README.md

metadata

license: apache-2.0
base_model: google/efficientnet-b0
tags:
  - generated_from_trainer
datasets:
  - imagefolder
metrics:
  - accuracy
model-index:
  - name: SkinCancerClassifier_smote-V0
    results:
      - task:
          name: Image Classification
          type: image-classification
        dataset:
          name: imagefolder
          type: imagefolder
          config: default
          split: train
          args: default
        metrics:
          - name: Accuracy
            type: accuracy
            value: 0.8041666666666667

SkinCancerClassifier_smote-V0

This model is a fine-tuned version of google/efficientnet-b0 on the imagefolder dataset. It achieves the following results on the evaluation set:

• Loss: 0.6170
• Accuracy: 0.8042

Model description

This model is designed for the classification of skin cancer images and was trained using the SMOTE technique to handle class imbalance. The dataset used for training is from the ISIC 2024 - Skin Cancer Detection with 3D-TBP competition.

Intended uses & limitations

This model is intended for educational purposes and research in skin cancer detection. It should not be used for actual medical diagnosis or treatment planning. Further validation on clinical data is required before any real-world application.

Training and evaluation data

The model was trained on the ISIC 2024 dataset, which contains a diverse set of skin images labeled with different types of skin cancer. The training data was augmented using the SMOTE technique to address class imbalance.

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 5e-06
• train_batch_size: 32
• eval_batch_size: 32
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 2000

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
No log	1.0	30	6.7943	0.0042
No log	2.0	60	6.7825	0.0042
No log	3.0	90	6.7019	0.0042
No log	4.0	120	6.6665	0.0042
No log	5.0	150	6.5872	0.0167
No log	6.0	180	6.5684	0.0292
No log	7.0	210	6.5135	0.0625
No log	8.0	240	6.4748	0.0917
No log	9.0	270	6.3794	0.1458
No log	10.0	300	6.3851	0.1583
No log	11.0	330	6.3323	0.2208
No log	12.0	360	6.3074	0.2208
No log	13.0	390	6.2001	0.2708
No log	14.0	420	6.1662	0.3375
No log	15.0	450	6.2537	0.275
No log	16.0	480	6.0434	0.3583
6.3833	17.0	510	5.9091	0.4083
6.3833	18.0	540	5.9385	0.3625
6.3833	19.0	570	5.7777	0.4792
6.3833	20.0	600	5.8297	0.3708
6.3833	21.0	630	5.5555	0.5125
6.3833	22.0	660	5.7096	0.4417
6.3833	23.0	690	5.6401	0.4167
6.3833	24.0	720	5.3735	0.5458
6.3833	25.0	750	5.4768	0.5375
6.3833	26.0	780	5.1468	0.55
6.3833	27.0	810	5.0193	0.5167
6.3833	28.0	840	4.7966	0.5667
6.3833	29.0	870	4.8825	0.5625
6.3833	30.0	900	4.9566	0.5042
6.3833	31.0	930	4.6407	0.5625
6.3833	32.0	960	4.7814	0.5417
6.3833	33.0	990	4.4359	0.5667
5.0833	34.0	1020	4.0800	0.6
5.0833	35.0	1050	4.0507	0.5708
5.0833	36.0	1080	4.1396	0.5542
5.0833	37.0	1110	3.8816	0.6083
5.0833	38.0	1140	3.8375	0.625
5.0833	39.0	1170	3.7560	0.6125
5.0833	40.0	1200	3.5860	0.6083
5.0833	41.0	1230	3.4339	0.5792
5.0833	42.0	1260	3.2689	0.6042
5.0833	43.0	1290	3.2131	0.5917
5.0833	44.0	1320	3.0630	0.6375
5.0833	45.0	1350	2.7808	0.6292
5.0833	46.0	1380	2.7642	0.6417
5.0833	47.0	1410	2.5321	0.6667
5.0833	48.0	1440	2.3647	0.6083
5.0833	49.0	1470	2.4837	0.625
3.1484	50.0	1500	2.1881	0.6375
3.1484	51.0	1530	2.1573	0.6375
3.1484	52.0	1560	1.9715	0.65
3.1484	53.0	1590	2.1185	0.675
3.1484	54.0	1620	2.1301	0.6542
3.1484	55.0	1650	1.7292	0.6375
3.1484	56.0	1680	1.9750	0.625
3.1484	57.0	1710	1.6784	0.6667
3.1484	58.0	1740	1.5947	0.65
3.1484	59.0	1770	1.5680	0.6667
3.1484	60.0	1800	1.5720	0.6625
3.1484	61.0	1830	1.4629	0.7042
3.1484	62.0	1860	1.4647	0.6542
3.1484	63.0	1890	1.4588	0.6458
3.1484	64.0	1920	1.3771	0.7
3.1484	65.0	1950	1.4022	0.6458
3.1484	66.0	1980	1.3628	0.6708
1.6168	67.0	2010	1.2906	0.6625
1.6168	68.0	2040	1.5474	0.6208
1.6168	69.0	2070	1.2712	0.6708
1.6168	70.0	2100	1.3176	0.6417
1.6168	71.0	2130	1.3137	0.6667
1.6168	72.0	2160	1.1199	0.6792
1.6168	73.0	2190	1.1273	0.6583
1.6168	74.0	2220	1.1283	0.6875
1.6168	75.0	2250	1.0464	0.6875
1.6168	76.0	2280	1.0722	0.6833
1.6168	77.0	2310	0.9783	0.725
1.6168	78.0	2340	1.0548	0.675
1.6168	79.0	2370	1.0064	0.6708
1.6168	80.0	2400	0.9031	0.7083
1.6168	81.0	2430	0.9418	0.6542
1.6168	82.0	2460	0.9195	0.7125
1.6168	83.0	2490	0.9451	0.6667
1.0004	84.0	2520	1.0035	0.6792
1.0004	85.0	2550	0.9345	0.6875
1.0004	86.0	2580	0.8992	0.6708
1.0004	87.0	2610	0.8348	0.6583
1.0004	88.0	2640	0.8885	0.7042
1.0004	89.0	2670	0.8627	0.7208
1.0004	90.0	2700	0.8333	0.7042
1.0004	91.0	2730	0.8811	0.6917
1.0004	92.0	2760	0.8792	0.7167
1.0004	93.0	2790	0.8650	0.6833
1.0004	94.0	2820	0.7681	0.7208
1.0004	95.0	2850	0.8514	0.7292
1.0004	96.0	2880	0.8744	0.6792
1.0004	97.0	2910	0.8674	0.7083
1.0004	98.0	2940	0.8486	0.7167
1.0004	99.0	2970	0.8676	0.6625
0.7749	100.0	3000	0.7971	0.7208
0.7749	101.0	3030	0.8681	0.6917
0.7749	102.0	3060	0.8081	0.7083
0.7749	103.0	3090	0.9258	0.6875
0.7749	104.0	3120	0.8388	0.7
0.7749	105.0	3150	0.8101	0.7
0.7749	106.0	3180	0.7663	0.7375
0.7749	107.0	3210	0.8520	0.6833
0.7749	108.0	3240	0.7547	0.7375
0.7749	109.0	3270	0.7945	0.725
0.7749	110.0	3300	0.7452	0.7333
0.7749	111.0	3330	0.8002	0.7125
0.7749	112.0	3360	0.7156	0.7417
0.7749	113.0	3390	0.7751	0.725
0.7749	114.0	3420	0.7902	0.7125
0.7749	115.0	3450	0.7980	0.725
0.7749	116.0	3480	0.7548	0.7042
0.6543	117.0	3510	0.6958	0.7333
0.6543	118.0	3540	0.6582	0.7375
0.6543	119.0	3570	0.7922	0.7
0.6543	120.0	3600	0.7022	0.7167
0.6543	121.0	3630	0.7479	0.6958
0.6543	122.0	3660	0.7118	0.75
0.6543	123.0	3690	0.7521	0.7292
0.6543	124.0	3720	0.7132	0.7333
0.6543	125.0	3750	0.7345	0.7333
0.6543	126.0	3780	0.7896	0.6625
0.6543	127.0	3810	0.7449	0.7167
0.6543	128.0	3840	0.6486	0.7125
0.6543	129.0	3870	0.8283	0.7375
0.6543	130.0	3900	0.7138	0.75
0.6543	131.0	3930	0.7498	0.7083
0.6543	132.0	3960	0.6947	0.7458
0.6543	133.0	3990	0.7423	0.7375
0.5814	134.0	4020	0.7298	0.7083
0.5814	135.0	4050	0.6576	0.75
0.5814	136.0	4080	0.7127	0.7417
0.5814	137.0	4110	0.6741	0.7583
0.5814	138.0	4140	0.8170	0.6875
0.5814	139.0	4170	0.6322	0.7542
0.5814	140.0	4200	0.6532	0.7292
0.5814	141.0	4230	0.7523	0.7375
0.5814	142.0	4260	0.7976	0.7042
0.5814	143.0	4290	0.6449	0.7458
0.5814	144.0	4320	0.7749	0.725
0.5814	145.0	4350	0.6823	0.7333
0.5814	146.0	4380	0.7293	0.6833
0.5814	147.0	4410	0.7043	0.7708
0.5814	148.0	4440	0.7280	0.725
0.5814	149.0	4470	0.6766	0.7167
0.5041	150.0	4500	0.6659	0.7583
0.5041	151.0	4530	0.6706	0.75
0.5041	152.0	4560	0.8339	0.6958
0.5041	153.0	4590	0.6291	0.7458
0.5041	154.0	4620	0.6723	0.725
0.5041	155.0	4650	0.6450	0.775
0.5041	156.0	4680	0.7696	0.7042
0.5041	157.0	4710	0.6793	0.725
0.5041	158.0	4740	0.7299	0.7042
0.5041	159.0	4770	0.6984	0.7542
0.5041	160.0	4800	0.6853	0.7042
0.5041	161.0	4830	0.6883	0.7667
0.5041	162.0	4860	0.6910	0.7292
0.5041	163.0	4890	0.6833	0.7417
0.5041	164.0	4920	0.6117	0.7542
0.5041	165.0	4950	0.6456	0.775
0.5041	166.0	4980	0.6448	0.7375
0.4627	167.0	5010	0.6675	0.75
0.4627	168.0	5040	0.7636	0.725
0.4627	169.0	5070	0.6608	0.7417
0.4627	170.0	5100	0.6971	0.7458
0.4627	171.0	5130	0.6536	0.7458
0.4627	172.0	5160	0.6441	0.7458
0.4627	173.0	5190	0.6241	0.7542
0.4627	174.0	5220	0.6801	0.7458
0.4627	175.0	5250	0.6454	0.7417
0.4627	176.0	5280	0.7308	0.7208
0.4627	177.0	5310	0.6902	0.7292
0.4627	178.0	5340	0.6786	0.7125
0.4627	179.0	5370	0.7752	0.7208
0.4627	180.0	5400	0.7500	0.7333
0.4627	181.0	5430	0.7047	0.7042
0.4627	182.0	5460	0.6155	0.75
0.4627	183.0	5490	0.6885	0.7125
0.4095	184.0	5520	0.7181	0.7083
0.4095	185.0	5550	0.7138	0.7292
0.4095	186.0	5580	0.7649	0.725
0.4095	187.0	5610	0.6874	0.7417
0.4095	188.0	5640	0.7002	0.7292
0.4095	189.0	5670	0.6796	0.7125
0.4095	190.0	5700	0.5897	0.7667
0.4095	191.0	5730	0.7148	0.7542
0.4095	192.0	5760	0.5560	0.7708
0.4095	193.0	5790	0.7173	0.7042
0.4095	194.0	5820	0.6560	0.7417
0.4095	195.0	5850	0.7184	0.7208
0.4095	196.0	5880	0.6937	0.7458
0.4095	197.0	5910	0.7623	0.7125
0.4095	198.0	5940	0.6437	0.7542
0.4095	199.0	5970	0.6408	0.7708
0.356	200.0	6000	0.6752	0.75
0.356	201.0	6030	0.6156	0.75
0.356	202.0	6060	0.6467	0.7792
0.356	203.0	6090	0.6800	0.7375
0.356	204.0	6120	0.6864	0.7625
0.356	205.0	6150	0.7565	0.7375
0.356	206.0	6180	0.7232	0.725
0.356	207.0	6210	0.6148	0.7542
0.356	208.0	6240	0.7386	0.75
0.356	209.0	6270	0.6825	0.75
0.356	210.0	6300	0.6789	0.75
0.356	211.0	6330	0.6893	0.7625
0.356	212.0	6360	0.7192	0.75
0.356	213.0	6390	0.6908	0.7292
0.356	214.0	6420	0.6376	0.7458
0.356	215.0	6450	0.6130	0.7792
0.356	216.0	6480	0.6527	0.7708
0.313	217.0	6510	0.6995	0.7625
0.313	218.0	6540	0.6987	0.7583
0.313	219.0	6570	0.6439	0.7833
0.313	220.0	6600	0.6347	0.7875
0.313	221.0	6630	0.6133	0.7667
0.313	222.0	6660	0.7384	0.7208
0.313	223.0	6690	0.6899	0.7375
0.313	224.0	6720	0.6132	0.7958
0.313	225.0	6750	0.6579	0.7292
0.313	226.0	6780	0.7425	0.725
0.313	227.0	6810	0.6475	0.75
0.313	228.0	6840	0.7864	0.7417
0.313	229.0	6870	0.7130	0.775
0.313	230.0	6900	0.6899	0.75
0.313	231.0	6930	0.6144	0.7625
0.313	232.0	6960	0.6892	0.75
0.313	233.0	6990	0.7176	0.7417
0.2888	234.0	7020	0.7361	0.7083
0.2888	235.0	7050	0.6285	0.7708
0.2888	236.0	7080	0.7158	0.7208
0.2888	237.0	7110	0.6461	0.75
0.2888	238.0	7140	0.7060	0.75
0.2888	239.0	7170	0.6301	0.7583
0.2888	240.0	7200	0.5899	0.7583
0.2888	241.0	7230	0.6283	0.7542
0.2888	242.0	7260	0.6840	0.7542
0.2888	243.0	7290	0.7016	0.7583
0.2888	244.0	7320	0.6058	0.7708
0.2888	245.0	7350	0.6432	0.7375
0.2888	246.0	7380	0.6569	0.7792
0.2888	247.0	7410	0.6168	0.7792
0.2888	248.0	7440	0.7352	0.7333
0.2888	249.0	7470	0.6468	0.75
0.2554	250.0	7500	0.6646	0.7542
0.2554	251.0	7530	0.7433	0.75
0.2554	252.0	7560	0.7793	0.7625
0.2554	253.0	7590	0.6465	0.7458
0.2554	254.0	7620	0.6032	0.7833
0.2554	255.0	7650	0.7673	0.7167
0.2554	256.0	7680	0.7349	0.7083
0.2554	257.0	7710	0.7279	0.7458
0.2554	258.0	7740	0.6159	0.7542
0.2554	259.0	7770	0.7130	0.7625
0.2554	260.0	7800	0.6907	0.7708
0.2554	261.0	7830	0.6460	0.725
0.2554	262.0	7860	0.7923	0.725
0.2554	263.0	7890	0.7290	0.7125
0.2554	264.0	7920	0.7246	0.7542
0.2554	265.0	7950	0.6314	0.7792
0.2554	266.0	7980	0.7331	0.7708
0.2271	267.0	8010	0.7471	0.775
0.2271	268.0	8040	0.7945	0.7208
0.2271	269.0	8070	0.8326	0.7208
0.2271	270.0	8100	0.6376	0.7833
0.2271	271.0	8130	0.7209	0.7542
0.2271	272.0	8160	0.7119	0.7458
0.2271	273.0	8190	0.7579	0.7375
0.2271	274.0	8220	0.6190	0.7958
0.2271	275.0	8250	0.7346	0.75
0.2271	276.0	8280	0.5725	0.7875
0.2271	277.0	8310	0.6839	0.7542
0.2271	278.0	8340	0.7181	0.7833
0.2271	279.0	8370	0.7686	0.7625
0.2271	280.0	8400	0.7098	0.75
0.2271	281.0	8430	0.7520	0.7542
0.2271	282.0	8460	0.7100	0.7958
0.2271	283.0	8490	0.7457	0.7625
0.1968	284.0	8520	0.7145	0.7542
0.1968	285.0	8550	0.6266	0.7917
0.1968	286.0	8580	0.6804	0.7917
0.1968	287.0	8610	0.6829	0.7542
0.1968	288.0	8640	0.6663	0.7625
0.1968	289.0	8670	0.8079	0.7417
0.1968	290.0	8700	0.7336	0.7792
0.1968	291.0	8730	0.7564	0.7375
0.1968	292.0	8760	0.6543	0.7792
0.1968	293.0	8790	0.6996	0.75
0.1968	294.0	8820	0.6303	0.8042
0.1968	295.0	8850	0.8041	0.725
0.1968	296.0	8880	0.8126	0.7417
0.1968	297.0	8910	0.8852	0.7042
0.1968	298.0	8940	0.7629	0.7292
0.1968	299.0	8970	0.7488	0.7708
0.1705	300.0	9000	0.8827	0.7417
0.1705	301.0	9030	0.6436	0.775
0.1705	302.0	9060	0.7171	0.7417
0.1705	303.0	9090	0.8214	0.7417
0.1705	304.0	9120	0.7368	0.7375
0.1705	305.0	9150	0.6851	0.775
0.1705	306.0	9180	0.6864	0.7667
0.1705	307.0	9210	0.6693	0.7833
0.1705	308.0	9240	0.7735	0.7625
0.1705	309.0	9270	0.7294	0.7417
0.1705	310.0	9300	0.7177	0.7833
0.1705	311.0	9330	0.7042	0.7625
0.1705	312.0	9360	0.6943	0.7875
0.1705	313.0	9390	0.6023	0.7917
0.1705	314.0	9420	0.8149	0.7417
0.1705	315.0	9450	0.8316	0.7542
0.1705	316.0	9480	0.7498	0.7583
0.1559	317.0	9510	0.7777	0.75
0.1559	318.0	9540	0.7214	0.7458
0.1559	319.0	9570	0.8629	0.7375
0.1559	320.0	9600	0.7550	0.7542
0.1559	321.0	9630	0.7448	0.7583
0.1559	322.0	9660	0.6344	0.8208
0.1559	323.0	9690	0.8020	0.7542
0.1559	324.0	9720	0.7172	0.7792
0.1559	325.0	9750	0.7229	0.7833
0.1559	326.0	9780	0.8375	0.7583
0.1559	327.0	9810	0.7374	0.7583
0.1559	328.0	9840	0.7407	0.7458
0.1559	329.0	9870	0.7342	0.7875
0.1559	330.0	9900	0.7588	0.7917
0.1559	331.0	9930	0.5773	0.7917
0.1559	332.0	9960	0.7909	0.7583
0.1559	333.0	9990	0.7641	0.75
0.1436	334.0	10020	0.7121	0.775
0.1436	335.0	10050	0.8134	0.7542
0.1436	336.0	10080	0.6390	0.7917
0.1436	337.0	10110	0.7637	0.7708
0.1436	338.0	10140	0.8571	0.7625
0.1436	339.0	10170	0.6932	0.7917
0.1436	340.0	10200	0.7662	0.7458
0.1436	341.0	10230	0.7340	0.7708
0.1436	342.0	10260	0.7839	0.7625
0.1436	343.0	10290	0.8955	0.7708
0.1436	344.0	10320	0.7302	0.7792
0.1436	345.0	10350	0.7184	0.7833
0.1436	346.0	10380	0.8096	0.7875
0.1436	347.0	10410	0.6618	0.8042
0.1436	348.0	10440	0.8814	0.725
0.1436	349.0	10470	0.7115	0.7833
0.1253	350.0	10500	0.7655	0.775
0.1253	351.0	10530	1.0353	0.7042
0.1253	352.0	10560	0.7779	0.75
0.1253	353.0	10590	0.7690	0.7708
0.1253	354.0	10620	0.8513	0.7708
0.1253	355.0	10650	0.8023	0.7625
0.1253	356.0	10680	0.8654	0.7375
0.1253	357.0	10710	0.7158	0.7833
0.1253	358.0	10740	0.7129	0.8083
0.1253	359.0	10770	0.7965	0.7833
0.1253	360.0	10800	0.6912	0.775
0.1253	361.0	10830	0.8931	0.775
0.1253	362.0	10860	0.7996	0.7792
0.1253	363.0	10890	0.8954	0.7417
0.1253	364.0	10920	0.7788	0.7583
0.1253	365.0	10950	0.8762	0.7417
0.1253	366.0	10980	0.7141	0.7792
0.1137	367.0	11010	0.7754	0.7667
0.1137	368.0	11040	0.8462	0.8
0.1137	369.0	11070	0.7514	0.7833
0.1137	370.0	11100	0.8935	0.7625
0.1137	371.0	11130	0.6772	0.7875
0.1137	372.0	11160	0.6557	0.8458
0.1137	373.0	11190	0.7456	0.7917
0.1137	374.0	11220	0.6444	0.8125
0.1137	375.0	11250	0.8195	0.75
0.1137	376.0	11280	0.7144	0.8083
0.1137	377.0	11310	0.7302	0.7875
0.1137	378.0	11340	0.8689	0.8
0.1137	379.0	11370	0.7004	0.7625
0.1137	380.0	11400	0.8927	0.7583
0.1137	381.0	11430	0.8333	0.7583
0.1137	382.0	11460	0.8921	0.7375
0.1137	383.0	11490	0.8607	0.7833
0.101	384.0	11520	0.7740	0.7917
0.101	385.0	11550	0.7396	0.7833
0.101	386.0	11580	0.7352	0.775
0.101	387.0	11610	0.8536	0.7542
0.101	388.0	11640	0.7138	0.7708
0.101	389.0	11670	0.9080	0.7375
0.101	390.0	11700	0.8300	0.7583
0.101	391.0	11730	0.8436	0.7417
0.101	392.0	11760	0.8957	0.75
0.101	393.0	11790	0.7883	0.7833
0.101	394.0	11820	0.8817	0.7583
0.101	395.0	11850	0.8368	0.7583
0.101	396.0	11880	0.7682	0.775
0.101	397.0	11910	0.7059	0.8167
0.101	398.0	11940	0.7397	0.7833
0.101	399.0	11970	0.7836	0.7667
0.0931	400.0	12000	0.8686	0.7667
0.0931	401.0	12030	0.6950	0.7708
0.0931	402.0	12060	0.8184	0.7667
0.0931	403.0	12090	0.8252	0.8083
0.0931	404.0	12120	0.7665	0.7792
0.0931	405.0	12150	0.7455	0.8125
0.0931	406.0	12180	0.9008	0.7958
0.0931	407.0	12210	0.8553	0.7667
0.0931	408.0	12240	0.9953	0.7625
0.0931	409.0	12270	0.6862	0.8
0.0931	410.0	12300	0.8894	0.7833
0.0931	411.0	12330	0.8286	0.7792
0.0931	412.0	12360	0.9056	0.7958
0.0931	413.0	12390	0.7168	0.7958
0.0931	414.0	12420	0.8387	0.7958
0.0931	415.0	12450	0.7707	0.7958
0.0931	416.0	12480	0.8852	0.7708
0.0883	417.0	12510	0.7532	0.7833
0.0883	418.0	12540	0.7912	0.7875
0.0883	419.0	12570	0.7997	0.7708
0.0883	420.0	12600	0.7568	0.7833
0.0883	421.0	12630	0.8160	0.7792
0.0883	422.0	12660	0.9379	0.7625
0.0883	423.0	12690	0.8172	0.775
0.0883	424.0	12720	0.9567	0.7458
0.0883	425.0	12750	0.7185	0.8
0.0883	426.0	12780	0.9086	0.7583
0.0883	427.0	12810	0.8753	0.7792
0.0883	428.0	12840	0.9000	0.7708
0.0883	429.0	12870	0.7688	0.7708
0.0883	430.0	12900	0.9019	0.7708
0.0883	431.0	12930	0.8712	0.7833
0.0883	432.0	12960	0.8873	0.7667
0.0883	433.0	12990	0.8546	0.7667
0.0767	434.0	13020	0.8754	0.7792
0.0767	435.0	13050	0.8427	0.775
0.0767	436.0	13080	0.8272	0.7958
0.0767	437.0	13110	0.9191	0.7625
0.0767	438.0	13140	0.9184	0.7583
0.0767	439.0	13170	0.9290	0.775
0.0767	440.0	13200	0.8154	0.7917
0.0767	441.0	13230	0.9080	0.7792
0.0767	442.0	13260	0.7309	0.7875
0.0767	443.0	13290	0.9137	0.7792
0.0767	444.0	13320	0.8898	0.775
0.0767	445.0	13350	0.8037	0.7708
0.0767	446.0	13380	0.8286	0.7708
0.0767	447.0	13410	0.7343	0.8292
0.0767	448.0	13440	0.9386	0.7708
0.0767	449.0	13470	0.9273	0.7625
0.0765	450.0	13500	0.8368	0.8167
0.0765	451.0	13530	0.9534	0.7875
0.0765	452.0	13560	0.9879	0.7708
0.0765	453.0	13590	0.8020	0.7792
0.0765	454.0	13620	0.8479	0.7792
0.0765	455.0	13650	0.7941	0.775
0.0765	456.0	13680	0.8531	0.7875
0.0765	457.0	13710	0.8524	0.775
0.0765	458.0	13740	0.8314	0.7542
0.0765	459.0	13770	1.0210	0.75
0.0765	460.0	13800	0.7902	0.775
0.0765	461.0	13830	0.8209	0.8042
0.0765	462.0	13860	0.9832	0.7542
0.0765	463.0	13890	0.8477	0.7875
0.0765	464.0	13920	0.8430	0.7875
0.0765	465.0	13950	0.9338	0.75
0.0765	466.0	13980	0.8497	0.8042
0.0624	467.0	14010	0.7791	0.8042
0.0624	468.0	14040	0.8319	0.7958
0.0624	469.0	14070	0.9360	0.7708
0.0624	470.0	14100	0.7524	0.7833
0.0624	471.0	14130	0.9504	0.7833
0.0624	472.0	14160	1.0148	0.75
0.0624	473.0	14190	0.9203	0.7708
0.0624	474.0	14220	0.7555	0.7833
0.0624	475.0	14250	0.8002	0.7917
0.0624	476.0	14280	1.1156	0.7875
0.0624	477.0	14310	0.8743	0.7917
0.0624	478.0	14340	0.8853	0.7667
0.0624	479.0	14370	0.9660	0.7792
0.0624	480.0	14400	0.8608	0.7667
0.0624	481.0	14430	0.8446	0.7875
0.0624	482.0	14460	0.8183	0.7875
0.0624	483.0	14490	1.0341	0.7958
0.0601	484.0	14520	0.8423	0.7833
0.0601	485.0	14550	1.0109	0.7542
0.0601	486.0	14580	0.8732	0.7875
0.0601	487.0	14610	0.8673	0.7583
0.0601	488.0	14640	0.8886	0.7875
0.0601	489.0	14670	0.9933	0.7875
0.0601	490.0	14700	1.0210	0.7458
0.0601	491.0	14730	0.9674	0.7583
0.0601	492.0	14760	0.8121	0.7708
0.0601	493.0	14790	0.9943	0.7542
0.0601	494.0	14820	0.7857	0.7917
0.0601	495.0	14850	1.0005	0.775
0.0601	496.0	14880	1.0947	0.7833
0.0601	497.0	14910	0.9080	0.7833
0.0601	498.0	14940	0.8516	0.8167
0.0601	499.0	14970	1.0218	0.7708
0.0519	500.0	15000	1.0543	0.7458
0.0519	501.0	15030	0.8406	0.8125
0.0519	502.0	15060	0.8366	0.8042
0.0519	503.0	15090	0.9075	0.8083
0.0519	504.0	15120	1.0783	0.775
0.0519	505.0	15150	0.9681	0.7667
0.0519	506.0	15180	1.1011	0.775
0.0519	507.0	15210	0.9403	0.7917
0.0519	508.0	15240	0.8061	0.7917
0.0519	509.0	15270	0.8726	0.8
0.0519	510.0	15300	1.1059	0.7417
0.0519	511.0	15330	0.8516	0.8125
0.0519	512.0	15360	1.1448	0.75
0.0519	513.0	15390	0.8929	0.7583
0.0519	514.0	15420	0.8666	0.8083
0.0519	515.0	15450	0.9064	0.7875
0.0519	516.0	15480	0.8795	0.8083
0.051	517.0	15510	1.0771	0.75
0.051	518.0	15540	0.9753	0.7875
0.051	519.0	15570	0.8163	0.825
0.051	520.0	15600	0.8755	0.7917
0.051	521.0	15630	0.9051	0.7833
0.051	522.0	15660	1.1984	0.7625
0.051	523.0	15690	1.0198	0.775
0.051	524.0	15720	1.0167	0.7958
0.051	525.0	15750	1.0155	0.7792
0.051	526.0	15780	1.0082	0.7458
0.051	527.0	15810	1.0284	0.75
0.051	528.0	15840	1.1984	0.7542
0.051	529.0	15870	0.7895	0.7875
0.051	530.0	15900	1.1221	0.7625
0.051	531.0	15930	0.9090	0.7875
0.051	532.0	15960	0.9495	0.7875
0.051	533.0	15990	0.9953	0.775
0.0443	534.0	16020	0.9892	0.7708
0.0443	535.0	16050	0.9191	0.7917
0.0443	536.0	16080	0.9072	0.7708
0.0443	537.0	16110	0.9554	0.7625
0.0443	538.0	16140	1.0217	0.7667
0.0443	539.0	16170	0.9230	0.7667
0.0443	540.0	16200	1.0109	0.7708
0.0443	541.0	16230	0.9582	0.7667
0.0443	542.0	16260	0.8373	0.7917
0.0443	543.0	16290	1.0174	0.7833
0.0443	544.0	16320	0.9116	0.7833
0.0443	545.0	16350	0.8073	0.7625
0.0443	546.0	16380	0.8774	0.8125
0.0443	547.0	16410	0.9941	0.8
0.0443	548.0	16440	1.0271	0.7708
0.0443	549.0	16470	1.1320	0.8
0.0482	550.0	16500	0.9242	0.7833
0.0482	551.0	16530	1.1143	0.7875
0.0482	552.0	16560	0.8519	0.7958
0.0482	553.0	16590	0.9047	0.7667
0.0482	554.0	16620	1.0526	0.7625
0.0482	555.0	16650	1.0065	0.7958
0.0482	556.0	16680	0.7897	0.8083
0.0482	557.0	16710	0.9977	0.7708
0.0482	558.0	16740	0.9471	0.7958
0.0482	559.0	16770	0.8924	0.8083
0.0482	560.0	16800	1.0979	0.8
0.0482	561.0	16830	0.9277	0.7792
0.0482	562.0	16860	0.9281	0.7917
0.0482	563.0	16890	0.9837	0.7917
0.0482	564.0	16920	1.0288	0.7833
0.0482	565.0	16950	0.9448	0.7833
0.0482	566.0	16980	0.9409	0.7542
0.0425	567.0	17010	0.9580	0.8
0.0425	568.0	17040	0.9897	0.8208
0.0425	569.0	17070	0.9118	0.7917
0.0425	570.0	17100	0.8612	0.8042
0.0425	571.0	17130	1.0763	0.7792
0.0425	572.0	17160	1.2041	0.8042
0.0425	573.0	17190	1.0140	0.8
0.0425	574.0	17220	1.0150	0.775
0.0425	575.0	17250	0.9961	0.7958
0.0425	576.0	17280	0.9425	0.7958
0.0425	577.0	17310	1.0492	0.7958
0.0425	578.0	17340	1.1043	0.7667
0.0425	579.0	17370	1.0070	0.7792
0.0425	580.0	17400	0.9145	0.7917
0.0425	581.0	17430	0.9027	0.7667
0.0425	582.0	17460	1.0716	0.7417
0.0425	583.0	17490	1.0289	0.7708
0.04	584.0	17520	1.1259	0.7417
0.04	585.0	17550	1.0531	0.775
0.04	586.0	17580	1.1063	0.7583
0.04	587.0	17610	0.8817	0.7958
0.04	588.0	17640	1.1537	0.775
0.04	589.0	17670	0.9091	0.7708
0.04	590.0	17700	1.0775	0.775
0.04	591.0	17730	1.2687	0.7292
0.04	592.0	17760	1.1212	0.7708
0.04	593.0	17790	1.1881	0.7667
0.04	594.0	17820	0.8995	0.7667
0.04	595.0	17850	1.1407	0.75
0.04	596.0	17880	1.1037	0.775
0.04	597.0	17910	1.0381	0.7833
0.04	598.0	17940	1.0942	0.7708
0.04	599.0	17970	1.0618	0.7625
0.0424	600.0	18000	1.1417	0.7958
0.0424	601.0	18030	0.9643	0.8
0.0424	602.0	18060	1.0011	0.7958
0.0424	603.0	18090	1.1746	0.7667
0.0424	604.0	18120	1.0480	0.8042
0.0424	605.0	18150	1.0217	0.7875
0.0424	606.0	18180	1.1289	0.7875
0.0424	607.0	18210	1.0391	0.7958
0.0424	608.0	18240	0.9223	0.7833
0.0424	609.0	18270	0.9656	0.7792
0.0424	610.0	18300	0.9802	0.8042
0.0424	611.0	18330	0.8627	0.7917
0.0424	612.0	18360	1.0566	0.7583
0.0424	613.0	18390	0.9372	0.8042
0.0424	614.0	18420	1.0899	0.7667
0.0424	615.0	18450	0.9943	0.8
0.0424	616.0	18480	1.0667	0.7583
0.0384	617.0	18510	0.9348	0.7833
0.0384	618.0	18540	0.9068	0.8042
0.0384	619.0	18570	0.9632	0.8083
0.0384	620.0	18600	0.9791	0.8083
0.0384	621.0	18630	1.0912	0.7917
0.0384	622.0	18660	0.9291	0.8
0.0384	623.0	18690	1.0545	0.775
0.0384	624.0	18720	0.9779	0.7833
0.0384	625.0	18750	1.1038	0.7792
0.0384	626.0	18780	0.7907	0.8208
0.0384	627.0	18810	1.0893	0.7958
0.0384	628.0	18840	0.8459	0.825
0.0384	629.0	18870	1.1719	0.7708
0.0384	630.0	18900	0.9541	0.7792
0.0384	631.0	18930	1.2298	0.775
0.0384	632.0	18960	1.1361	0.75
0.0384	633.0	18990	1.1265	0.7667
0.0338	634.0	19020	0.9982	0.8042
0.0338	635.0	19050	0.9905	0.8042
0.0338	636.0	19080	1.3666	0.7625
0.0338	637.0	19110	1.1413	0.8083
0.0338	638.0	19140	1.0829	0.7875
0.0338	639.0	19170	1.0280	0.7833
0.0338	640.0	19200	0.9060	0.8042
0.0338	641.0	19230	1.1426	0.7583
0.0338	642.0	19260	1.0235	0.775
0.0338	643.0	19290	1.3322	0.7542
0.0338	644.0	19320	1.2293	0.7708
0.0338	645.0	19350	0.9707	0.8
0.0338	646.0	19380	1.1312	0.7583
0.0338	647.0	19410	1.1248	0.7833
0.0338	648.0	19440	1.0716	0.7792
0.0338	649.0	19470	1.0553	0.8042
0.0385	650.0	19500	1.0426	0.8083
0.0385	651.0	19530	1.2204	0.7458
0.0385	652.0	19560	0.9107	0.8
0.0385	653.0	19590	1.3038	0.7583
0.0385	654.0	19620	1.2031	0.7417
0.0385	655.0	19650	1.1108	0.7458
0.0385	656.0	19680	1.2788	0.7917
0.0385	657.0	19710	0.9632	0.8292
0.0385	658.0	19740	1.0638	0.7958
0.0385	659.0	19770	0.8664	0.8
0.0385	660.0	19800	1.0600	0.7708
0.0385	661.0	19830	1.1436	0.7625
0.0385	662.0	19860	1.2493	0.8042
0.0385	663.0	19890	1.1268	0.775
0.0385	664.0	19920	1.0522	0.7708
0.0385	665.0	19950	1.0047	0.7958
0.0385	666.0	19980	1.1241	0.75
0.0323	667.0	20010	1.0234	0.7875
0.0323	668.0	20040	0.9342	0.8167
0.0323	669.0	20070	1.2394	0.7875
0.0323	670.0	20100	1.1028	0.775
0.0323	671.0	20130	0.9562	0.8042
0.0323	672.0	20160	1.2145	0.7583
0.0323	673.0	20190	1.0855	0.7833
0.0323	674.0	20220	1.3850	0.7708
0.0323	675.0	20250	0.9828	0.7958
0.0323	676.0	20280	1.1585	0.8167
0.0323	677.0	20310	0.9875	0.7625
0.0323	678.0	20340	1.0551	0.7792
0.0323	679.0	20370	1.0060	0.7792
0.0323	680.0	20400	1.1597	0.7875
0.0323	681.0	20430	1.3096	0.7792
0.0323	682.0	20460	1.1257	0.7833
0.0323	683.0	20490	1.2330	0.7708
0.0283	684.0	20520	1.0005	0.7917
0.0283	685.0	20550	1.0816	0.7625
0.0283	686.0	20580	1.1316	0.7917
0.0283	687.0	20610	1.0168	0.7958
0.0283	688.0	20640	1.0353	0.8208
0.0283	689.0	20670	0.9711	0.7875
0.0283	690.0	20700	1.0280	0.7917
0.0283	691.0	20730	1.0708	0.8
0.0283	692.0	20760	1.2052	0.7583
0.0283	693.0	20790	1.1467	0.7625
0.0283	694.0	20820	0.9665	0.8
0.0283	695.0	20850	1.2117	0.7667
0.0283	696.0	20880	0.9303	0.8042
0.0283	697.0	20910	1.0587	0.7833
0.0283	698.0	20940	1.0979	0.7833
0.0283	699.0	20970	0.9975	0.8042
0.0326	700.0	21000	1.1632	0.7875
0.0326	701.0	21030	0.9511	0.8167
0.0326	702.0	21060	1.1559	0.7542
0.0326	703.0	21090	1.2330	0.7583
0.0326	704.0	21120	0.9977	0.7833
0.0326	705.0	21150	1.1061	0.775
0.0326	706.0	21180	1.1159	0.7917
0.0326	707.0	21210	0.9022	0.8292
0.0326	708.0	21240	1.1994	0.75
0.0326	709.0	21270	0.9543	0.8208
0.0326	710.0	21300	0.9715	0.8125
0.0326	711.0	21330	1.3772	0.7708
0.0326	712.0	21360	1.0394	0.8083
0.0326	713.0	21390	0.9502	0.7958
0.0326	714.0	21420	1.1898	0.7583
0.0326	715.0	21450	1.0820	0.8
0.0326	716.0	21480	1.3499	0.7375
0.0301	717.0	21510	1.2789	0.7667
0.0301	718.0	21540	1.0876	0.7833
0.0301	719.0	21570	1.1392	0.775
0.0301	720.0	21600	1.2245	0.7667
0.0301	721.0	21630	1.1443	0.8042
0.0301	722.0	21660	1.1618	0.7917
0.0301	723.0	21690	1.0548	0.7958
0.0301	724.0	21720	1.0702	0.8083
0.0301	725.0	21750	1.0840	0.7833
0.0301	726.0	21780	1.2450	0.8125
0.0301	727.0	21810	1.1175	0.7917
0.0301	728.0	21840	1.3475	0.7833
0.0301	729.0	21870	1.1527	0.7625
0.0301	730.0	21900	1.0586	0.7625
0.0301	731.0	21930	1.0848	0.7917
0.0301	732.0	21960	1.1244	0.7708
0.0301	733.0	21990	1.1275	0.775
0.0272	734.0	22020	0.9909	0.8042
0.0272	735.0	22050	1.2026	0.7625
0.0272	736.0	22080	1.0991	0.8125
0.0272	737.0	22110	1.2394	0.7708
0.0272	738.0	22140	1.0878	0.7917
0.0272	739.0	22170	1.1101	0.8125
0.0272	740.0	22200	1.1070	0.8167
0.0272	741.0	22230	1.0441	0.8125
0.0272	742.0	22260	1.0896	0.7958
0.0272	743.0	22290	1.0720	0.8333
0.0272	744.0	22320	1.0240	0.8
0.0272	745.0	22350	1.0434	0.7875
0.0272	746.0	22380	1.3495	0.7708
0.0272	747.0	22410	1.0755	0.775
0.0272	748.0	22440	1.2062	0.7917
0.0272	749.0	22470	1.1181	0.8167
0.0249	750.0	22500	0.8874	0.8
0.0249	751.0	22530	1.0670	0.8042
0.0249	752.0	22560	1.0972	0.8042
0.0249	753.0	22590	1.2970	0.7583
0.0249	754.0	22620	1.1709	0.7875
0.0249	755.0	22650	1.0521	0.8125
0.0249	756.0	22680	1.1236	0.8042
0.0249	757.0	22710	1.2493	0.7792
0.0249	758.0	22740	1.2774	0.8042
0.0249	759.0	22770	0.9895	0.8167
0.0249	760.0	22800	1.1395	0.7833
0.0249	761.0	22830	1.0139	0.8083
0.0249	762.0	22860	1.2967	0.8
0.0249	763.0	22890	1.1264	0.7833
0.0249	764.0	22920	1.1385	0.775
0.0249	765.0	22950	1.0383	0.7958
0.0249	766.0	22980	1.2166	0.8
0.0262	767.0	23010	1.0318	0.8042
0.0262	768.0	23040	1.2273	0.7792
0.0262	769.0	23070	1.1309	0.8167
0.0262	770.0	23100	1.2404	0.7792
0.0262	771.0	23130	1.2287	0.7917
0.0262	772.0	23160	1.0488	0.8208
0.0262	773.0	23190	1.0266	0.7833
0.0262	774.0	23220	1.1560	0.7792
0.0262	775.0	23250	1.2589	0.775
0.0262	776.0	23280	1.2857	0.7542
0.0262	777.0	23310	1.0205	0.7958
0.0262	778.0	23340	0.9728	0.8292
0.0262	779.0	23370	1.1494	0.7958
0.0262	780.0	23400	1.1652	0.7708
0.0262	781.0	23430	1.1576	0.8
0.0262	782.0	23460	1.1547	0.8042
0.0262	783.0	23490	1.0655	0.7792
0.0253	784.0	23520	1.0329	0.8
0.0253	785.0	23550	1.2010	0.7875
0.0253	786.0	23580	1.3480	0.7917
0.0253	787.0	23610	1.0791	0.775
0.0253	788.0	23640	1.1344	0.7875
0.0253	789.0	23670	1.3103	0.7958
0.0253	790.0	23700	1.2800	0.7917
0.0253	791.0	23730	1.3279	0.7792
0.0253	792.0	23760	1.2755	0.825
0.0253	793.0	23790	1.2713	0.7792
0.0253	794.0	23820	1.2899	0.8
0.0253	795.0	23850	1.2386	0.7833
0.0253	796.0	23880	1.1535	0.8
0.0253	797.0	23910	1.0342	0.8125
0.0253	798.0	23940	1.0722	0.7958
0.0253	799.0	23970	1.2387	0.8
0.0207	800.0	24000	1.0833	0.8167
0.0207	801.0	24030	1.1337	0.7792
0.0207	802.0	24060	1.1895	0.7667
0.0207	803.0	24090	0.9990	0.8125
0.0207	804.0	24120	1.0142	0.8083
0.0207	805.0	24150	1.1297	0.7958
0.0207	806.0	24180	0.9841	0.7917
0.0207	807.0	24210	1.3211	0.7625
0.0207	808.0	24240	1.3687	0.7792
0.0207	809.0	24270	1.4000	0.8083
0.0207	810.0	24300	1.0097	0.7833
0.0207	811.0	24330	0.9740	0.8083
0.0207	812.0	24360	1.4046	0.7708
0.0207	813.0	24390	1.1827	0.7833
0.0207	814.0	24420	0.9860	0.8
0.0207	815.0	24450	1.1385	0.775
0.0207	816.0	24480	1.2281	0.8125
0.0231	817.0	24510	1.3088	0.8042
0.0231	818.0	24540	1.1096	0.8
0.0231	819.0	24570	0.9547	0.7833
0.0231	820.0	24600	1.0840	0.7625
0.0231	821.0	24630	1.1569	0.7875
0.0231	822.0	24660	1.1002	0.7792
0.0231	823.0	24690	1.1376	0.7917
0.0231	824.0	24720	1.0571	0.8
0.0231	825.0	24750	1.0773	0.8083
0.0231	826.0	24780	1.1077	0.7833
0.0231	827.0	24810	1.2458	0.775
0.0231	828.0	24840	1.1643	0.7625
0.0231	829.0	24870	1.3109	0.8042
0.0231	830.0	24900	1.2572	0.7833
0.0231	831.0	24930	1.1068	0.8083
0.0231	832.0	24960	1.1389	0.8
0.0231	833.0	24990	1.0897	0.7958
0.0207	834.0	25020	1.2637	0.8042
0.0207	835.0	25050	1.3100	0.7833
0.0207	836.0	25080	0.9977	0.8
0.0207	837.0	25110	1.1378	0.8083
0.0207	838.0	25140	1.3694	0.7917
0.0207	839.0	25170	1.0631	0.8167
0.0207	840.0	25200	1.1366	0.7875
0.0207	841.0	25230	1.2233	0.7625
0.0207	842.0	25260	1.2924	0.7792
0.0207	843.0	25290	1.2211	0.8083
0.0207	844.0	25320	1.1005	0.8
0.0207	845.0	25350	1.2151	0.825
0.0207	846.0	25380	1.1359	0.8
0.0207	847.0	25410	0.8798	0.8208
0.0207	848.0	25440	1.1880	0.7833
0.0207	849.0	25470	0.9717	0.825
0.0215	850.0	25500	1.5594	0.7625
0.0215	851.0	25530	1.1872	0.8083
0.0215	852.0	25560	1.1898	0.8042
0.0215	853.0	25590	1.1967	0.7958
0.0215	854.0	25620	1.1443	0.7667
0.0215	855.0	25650	1.1826	0.7708
0.0215	856.0	25680	1.1462	0.7875
0.0215	857.0	25710	1.4278	0.7625
0.0215	858.0	25740	1.2068	0.8
0.0215	859.0	25770	1.2596	0.7875
0.0215	860.0	25800	1.1978	0.7958
0.0215	861.0	25830	1.2896	0.7958
0.0215	862.0	25860	1.2299	0.7542
0.0215	863.0	25890	1.2064	0.7583
0.0215	864.0	25920	1.1525	0.7875
0.0215	865.0	25950	1.2343	0.7625
0.0215	866.0	25980	1.0024	0.7875
0.0204	867.0	26010	1.0836	0.8125
0.0204	868.0	26040	1.1291	0.7792
0.0204	869.0	26070	1.0985	0.8125
0.0204	870.0	26100	0.9606	0.8125
0.0204	871.0	26130	1.0972	0.7917
0.0204	872.0	26160	1.2781	0.7833
0.0204	873.0	26190	1.2422	0.7792
0.0204	874.0	26220	1.1804	0.7917
0.0204	875.0	26250	1.1486	0.7958
0.0204	876.0	26280	1.2045	0.7583
0.0204	877.0	26310	1.3727	0.8
0.0204	878.0	26340	1.3952	0.7958
0.0204	879.0	26370	1.3071	0.7458
0.0204	880.0	26400	1.2558	0.7667
0.0204	881.0	26430	0.9884	0.825
0.0204	882.0	26460	1.1677	0.8083
0.0204	883.0	26490	1.0072	0.8208
0.0191	884.0	26520	1.2943	0.8042
0.0191	885.0	26550	1.0277	0.8042
0.0191	886.0	26580	1.0072	0.8125
0.0191	887.0	26610	1.1419	0.775
0.0191	888.0	26640	1.2148	0.8083
0.0191	889.0	26670	1.2696	0.7583
0.0191	890.0	26700	0.9889	0.8167
0.0191	891.0	26730	0.9741	0.7958
0.0191	892.0	26760	1.1884	0.8208
0.0191	893.0	26790	1.1508	0.7833
0.0191	894.0	26820	1.2028	0.8208
0.0191	895.0	26850	1.2590	0.8208
0.0191	896.0	26880	0.9745	0.8208
0.0191	897.0	26910	1.4040	0.7667
0.0191	898.0	26940	1.0628	0.7667
0.0191	899.0	26970	1.1360	0.775
0.0166	900.0	27000	1.1260	0.8167
0.0166	901.0	27030	1.0662	0.8125
0.0166	902.0	27060	1.2636	0.7625
0.0166	903.0	27090	1.2996	0.7792
0.0166	904.0	27120	1.2951	0.7792
0.0166	905.0	27150	0.9613	0.8042
0.0166	906.0	27180	1.0893	0.8125
0.0166	907.0	27210	1.3048	0.7958
0.0166	908.0	27240	1.0748	0.7875
0.0166	909.0	27270	1.3204	0.7708
0.0166	910.0	27300	1.2628	0.8083
0.0166	911.0	27330	1.2394	0.7833
0.0166	912.0	27360	1.1889	0.8125
0.0166	913.0	27390	1.0724	0.8167
0.0166	914.0	27420	1.2091	0.7583
0.0166	915.0	27450	1.2722	0.7583
0.0166	916.0	27480	1.0382	0.7917
0.0184	917.0	27510	1.1779	0.7833
0.0184	918.0	27540	1.1789	0.7833
0.0184	919.0	27570	1.2081	0.7833
0.0184	920.0	27600	1.2754	0.7917
0.0184	921.0	27630	1.2520	0.8
0.0184	922.0	27660	1.2760	0.7583
0.0184	923.0	27690	1.1261	0.8042
0.0184	924.0	27720	1.0372	0.8083
0.0184	925.0	27750	0.9795	0.8167
0.0184	926.0	27780	1.3099	0.775
0.0184	927.0	27810	1.2417	0.7625
0.0184	928.0	27840	1.2214	0.75
0.0184	929.0	27870	1.3354	0.7917
0.0184	930.0	27900	1.2369	0.7958
0.0184	931.0	27930	1.2308	0.7958
0.0184	932.0	27960	1.0644	0.8042
0.0184	933.0	27990	1.2438	0.8
0.0152	934.0	28020	1.1781	0.7875
0.0152	935.0	28050	1.0581	0.8042
0.0152	936.0	28080	1.3594	0.7875
0.0152	937.0	28110	1.3270	0.7625
0.0152	938.0	28140	1.4216	0.7833
0.0152	939.0	28170	1.4995	0.7542
0.0152	940.0	28200	0.9541	0.825
0.0152	941.0	28230	1.1239	0.7667
0.0152	942.0	28260	1.1585	0.7792
0.0152	943.0	28290	1.2934	0.7625
0.0152	944.0	28320	1.0039	0.7875
0.0152	945.0	28350	1.0728	0.7833
0.0152	946.0	28380	1.2731	0.8
0.0152	947.0	28410	1.2042	0.8125
0.0152	948.0	28440	1.3425	0.7667
0.0152	949.0	28470	1.2167	0.7958
0.0154	950.0	28500	1.1224	0.8
0.0154	951.0	28530	1.0493	0.8167
0.0154	952.0	28560	1.4145	0.7708
0.0154	953.0	28590	1.2137	0.7917
0.0154	954.0	28620	1.2327	0.8125
0.0154	955.0	28650	1.2070	0.8167
0.0154	956.0	28680	1.0862	0.8042
0.0154	957.0	28710	1.0016	0.8083
0.0154	958.0	28740	1.2085	0.8042
0.0154	959.0	28770	1.0550	0.8083
0.0154	960.0	28800	1.1622	0.7917
0.0154	961.0	28830	1.1003	0.8292
0.0154	962.0	28860	1.1365	0.7958
0.0154	963.0	28890	1.3100	0.7667
0.0154	964.0	28920	1.2175	0.7792
0.0154	965.0	28950	1.2421	0.7833
0.0154	966.0	28980	1.2706	0.7875
0.0155	967.0	29010	0.9261	0.8125
0.0155	968.0	29040	1.5476	0.7917
0.0155	969.0	29070	1.3698	0.7917
0.0155	970.0	29100	1.3555	0.8292
0.0155	971.0	29130	1.3758	0.7875
0.0155	972.0	29160	1.1446	0.8083
0.0155	973.0	29190	1.1567	0.825
0.0155	974.0	29220	1.2239	0.7958
0.0155	975.0	29250	1.2984	0.775
0.0155	976.0	29280	1.3331	0.8042
0.0155	977.0	29310	1.3698	0.7708
0.0155	978.0	29340	1.3179	0.7917
0.0155	979.0	29370	1.2027	0.8
0.0155	980.0	29400	0.9489	0.8208
0.0155	981.0	29430	1.1286	0.7708
0.0155	982.0	29460	1.2550	0.8125
0.0155	983.0	29490	1.3201	0.7833
0.0176	984.0	29520	1.1823	0.8
0.0176	985.0	29550	1.6433	0.7875
0.0176	986.0	29580	1.1672	0.7792
0.0176	987.0	29610	1.3200	0.7917
0.0176	988.0	29640	1.1838	0.8
0.0176	989.0	29670	1.2769	0.7708
0.0176	990.0	29700	1.1194	0.8333
0.0176	991.0	29730	1.1779	0.7708
0.0176	992.0	29760	1.4575	0.7833
0.0176	993.0	29790	1.3840	0.775
0.0176	994.0	29820	1.5852	0.7833
0.0176	995.0	29850	1.2423	0.8
0.0176	996.0	29880	1.2358	0.8167
0.0176	997.0	29910	1.3483	0.7792
0.0176	998.0	29940	1.4198	0.75
0.0176	999.0	29970	1.1185	0.7917
0.015	1000.0	30000	1.4292	0.8
0.015	1001.0	30030	1.3571	0.8
0.015	1002.0	30060	1.4920	0.7583
0.015	1003.0	30090	1.3661	0.8083
0.015	1004.0	30120	1.4176	0.7708
0.015	1005.0	30150	1.3307	0.825
0.015	1006.0	30180	1.4701	0.7792
0.015	1007.0	30210	1.2148	0.7875
0.015	1008.0	30240	1.2507	0.7667
0.015	1009.0	30270	1.0981	0.775
0.015	1010.0	30300	1.1084	0.8125
0.015	1011.0	30330	1.1015	0.8
0.015	1012.0	30360	1.3804	0.7917
0.015	1013.0	30390	1.2149	0.8125
0.015	1014.0	30420	1.0234	0.7958
0.015	1015.0	30450	1.2014	0.7958
0.015	1016.0	30480	1.0906	0.8125
0.0172	1017.0	30510	1.1625	0.8083
0.0172	1018.0	30540	1.1962	0.8167
0.0172	1019.0	30570	1.2694	0.8
0.0172	1020.0	30600	1.1312	0.8167
0.0172	1021.0	30630	1.6004	0.7125
0.0172	1022.0	30660	0.9532	0.8292
0.0172	1023.0	30690	1.2767	0.7833
0.0172	1024.0	30720	1.2132	0.8083
0.0172	1025.0	30750	1.4019	0.8
0.0172	1026.0	30780	1.1299	0.8167
0.0172	1027.0	30810	1.1287	0.7917
0.0172	1028.0	30840	1.1774	0.7667
0.0172	1029.0	30870	1.1074	0.8
0.0172	1030.0	30900	1.2399	0.8042
0.0172	1031.0	30930	1.1009	0.8
0.0172	1032.0	30960	1.2207	0.7667
0.0172	1033.0	30990	1.4750	0.7875
0.0168	1034.0	31020	1.1526	0.7875
0.0168	1035.0	31050	1.2182	0.8167
0.0168	1036.0	31080	1.1382	0.7917
0.0168	1037.0	31110	1.1549	0.7958
0.0168	1038.0	31140	1.1373	0.8375
0.0168	1039.0	31170	1.1892	0.775
0.0168	1040.0	31200	1.0540	0.8167
0.0168	1041.0	31230	1.0543	0.7875
0.0168	1042.0	31260	1.7781	0.7
0.0168	1043.0	31290	1.2750	0.7958
0.0168	1044.0	31320	1.0537	0.7958
0.0168	1045.0	31350	1.0793	0.7958
0.0168	1046.0	31380	1.2879	0.8
0.0168	1047.0	31410	1.2407	0.7917
0.0168	1048.0	31440	1.2887	0.7917
0.0168	1049.0	31470	1.1768	0.7917
0.0171	1050.0	31500	1.2488	0.8167
0.0171	1051.0	31530	1.2811	0.7667
0.0171	1052.0	31560	1.4288	0.7833
0.0171	1053.0	31590	1.1834	0.8208
0.0171	1054.0	31620	1.4607	0.7958
0.0171	1055.0	31650	1.2909	0.7875
0.0171	1056.0	31680	1.4200	0.7917
0.0171	1057.0	31710	1.1359	0.8167
0.0171	1058.0	31740	1.2413	0.8
0.0171	1059.0	31770	1.1094	0.8125
0.0171	1060.0	31800	1.1526	0.7833
0.0171	1061.0	31830	1.3996	0.7625
0.0171	1062.0	31860	1.2302	0.8083
0.0171	1063.0	31890	1.2330	0.775
0.0171	1064.0	31920	1.2275	0.8
0.0171	1065.0	31950	1.2238	0.8208
0.0171	1066.0	31980	1.2760	0.8083
0.015	1067.0	32010	1.1757	0.7917
0.015	1068.0	32040	1.3817	0.7833
0.015	1069.0	32070	1.3511	0.7625
0.015	1070.0	32100	1.2074	0.8042
0.015	1071.0	32130	1.3793	0.7792
0.015	1072.0	32160	1.0829	0.7875
0.015	1073.0	32190	1.1831	0.8042
0.015	1074.0	32220	1.3478	0.8083
0.015	1075.0	32250	1.2172	0.8
0.015	1076.0	32280	1.1870	0.7833
0.015	1077.0	32310	1.3886	0.7833
0.015	1078.0	32340	1.3042	0.8
0.015	1079.0	32370	1.2325	0.7958
0.015	1080.0	32400	1.5088	0.775
0.015	1081.0	32430	1.1727	0.8
0.015	1082.0	32460	1.2728	0.8125
0.015	1083.0	32490	1.3919	0.7667
0.0177	1084.0	32520	1.3616	0.7958
0.0177	1085.0	32550	1.3399	0.7958
0.0177	1086.0	32580	1.3119	0.775
0.0177	1087.0	32610	1.2765	0.7958
0.0177	1088.0	32640	1.1675	0.7708
0.0177	1089.0	32670	1.2446	0.8083
0.0177	1090.0	32700	1.3678	0.7917
0.0177	1091.0	32730	1.4348	0.7542
0.0177	1092.0	32760	1.4077	0.75
0.0177	1093.0	32790	1.0270	0.8208
0.0177	1094.0	32820	1.1600	0.8167
0.0177	1095.0	32850	1.2207	0.7917
0.0177	1096.0	32880	1.4131	0.8042
0.0177	1097.0	32910	1.3109	0.7792
0.0177	1098.0	32940	1.2776	0.7417
0.0177	1099.0	32970	1.1072	0.8042
0.0142	1100.0	33000	1.1199	0.825
0.0142	1101.0	33030	1.2923	0.7833
0.0142	1102.0	33060	1.3257	0.8
0.0142	1103.0	33090	1.2255	0.8125
0.0142	1104.0	33120	1.4188	0.775
0.0142	1105.0	33150	1.3203	0.7833
0.0142	1106.0	33180	1.3513	0.7792
0.0142	1107.0	33210	1.1060	0.8125
0.0142	1108.0	33240	1.2840	0.7875
0.0142	1109.0	33270	1.2345	0.8042
0.0142	1110.0	33300	1.2918	0.8125
0.0142	1111.0	33330	1.2811	0.7875
0.0142	1112.0	33360	1.2805	0.8042
0.0142	1113.0	33390	1.2860	0.7875
0.0142	1114.0	33420	1.2186	0.8042
0.0142	1115.0	33450	1.1594	0.825
0.0142	1116.0	33480	1.2668	0.7833
0.0148	1117.0	33510	1.2472	0.8208
0.0148	1118.0	33540	1.2199	0.8125
0.0148	1119.0	33570	1.2872	0.7875
0.0148	1120.0	33600	1.2223	0.775
0.0148	1121.0	33630	1.1484	0.8125
0.0148	1122.0	33660	1.3649	0.7958
0.0148	1123.0	33690	1.0882	0.7958
0.0148	1124.0	33720	1.1841	0.7625
0.0148	1125.0	33750	1.1985	0.7958
0.0148	1126.0	33780	1.2063	0.7875
0.0148	1127.0	33810	1.4187	0.7958
0.0148	1128.0	33840	1.3637	0.7833
0.0148	1129.0	33870	1.3114	0.7875
0.0148	1130.0	33900	1.0851	0.825
0.0148	1131.0	33930	1.4881	0.7667
0.0148	1132.0	33960	1.5678	0.7792
0.0148	1133.0	33990	1.4227	0.8125
0.0139	1134.0	34020	1.1429	0.8292
0.0139	1135.0	34050	1.2332	0.8
0.0139	1136.0	34080	1.3828	0.7583
0.0139	1137.0	34110	1.2947	0.8083
0.0139	1138.0	34140	1.1120	0.8208
0.0139	1139.0	34170	1.2132	0.7875
0.0139	1140.0	34200	1.4537	0.7667
0.0139	1141.0	34230	1.3759	0.7875
0.0139	1142.0	34260	1.2975	0.8042
0.0139	1143.0	34290	1.3009	0.7792
0.0139	1144.0	34320	1.1644	0.8125
0.0139	1145.0	34350	1.3290	0.7958
0.0139	1146.0	34380	1.3580	0.8042
0.0139	1147.0	34410	1.1816	0.7958
0.0139	1148.0	34440	1.2178	0.8167
0.0139	1149.0	34470	1.5208	0.7625
0.0131	1150.0	34500	1.2757	0.7875
0.0131	1151.0	34530	1.4133	0.7917
0.0131	1152.0	34560	1.1700	0.8125
0.0131	1153.0	34590	1.3750	0.7958
0.0131	1154.0	34620	1.3490	0.8
0.0131	1155.0	34650	1.3869	0.775
0.0131	1156.0	34680	1.4270	0.8042
0.0131	1157.0	34710	1.1555	0.8083
0.0131	1158.0	34740	1.2426	0.775
0.0131	1159.0	34770	1.2148	0.7833
0.0131	1160.0	34800	1.2437	0.825
0.0131	1161.0	34830	1.4501	0.7583
0.0131	1162.0	34860	1.1728	0.7833
0.0131	1163.0	34890	1.4399	0.7792
0.0131	1164.0	34920	1.3135	0.7875
0.0131	1165.0	34950	1.1913	0.8333
0.0131	1166.0	34980	1.2604	0.7875
0.0141	1167.0	35010	1.4779	0.7875
0.0141	1168.0	35040	1.0426	0.8125
0.0141	1169.0	35070	1.4297	0.775
0.0141	1170.0	35100	1.2091	0.7958
0.0141	1171.0	35130	1.2682	0.7833
0.0141	1172.0	35160	1.4470	0.775
0.0141	1173.0	35190	1.1855	0.8167
0.0141	1174.0	35220	1.3932	0.7667
0.0141	1175.0	35250	1.2889	0.7917
0.0141	1176.0	35280	1.1186	0.8208
0.0141	1177.0	35310	1.4161	0.775
0.0141	1178.0	35340	1.2205	0.8
0.0141	1179.0	35370	1.4083	0.7792
0.0141	1180.0	35400	1.4713	0.7958
0.0141	1181.0	35430	1.2595	0.7792
0.0141	1182.0	35460	1.2736	0.7667
0.0141	1183.0	35490	1.1907	0.7917
0.016	1184.0	35520	1.3182	0.7833
0.016	1185.0	35550	1.2241	0.8333
0.016	1186.0	35580	1.0391	0.8125
0.016	1187.0	35610	1.4469	0.775
0.016	1188.0	35640	1.2545	0.8
0.016	1189.0	35670	1.3608	0.7833
0.016	1190.0	35700	1.2944	0.8083
0.016	1191.0	35730	1.4708	0.775
0.016	1192.0	35760	1.1792	0.8208
0.016	1193.0	35790	1.4941	0.7708
0.016	1194.0	35820	1.3757	0.7875
0.016	1195.0	35850	1.5045	0.8083
0.016	1196.0	35880	1.1618	0.8
0.016	1197.0	35910	1.3231	0.7875
0.016	1198.0	35940	1.6181	0.7625
0.016	1199.0	35970	1.4816	0.7583
0.0108	1200.0	36000	1.4468	0.7625
0.0108	1201.0	36030	1.4746	0.7875
0.0108	1202.0	36060	1.2116	0.8042
0.0108	1203.0	36090	1.1604	0.7958
0.0108	1204.0	36120	1.3660	0.7917
0.0108	1205.0	36150	1.2539	0.8125
0.0108	1206.0	36180	1.6884	0.7917
0.0108	1207.0	36210	1.2239	0.8083
0.0108	1208.0	36240	1.3461	0.8083
0.0108	1209.0	36270	1.3824	0.7792
0.0108	1210.0	36300	1.2422	0.8125
0.0108	1211.0	36330	1.4409	0.7875
0.0108	1212.0	36360	0.9312	0.8417
0.0108	1213.0	36390	1.1455	0.7875
0.0108	1214.0	36420	1.2086	0.7875
0.0108	1215.0	36450	1.2418	0.8208
0.0108	1216.0	36480	1.2790	0.8
0.0121	1217.0	36510	1.3987	0.7958
0.0121	1218.0	36540	1.5869	0.7417
0.0121	1219.0	36570	1.1666	0.7792
0.0121	1220.0	36600	1.2105	0.8208
0.0121	1221.0	36630	1.2959	0.775
0.0121	1222.0	36660	1.3241	0.7667
0.0121	1223.0	36690	1.2996	0.8042
0.0121	1224.0	36720	1.3784	0.75
0.0121	1225.0	36750	1.4736	0.7917
0.0121	1226.0	36780	1.2993	0.775
0.0121	1227.0	36810	1.3094	0.7958
0.0121	1228.0	36840	1.3072	0.7875
0.0121	1229.0	36870	1.2921	0.7667
0.0121	1230.0	36900	1.3255	0.8042
0.0121	1231.0	36930	1.3001	0.7833
0.0121	1232.0	36960	1.3200	0.8042
0.0121	1233.0	36990	1.4908	0.7792
0.0126	1234.0	37020	1.2452	0.8083
0.0126	1235.0	37050	1.3089	0.8
0.0126	1236.0	37080	1.4038	0.8083
0.0126	1237.0	37110	1.1996	0.7875
0.0126	1238.0	37140	1.4119	0.8292
0.0126	1239.0	37170	1.2332	0.8167
0.0126	1240.0	37200	1.1774	0.7917
0.0126	1241.0	37230	1.3389	0.8
0.0126	1242.0	37260	1.4678	0.7667
0.0126	1243.0	37290	1.4133	0.775
0.0126	1244.0	37320	1.3449	0.8042
0.0126	1245.0	37350	1.5209	0.7875
0.0126	1246.0	37380	1.2873	0.8125
0.0126	1247.0	37410	1.4443	0.7833
0.0126	1248.0	37440	1.2808	0.8125
0.0126	1249.0	37470	1.5125	0.775
0.0139	1250.0	37500	1.2931	0.8042
0.0139	1251.0	37530	1.1329	0.8167
0.0139	1252.0	37560	1.3924	0.8042
0.0139	1253.0	37590	1.5617	0.775
0.0139	1254.0	37620	1.3317	0.8042
0.0139	1255.0	37650	1.4886	0.7917
0.0139	1256.0	37680	1.2164	0.8125
0.0139	1257.0	37710	1.3023	0.8
0.0139	1258.0	37740	1.3687	0.8
0.0139	1259.0	37770	1.1631	0.8125
0.0139	1260.0	37800	1.2467	0.8
0.0139	1261.0	37830	1.1801	0.8375
0.0139	1262.0	37860	1.1806	0.7917
0.0139	1263.0	37890	1.4988	0.7833
0.0139	1264.0	37920	1.3505	0.7875
0.0139	1265.0	37950	1.2264	0.8167
0.0139	1266.0	37980	1.5791	0.8125
0.014	1267.0	38010	1.2901	0.825
0.014	1268.0	38040	1.2634	0.8
0.014	1269.0	38070	1.1945	0.7833
0.014	1270.0	38100	1.2704	0.7625
0.014	1271.0	38130	1.5594	0.7667
0.014	1272.0	38160	1.3672	0.8042
0.014	1273.0	38190	1.4381	0.775
0.014	1274.0	38220	1.8510	0.7208
0.014	1275.0	38250	1.3156	0.7917
0.014	1276.0	38280	1.2853	0.8042
0.014	1277.0	38310	1.3247	0.8
0.014	1278.0	38340	1.1573	0.8167
0.014	1279.0	38370	1.2918	0.8083
0.014	1280.0	38400	1.3332	0.7708
0.014	1281.0	38430	1.5114	0.7583
0.014	1282.0	38460	1.6017	0.7583
0.014	1283.0	38490	1.2733	0.825
0.0132	1284.0	38520	1.4314	0.7875
0.0132	1285.0	38550	1.3916	0.7708
0.0132	1286.0	38580	1.1371	0.8167
0.0132	1287.0	38610	1.3006	0.7833
0.0132	1288.0	38640	1.2554	0.7833
0.0132	1289.0	38670	1.4035	0.7917
0.0132	1290.0	38700	1.0704	0.7875
0.0132	1291.0	38730	1.3593	0.7542
0.0132	1292.0	38760	1.2005	0.8042
0.0132	1293.0	38790	1.3436	0.8042
0.0132	1294.0	38820	1.3618	0.7833
0.0132	1295.0	38850	1.4030	0.8125
0.0132	1296.0	38880	1.2990	0.8167
0.0132	1297.0	38910	1.0381	0.8292
0.0132	1298.0	38940	1.3280	0.7917
0.0132	1299.0	38970	1.2085	0.8042
0.0135	1300.0	39000	1.1258	0.8042
0.0135	1301.0	39030	1.4681	0.7833
0.0135	1302.0	39060	1.2293	0.8083
0.0135	1303.0	39090	1.3352	0.8125
0.0135	1304.0	39120	1.2390	0.8042
0.0135	1305.0	39150	1.3284	0.7958
0.0135	1306.0	39180	1.3757	0.7833
0.0135	1307.0	39210	1.5578	0.775
0.0135	1308.0	39240	1.2721	0.7792
0.0135	1309.0	39270	1.4933	0.8167
0.0135	1310.0	39300	1.4297	0.8042
0.0135	1311.0	39330	1.1987	0.775
0.0135	1312.0	39360	1.2935	0.8083
0.0135	1313.0	39390	1.2500	0.775
0.0135	1314.0	39420	1.3369	0.7917
0.0135	1315.0	39450	1.2369	0.8042
0.0135	1316.0	39480	1.3597	0.8042
0.0127	1317.0	39510	1.5542	0.8042
0.0127	1318.0	39540	1.2995	0.7833
0.0127	1319.0	39570	1.4383	0.7958
0.0127	1320.0	39600	1.2405	0.8083
0.0127	1321.0	39630	1.4988	0.7792
0.0127	1322.0	39660	1.4485	0.7833
0.0127	1323.0	39690	1.2489	0.7875
0.0127	1324.0	39720	1.1591	0.7833
0.0127	1325.0	39750	1.2731	0.7917
0.0127	1326.0	39780	1.4482	0.7958
0.0127	1327.0	39810	1.2610	0.7875
0.0127	1328.0	39840	1.4610	0.7917
0.0127	1329.0	39870	1.5360	0.7708
0.0127	1330.0	39900	1.3631	0.7667
0.0127	1331.0	39930	1.3288	0.7958
0.0127	1332.0	39960	1.3469	0.7958
0.0127	1333.0	39990	1.4929	0.7833
0.0119	1334.0	40020	1.1060	0.7958
0.0119	1335.0	40050	1.1872	0.7958
0.0119	1336.0	40080	1.3432	0.7917
0.0119	1337.0	40110	1.4642	0.7958
0.0119	1338.0	40140	1.0872	0.825
0.0119	1339.0	40170	1.0611	0.8042
0.0119	1340.0	40200	1.2117	0.8083
0.0119	1341.0	40230	1.1744	0.8
0.0119	1342.0	40260	1.4946	0.7875
0.0119	1343.0	40290	1.4924	0.7667
0.0119	1344.0	40320	1.6512	0.7958
0.0119	1345.0	40350	1.3300	0.8333
0.0119	1346.0	40380	1.4894	0.7833
0.0119	1347.0	40410	1.1712	0.7833
0.0119	1348.0	40440	1.4388	0.7792
0.0119	1349.0	40470	1.3988	0.775
0.0117	1350.0	40500	1.2460	0.8042
0.0117	1351.0	40530	1.1276	0.8125
0.0117	1352.0	40560	1.2683	0.7917
0.0117	1353.0	40590	1.3402	0.8167
0.0117	1354.0	40620	1.1061	0.8375
0.0117	1355.0	40650	1.2443	0.8042
0.0117	1356.0	40680	1.5169	0.7542
0.0117	1357.0	40710	1.1183	0.8
0.0117	1358.0	40740	1.1952	0.7917
0.0117	1359.0	40770	1.2697	0.7958
0.0117	1360.0	40800	1.3521	0.7833
0.0117	1361.0	40830	1.4172	0.7917
0.0117	1362.0	40860	1.4201	0.7917
0.0117	1363.0	40890	1.0224	0.8333
0.0117	1364.0	40920	1.5423	0.7833
0.0117	1365.0	40950	1.2901	0.7917
0.0117	1366.0	40980	1.2830	0.7875
0.0119	1367.0	41010	1.0776	0.7958
0.0119	1368.0	41040	1.2689	0.8
0.0119	1369.0	41070	1.1735	0.8208
0.0119	1370.0	41100	1.3600	0.7917
0.0119	1371.0	41130	1.4670	0.8
0.0119	1372.0	41160	1.3187	0.7792
0.0119	1373.0	41190	1.3816	0.8125
0.0119	1374.0	41220	1.3887	0.7917
0.0119	1375.0	41250	1.3960	0.8083
0.0119	1376.0	41280	1.8548	0.7667
0.0119	1377.0	41310	1.5282	0.7875
0.0119	1378.0	41340	1.2598	0.7875
0.0119	1379.0	41370	1.2086	0.7792
0.0119	1380.0	41400	1.0611	0.8042
0.0119	1381.0	41430	1.4254	0.7917
0.0119	1382.0	41460	1.4113	0.7917
0.0119	1383.0	41490	1.5810	0.775
0.0122	1384.0	41520	1.2773	0.7667
0.0122	1385.0	41550	1.4357	0.7875
0.0122	1386.0	41580	1.5143	0.8042
0.0122	1387.0	41610	1.3586	0.7917
0.0122	1388.0	41640	1.3677	0.7542
0.0122	1389.0	41670	1.4306	0.7833
0.0122	1390.0	41700	1.4094	0.775
0.0122	1391.0	41730	1.2797	0.7875
0.0122	1392.0	41760	1.1697	0.7875
0.0122	1393.0	41790	1.1379	0.8125
0.0122	1394.0	41820	1.2648	0.7833
0.0122	1395.0	41850	1.3288	0.7917
0.0122	1396.0	41880	1.3606	0.7958
0.0122	1397.0	41910	1.2689	0.7792
0.0122	1398.0	41940	1.2074	0.8292
0.0122	1399.0	41970	1.1529	0.8083
0.0117	1400.0	42000	1.2803	0.7875
0.0117	1401.0	42030	1.3206	0.8
0.0117	1402.0	42060	1.3851	0.7792
0.0117	1403.0	42090	1.1094	0.8042
0.0117	1404.0	42120	1.5090	0.7875
0.0117	1405.0	42150	1.3904	0.7833
0.0117	1406.0	42180	1.3749	0.8
0.0117	1407.0	42210	1.2993	0.7917
0.0117	1408.0	42240	1.3366	0.7875
0.0117	1409.0	42270	1.3067	0.8083
0.0117	1410.0	42300	1.4128	0.775
0.0117	1411.0	42330	1.2120	0.8208
0.0117	1412.0	42360	1.1774	0.8125
0.0117	1413.0	42390	1.1445	0.8125
0.0117	1414.0	42420	1.5141	0.7833
0.0117	1415.0	42450	1.4082	0.7833
0.0117	1416.0	42480	1.3647	0.7833
0.0109	1417.0	42510	1.3435	0.7958
0.0109	1418.0	42540	1.4641	0.8
0.0109	1419.0	42570	1.2633	0.8125
0.0109	1420.0	42600	1.3394	0.8042
0.0109	1421.0	42630	1.4154	0.8042
0.0109	1422.0	42660	1.2684	0.7958
0.0109	1423.0	42690	1.3496	0.8042
0.0109	1424.0	42720	1.3884	0.8042
0.0109	1425.0	42750	1.2356	0.7708
0.0109	1426.0	42780	1.2875	0.7958
0.0109	1427.0	42810	1.3178	0.8042
0.0109	1428.0	42840	1.4535	0.7917
0.0109	1429.0	42870	1.2387	0.8083
0.0109	1430.0	42900	1.6628	0.7458
0.0109	1431.0	42930	1.4390	0.8125
0.0109	1432.0	42960	1.2688	0.7833
0.0109	1433.0	42990	1.3232	0.8
0.0133	1434.0	43020	1.1935	0.8125
0.0133	1435.0	43050	1.4634	0.7917
0.0133	1436.0	43080	1.0387	0.8167
0.0133	1437.0	43110	1.5935	0.8
0.0133	1438.0	43140	1.0836	0.8
0.0133	1439.0	43170	1.2449	0.8125
0.0133	1440.0	43200	1.2790	0.7958
0.0133	1441.0	43230	1.3732	0.8125
0.0133	1442.0	43260	1.0954	0.8292
0.0133	1443.0	43290	1.3387	0.7917
0.0133	1444.0	43320	1.4839	0.7833
0.0133	1445.0	43350	1.4672	0.7875
0.0133	1446.0	43380	1.3551	0.7667
0.0133	1447.0	43410	1.5240	0.7458
0.0133	1448.0	43440	1.0737	0.8
0.0133	1449.0	43470	1.3365	0.7958
0.0117	1450.0	43500	1.5471	0.8125
0.0117	1451.0	43530	1.2186	0.7875
0.0117	1452.0	43560	1.4005	0.7833
0.0117	1453.0	43590	1.3964	0.8083
0.0117	1454.0	43620	1.3173	0.8042
0.0117	1455.0	43650	1.1150	0.8417
0.0117	1456.0	43680	1.1728	0.7917
0.0117	1457.0	43710	1.4196	0.7792
0.0117	1458.0	43740	1.4560	0.8
0.0117	1459.0	43770	1.3794	0.8167
0.0117	1460.0	43800	1.3478	0.7792
0.0117	1461.0	43830	1.3383	0.8042
0.0117	1462.0	43860	1.2820	0.8125
0.0117	1463.0	43890	1.1542	0.7875
0.0117	1464.0	43920	1.4135	0.7792
0.0117	1465.0	43950	1.3492	0.8
0.0117	1466.0	43980	2.0121	0.7
0.0086	1467.0	44010	1.5258	0.7792
0.0086	1468.0	44040	1.3612	0.8125
0.0086	1469.0	44070	1.4076	0.7917
0.0086	1470.0	44100	1.2031	0.8208
0.0086	1471.0	44130	1.4157	0.7792
0.0086	1472.0	44160	1.4416	0.8083
0.0086	1473.0	44190	1.4480	0.7833
0.0086	1474.0	44220	1.1862	0.8167
0.0086	1475.0	44250	1.3431	0.7792
0.0086	1476.0	44280	1.2668	0.8208
0.0086	1477.0	44310	1.5297	0.775
0.0086	1478.0	44340	1.4872	0.7833
0.0086	1479.0	44370	1.2053	0.8333
0.0086	1480.0	44400	1.2900	0.7833
0.0086	1481.0	44430	1.4907	0.775
0.0086	1482.0	44460	1.2355	0.8083
0.0086	1483.0	44490	1.1396	0.775
0.0088	1484.0	44520	1.5673	0.7833
0.0088	1485.0	44550	1.4772	0.8042
0.0088	1486.0	44580	1.5385	0.7583
0.0088	1487.0	44610	1.5553	0.8125
0.0088	1488.0	44640	1.4577	0.7917
0.0088	1489.0	44670	0.9210	0.8333
0.0088	1490.0	44700	1.1163	0.8083
0.0088	1491.0	44730	1.2678	0.8
0.0088	1492.0	44760	1.2810	0.7958
0.0088	1493.0	44790	1.5296	0.7875
0.0088	1494.0	44820	1.1364	0.775
0.0088	1495.0	44850	1.1587	0.8208
0.0088	1496.0	44880	1.3942	0.7917
0.0088	1497.0	44910	1.4652	0.8083
0.0088	1498.0	44940	1.5409	0.7875
0.0088	1499.0	44970	1.2924	0.8
0.0129	1500.0	45000	1.4110	0.8125
0.0129	1501.0	45030	1.3966	0.8042
0.0129	1502.0	45060	1.3567	0.8042
0.0129	1503.0	45090	1.2921	0.775
0.0129	1504.0	45120	1.1863	0.8083
0.0129	1505.0	45150	1.5501	0.7792
0.0129	1506.0	45180	1.5077	0.7792
0.0129	1507.0	45210	1.4453	0.8167
0.0129	1508.0	45240	1.7031	0.8042
0.0129	1509.0	45270	1.4184	0.7958
0.0129	1510.0	45300	1.4755	0.7917
0.0129	1511.0	45330	1.3509	0.7875
0.0129	1512.0	45360	1.3863	0.775
0.0129	1513.0	45390	1.1137	0.8
0.0129	1514.0	45420	1.6185	0.7792
0.0129	1515.0	45450	1.5356	0.7875
0.0129	1516.0	45480	1.3424	0.8042
0.0091	1517.0	45510	1.3850	0.7875
0.0091	1518.0	45540	1.3671	0.7792
0.0091	1519.0	45570	1.5930	0.7917
0.0091	1520.0	45600	1.2088	0.8
0.0091	1521.0	45630	1.4669	0.8042
0.0091	1522.0	45660	1.3986	0.7875
0.0091	1523.0	45690	1.7112	0.75
0.0091	1524.0	45720	1.1584	0.8208
0.0091	1525.0	45750	1.3584	0.7792
0.0091	1526.0	45780	1.5027	0.7542
0.0091	1527.0	45810	1.3276	0.8125
0.0091	1528.0	45840	1.2703	0.8167
0.0091	1529.0	45870	1.6849	0.7125
0.0091	1530.0	45900	1.4520	0.7833
0.0091	1531.0	45930	1.3507	0.7833
0.0091	1532.0	45960	1.2636	0.8125
0.0091	1533.0	45990	1.3649	0.7625
0.0112	1534.0	46020	1.4273	0.7542
0.0112	1535.0	46050	1.3029	0.8
0.0112	1536.0	46080	1.1719	0.8208
0.0112	1537.0	46110	1.3519	0.8083
0.0112	1538.0	46140	1.0847	0.8083
0.0112	1539.0	46170	1.4050	0.8
0.0112	1540.0	46200	1.6150	0.7958
0.0112	1541.0	46230	1.2510	0.7917
0.0112	1542.0	46260	1.7382	0.7833
0.0112	1543.0	46290	1.2740	0.8
0.0112	1544.0	46320	1.1606	0.8167
0.0112	1545.0	46350	1.0645	0.8333
0.0112	1546.0	46380	1.4396	0.7917
0.0112	1547.0	46410	1.3832	0.7875
0.0112	1548.0	46440	1.0985	0.825
0.0112	1549.0	46470	1.2882	0.7792
0.0096	1550.0	46500	1.3089	0.7875
0.0096	1551.0	46530	1.2983	0.8167
0.0096	1552.0	46560	1.6504	0.7583
0.0096	1553.0	46590	1.4972	0.7875
0.0096	1554.0	46620	1.6400	0.7958
0.0096	1555.0	46650	1.8197	0.7667
0.0096	1556.0	46680	1.3075	0.8083
0.0096	1557.0	46710	1.4223	0.7958
0.0096	1558.0	46740	1.5494	0.8292
0.0096	1559.0	46770	1.3085	0.7875
0.0096	1560.0	46800	1.4508	0.7708
0.0096	1561.0	46830	1.4659	0.7958
0.0096	1562.0	46860	1.3944	0.8083
0.0096	1563.0	46890	1.2353	0.7833
0.0096	1564.0	46920	1.6323	0.7417
0.0096	1565.0	46950	1.1290	0.8
0.0096	1566.0	46980	1.3444	0.8208
0.0126	1567.0	47010	1.1851	0.8292
0.0126	1568.0	47040	1.4688	0.8125
0.0126	1569.0	47070	1.4655	0.7833
0.0126	1570.0	47100	1.0312	0.7958
0.0126	1571.0	47130	1.3962	0.7542
0.0126	1572.0	47160	1.3534	0.7917
0.0126	1573.0	47190	1.6330	0.8208
0.0126	1574.0	47220	1.2064	0.7917
0.0126	1575.0	47250	1.6004	0.7792
0.0126	1576.0	47280	1.4152	0.7833
0.0126	1577.0	47310	1.2253	0.8167
0.0126	1578.0	47340	1.5881	0.7833
0.0126	1579.0	47370	1.6793	0.7625
0.0126	1580.0	47400	1.1328	0.8083
0.0126	1581.0	47430	1.3365	0.8083
0.0126	1582.0	47460	1.0486	0.8167
0.0126	1583.0	47490	1.3892	0.7875
0.0081	1584.0	47520	1.4876	0.7833
0.0081	1585.0	47550	1.2344	0.8125
0.0081	1586.0	47580	1.3279	0.7875
0.0081	1587.0	47610	1.1887	0.8208
0.0081	1588.0	47640	1.4643	0.8083
0.0081	1589.0	47670	1.2302	0.8042
0.0081	1590.0	47700	1.4154	0.8
0.0081	1591.0	47730	1.2831	0.7958
0.0081	1592.0	47760	1.6219	0.8125
0.0081	1593.0	47790	1.3057	0.8
0.0081	1594.0	47820	1.7437	0.7417
0.0081	1595.0	47850	1.1653	0.7917
0.0081	1596.0	47880	1.2753	0.8167
0.0081	1597.0	47910	1.3407	0.8125
0.0081	1598.0	47940	1.3949	0.8
0.0081	1599.0	47970	1.1920	0.825
0.0087	1600.0	48000	1.4784	0.7375
0.0087	1601.0	48030	1.0188	0.8292
0.0087	1602.0	48060	1.4276	0.8042
0.0087	1603.0	48090	1.5804	0.775
0.0087	1604.0	48120	1.4382	0.7792
0.0087	1605.0	48150	1.4162	0.7792
0.0087	1606.0	48180	1.3996	0.7958
0.0087	1607.0	48210	1.5530	0.775
0.0087	1608.0	48240	1.3044	0.7958
0.0087	1609.0	48270	1.1829	0.8083
0.0087	1610.0	48300	1.1712	0.825
0.0087	1611.0	48330	1.3876	0.8
0.0087	1612.0	48360	1.5846	0.7917
0.0087	1613.0	48390	1.4043	0.7917
0.0087	1614.0	48420	1.5841	0.7625
0.0087	1615.0	48450	1.2773	0.7875
0.0087	1616.0	48480	1.5338	0.7667
0.0091	1617.0	48510	1.2505	0.7958
0.0091	1618.0	48540	1.5483	0.7333
0.0091	1619.0	48570	1.4355	0.7833
0.0091	1620.0	48600	1.2665	0.8125
0.0091	1621.0	48630	1.1949	0.8083
0.0091	1622.0	48660	1.3095	0.8
0.0091	1623.0	48690	1.3807	0.7958
0.0091	1624.0	48720	1.2542	0.775
0.0091	1625.0	48750	1.5920	0.7625
0.0091	1626.0	48780	1.3928	0.8042
0.0091	1627.0	48810	1.1826	0.8083
0.0091	1628.0	48840	1.3381	0.8208
0.0091	1629.0	48870	1.5823	0.7625
0.0091	1630.0	48900	1.4224	0.7708
0.0091	1631.0	48930	1.2238	0.825
0.0091	1632.0	48960	1.3098	0.8167
0.0091	1633.0	48990	1.5624	0.7875
0.0102	1634.0	49020	1.3817	0.7708
0.0102	1635.0	49050	1.3306	0.7792
0.0102	1636.0	49080	1.3142	0.8208
0.0102	1637.0	49110	1.3704	0.8042
0.0102	1638.0	49140	1.3550	0.7833
0.0102	1639.0	49170	1.2677	0.7875
0.0102	1640.0	49200	1.3254	0.7917
0.0102	1641.0	49230	1.3160	0.8125
0.0102	1642.0	49260	1.2922	0.7958
0.0102	1643.0	49290	1.4094	0.8042
0.0102	1644.0	49320	1.3884	0.7917
0.0102	1645.0	49350	1.1850	0.7875
0.0102	1646.0	49380	1.3226	0.7792
0.0102	1647.0	49410	1.4120	0.8167
0.0102	1648.0	49440	1.4296	0.8
0.0102	1649.0	49470	1.4205	0.8
0.0114	1650.0	49500	1.2401	0.8292
0.0114	1651.0	49530	1.5770	0.7458
0.0114	1652.0	49560	1.2140	0.8125
0.0114	1653.0	49590	1.3356	0.7833
0.0114	1654.0	49620	1.5649	0.7833
0.0114	1655.0	49650	1.5667	0.775
0.0114	1656.0	49680	1.4604	0.7833
0.0114	1657.0	49710	1.5255	0.7833
0.0114	1658.0	49740	1.4988	0.8042
0.0114	1659.0	49770	1.2903	0.7708
0.0114	1660.0	49800	1.4512	0.7958
0.0114	1661.0	49830	1.4526	0.8208
0.0114	1662.0	49860	1.2664	0.8
0.0114	1663.0	49890	1.2225	0.8125
0.0114	1664.0	49920	1.3423	0.8
0.0114	1665.0	49950	1.2811	0.8125
0.0114	1666.0	49980	1.4179	0.8083
0.0084	1667.0	50010	1.5394	0.8042
0.0084	1668.0	50040	1.3144	0.825
0.0084	1669.0	50070	1.4261	0.7833
0.0084	1670.0	50100	1.4840	0.8042
0.0084	1671.0	50130	1.1391	0.825
0.0084	1672.0	50160	1.4506	0.8083
0.0084	1673.0	50190	1.2468	0.8167
0.0084	1674.0	50220	1.3354	0.8
0.0084	1675.0	50250	1.1121	0.8333
0.0084	1676.0	50280	1.2781	0.8125
0.0084	1677.0	50310	1.2844	0.8083
0.0084	1678.0	50340	1.1945	0.825
0.0084	1679.0	50370	1.3404	0.8125
0.0084	1680.0	50400	1.2188	0.8167
0.0084	1681.0	50430	1.5161	0.8083
0.0084	1682.0	50460	1.3913	0.775
0.0084	1683.0	50490	1.3343	0.8167
0.0098	1684.0	50520	1.4482	0.8125
0.0098	1685.0	50550	1.3223	0.775
0.0098	1686.0	50580	1.2461	0.8083
0.0098	1687.0	50610	1.2945	0.8042
0.0098	1688.0	50640	1.3086	0.7958
0.0098	1689.0	50670	1.3121	0.8208
0.0098	1690.0	50700	1.4512	0.7875
0.0098	1691.0	50730	1.2236	0.7958
0.0098	1692.0	50760	1.3813	0.8042
0.0098	1693.0	50790	1.1950	0.8208
0.0098	1694.0	50820	1.3170	0.7792
0.0098	1695.0	50850	1.4470	0.7917
0.0098	1696.0	50880	1.5317	0.7958
0.0098	1697.0	50910	1.0926	0.8292
0.0098	1698.0	50940	1.3273	0.8167
0.0098	1699.0	50970	1.1896	0.8292
0.0103	1700.0	51000	1.2892	0.8083
0.0103	1701.0	51030	1.3922	0.7833
0.0103	1702.0	51060	1.6931	0.7917
0.0103	1703.0	51090	1.4755	0.7583
0.0103	1704.0	51120	1.2349	0.8208
0.0103	1705.0	51150	1.4495	0.7833
0.0103	1706.0	51180	1.5563	0.7917
0.0103	1707.0	51210	1.1578	0.7958
0.0103	1708.0	51240	1.4043	0.8125
0.0103	1709.0	51270	1.4009	0.8292
0.0103	1710.0	51300	1.3301	0.8
0.0103	1711.0	51330	1.6638	0.7917
0.0103	1712.0	51360	1.1773	0.8167
0.0103	1713.0	51390	1.0919	0.8208
0.0103	1714.0	51420	1.2450	0.7917
0.0103	1715.0	51450	1.3397	0.8292
0.0103	1716.0	51480	1.3613	0.7792
0.0105	1717.0	51510	1.2802	0.8
0.0105	1718.0	51540	1.2437	0.8
0.0105	1719.0	51570	1.3201	0.7875
0.0105	1720.0	51600	1.5726	0.7708
0.0105	1721.0	51630	1.3656	0.8042
0.0105	1722.0	51660	1.7074	0.7792
0.0105	1723.0	51690	1.2694	0.8375
0.0105	1724.0	51720	1.4550	0.7792
0.0105	1725.0	51750	1.4635	0.7917
0.0105	1726.0	51780	1.4889	0.7625
0.0105	1727.0	51810	1.3134	0.8042
0.0105	1728.0	51840	1.4418	0.775
0.0105	1729.0	51870	1.5681	0.7583
0.0105	1730.0	51900	1.1054	0.8292
0.0105	1731.0	51930	1.2462	0.8083
0.0105	1732.0	51960	1.3583	0.7792
0.0105	1733.0	51990	1.3378	0.775
0.0091	1734.0	52020	1.4520	0.7583
0.0091	1735.0	52050	1.3221	0.8125
0.0091	1736.0	52080	1.4677	0.8042
0.0091	1737.0	52110	1.4403	0.775
0.0091	1738.0	52140	1.2008	0.8333
0.0091	1739.0	52170	1.2424	0.8167
0.0091	1740.0	52200	1.3899	0.7833
0.0091	1741.0	52230	1.3449	0.8292
0.0091	1742.0	52260	1.2990	0.8167
0.0091	1743.0	52290	1.5920	0.7833
0.0091	1744.0	52320	1.3588	0.7792
0.0091	1745.0	52350	1.2354	0.8042
0.0091	1746.0	52380	1.1257	0.8333
0.0091	1747.0	52410	1.3577	0.7958
0.0091	1748.0	52440	1.4216	0.8125
0.0091	1749.0	52470	1.1096	0.8
0.0074	1750.0	52500	1.5919	0.7708
0.0074	1751.0	52530	1.3637	0.7792
0.0074	1752.0	52560	1.5916	0.775
0.0074	1753.0	52590	1.4799	0.7833
0.0074	1754.0	52620	1.4437	0.7875
0.0074	1755.0	52650	1.5032	0.8
0.0074	1756.0	52680	1.1719	0.8125
0.0074	1757.0	52710	1.0309	0.8208
0.0074	1758.0	52740	1.3773	0.7917
0.0074	1759.0	52770	1.4090	0.7958
0.0074	1760.0	52800	1.3923	0.8
0.0074	1761.0	52830	1.3306	0.8167
0.0074	1762.0	52860	1.2398	0.8
0.0074	1763.0	52890	1.3714	0.8167
0.0074	1764.0	52920	1.3510	0.8042
0.0074	1765.0	52950	1.4409	0.7917
0.0074	1766.0	52980	1.4872	0.7792
0.0069	1767.0	53010	1.2909	0.7833
0.0069	1768.0	53040	1.1229	0.7958
0.0069	1769.0	53070	1.1504	0.8125
0.0069	1770.0	53100	1.3935	0.7958
0.0069	1771.0	53130	1.3097	0.8083
0.0069	1772.0	53160	1.0690	0.8458
0.0069	1773.0	53190	1.2158	0.8083
0.0069	1774.0	53220	1.3868	0.7708
0.0069	1775.0	53250	1.4253	0.775
0.0069	1776.0	53280	1.3567	0.8292
0.0069	1777.0	53310	1.4256	0.8
0.0069	1778.0	53340	1.4184	0.7833
0.0069	1779.0	53370	1.6955	0.7667
0.0069	1780.0	53400	1.4366	0.7833
0.0069	1781.0	53430	1.2100	0.7917
0.0069	1782.0	53460	1.3288	0.8208
0.0069	1783.0	53490	1.4486	0.7958
0.0092	1784.0	53520	1.4399	0.7875
0.0092	1785.0	53550	1.4844	0.75
0.0092	1786.0	53580	1.4153	0.8
0.0092	1787.0	53610	1.4012	0.7875
0.0092	1788.0	53640	1.4394	0.7708
0.0092	1789.0	53670	1.3736	0.8125
0.0092	1790.0	53700	1.8755	0.7458
0.0092	1791.0	53730	1.3583	0.8042
0.0092	1792.0	53760	1.2741	0.7833
0.0092	1793.0	53790	1.7958	0.75
0.0092	1794.0	53820	1.2800	0.8208
0.0092	1795.0	53850	1.6146	0.8042
0.0092	1796.0	53880	1.5070	0.7625
0.0092	1797.0	53910	1.4889	0.7875
0.0092	1798.0	53940	1.5039	0.8208
0.0092	1799.0	53970	1.3737	0.7958
0.0087	1800.0	54000	1.5132	0.7875
0.0087	1801.0	54030	1.4327	0.8167
0.0087	1802.0	54060	1.3060	0.8208
0.0087	1803.0	54090	1.3390	0.775
0.0087	1804.0	54120	1.4776	0.8042
0.0087	1805.0	54150	1.4412	0.8
0.0087	1806.0	54180	1.4395	0.775
0.0087	1807.0	54210	1.7166	0.7708
0.0087	1808.0	54240	1.3614	0.7875
0.0087	1809.0	54270	1.2557	0.8292
0.0087	1810.0	54300	1.5233	0.7833
0.0087	1811.0	54330	1.1652	0.7917
0.0087	1812.0	54360	1.0636	0.8375
0.0087	1813.0	54390	1.2284	0.8042
0.0087	1814.0	54420	1.2259	0.8167
0.0087	1815.0	54450	1.4544	0.8083
0.0087	1816.0	54480	1.5231	0.7833
0.0092	1817.0	54510	1.4474	0.7792
0.0092	1818.0	54540	1.5503	0.8083
0.0092	1819.0	54570	1.2062	0.8083
0.0092	1820.0	54600	1.2325	0.7875
0.0092	1821.0	54630	1.3989	0.8042
0.0092	1822.0	54660	1.4384	0.8
0.0092	1823.0	54690	1.2723	0.7875
0.0092	1824.0	54720	1.2214	0.8125
0.0092	1825.0	54750	1.4630	0.8125
0.0092	1826.0	54780	1.2539	0.7833
0.0092	1827.0	54810	1.6401	0.7667
0.0092	1828.0	54840	1.4556	0.8042
0.0092	1829.0	54870	1.4111	0.7708
0.0092	1830.0	54900	1.5331	0.7875
0.0092	1831.0	54930	1.4464	0.8042
0.0092	1832.0	54960	1.3866	0.8042
0.0092	1833.0	54990	1.4990	0.7667
0.011	1834.0	55020	1.1754	0.8333
0.011	1835.0	55050	1.2265	0.8333
0.011	1836.0	55080	1.2726	0.7958
0.011	1837.0	55110	1.4070	0.7958
0.011	1838.0	55140	1.5753	0.7667
0.011	1839.0	55170	1.3695	0.7667
0.011	1840.0	55200	1.5525	0.7875
0.011	1841.0	55230	1.1199	0.7917
0.011	1842.0	55260	1.5401	0.8083
0.011	1843.0	55290	1.1869	0.8167
0.011	1844.0	55320	1.3938	0.7958
0.011	1845.0	55350	1.2166	0.8333
0.011	1846.0	55380	1.4912	0.7917
0.011	1847.0	55410	2.0722	0.7583
0.011	1848.0	55440	1.4814	0.7792
0.011	1849.0	55470	1.2156	0.7917
0.0093	1850.0	55500	1.4209	0.8292
0.0093	1851.0	55530	1.4285	0.7917
0.0093	1852.0	55560	1.4826	0.7958
0.0093	1853.0	55590	1.3639	0.7708
0.0093	1854.0	55620	1.5322	0.7875
0.0093	1855.0	55650	1.2177	0.8083
0.0093	1856.0	55680	1.3090	0.7792
0.0093	1857.0	55710	1.3316	0.7917
0.0093	1858.0	55740	1.3497	0.8
0.0093	1859.0	55770	1.4211	0.7583
0.0093	1860.0	55800	1.2918	0.8083
0.0093	1861.0	55830	1.3925	0.7917
0.0093	1862.0	55860	1.4005	0.7958
0.0093	1863.0	55890	1.5641	0.7875
0.0093	1864.0	55920	1.5612	0.7875
0.0093	1865.0	55950	1.3880	0.7833
0.0093	1866.0	55980	1.2307	0.825
0.01	1867.0	56010	1.3204	0.8292
0.01	1868.0	56040	1.6270	0.775
0.01	1869.0	56070	1.3512	0.775
0.01	1870.0	56100	1.2808	0.8
0.01	1871.0	56130	1.5210	0.7667
0.01	1872.0	56160	1.2638	0.8083
0.01	1873.0	56190	1.4639	0.7833
0.01	1874.0	56220	1.7515	0.7292
0.01	1875.0	56250	1.5528	0.7875
0.01	1876.0	56280	1.4582	0.7875
0.01	1877.0	56310	1.5549	0.7875
0.01	1878.0	56340	1.1945	0.8208
0.01	1879.0	56370	1.5149	0.8
0.01	1880.0	56400	1.3831	0.7667
0.01	1881.0	56430	1.5024	0.7792
0.01	1882.0	56460	1.3748	0.8167
0.01	1883.0	56490	1.4295	0.8
0.0075	1884.0	56520	1.4949	0.7833
0.0075	1885.0	56550	1.6528	0.7667
0.0075	1886.0	56580	1.3022	0.8042
0.0075	1887.0	56610	1.4377	0.7792
0.0075	1888.0	56640	1.3229	0.8208
0.0075	1889.0	56670	1.8277	0.8
0.0075	1890.0	56700	1.1062	0.825
0.0075	1891.0	56730	1.5968	0.7667
0.0075	1892.0	56760	1.2030	0.8208
0.0075	1893.0	56790	1.1057	0.8208
0.0075	1894.0	56820	1.1445	0.7917
0.0075	1895.0	56850	1.5530	0.8042
0.0075	1896.0	56880	1.2015	0.7958
0.0075	1897.0	56910	1.3523	0.8125
0.0075	1898.0	56940	1.4890	0.7875
0.0075	1899.0	56970	1.2990	0.8333
0.0073	1900.0	57000	1.3289	0.8208
0.0073	1901.0	57030	1.3369	0.7917
0.0073	1902.0	57060	1.1434	0.8375
0.0073	1903.0	57090	1.4121	0.7917
0.0073	1904.0	57120	1.3132	0.7708
0.0073	1905.0	57150	1.4352	0.7958
0.0073	1906.0	57180	1.4682	0.8125
0.0073	1907.0	57210	1.2368	0.7917
0.0073	1908.0	57240	1.2184	0.8458
0.0073	1909.0	57270	1.5381	0.8042
0.0073	1910.0	57300	1.2602	0.8
0.0073	1911.0	57330	1.4832	0.8042
0.0073	1912.0	57360	1.3544	0.7833
0.0073	1913.0	57390	1.3065	0.8125
0.0073	1914.0	57420	1.3738	0.7708
0.0073	1915.0	57450	1.4057	0.7875
0.0073	1916.0	57480	1.4792	0.7917
0.0096	1917.0	57510	1.4106	0.8083
0.0096	1918.0	57540	1.8933	0.7625
0.0096	1919.0	57570	1.2972	0.8083
0.0096	1920.0	57600	1.5340	0.775
0.0096	1921.0	57630	1.3333	0.8125
0.0096	1922.0	57660	1.6496	0.7542
0.0096	1923.0	57690	1.6254	0.7917
0.0096	1924.0	57720	1.3081	0.8
0.0096	1925.0	57750	1.4128	0.7958
0.0096	1926.0	57780	1.3969	0.7958
0.0096	1927.0	57810	1.3021	0.8333
0.0096	1928.0	57840	1.6577	0.8083
0.0096	1929.0	57870	1.3530	0.8458
0.0096	1930.0	57900	1.6314	0.7667
0.0096	1931.0	57930	1.2392	0.7958
0.0096	1932.0	57960	1.5000	0.7833
0.0096	1933.0	57990	1.5883	0.7958
0.0092	1934.0	58020	1.0950	0.8083
0.0092	1935.0	58050	1.6003	0.7875
0.0092	1936.0	58080	1.2340	0.8042
0.0092	1937.0	58110	1.5221	0.7958
0.0092	1938.0	58140	1.5097	0.8042
0.0092	1939.0	58170	1.2358	0.7917
0.0092	1940.0	58200	1.3919	0.8042
0.0092	1941.0	58230	1.2941	0.8125
0.0092	1942.0	58260	1.3583	0.7875
0.0092	1943.0	58290	1.2504	0.775
0.0092	1944.0	58320	1.2353	0.8042
0.0092	1945.0	58350	1.5725	0.7708
0.0092	1946.0	58380	1.2969	0.8042
0.0092	1947.0	58410	1.3742	0.7958
0.0092	1948.0	58440	1.4705	0.8167
0.0092	1949.0	58470	1.1498	0.825
0.0091	1950.0	58500	1.4432	0.7917
0.0091	1951.0	58530	1.3812	0.825
0.0091	1952.0	58560	1.3279	0.8125
0.0091	1953.0	58590	1.3954	0.8
0.0091	1954.0	58620	1.3180	0.8208
0.0091	1955.0	58650	1.2914	0.825
0.0091	1956.0	58680	1.4334	0.8292
0.0091	1957.0	58710	1.4698	0.8083
0.0091	1958.0	58740	1.3515	0.8125
0.0091	1959.0	58770	1.2476	0.8042
0.0091	1960.0	58800	1.5237	0.7792
0.0091	1961.0	58830	1.4550	0.7958
0.0091	1962.0	58860	1.3967	0.8167
0.0091	1963.0	58890	1.6567	0.7542
0.0091	1964.0	58920	1.5198	0.8042
0.0091	1965.0	58950	1.2391	0.8083
0.0091	1966.0	58980	1.4267	0.7625
0.0078	1967.0	59010	1.2633	0.7625
0.0078	1968.0	59040	1.6378	0.8
0.0078	1969.0	59070	1.2498	0.7833
0.0078	1970.0	59100	1.2138	0.7667
0.0078	1971.0	59130	1.3609	0.7667
0.0078	1972.0	59160	1.1123	0.8083
0.0078	1973.0	59190	1.3055	0.8125
0.0078	1974.0	59220	1.2567	0.8375
0.0078	1975.0	59250	1.2136	0.8
0.0078	1976.0	59280	1.4452	0.7667
0.0078	1977.0	59310	1.3163	0.8458
0.0078	1978.0	59340	1.4422	0.7708
0.0078	1979.0	59370	1.1028	0.8083
0.0078	1980.0	59400	1.2743	0.8042
0.0078	1981.0	59430	1.1929	0.8167
0.0078	1982.0	59460	1.2579	0.8083
0.0078	1983.0	59490	1.3026	0.7958
0.0083	1984.0	59520	1.4051	0.8042
0.0083	1985.0	59550	1.2011	0.8083
0.0083	1986.0	59580	1.3644	0.7583
0.0083	1987.0	59610	1.7503	0.7833
0.0083	1988.0	59640	1.1952	0.8042
0.0083	1989.0	59670	1.5411	0.7833
0.0083	1990.0	59700	1.2093	0.8167
0.0083	1991.0	59730	1.3150	0.7708
0.0083	1992.0	59760	1.5014	0.775
0.0083	1993.0	59790	1.3844	0.8042
0.0083	1994.0	59820	1.4835	0.8
0.0083	1995.0	59850	1.6885	0.7708
0.0083	1996.0	59880	1.6286	0.7625
0.0083	1997.0	59910	1.4851	0.8
0.0083	1998.0	59940	1.3521	0.7792
0.0083	1999.0	59970	1.1506	0.7917
0.0072	2000.0	60000	1.2296	0.8125

Framework versions

• Transformers 4.42.2
• Pytorch 2.3.0
• Datasets 2.15.0
• Tokenizers 0.19.1

Limitations and future work

• The model's performance needs further validation on more diverse and clinical datasets.
• The use of SMOTE for balancing classes can introduce some artifacts, so other balancing techniques could be explored.
• Future work could include experimenting with different architectures and fine-tuning strategies to improve performance.