4.9442
No log	221.0	442	4.9428
No log	222.0	444	4.9637
No log	223.0	446	4.9479
No log	224.0	448	4.9459
No log	225.0	450	4.9769
No log	226.0	452	5.0592
No log	227.0	454	5.0881
No log	228.0	456	5.0491
No log	229.0	458	5.1948
No log	230.0	460	5.3852
No log	231.0	462	5.4407
No log	232.0	464	5.3875
No log	233.0	466	5.2248
No log	234.0	468	5.0882
No log	235.0	470	4.9861
No log	236.0	472	4.9522
No log	237.0	474	5.0117
No log	238.0	476	5.0627
No log	239.0	478	5.0411
No log	240.0	480	5.0126
No log	241.0	482	4.9985
No log	242.0	484	4.9969
No log	243.0	486	5.0209
No log	244.0	488	5.0623
No log	245.0	490	4.9570
No log	246.0	492	4.9350
No log	247.0	494	4.8930
No log	248.0	496	4.8311
No log	249.0	498	4.8084
0.7833	250.0	500	4.7770
0.7833	251.0	502	4.8481
0.7833	252.0	504	5.0908
0.7833	253.0	506	5.2727
0.7833	254.0	508	5.1191
0.7833	255.0	510	4.9251
0.7833	256.0	512	4.8336
0.7833	257.0	514	4.8353
0.7833	258.0	516	5.1099
0.7833	259.0	518	5.5071
0.7833	260.0	520	5.1778
0.7833	261.0	522	4.8760
0.7833	262.0	524	4.7097
0.7833	263.0	526	4.6976
0.7833	264.0	528	4.7281
0.7833	265.0	530	4.9456
0.7833	266.0	532	4.8784
0.7833	267.0	534	4.7838
0.7833	268.0	536	4.8470
0.7833	269.0	538	4.9475
0.7833	270.0	540	5.0597
0.7833	271.0	542	5.0462
0.7833	272.0	544	4.9599
0.7833	273.0	546	4.9375
0.7833	274.0	548	4.9365
0.7833	275.0	550	4.9182
0.7833	276.0	552	4.8207
0.7833	277.0	554	4.8073
0.7833	278.0	556	4.8767
0.7833	279.0	558	4.9944
0.7833	280.0	560	5.0788
0.7833	281.0	562	5.1005
0.7833	282.0	564	5.1265
0.7833	283.0	566	5.1357
0.7833	284.0	568	5.0982
0.7833	285.0	570	5.0966
0.7833	286.0	572	5.1210
0.7833	287.0	574	5.1328
0.7833	288.0	576	5.1614
0.7833	289.0	578	5.1146
0.7833	290.0	580	5.0106
0.7833	291.0	582	4.9573
0.7833	292.0	584	4.9573
0.7833	293.0	586	4.9454
0.7833	294.0	588	4.9781
0.7833	295.0	590	5.0082
0.7833	296.0	592	5.0159
0.7833	297.0	594	5.0847
0.7833	298.0	596	5.1866
0.7833	299.0	598	5.1752
0.7833	300.0	600	5.1703
0.7833	301.0	602	5.0854
0.7833	302.0	604	5.2530
0.7833	303.0	606	5.0508
0.7833	304.0	608	4.9565
0.7833	305.0	610	5.0438
0.7833	306.0	612	4.9668
0.7833	307.0	614	4.8988
0.7833	308.0	616	4.8998
0.7833	309.0	618	4.9215
0.7833	310.0	620	4.8797
0.7833	311.0	622	4.8186
0.7833	312.0	624	4.7519
0.7833	313.0	626	4.7802
0.7833	314.0	628	4.8361
0.7833	315.0	630	4.8495
0.7833	316.0	632	4.8312
0.7833	317.0	634	4.9580
0.7833	318.0	636	4.7305
0.7833	319.0	638	4.8459
0.7833	320.0	640	4.6808
0.7833	321.0	642	4.5756
0.7833	322.0	644	4.1460
0.7833	323.0	646	3.8713
0.7833	324.0	648	4.6570
0.7833	325.0	650	4.3410
0.7833	326.0	652	4.2640
0.7833	327.0	654	4.2919
0.7833	328.0	656	3.9213
0.7833	329.0	658	3.8838
0.7833	330.0	660	4.0605
0.7833	331.0	662	4.2185
0.7833	332.0	664	4.4510
0.7833	333.0	666	4.5180
0.7833	334.0	668	4.3202
0.7833	335.0	670	4.3287
0.7833	336.0	672	4.2706
0.7833	337.0	674	4.4316
0.7833	338.0	676	4.6359
0.7833	339.0	678	5.0120
0.7833	340.0	680	4.9407
0.7833	341.0	682	4.7828
0.7833	342.0	684	4.7383
0.7833	343.0	686	4.6276
0.7833	344.0	688	4.5595
0.7833	345.0	690	4.5508
0.7833	346.0	692	4.5669
0.7833	347.0	694	4.6261
0.7833	348.0	696	4.7151
0.7833	349.0	698	4.7849
0.7833	350.0	700	4.8377
0.7833	351.0	702	4.8715
0.7833	352.0	704	4.8385
0.7833	353.0	706	4.7863
0.7833	354.0	708	4.7449
0.7833	355.0	710	4.6359
0.7833	356.0	712	4.6616
0.7833	357.0	714	4.7348
0.7833	358.0	716	4.7152
0.7833	359.0	718	4.6842
0.7833	360.0	720	4.5292
0.7833	361.0	722	4.5111
0.7833	362.0	724	4.5479
0.7833	363.0	726	4.5541
0.7833	364.0	728	4.5295
0.7833	365.0	730	4.5288
0.7833	366.0	732	4.5536
0.7833	367.0	734	4.6040
0.7833	368.0	736	4.6745
0.7833	369.0	738	4.7569
0.7833	370.0	740	4.8393
0.7833	371.0	742	4.8217
0.7833	372.0	744	4.7848
0.7833	373.0	746	4.7803
0.7833	374.0	748	4.7819
0.7833	375.0	750	4.7733
0.7833	376.0	752	4.7751
0.7833	377.0	754	4.7925
0.7833	378.0	756	4.7900
0.7833	379.0	758	4.7459
0.7833	380.0	760	4.6731
0.7833	381.0	762	4.6666
0.7833	382.0	764	4.6664
0.7833	383.0	766	4.6484
0.7833	384.0	768	4.6733
0.7833	385.0	770	4.7221
0.7833	386.0	772	4.7714
0.7833	387.0	774	4.8455
0.7833	388.0	776	4.9064
0.7833	389.0	778	4.8278
0.7833	390.0	780	4.8423
0.7833	391.0	782	4.7305
0.7833	392.0	784	4.7670
0.7833	393.0	786	4.8008
0.7833	394.0	788	4.8295
0.7833	395.0	790	4.8248
0.7833	396.0	792	4.8135
0.7833	397.0	794	4.7981
0.7833	398.0	796	4.7609
0.7833	399.0	798	4.6496
0.7833	400.0	800	4.5590
0.7833	401.0	802	4.4976
0.7833	402.0	804	4.4605
0.7833	403.0	806	4.4709
0.7833	404.0	808	4.5126
0.7833	405.0	810	4.5806
0.7833	406.0	812	4.7423
0.7833	407.0	814	4.8468
0.7833	408.0	816	4.8919
0.7833	409.0	818	4.9109
0.7833	410.0	820	4.9010
0.7833	411.0	822	4.8649
0.7833	412.0	824	4.8479
0.7833	413.0	826	4.8156
0.7833	414.0	828	4.7799
0.7833	415.0	830	4.7215
0.7833	416.0	832	4.6929
0.7833	417.0	834	4.7866
0.7833	418.0	836	4.8877
0.7833	419.0	838	4.9509
0.7833	420.0	840	4.9763
0.7833	421.0	842	4.9901
0.7833	422.0	844	4.9118
0.7833	423.0	846	4.8346
0.7833	424.0	848	4.7862
0.7833	425.0	850	4.7536
0.7833	426.0	852	4.7284
0.7833	427.0	854	4.7082
0.7833	428.0	856	4.6982
0.7833	429.0	858	4.7183
0.7833	430.0	860	4.8540
0.7833	431.0	862	5.1242
0.7833	432.0	864	5.3101
0.7833	433.0	866	5.2587
0.7833	434.0	868	5.2250
0.7833	435.0	870	5.1409
0.7833	436.0	872	5.0878
0.7833	437.0	874	5.0113
0.7833	438.0	876	4.9115
0.7833	439.0	878	4.8439
0.7833	440.0	880	4.8737
0.7833	441.0	882	4.9418
0.7833	442.0	884	4.9961
0.7833	443.0	886	5.0259
0.7833	444.0	888	4.9986
0.7833	445.0	890	4.9331
0.7833	446.0	892	4.8900
0.7833	447.0	894	4.8671
0.7833	448.0	896	4.8664
0.7833	449.0	898	4.8895
0.7833	450.0	900	4.9097
0.7833	451.0	902	4.9275
0.7833	452.0	904	4.9390
0.7833	453.0	906	4.9452
0.7833	454.0	908	4.9295
0.7833	455.0	910	4.9579
0.7833	456.0	912	4.9749
0.7833	457.0	914	4.9830
0.7833	458.0	916	4.9511
0.7833	459.0	918	4.9144
0.7833	460.0	920	4.9074
0.7833	461.0	922	4.8751
0.7833	462.0	924	4.8710
0.7833	463.0	926	4.8486
0.7833	464.0	928	4.8342
0.7833	465.0	930	4.8601
0.7833	466.0	932	4.9241
0.7833	467.0	934	4.9864
0.7833	468.0	936	5.0310
0.7833	469.0	938	5.0829
0.7833	470.0	940	5.1057
0.7833	471.0	942	5.1257
0.7833	472.0	944	5.1425
0.7833	473.0	946	5.1549
0.7833	474.0	948	5.1550
0.7833	475.0	950	5.1476
0.7833	476.0	952	5.1299
0.7833	477.0	954	5.1107
0.7833	478.0	956	5.0895
0.7833	479.0	958	5.0680
0.7833	480.0	960	5.0492
0.7833	481.0	962	4.9939
0.7833	482.0	964	4.9114
0.7833	483.0	966	4.8504
0.7833	484.0	968	4.9043
0.7833	485.0	970	4.9055
0.7833	486.0	972	4.8867
0.7833	487.0	974	4.8923
0.7833	488.0	976	4.9066
0.7833	489.0	978	4.9377
0.7833	490.0	980	4.9362
0.7833	491.0	982	4.9241
0.7833	492.0	984	4.9323
0.7833	493.0	986	4.9683
0.7833	494.0	988	5.0101
0.7833	495.0	990	5.0500
0.7833	496.0	992	5.0828
0.7833	497.0	994	5.0921
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0.1341	500.0	1000	5.0779
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0.0008	956.0	1912	5.2030
0.0008	957.0	1914	5.2072
0.0008	958.0	1916	5.2110
0.0008	959.0	1918	5.2142
0.0008	960.0	1920	5.2155
0.0008	961.0	1922	5.2173
0.0008	962.0	1924	5.2191
0.0008	963.0	1926	5.1841
0.0008	964.0	1928	5.1363
0.0008	965.0	1930	5.0921
0.0008	966.0	1932	5.0528
0.0008	967.0	1934	5.0213
0.0008	968.0	1936	5.0051
0.0008	969.0	1938	4.9973
0.0008	970.0	1940	5.0695
0.0008	971.0	1942	5.1455
0.0008	972.0	1944	5.2345
0.0008	973.0	1946	5.3292
0.0008	974.0	1948	5.4035
0.0008	975.0	1950	5.3787
0.0008	976.0	1952	5.3445
0.0008	977.0	1954	5.3103
0.0008	978.0	1956	5.2804
0.0008	979.0	1958	5.2569
0.0008	980.0	1960	5.2963
0.0008	981.0	1962	5.3329
0.0008	982.0	1964	5.3640
0.0008	983.0	1966	5.3835
0.0008	984.0	1968	5.3851
0.0008	985.0	1970	5.3779
0.0008	986.0	1972	5.3488
0.0008	987.0	1974	5.4579
0.0008	988.0	1976	5.6513
0.0008	989.0	1978	5.7432
0.0008	990.0	1980	5.6813
0.0008	991.0	1982	5.4436
0.0008	992.0	1984	5.2894
0.0008	993.0	1986	5.3055
0.0008	994.0	1988	5.4137
0.0008	995.0	1990	5.4475
0.0008	996.0	1992	5.3514
0.0008	997.0	1994	5.5104
0.0008	998.0	1996	5.7194
0.0008	999.0	1998	5.5283
0.0002	1000.0	2000	5.3184
0.0002	1001.0	2002	5.0171
0.0002	1002.0	2004	5.3125
0.0002	1003.0	2006	5.2862
0.0002	1004.0	2008	5.2461
0.0002	1005.0	2010	5.4159
0.0002	1006.0	2012	5.3585
0.0002	1007.0	2014	5.3446
0.0002	1008.0	2016	5.3955
0.0002	1009.0	2018	5.3790
0.0002	1010.0	2020	5.3207
0.0002	1011.0	2022	5.2288
0.0002	1012.0	2024	5.0742
0.0002	1013.0	2026	5.0699
0.0002	1014.0	2028	5.0196
0.0002	1015.0	2030	5.2023
0.0002	1016.0	2032	5.4086
0.0002	1017.0	2034	5.4550
0.0002	1018.0	2036	5.4365
0.0002	1019.0	2038	5.3435
0.0002	1020.0	2040	5.2657
0.0002	1021.0	2042	5.1608
0.0002	1022.0	2044	5.1030
0.0002	1023.0	2046	5.0512
0.0002	1024.0	2048	5.0046
0.0002	1025.0	2050	4.9654
0.0002	1026.0	2052	4.9925
0.0002	1027.0	2054	5.0411
0.0002	1028.0	2056	5.0724
0.0002	1029.0	2058	5.0952
0.0002	1030.0	2060	5.1611
0.0002	1031.0	2062	5.2423
0.0002	1032.0	2064	5.3132
0.0002	1033.0	2066	5.4629
0.0002	1034.0	2068	5.5151
0.0002	1035.0	2070	5.4038
0.0002	1036.0	2072	5.2784
0.0002	1037.0	2074	5.1321
0.0002	1038.0	2076	5.0462
0.0002	1039.0	2078	5.0171
0.0002	1040.0	2080	5.0096
0.0002	1041.0	2082	5.0010
0.0002	1042.0	2084	4.9956
0.0002	1043.0	2086	5.0035
0.0002	1044.0	2088	5.0018
0.0002	1045.0	2090	4.9986
0.0002	1046.0	2092	5.0089
0.0002	1047.0	2094	5.0351
0.0002	1048.0	2096	5.0819
0.0002	1049.0	2098	5.0888
0.0002	1050.0	2100	5.0720
0.0002	1051.0	2102	5.0670
0.0002	1052.0	2104	5.0652
0.0002	1053.0	2106	5.0558
0.0002	1054.0	2108	5.0696
0.0002	1055.0	2110	5.0775
0.0002	1056.0	2112	5.0786
0.0002	1057.0	2114	5.0556
0.0002	1058.0	2116	5.0191
0.0002	1059.0	2118	4.9877
0.0002	1060.0	2120	4.9561
0.0002	1061.0	2122	4.9411
0.0002	1062.0	2124	4.9282
0.0002	1063.0	2126	4.9328
0.0002	1064.0	2128	4.9339
0.0002	1065.0	2130	4.9358
0.0002	1066.0	2132	4.9509
0.0002	1067.0	2134	4.9746
0.0002	1068.0	2136	4.9975
0.0002	1069.0	2138	5.0731
0.0002	1070.0	2140	5.1568
0.0002	1071.0	2142	5.2266
0.0002	1072.0	2144	5.2094
0.0002	1073.0	2146	5.2105
0.0002	1074.0	2148	5.2429
0.0002	1075.0	2150	5.3266
0.0002	1076.0	2152	5.3496
0.0002	1077.0	2154	5.3797
0.0002	1078.0	2156	5.4503
0.0002	1079.0	2158	5.5227
0.0002	1080.0	2160	5.5467
0.0002	1081.0	2162	5.5475
0.0002	1082.0	2164	5.5387
0.0002	1083.0	2166	5.5167
0.0002	1084.0	2168	5.5136
0.0002	1085.0	2170	5.4846
0.0002	1086.0	2172	5.4551
0.0002	1087.0	2174	5.4137
0.0002	1088.0	2176	5.3552
0.0002	1089.0	2178	5.3034
0.0002	1090.0	2180	5.3474
0.0002	1091.0	2182	5.4073
0.0002	1092.0	2184	5.4507
0.0002	1093.0	2186	5.4837
0.0002	1094.0	2188	5.5005
0.0002	1095.0	2190	5.5059
0.0002	1096.0	2192	5.5001
0.0002	1097.0	2194	5.4783
0.0002	1098.0	2196	5.4793
0.0002	1099.0	2198	5.4561
0.0002	1100.0	2200	5.4296
0.0002	1101.0	2202	5.4041
0.0002	1102.0	2204	5.3904
0.0002	1103.0	2206	5.3836
0.0002	1104.0	2208	5.3793
0.0002	1105.0	2210	5.3960
0.0002	1106.0	2212	5.4186
0.0002	1107.0	2214	5.4309
0.0002	1108.0	2216	5.4552
0.0002	1109.0	2218	5.4704
0.0002	1110.0	2220	5.4897
0.0002	1111.0	2222	5.4863
0.0002	1112.0	2224	5.4818
0.0002	1113.0	2226	5.5025
0.0002	1114.0	2228	5.4961
0.0002	1115.0	2230	5.4851
0.0002	1116.0	2232	5.4774
0.0002	1117.0	2234	5.4694
0.0002	1118.0	2236	5.4237
0.0002	1119.0	2238	5.3558
0.0002	1120.0	2240	5.2959
0.0002	1121.0	2242	5.2501
0.0002	1122.0	2244	5.2119
0.0002	1123.0	2246	5.1829
0.0002	1124.0	2248	5.1563
0.0002	1125.0	2250	5.1371
0.0002	1126.0	2252	5.1203
0.0002	1127.0	2254	5.1109
0.0002	1128.0	2256	5.1084
0.0002	1129.0	2258	5.1090
0.0002	1130.0	2260	5.1159
0.0002	1131.0	2262	5.1269
0.0002	1132.0	2264	5.1447
0.0002	1133.0	2266	5.1760
0.0002	1134.0	2268	5.2287
0.0002	1135.0	2270	5.2786
0.0002	1136.0	2272	5.3304
0.0002	1137.0	2274	5.3796
0.0002	1138.0	2276	5.4138
0.0002	1139.0	2278	5.4203
0.0002	1140.0	2280	5.4199
0.0002	1141.0	2282	5.4122
0.0002	1142.0	2284	5.3988
0.0002	1143.0	2286	5.3847
0.0002	1144.0	2288	5.3370
0.0002	1145.0	2290	5.2634
0.0002	1146.0	2292	5.2051
0.0002	1147.0	2294	5.1686
0.0002	1148.0	2296	5.1425
0.0002	1149.0	2298	5.1523
0.0002	1150.0	2300	5.1606
0.0002	1151.0	2302	5.1677
0.0002	1152.0	2304	5.1765
0.0002	1153.0	2306	5.2383
0.0002	1154.0	2308	5.3349
0.0002	1155.0	2310	5.4229
0.0002	1156.0	2312	5.4960
0.0002	1157.0	2314	5.4135
0.0002	1158.0	2316	5.3573
0.0002	1159.0	2318	5.3080
0.0002	1160.0	2320	5.2780
0.0002	1161.0	2322	5.2591
0.0002	1162.0	2324	5.2450
0.0002	1163.0	2326	5.2354
0.0002	1164.0	2328	5.2248
0.0002	1165.0	2330	5.2227
0.0002	1166.0	2332	5.2226
0.0002	1167.0	2334	5.2251
0.0002	1168.0	2336	5.2363
0.0002	1169.0	2338	5.2462
0.0002	1170.0	2340	5.2550
0.0002	1171.0	2342	5.2678
0.0002	1172.0	2344	5.2866
0.0002	1173.0	2346	5.3034
0.0002	1174.0	2348	5.3174
0.0002	1175.0	2350	5.3292
0.0002	1176.0	2352	5.3392
0.0002	1177.0	2354	5.3488
0.0002	1178.0	2356	5.3571
0.0002	1179.0	2358	5.3641
0.0002	1180.0	2360	5.3697
0.0002	1181.0	2362	5.3745
0.0002	1182.0	2364	5.3785
0.0002	1183.0	2366	5.3820
0.0002	1184.0	2368	5.3846
0.0002	1185.0	2370	5.3858
0.0002	1186.0	2372	5.3860
0.0002	1187.0	2374	5.3860
0.0002	1188.0	2376	5.3825
0.0002	1189.0	2378	5.3798
0.0002	1190.0	2380	5.3784
0.0002	1191.0	2382	5.3836
0.0002	1192.0	2384	5.3913
0.0002	1193.0	2386	5.3955
0.0002	1194.0	2388	5.3987
0.0002	1195.0	2390	5.3999
0.0002	1196.0	2392	5.4010
0.0002	1197.0	2394	5.3940
0.0002	1198.0	2396	5.3883
0.0002	1199.0	2398	5.3789
0.0002	1200.0	2400	5.3756
0.0002	1201.0	2402	5.3707
0.0002	1202.0	2404	5.3659
0.0002	1203.0	2406	5.3593
0.0002	1204.0	2408	5.3539
0.0002	1205.0	2410	5.3496
0.0002	1206.0	2412	5.2995
0.0002	1207.0	2414	5.2636
0.0002	1208.0	2416	5.2399
0.0002	1209.0	2418	5.2256
0.0002	1210.0	2420	5.2220
0.0002	1211.0	2422	5.2479
0.0002	1212.0	2424	5.2744
0.0002	1213.0	2426	5.2987
0.0002	1214.0	2428	5.3180
0.0002	1215.0	2430	5.3340
0.0002	1216.0	2432	5.3473
0.0002	1217.0	2434	5.3907
0.0002	1218.0	2436	5.4870
0.0002	1219.0	2438	5.5704
0.0002	1220.0	2440	5.5785
0.0002	1221.0	2442	5.5186
0.0002	1222.0	2444	5.4661
0.0002	1223.0	2446	5.4028
0.0002	1224.0	2448	5.3465
0.0002	1225.0	2450	5.3045
0.0002	1226.0	2452	5.2587
0.0002	1227.0	2454	5.2284
0.0002	1228.0	2456	5.2558
0.0002	1229.0	2458	5.2823
0.0002	1230.0	2460	5.3035
0.0002	1231.0	2462	5.3245
0.0002	1232.0	2464	5.3418
0.0002	1233.0	2466	5.3529
0.0002	1234.0	2468	5.4846
0.0002	1235.0	2470	5.6503
0.0002	1236.0	2472	5.7460
0.0002	1237.0	2474	5.7153
0.0002	1238.0	2476	5.6140
0.0002	1239.0	2478	5.5178
0.0002	1240.0	2480	5.4327
0.0002	1241.0	2482	5.3617
0.0002	1242.0	2484	5.3047
0.0002	1243.0	2486	5.2613
0.0002	1244.0	2488	5.2301
0.0002	1245.0	2490	5.2100
0.0002	1246.0	2492	5.2006
0.0002	1247.0	2494	5.2136
0.0002	1248.0	2496	5.3304
0.0002	1249.0	2498	5.5301
0.0004	1250.0	2500	5.7873
0.0004	1251.0	2502	6.0719
0.0004	1252.0	2504	6.2132
0.0004	1253.0	2506	6.2832
0.0004	1254.0	2508	6.2812
0.0004	1255.0	2510	6.1724
0.0004	1256.0	2512	5.9565
0.0004	1257.0	2514	5.5710
0.0004	1258.0	2516	5.2975
0.0004	1259.0	2518	5.1360
0.0004	1260.0	2520	5.0326
0.0004	1261.0	2522	4.9548
0.0004	1262.0	2524	4.9253
0.0004	1263.0	2526	4.9255
0.0004	1264.0	2528	4.9664
0.0004	1265.0	2530	5.0181
0.0004	1266.0	2532	5.0670
0.0004	1267.0	2534	5.1100
0.0004	1268.0	2536	5.1594
0.0004	1269.0	2538	5.1797
0.0004	1270.0	2540	5.1875
0.0004	1271.0	2542	5.1891
0.0004	1272.0	2544	5.0413
0.0004	1273.0	2546	5.1230
0.0004	1274.0	2548	5.8552
0.0004	1275.0	2550	5.2860
0.0004	1276.0	2552	5.5283
0.0004	1277.0	2554	5.3824
0.0004	1278.0	2556	5.4094
0.0004	1279.0	2558	5.5175
0.0004	1280.0	2560	5.6860
0.0004	1281.0	2562	5.7945
0.0004	1282.0	2564	5.8541
0.0004	1283.0	2566	5.8041
0.0004	1284.0	2568	5.4675
0.0004	1285.0	2570	5.4417
0.0004	1286.0	2572	5.6389
0.0004	1287.0	2574	5.7239
0.0004	1288.0	2576	5.7359
0.0004	1289.0	2578	5.7816
0.0004	1290.0	2580	5.6751
0.0004	1291.0	2582	5.5311
0.0004	1292.0	2584	5.3637
0.0004	1293.0	2586	5.2762
0.0004	1294.0	2588	5.3067
0.0004	1295.0	2590	5.2764
0.0004	1296.0	2592	5.5053
0.0004	1297.0	2594	6.0096
0.0004	1298.0	2596	7.2360
0.0004	1299.0	2598	6.9333
0.0004	1300.0	2600	5.9508
0.0004	1301.0	2602	5.6461
0.0004	1302.0	2604	5.5008
0.0004	1303.0	2606	5.2372
0.0004	1304.0	2608	5.0368
0.0004	1305.0	2610	5.0146
0.0004	1306.0	2612	5.1547
0.0004	1307.0	2614	5.1454
0.0004	1308.0	2616	5.1207
0.0004	1309.0	2618	5.2405
0.0004	1310.0	2620	5.3197
0.0004	1311.0	2622	5.3205
0.0004	1312.0	2624	5.2033
0.0004	1313.0	2626	5.0664
0.0004	1314.0	2628	5.0239
0.0004	1315.0	2630	5.1030
0.0004	1316.0	2632	5.2947
0.0004	1317.0	2634	5.2679
0.0004	1318.0	2636	5.3387
0.0004	1319.0	2638	5.4811
0.0004	1320.0	2640	5.5554
0.0004	1321.0	2642	5.5555
0.0004	1322.0	2644	5.3778
0.0004	1323.0	2646	5.3696
0.0004	1324.0	2648	5.3970
0.0004	1325.0	2650	5.4288
0.0004	1326.0	2652	5.4430
0.0004	1327.0	2654	5.4935
0.0004	1328.0	2656	5.5485
0.0004	1329.0	2658	5.5300
0.0004	1330.0	2660	5.3828
0.0004	1331.0	2662	5.3272
0.0004	1332.0	2664	5.2730
0.0004	1333.0	2666	5.1436
0.0004	1334.0	2668	5.0608
0.0004	1335.0	2670	4.9792
0.0004	1336.0	2672	5.0374
0.0004	1337.0	2674	5.0233
0.0004	1338.0	2676	5.0123
0.0004	1339.0	2678	5.1091
0.0004	1340.0	2680	5.1525
0.0004	1341.0	2682	5.1132
0.0004	1342.0	2684	5.2174
0.0004	1343.0	2686	5.3347
0.0004	1344.0	2688	5.4716
0.0004	1345.0	2690	5.5096
0.0004	1346.0	2692	5.5207
0.0004	1347.0	2694	5.5172
0.0004	1348.0	2696	5.4404
0.0004	1349.0	2698	5.3507
0.0004	1350.0	2700	5.2734
0.0004	1351.0	2702	5.2820
0.0004	1352.0	2704	5.3239
0.0004	1353.0	2706	5.3482
0.0004	1354.0	2708	5.3649
0.0004	1355.0	2710	5.3654
0.0004	1356.0	2712	5.3667
0.0004	1357.0	2714	5.3661
0.0004	1358.0	2716	5.3516
0.0004	1359.0	2718	5.3024
0.0004	1360.0	2720	5.2439
0.0004	1361.0	2722	5.2454
0.0004	1362.0	2724	5.2685
0.0004	1363.0	2726	5.3152
0.0004	1364.0	2728	5.3529
0.0004	1365.0	2730	5.3740
0.0004	1366.0	2732	5.3831
0.0004	1367.0	2734	5.3859
0.0004	1368.0	2736	5.3796
0.0004	1369.0	2738	5.3577
0.0004	1370.0	2740	5.3365
0.0004	1371.0	2742	5.3146
0.0004	1372.0	2744	5.3126
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0.0004	1375.0	2750	5.3304
0.0004	1376.0	2752	5.3397
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0.0004	1379.0	2758	5.3025
0.0004	1380.0	2760	5.2910
0.0004	1381.0	2762	5.2874
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0.0004	1383.0	2766	5.3017
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0.0004	1385.0	2770	5.3285
0.0004	1386.0	2772	5.3408
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0.0004	1389.0	2778	5.3728
0.0004	1390.0	2780	5.3913
0.0004	1391.0	2782	5.4084
0.0004	1392.0	2784	5.4231
0.0004	1393.0	2786	5.4362
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0.0004	1395.0	2790	5.4592
0.0004	1396.0	2792	5.4701
0.0004	1397.0	2794	5.4805
0.0004	1398.0	2796	5.4895
0.0004	1399.0	2798	5.5073
0.0004	1400.0	2800	5.5317
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0.0004	1402.0	2804	5.5658
0.0004	1403.0	2806	5.5699
0.0004	1404.0	2808	5.5568
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0.0004	1406.0	2812	5.4768
0.0004	1407.0	2814	5.4352
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0.0004	1409.0	2818	5.3768
0.0004	1410.0	2820	5.3581
0.0004	1411.0	2822	5.3395
0.0004	1412.0	2824	5.3300
0.0004	1413.0	2826	5.3315
0.0004	1414.0	2828	5.3337
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0.0	1868.0	3736	5.8455
0.0	1869.0	3738	5.8069
0.0	1870.0	3740	5.7626
0.0	1871.0	3742	5.7174
0.0	1872.0	3744	5.6798
0.0	1873.0	3746	5.6433
0.0	1874.0	3748	5.6279
0.0	1875.0	3750	5.6620
0.0	1876.0	3752	5.6600
0.0	1877.0	3754	5.6314
0.0	1878.0	3756	5.5990
0.0	1879.0	3758	5.4097
0.0	1880.0	3760	5.3004
0.0	1881.0	3762	6.3777
0.0	1882.0	3764	5.1195
0.0	1883.0	3766	5.4462
0.0	1884.0	3768	5.5278
0.0	1885.0	3770	5.6549
0.0	1886.0	3772	5.7953
0.0	1887.0	3774	5.9101
0.0	1888.0	3776	6.0778
0.0	1889.0	3778	6.1872
0.0	1890.0	3780	6.1960
0.0	1891.0	3782	6.0533
0.0	1892.0	3784	5.9258
0.0	1893.0	3786	5.8357
0.0	1894.0	3788	5.7864
0.0	1895.0	3790	5.7557
0.0	1896.0	3792	5.7246
0.0	1897.0	3794	5.6916
0.0	1898.0	3796	5.6766
0.0	1899.0	3798	5.6714
0.0	1900.0	3800	5.6759
0.0	1901.0	3802	5.6826
0.0	1902.0	3804	5.6933
0.0	1903.0	3806	5.7005
0.0	1904.0	3808	5.7166
0.0	1905.0	3810	5.7380
0.0	1906.0	3812	5.7571
0.0	1907.0	3814	5.7750
0.0	1908.0	3816	5.8301
0.0	1909.0	3818	5.8793
0.0	1910.0	3820	5.9078
0.0	1911.0	3822	5.9298
0.0	1912.0	3824	5.9478
0.0	1913.0	3826	5.9625
0.0	1914.0	3828	5.9731
0.0	1915.0	3830	5.9792
0.0	1916.0	3832	5.9731
0.0	1917.0	3834	5.9674
0.0	1918.0	3836	5.9592
0.0	1919.0	3838	5.9504
0.0	1920.0	3840	5.9282
0.0	1921.0	3842	5.9094
0.0	1922.0	3844	5.8973
0.0	1923.0	3846	5.8882
0.0	1924.0	3848	5.8787
0.0	1925.0	3850	5.8712
0.0	1926.0	3852	5.8925
0.0	1927.0	3854	5.9099
0.0	1928.0	3856	5.9241
0.0	1929.0	3858	5.9358
0.0	1930.0	3860	5.9410
0.0	1931.0	3862	5.9440
0.0	1932.0	3864	5.9311
0.0	1933.0	3866	5.9067
0.0	1934.0	3868	5.8874
0.0	1935.0	3870	5.8721
0.0	1936.0	3872	5.8527
0.0	1937.0	3874	5.8374
0.0	1938.0	3876	5.8253
0.0	1939.0	3878	5.8462
0.0	1940.0	3880	5.8922
0.0	1941.0	3882	5.9279
0.0	1942.0	3884	5.9555
0.0	1943.0	3886	5.9771
0.0	1944.0	3888	5.9942
0.0	1945.0	3890	6.0067
0.0	1946.0	3892	6.0150
0.0	1947.0	3894	6.0192
0.0	1948.0	3896	6.0197
0.0	1949.0	3898	6.0209
0.0	1950.0	3900	6.0236
0.0	1951.0	3902	6.0261
0.0	1952.0	3904	6.0285
0.0	1953.0	3906	6.0268
0.0	1954.0	3908	6.0259
0.0	1955.0	3910	6.0254
0.0	1956.0	3912	6.0258
0.0	1957.0	3914	6.0266
0.0	1958.0	3916	6.0272
0.0	1959.0	3918	6.0264
0.0	1960.0	3920	6.0235
0.0	1961.0	3922	6.0212
0.0	1962.0	3924	6.0210
0.0	1963.0	3926	6.0195
0.0	1964.0	3928	6.0190
0.0	1965.0	3930	6.0183
0.0	1966.0	3932	6.0175
0.0	1967.0	3934	6.0132
0.0	1968.0	3936	6.0100
0.0	1969.0	3938	6.0082
0.0	1970.0	3940	6.0073
0.0	1971.0	3942	6.0209
0.0	1972.0	3944	6.0327
0.0	1973.0	3946	6.0426
0.0	1974.0	3948	6.1040
0.0	1975.0	3950	6.1599
0.0	1976.0	3952	6.1753
0.0	1977.0	3954	6.1448
0.0	1978.0	3956	6.1090
0.0	1979.0	3958	6.0128
0.0	1980.0	3960	5.9400
0.0	1981.0	3962	5.8340
0.0	1982.0	3964	5.8140
0.0	1983.0	3966	5.5759
0.0	1984.0	3968	5.7324
0.0	1985.0	3970	5.8576
0.0	1986.0	3972	6.0120
0.0	1987.0	3974	6.0620
0.0	1988.0	3976	6.1036
0.0	1989.0	3978	6.0653
0.0	1990.0	3980	6.0570
0.0	1991.0	3982	6.0383
0.0	1992.0	3984	5.9973
0.0	1993.0	3986	5.9628
0.0	1994.0	3988	5.9207
0.0	1995.0	3990	5.8783
0.0	1996.0	3992	5.8411
0.0	1997.0	3994	5.8151
0.0	1998.0	3996	5.7965
0.0	1999.0	3998	5.7881
0.0003	2000.0	4000	5.7879
0.0003	2001.0	4002	5.7759
0.0003	2002.0	4004	5.7122
0.0003	2003.0	4006	5.6248
0.0003	2004.0	4008	5.5508
0.0003	2005.0	4010	5.4976
0.0003	2006.0	4012	5.4622
0.0003	2007.0	4014	5.4407
0.0003	2008.0	4016	5.4265
0.0003	2009.0	4018	5.4306
0.0003	2010.0	4020	5.4373
0.0003	2011.0	4022	5.4439
0.0003	2012.0	4024	5.4519
0.0003	2013.0	4026	5.4611
0.0003	2014.0	4028	5.4721
0.0003	2015.0	4030	5.4838
0.0003	2016.0	4032	5.4946
0.0003	2017.0	4034	5.5523
0.0003	2018.0	4036	5.5958
0.0003	2019.0	4038	5.6300
0.0003	2020.0	4040	5.6554
0.0003	2021.0	4042	5.6742
0.0003	2022.0	4044	5.6878
0.0003	2023.0	4046	5.6978
0.0003	2024.0	4048	5.7055
0.0003	2025.0	4050	5.7128
0.0003	2026.0	4052	5.7163
0.0003	2027.0	4054	5.7116
0.0003	2028.0	4056	5.7033
0.0003	2029.0	4058	5.6968
0.0003	2030.0	4060	5.6922
0.0003	2031.0	4062	5.6890
0.0003	2032.0	4064	5.6874
0.0003	2033.0	4066	5.7237
0.0003	2034.0	4068	5.7568
0.0003	2035.0	4070	5.7837
0.0003	2036.0	4072	5.8060
0.0003	2037.0	4074	5.8236
0.0003	2038.0	4076	5.8366
0.0003	2039.0	4078	5.8472
0.0003	2040.0	4080	5.8559
0.0003	2041.0	4082	5.8604
0.0003	2042.0	4084	5.8569
0.0003	2043.0	4086	5.8872
0.0003	2044.0	4088	5.9181
0.0003	2045.0	4090	5.9493
0.0003	2046.0	4092	5.9772
0.0003	2047.0	4094	6.0010
0.0003	2048.0	4096	6.0213
0.0003	2049.0	4098	6.0354
0.0003	2050.0	4100	6.0454
0.0003	2051.0	4102	6.0520
0.0003	2052.0	4104	5.9597
0.0003	2053.0	4106	5.9077
0.0003	2054.0	4108	5.8580
0.0003	2055.0	4110	5.7924
0.0003	2056.0	4112	5.7324
0.0003	2057.0	4114	5.6749
0.0003	2058.0	4116	5.6329
0.0003	2059.0	4118	5.6832
0.0003	2060.0	4120	5.8526
0.0003	2061.0	4122	5.9840
0.0003	2062.0	4124	6.0524
0.0003	2063.0	4126	6.1229
0.0003	2064.0	4128	6.2905
0.0003	2065.0	4130	6.3812
0.0003	2066.0	4132	6.3687
0.0003	2067.0	4134	6.3255
0.0003	2068.0	4136	6.2561
0.0003	2069.0	4138	6.1482
0.0003	2070.0	4140	6.0144
0.0003	2071.0	4142	6.0232
0.0003	2072.0	4144	6.0517
0.0003	2073.0	4146	6.0730
0.0003	2074.0	4148	6.0892
0.0003	2075.0	4150	6.0113
0.0003	2076.0	4152	5.9519
0.0003	2077.0	4154	5.8964
0.0003	2078.0	4156	5.8605
0.0003	2079.0	4158	5.8444
0.0003	2080.0	4160	5.8310
0.0003	2081.0	4162	5.8215
0.0003	2082.0	4164	5.8126
0.0003	2083.0	4166	5.8026
0.0003	2084.0	4168	5.7926
0.0003	2085.0	4170	5.7921
0.0003	2086.0	4172	5.8065
0.0003	2087.0	4174	5.8314
0.0003	2088.0	4176	5.8355
0.0003	2089.0	4178	5.8287
0.0003	2090.0	4180	5.8227
0.0003	2091.0	4182	5.8156
0.0003	2092.0	4184	5.8038
0.0003	2093.0	4186	5.7876
0.0003	2094.0	4188	5.7769
0.0003	2095.0	4190	5.7431
0.0003	2096.0	4192	5.7198
0.0003	2097.0	4194	5.7186
0.0003	2098.0	4196	5.7189
0.0003	2099.0	4198	5.7218
0.0003	2100.0	4200	5.7247
0.0003	2101.0	4202	5.7273
0.0003	2102.0	4204	5.7313
0.0003	2103.0	4206	5.7148
0.0003	2104.0	4208	5.7033
0.0003	2105.0	4210	5.6960
0.0003	2106.0	4212	5.6929
0.0003	2107.0	4214	5.6921
0.0003	2108.0	4216	5.6927
0.0003	2109.0	4218	5.6927
0.0003	2110.0	4220	5.6926
0.0003	2111.0	4222	5.6931
0.0003	2112.0	4224	5.6939
0.0003	2113.0	4226	5.6924
0.0003	2114.0	4228	5.6885
0.0003	2115.0	4230	5.6856
0.0003	2116.0	4232	5.6842
0.0003	2117.0	4234	5.6845
0.0003	2118.0	4236	5.6852
0.0003	2119.0	4238	5.6896
0.0003	2120.0	4240	5.8589
0.0003	2121.0	4242	5.9709
0.0003	2122.0	4244	5.9853
0.0003	2123.0	4246	5.9993
0.0003	2124.0	4248	6.0168
0.0003	2125.0	4250	6.0421
0.0003	2126.0	4252	6.0536
0.0003	2127.0	4254	6.0341
0.0003	2128.0	4256	5.9761
0.0003	2129.0	4258	5.9188
0.0003	2130.0	4260	5.8793
0.0003	2131.0	4262	5.8494
0.0003	2132.0	4264	6.0972
0.0003	2133.0	4266	5.9326
0.0003	2134.0	4268	5.9008
0.0003	2135.0	4270	5.8263
0.0003	2136.0	4272	5.7787
0.0003	2137.0	4274	5.8430
0.0003	2138.0	4276	5.9190
0.0003	2139.0	4278	5.8131
0.0003	2140.0	4280	5.7822
0.0003	2141.0	4282	5.8628
0.0003	2142.0	4284	5.9958
0.0003	2143.0	4286	6.2316
0.0003	2144.0	4288	6.2741
0.0003	2145.0	4290	6.1936
0.0003	2146.0	4292	6.1216
0.0003	2147.0	4294	6.0424
0.0003	2148.0	4296	5.9958
0.0003	2149.0	4298	5.9477
0.0003	2150.0	4300	5.8892
0.0003	2151.0	4302	5.8662
0.0003	2152.0	4304	5.8670
0.0003	2153.0	4306	5.8802
0.0003	2154.0	4308	5.8965
0.0003	2155.0	4310	5.9686
0.0003	2156.0	4312	6.0382
0.0003	2157.0	4314	6.0675
0.0003	2158.0	4316	6.0839
0.0003	2159.0	4318	6.0748
0.0003	2160.0	4320	5.9568
0.0003	2161.0	4322	6.1052
0.0003	2162.0	4324	6.2152
0.0003	2163.0	4326	6.0540
0.0003	2164.0	4328	6.0272
0.0003	2165.0	4330	5.8100
0.0003	2166.0	4332	5.6694
0.0003	2167.0	4334	5.7849
0.0003	2168.0	4336	5.8692
0.0003	2169.0	4338	6.0655
0.0003	2170.0	4340	6.1762
0.0003	2171.0	4342	6.1981
0.0003	2172.0	4344	6.0664
0.0003	2173.0	4346	5.9214
0.0003	2174.0	4348	5.8856
0.0003	2175.0	4350	5.7345
0.0003	2176.0	4352	5.7040
0.0003	2177.0	4354	6.2111
0.0003	2178.0	4356	7.2751
0.0003	2179.0	4358	6.2234
0.0003	2180.0	4360	6.3109
0.0003	2181.0	4362	6.1095
0.0003	2182.0	4364	5.8727
0.0003	2183.0	4366	5.8680
0.0003	2184.0	4368	5.8823
0.0003	2185.0	4370	6.0070
0.0003	2186.0	4372	5.9540
0.0003	2187.0	4374	5.8785
0.0003	2188.0	4376	5.8123
0.0003	2189.0	4378	5.8508
0.0003	2190.0	4380	5.8937
0.0003	2191.0	4382	5.9555
0.0003	2192.0	4384	6.0114
0.0003	2193.0	4386	6.1623
0.0003	2194.0	4388	6.3804
0.0003	2195.0	4390	6.3129
0.0003	2196.0	4392	6.2131
0.0003	2197.0	4394	6.1071
0.0003	2198.0	4396	6.0870
0.0003	2199.0	4398	5.9835
0.0003	2200.0	4400	5.8272
0.0003	2201.0	4402	5.4368
0.0003	2202.0	4404	5.4990
0.0003	2203.0	4406	5.2909
0.0003	2204.0	4408	5.4607
0.0003	2205.0	4410	5.8100
0.0003	2206.0	4412	5.8745
0.0003	2207.0	4414	5.8410
0.0003	2208.0	4416	5.8178
0.0003	2209.0	4418	5.8149
0.0003	2210.0	4420	5.7972
0.0003	2211.0	4422	5.7418
0.0003	2212.0	4424	5.6801
0.0003	2213.0	4426	5.6394
0.0003	2214.0	4428	5.6283
0.0003	2215.0	4430	5.6039
0.0003	2216.0	4432	5.5962
0.0003	2217.0	4434	5.6001
0.0003	2218.0	4436	5.5395
0.0003	2219.0	4438	5.4791
0.0003	2220.0	4440	5.4222
0.0003	2221.0	4442	5.3921
0.0003	2222.0	4444	5.3856
0.0003	2223.0	4446	5.3603
0.0003	2224.0	4448	5.3475
0.0003	2225.0	4450	5.4858
0.0003	2226.0	4452	5.6112
0.0003	2227.0	4454	5.6656
0.0003	2228.0	4456	5.6886
0.0003	2229.0	4458	5.7196
0.0003	2230.0	4460	5.7483
0.0003	2231.0	4462	5.7710
0.0003	2232.0	4464	5.7920
0.0003	2233.0	4466	5.8210
0.0003	2234.0	4468	5.9102
0.0003	2235.0	4470	5.9770
0.0003	2236.0	4472	6.0900
0.0003	2237.0	4474	6.0494
0.0003	2238.0	4476	5.9740
0.0003	2239.0	4478	5.8837
0.0003	2240.0	4480	5.7812
0.0003	2241.0	4482	5.7002
0.0003	2242.0	4484	5.6416
0.0003	2243.0	4486	5.6111
0.0003	2244.0	4488	5.5926
0.0003	2245.0	4490	5.5805
0.0003	2246.0	4492	5.6431
0.0003	2247.0	4494	5.6922
0.0003	2248.0	4496	5.7292
0.0003	2249.0	4498	5.7610
0.001	2250.0	4500	5.7894
0.001	2251.0	4502	5.8146
0.001	2252.0	4504	5.8371
0.001	2253.0	4506	5.8496
0.001	2254.0	4508	5.9734
0.001	2255.0	4510	6.0664
0.001	2256.0	4512	6.1359
0.001	2257.0	4514	6.1768
0.001	2258.0	4516	6.1966
0.001	2259.0	4518	6.2041
0.001	2260.0	4520	6.2098
0.001	2261.0	4522	6.2141
0.001	2262.0	4524	6.2116
0.001	2263.0	4526	6.2015
0.001	2264.0	4528	6.1870
0.001	2265.0	4530	6.1745
0.001	2266.0	4532	6.1565
0.001	2267.0	4534	6.1362
0.001	2268.0	4536	6.1192
0.001	2269.0	4538	6.1017
0.001	2270.0	4540	6.0866
0.001	2271.0	4542	6.0735
0.001	2272.0	4544	6.0467
0.001	2273.0	4546	6.0310
0.001	2274.0	4548	6.0191
0.001	2275.0	4550	6.0101
0.001	2276.0	4552	6.0022
0.001	2277.0	4554	6.0056
0.001	2278.0	4556	5.9909
0.001	2279.0	4558	5.9786
0.001	2280.0	4560	5.9686
0.001	2281.0	4562	5.9608
0.001	2282.0	4564	5.9546
0.001	2283.0	4566	5.9486
0.001	2284.0	4568	5.9428
0.001	2285.0	4570	5.9383
0.001	2286.0	4572	5.9349
0.001	2287.0	4574	5.9324
0.001	2288.0	4576	5.9310
0.001	2289.0	4578	5.9307
0.001	2290.0	4580	5.9304
0.001	2291.0	4582	5.9281
0.001	2292.0	4584	5.9262
0.001	2293.0	4586	5.9247
0.001	2294.0	4588	5.9238
0.001	2295.0	4590	5.9259
0.001	2296.0	4592	5.9248
0.001	2297.0	4594	5.9180
0.001	2298.0	4596	5.9089
0.001	2299.0	4598	5.9019
0.001	2300.0	4600	5.9080
0.001	2301.0	4602	5.9215
0.001	2302.0	4604	5.9305
0.001	2303.0	4606	5.9345
0.001	2304.0	4608	5.9345
0.001	2305.0	4610	5.9332
0.001	2306.0	4612	5.9319
0.001	2307.0	4614	5.9276
0.001	2308.0	4616	5.9220
0.001	2309.0	4618	5.9172
0.001	2310.0	4620	5.9233
0.001	2311.0	4622	5.9448
0.001	2312.0	4624	5.9640
0.001	2313.0	4626	5.9792
0.001	2314.0	4628	5.9922
0.001	2315.0	4630	6.0032
0.001	2316.0	4632	6.0161
0.001	2317.0	4634	6.0265
0.001	2318.0	4636	6.0329
0.001	2319.0	4638	6.0371
0.001	2320.0	4640	6.0407
0.001	2321.0	4642	6.0441
0.001	2322.0	4644	6.0471
0.001	2323.0	4646	6.0217
0.001	2324.0	4648	5.9994
0.001	2325.0	4650	5.9823
0.001	2326.0	4652	5.9721
0.001	2327.0	4654	5.9569
0.001	2328.0	4656	5.9296
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0.0001	2782.0	5564	6.7169
0.0001	2783.0	5566	6.7087
0.0001	2784.0	5568	6.6842
0.0001	2785.0	5570	6.6560
0.0001	2786.0	5572	6.6249
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0.0001	2791.0	5582	6.5801
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0.0001	2796.0	5592	6.0916
0.0001	2797.0	5594	6.1963
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0.0001	2799.0	5598	6.3384
0.0001	2800.0	5600	6.4225
0.0001	2801.0	5602	6.4639
0.0001	2802.0	5604	6.4772
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0.0001	2810.0	5620	6.4217
0.0001	2811.0	5622	6.2640
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0.0001	2813.0	5626	6.3216
0.0001	2814.0	5628	6.3207
0.0001	2815.0	5630	6.3641
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0.0001	2817.0	5634	6.4000
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0.0001	2849.0	5698	6.1590
0.0001	2850.0	5700	6.1711
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0.0001	2853.0	5706	6.2013
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0.0001	2886.0	5772	6.2272
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0.0001	2900.0	5800	6.1586
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0.0001	2903.0	5806	6.1691
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0.0001	2907.0	5814	6.2237
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0.0	9580.0	19160	7.9989
0.0	9581.0	19162	8.0000
0.0	9582.0	19164	8.0010
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0.0	9599.0	19198	8.0096
0.0	9600.0	19200	8.0100
0.0	9601.0	19202	8.0103
0.0	9602.0	19204	8.0106
0.0	9603.0	19206	8.0110
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0.0	9605.0	19210	8.0117
0.0	9606.0	19212	8.0121
0.0	9607.0	19214	8.0125
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0.0	9612.0	19224	7.9734
0.0	9613.0	19226	7.9669
0.0	9614.0	19228	7.9616
0.0	9615.0	19230	7.9574
0.0	9616.0	19232	7.9541
0.0	9617.0	19234	7.9515
0.0	9618.0	19236	7.9494
0.0	9619.0	19238	7.9479
0.0	9620.0	19240	7.9467
0.0	9621.0	19242	7.9457
0.0	9622.0	19244	7.9448
0.0	9623.0	19246	7.9442
0.0	9624.0	19248	7.9438
0.0	9625.0	19250	7.9436
0.0	9626.0	19252	7.9435
0.0	9627.0	19254	7.9434
0.0	9628.0	19256	7.9435
0.0	9629.0	19258	7.9436
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0.0	9631.0	19262	7.9441
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0.0	9633.0	19266	7.9447
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0.0	9635.0	19270	7.9454
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0.0	9637.0	19274	7.9461
0.0	9638.0	19276	7.9465
0.0	9639.0	19278	7.9468
0.0	9640.0	19280	7.9472
0.0	9641.0	19282	7.9475
0.0	9642.0	19284	7.9479
0.0	9643.0	19286	7.9483
0.0	9644.0	19288	7.9487
0.0	9645.0	19290	7.9491
0.0	9646.0	19292	7.9495
0.0	9647.0	19294	7.9498
0.0	9648.0	19296	7.9502
0.0	9649.0	19298	7.9506
0.0	9650.0	19300	7.9509
0.0	9651.0	19302	7.9513
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0.0	9653.0	19306	7.9521
0.0	9654.0	19308	7.9527
0.0	9655.0	19310	7.9533
0.0	9656.0	19312	7.9539
0.0	9657.0	19314	7.9544
0.0	9658.0	19316	7.9549
0.0	9659.0	19318	7.9553
0.0	9660.0	19320	7.9557
0.0	9661.0	19322	7.9561
0.0	9662.0	19324	7.9567
0.0	9663.0	19326	7.9572
0.0	9664.0	19328	7.9578
0.0	9665.0	19330	7.9583
0.0	9666.0	19332	7.9587
0.0	9667.0	19334	7.9591
0.0	9668.0	19336	7.9595
0.0	9669.0	19338	7.9599
0.0	9670.0	19340	7.9602
0.0	9671.0	19342	7.9606
0.0	9672.0	19344	7.9609
0.0	9673.0	19346	7.9653
0.0	9674.0	19348	7.9687
0.0	9675.0	19350	7.9714
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0.0	9677.0	19354	7.9754
0.0	9678.0	19356	7.9770
0.0	9679.0	19358	7.9783
0.0	9680.0	19360	7.9794
0.0	9681.0	19362	7.9802
0.0	9682.0	19364	7.9810
0.0	9683.0	19366	7.9816
0.0	9684.0	19368	7.9821
0.0	9685.0	19370	7.9826
0.0	9686.0	19372	7.9827
0.0	9687.0	19374	7.9825
0.0	9688.0	19376	7.9824
0.0	9689.0	19378	7.9824
0.0	9690.0	19380	7.9825
0.0	9691.0	19382	7.9826
0.0	9692.0	19384	7.9827
0.0	9693.0	19386	7.9829
0.0	9694.0	19388	7.9831
0.0	9695.0	19390	7.9833
0.0	9696.0	19392	7.9833
0.0	9697.0	19394	7.9834
0.0	9698.0	19396	7.9836
0.0	9699.0	19398	7.9838
0.0	9700.0	19400	7.9840
0.0	9701.0	19402	7.9842
0.0	9702.0	19404	7.9845
0.0	9703.0	19406	7.9851
0.0	9704.0	19408	7.9858
0.0	9705.0	19410	7.9865
0.0	9706.0	19412	7.9871
0.0	9707.0	19414	7.9876
0.0	9708.0	19416	7.9882
0.0	9709.0	19418	7.9887
0.0	9710.0	19420	7.9892
0.0	9711.0	19422	7.9897
0.0	9712.0	19424	7.9906
0.0	9713.0	19426	7.9914
0.0	9714.0	19428	7.9921
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0.0	9724.0	19448	7.9992
0.0	9725.0	19450	7.9998
0.0	9726.0	19452	8.0003
0.0	9727.0	19454	8.0008
0.0	9728.0	19456	8.0011
0.0	9729.0	19458	8.0014
0.0	9730.0	19460	8.0018
0.0	9731.0	19462	8.0022
0.0	9732.0	19464	8.0025
0.0	9733.0	19466	8.0029
0.0	9734.0	19468	8.0033
0.0	9735.0	19470	8.0036
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0.0	9745.0	19490	8.0070
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0.0	9750.0	19500	8.0087
0.0	9751.0	19502	8.0091
0.0	9752.0	19504	8.0094
0.0	9753.0	19506	8.0097
0.0	9754.0	19508	8.0100
0.0	9755.0	19510	8.0103
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0.0	9758.0	19516	8.0113
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0.0	9761.0	19522	8.0123
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0.0	9768.0	19536	8.0140
0.0	9769.0	19538	8.0143
0.0	9770.0	19540	8.0145
0.0	9771.0	19542	8.0148
0.0	9772.0	19544	8.0152
0.0	9773.0	19546	8.0155
0.0	9774.0	19548	8.0161
0.0	9775.0	19550	8.0167
0.0	9776.0	19552	8.0173
0.0	9777.0	19554	8.0179
0.0	9778.0	19556	8.0183
0.0	9779.0	19558	8.0188
0.0	9780.0	19560	8.0192
0.0	9781.0	19562	8.0197
0.0	9782.0	19564	8.0203
0.0	9783.0	19566	8.0209
0.0	9784.0	19568	8.0214
0.0	9785.0	19570	8.0219
0.0	9786.0	19572	8.0223
0.0	9787.0	19574	8.0227
0.0	9788.0	19576	8.0230
0.0	9789.0	19578	8.0234
0.0	9790.0	19580	8.0237
0.0	9791.0	19582	8.0240
0.0	9792.0	19584	8.0244
0.0	9793.0	19586	8.0247
0.0	9794.0	19588	8.0250
0.0	9795.0	19590	8.0254
0.0	9796.0	19592	8.0258
0.0	9797.0	19594	8.0261
0.0	9798.0	19596	8.0264
0.0	9799.0	19598	8.0284
0.0	9800.0	19600	8.0299
0.0	9801.0	19602	8.0300
0.0	9802.0	19604	8.0294
0.0	9803.0	19606	8.0286
0.0	9804.0	19608	8.0277
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0.0	9807.0	19614	8.0261
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0.0	9809.0	19618	8.0254
0.0	9810.0	19620	8.0253
0.0	9811.0	19622	8.0252
0.0	9812.0	19624	8.0252
0.0	9813.0	19626	8.0254
0.0	9814.0	19628	8.0256
0.0	9815.0	19630	8.0258
0.0	9816.0	19632	8.0261
0.0	9817.0	19634	8.0264
0.0	9818.0	19636	8.0270
0.0	9819.0	19638	8.0276
0.0	9820.0	19640	8.0282
0.0	9821.0	19642	8.0289
0.0	9822.0	19644	8.0297
0.0	9823.0	19646	8.0304
0.0	9824.0	19648	8.0310
0.0	9825.0	19650	8.0315
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0.0	9828.0	19656	8.0329
0.0	9829.0	19658	8.0334
0.0	9830.0	19660	8.0339
0.0	9831.0	19662	8.0345
0.0	9832.0	19664	8.0350
0.0	9833.0	19666	8.0355
0.0	9834.0	19668	8.0360
0.0	9835.0	19670	8.0365
0.0	9836.0	19672	8.0369
0.0	9837.0	19674	8.0374
0.0	9838.0	19676	8.0378
0.0	9839.0	19678	8.0383
0.0	9840.0	19680	8.0387
0.0	9841.0	19682	8.0391
0.0	9842.0	19684	8.0396
0.0	9843.0	19686	8.0400
0.0	9844.0	19688	8.0405
0.0	9845.0	19690	8.0410
0.0	9846.0	19692	8.0414
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0.0	9850.0	19700	8.0431
0.0	9851.0	19702	8.0430
0.0	9852.0	19704	8.0430
0.0	9853.0	19706	8.0431
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0.0	9875.0	19750	8.0595
0.0	9876.0	19752	8.0608
0.0	9877.0	19754	8.0619
0.0	9878.0	19756	8.0629
0.0	9879.0	19758	8.0637
0.0	9880.0	19760	8.0645
0.0	9881.0	19762	8.0652
0.0	9882.0	19764	8.0659
0.0	9883.0	19766	8.0665
0.0	9884.0	19768	8.0671
0.0	9885.0	19770	8.0676
0.0	9886.0	19772	8.0682
0.0	9887.0	19774	8.0686
0.0	9888.0	19776	8.0680
0.0	9889.0	19778	8.0667
0.0	9890.0	19780	8.0657
0.0	9891.0	19782	8.0650
0.0	9892.0	19784	8.0645
0.0	9893.0	19786	8.0641
0.0	9894.0	19788	8.0639
0.0	9895.0	19790	8.0638
0.0	9896.0	19792	8.0644
0.0	9897.0	19794	8.0649
0.0	9898.0	19796	8.0654
0.0	9899.0	19798	8.0659
0.0	9900.0	19800	8.0663
0.0	9901.0	19802	8.0667
0.0	9902.0	19804	8.0671
0.0	9903.0	19806	8.0675
0.0	9904.0	19808	8.0679
0.0	9905.0	19810	8.0683
0.0	9906.0	19812	8.0689
0.0	9907.0	19814	8.0696
0.0	9908.0	19816	8.0703
0.0	9909.0	19818	8.0711
0.0	9910.0	19820	8.0718
0.0	9911.0	19822	8.0724
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0.0	9913.0	19826	8.0735
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0.0	9917.0	19834	8.0752
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0.0	9919.0	19838	8.0759
0.0	9920.0	19840	8.0763
0.0	9921.0	19842	8.0766
0.0	9922.0	19844	8.0772
0.0	9923.0	19846	8.0780
0.0	9924.0	19848	8.0787
0.0	9925.0	19850	8.0793
0.0	9926.0	19852	8.0799
0.0	9927.0	19854	8.0804
0.0	9928.0	19856	8.0809
0.0	9929.0	19858	8.0814
0.0	9930.0	19860	8.0818
0.0	9931.0	19862	8.0822
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0.0	9933.0	19866	8.0830
0.0	9934.0	19868	8.0832
0.0	9935.0	19870	8.0835
0.0	9936.0	19872	8.0838
0.0	9937.0	19874	8.0840
0.0	9938.0	19876	8.0834
0.0	9939.0	19878	8.0829
0.0	9940.0	19880	8.0825
0.0	9941.0	19882	8.0822
0.0	9942.0	19884	8.0820
0.0	9943.0	19886	8.0820
0.0	9944.0	19888	8.0820
0.0	9945.0	19890	8.0821
0.0	9946.0	19892	8.0821
0.0	9947.0	19894	8.0821
0.0	9948.0	19896	8.0822
0.0	9949.0	19898	8.0823
0.0	9950.0	19900	8.0824
0.0	9951.0	19902	8.0826
0.0	9952.0	19904	8.0828
0.0	9953.0	19906	8.0830
0.0	9954.0	19908	8.0833
0.0	9955.0	19910	8.0835
0.0	9956.0	19912	8.0837
0.0	9957.0	19914	8.0840
0.0	9958.0	19916	8.0842
0.0	9959.0	19918	8.0844
0.0	9960.0	19920	8.0847
0.0	9961.0	19922	8.0849
0.0	9962.0	19924	8.0852
0.0	9963.0	19926	8.0856
0.0	9964.0	19928	8.0860
0.0	9965.0	19930	8.0864
0.0	9966.0	19932	8.0868
0.0	9967.0	19934	8.0872
0.0	9968.0	19936	8.0876
0.0	9969.0	19938	8.0879
0.0	9970.0	19940	8.0882
0.0	9971.0	19942	8.0885
0.0	9972.0	19944	8.0888
0.0	9973.0	19946	8.0890
0.0	9974.0	19948	8.0893
0.0	9975.0	19950	8.0896
0.0	9976.0	19952	8.0898
0.0	9977.0	19954	8.0901
0.0	9978.0	19956	8.0904
0.0	9979.0	19958	8.0907
0.0	9980.0	19960	8.0910
0.0	9981.0	19962	8.0912
0.0	9982.0	19964	8.0915
0.0	9983.0	19966	8.0918
0.0	9984.0	19968	8.0921
0.0	9985.0	19970	8.0924
0.0	9986.0	19972	8.0926
0.0	9987.0	19974	8.0929
0.0	9988.0	19976	8.0932
0.0	9989.0	19978	8.0935
0.0	9990.0	19980	8.0939
0.0	9991.0	19982	8.0942
0.0	9992.0	19984	8.0946
0.0	9993.0	19986	8.0950
0.0	9994.0	19988	8.0953
0.0	9995.0	19990	8.0956
0.0	9996.0	19992	8.0964
0.0	9997.0	19994	8.0974
0.0	9998.0	19996	8.0983
0.0	9999.0	19998	8.0991
0.0	10000.0	20000	8.0997

Framework versions

• Transformers 4.36.2
• Pytorch 2.1.2+cu121
• Datasets 2.14.7
• Tokenizers 0.15.0