Complete run - epoch 200 - model F, M, and F-M

[MaraniMatias]

Pc Info

OS: Ubuntu 18.04.1 LTS x86_64
Kernel: 4.15.0-29-generic
CPU: Intel i7-6700 (8) @ 4.000GHz
Memory: 15896MiB (DRR4)
GPU: NVIDIA: GeForce GTX 1070ti
Driver Version: 390.48
CUDA Toolkit: 9.0
CUDNN: 7.2
Python: 3.6.5
keras: 2.2.2
tensorflow: 1.10

Run Info

Image layer: ResNet50
Image quantity:

• Males: 6780 (4520 training - 1130 validation - 1130 testing)
• Females: 5740 (3828 training - 956 validation - 956 testing)

Epochs: 200
Batch size: 32
Loss: Mean Squared Error
Additional metrics: Mean Absolute Error
Optimizer: Adam(lr=0.001, amsgrad=True)
Callbacks:

• TensorBoard
• Checkpoint
• ReduceLROnPlateau(monitor="val_loss", factor=0.8, patience=3, verbose=1, min_lr=0.0001)
• CSVLogger

Weights

To be found here

Model Female && Male

Test loss: 146.35382420218917
Test MAE: 9.215134958064224

More test

Female

Test loss: 146.3464862951175
Test MAE: 9.326508741997277

Model Male

Test loss: 146.36003122920485
Test MAE: 9.120910652970846

Model Female

Test loss: 189.36314749617955
Test MAE: 10.392873951580734

Male

Test loss: 161.43097382942133
Test MAE: 9.69199534222088

Training summary

Female && male

epoch	loss	lr	mean_absolute_error	val_loss	val_mean_absolute_error
0	2329.63362192502	0.001	35.8466054526138	1619.67163355124	31.9027842725569
1	548.757529024308	0.001	18.0483004428807	2294.14421478008	41.5501305240913
2	404.748989849155	0.001	15.4304354977939	765.306585383209	21.0213841486754
3	387.382245095312	0.001	15.3277668023029	1450.69938061313	28.9790093466739
4	404.915521787123	0.001	15.4217729563912	1291.59342504485	30.1261331607603
5	320.22266345168	0.001	13.7792161983569	233.482364775236	11.6495115997007
6	306.506741781925	0.001	13.4648370875316	435.699944749432	15.3108744968733
7	269.670868746105	0.001	12.7225100928993	303.822956381457	13.349232466086
8	259.476628638479	0.001	12.5133309512831	1778.18606102158	32.8733571199763
9	220.471699961876	0.00080000004	11.5788537817362	338.846047025627	14.6297454212222
10	206.929155877063	0.00080000004	11.234075959356	271.169019748472	12.6138285520779
11	178.673519476327	0.00080000004	10.3884876773982	268.990833578722	12.7281179071501
12	164.71417157	0.00064000004	10.0466538969843	515.055822326719	19.1119484997436
13	153.685532965155	0.00064000004	9.65154165780653	356.223826860993	15.6152001113014
14	150.360547492078	0.00064000004	9.53932276443825	225.235526138847	11.4619677197099
15	146.543853672029	0.00064000004	9.37779253935437	4060.96629665591	52.1624058936495
16	199.807150028742	0.00064000004	10.8417357340576	236.031901782905	11.4476528812346
17	147.641223613189	0.00064000004	9.46652050434144	170.885833539076	9.8668087911743
18	137.695733074486	0.00064000004	9.10978656735898	279.667515492279	12.5347003776755
19	123.938422378079	0.00064000004	8.60693266612237	154.415376251747	9.22940769725884
20	119.021537839253	0.00064000004	8.4458354073503	204.837277471848	10.7346838629257
21	109.043650807635	0.00064000004	8.15363619849621	181.920686065293	10.2870941262689
22	100.7836953032	0.00064000004	7.76545076959717	160.587113966535	9.48712159711814
23	92.3810769662825	0.00051200006	7.42241070701223	175.53559416664	10.0189382524756
24	83.2578558818998	0.00051200006	7.01335854957592	166.919362793261	9.66870843506957
25	78.7670501760164	0.00051200006	6.83970811873118	163.737935153087	9.6906371226361
26	66.4128079544601	0.00040960003	6.25971927674809	161.612175657102	9.61486686933304
27	117.11801916615	0.00040960003	8.20755025171811	168.859080891596	9.59896076719919
28	76.0417586263996	0.00040960003	6.74698360010832	198.522251505865	10.556867626918
29	64.7306392104876	0.00032768003	6.19029944172646	161.504790886708	9.5325046038239
30	57.4115181371363	0.00032768003	5.7858182969251	154.42008554124	9.32509676356329
31	55.9259004963033	0.00032768003	5.70686423978454	172.238389787829	9.96425448442351
32	48.16111643873	0.00026214402	5.34758871459595	155.771148059878	9.34542927554561
33	46.192594722863	0.00026214402	5.20151503187764	168.716251245281	9.8093890800915
34	43.4112685550385	0.00026214402	5.00521418827826	159.147389120246	9.51416398191955
35	40.4746048657244	0.00020971522	4.81448300306341	164.149432316722	9.72524374854873
36	38.7286565165572	0.00020971522	4.70662214096848	162.380146268002	9.69664883682163
37	37.9809676144302	0.00020971522	4.68862044462817	166.293110917879	9.76590413443766
38	34.8560846344272	0.00016777217	4.45601628051743	162.524752915877	9.65159665818182
39	33.6264636172709	0.00016777217	4.41334378759314	157.393260776597	9.49817650475872
40	31.5144942612184	0.00016777217	4.23851560141175	157.350134585299	9.51623704906621
41	31.4202644611353	0.00013421774	4.25382944631645	160.297557018862	9.55995301112233
42	31.2579987036536	0.00013421774	4.22089140256398	162.385947354574	9.60903260211817
43	28.5874788149956	0.00013421774	4.05036265186334	163.050303147372	9.66217648880137
44	29.5255856717324	0.000107374195	4.10534985487005	166.740965831314	9.75674893049129
45	27.1229582504616	0.000107374195	3.9228020406649	163.113062294423	9.74144198819066
46	26.1739520697601	0.000107374195	3.88321207468739	163.003625436346	9.67747233126559
47	25.624670789067	0.0001	3.81274341474496	161.6793749289	9.69667931051062
48	25.5778128510179	0.0001	3.81083522279353	162.483955344898	9.76739970812519
49	24.2731294444605	0.0001	3.74707768588301	163.546993290361	9.77443033073915
50	23.7871020042445	0.0001	3.70072936531911	162.638050873008	9.74132647884658
51	24.1353510919232	0.0001	3.72611473448607	163.190665079558	9.73677563735874
52	23.9744986875467	0.0001	3.72610931791754	160.119850575638	9.65865281307114
53	23.2007813789539	0.0001	3.65144181445734	161.875608672803	9.676398649426
54	22.6798448325003	0.0001	3.63371331896231	167.1308837609	9.86888784941639
55	22.1383811546731	0.0001	3.57784497606509	160.885952081799	9.67699318672758
56	22.4098611218426	0.0001	3.62357360550132	161.73143668097	9.68618537824197
57	21.9682754339301	0.0001	3.56603741520149	161.325584821253	9.70598698508134
58	22.3824293550602	0.0001	3.604776703803	163.682811062265	9.77706666303618
59	21.2233301929498	0.0001	3.50005867347571	162.704511730234	9.69721193373032
60	21.4533108828681	0.0001	3.53250119122924	162.762675364888	9.76389646324421
61	21.4265906512594	0.0001	3.52914308919025	162.83068165546	9.72402723683607
62	20.5661153121605	0.0001	3.49299599545163	160.626772905242	9.65291038844181
63	20.7045812807874	0.0001	3.46483773252983	165.754830145539	9.78114882777316
64	19.2228720180144	0.0001	3.37888330492496	168.220275253486	9.91929712094374
65	19.883490911099	0.0001	3.41421429415211	162.968535978293	9.69380475050651
66	19.7415813040265	0.0001	3.41905764489295	165.387476366067	9.8300668742947
67	19.7645085247499	0.0001	3.42083499188279	160.352474600334	9.62657763151057
68	19.6611350008787	0.0001	3.4068798156349	166.658043342949	9.81986980904554
69	19.4876087761748	0.0001	3.41105186967799	161.464752570323	9.66593229004887
70	18.595743396834	0.0001	3.31561533160683	162.753015768722	9.73710775009623
71	19.2712603154569	0.0001	3.37834631648427	167.360766654961	9.82568220712766
72	19.1050604841729	0.0001	3.3578792363191	162.733096257152	9.66500450026383
73	18.4423367724672	0.0001	3.31277041784816	169.831653154251	9.95493305700966
74	18.5229922172609	0.0001	3.3125304722249	161.881880166775	9.62399635790407
75	18.3514176374654	0.0001	3.30640248630855	165.282320386497	9.72599471678327
76	18.5772752199781	0.0001	3.33683669698484	162.804378445517	9.67629139901122
77	18.8109886213302	0.0001	3.3448030728156	161.652409695253	9.68690756937687
78	18.0690212642741	0.0001	3.29307021052859	160.801257361159	9.61402021455628
79	18.2365472548649	0.0001	3.29342248260432	159.976342668469	9.63098209267723
80	17.9832565698774	0.0001	3.27237842068126	160.732714178464	9.64896774246274
81	17.9539211192769	0.0001	3.27240134188017	163.303699784174	9.73436164330202
82	18.3492238584408	0.0001	3.30533439300822	162.433949467777	9.67491324407371
83	18.0333942976304	0.0001	3.30849785775046	159.143856672175	9.5666554157023
84	17.5407732217347	0.0001	3.23929306886158	168.227544689453	9.91636126313434
85	17.9282051921748	0.0001	3.28947727589957	162.955317783447	9.72616448064093
86	17.6151564076693	0.0001	3.24472771584274	161.327891639644	9.70337479455131
87	17.9527451963475	0.0001	3.29110327404426	160.351088336422	9.64795101408991
88	17.4822950422564	0.0001	3.22929820628274	164.627501406354	9.82623231445269
89	17.2198491487197	0.0001	3.21485815633126	162.031412638502	9.74699974585814
90	16.6968688352518	0.0001	3.1704243414129	160.40560861882	9.56101186529216
91	16.9465033700721	0.0001	3.17994215903124	159.012695012591	9.58112530191701
92	16.9362049902462	0.0001	3.18087914907367	164.763421767281	9.77201268999826
93	17.4805842675144	0.0001	3.24306393126637	161.825645775946	9.69319551103067
94	17.5280693853421	0.0001	3.22359364616511	160.080280377104	9.64826972281144
95	17.3837885050095	0.0001	3.21855544415626	157.018993617247	9.53309184455689
96	17.4321585565191	0.0001	3.2456153750591	159.459446373973	9.59200614936514
97	16.6303847266774	0.0001	3.16010357571608	160.807816305188	9.67516692327059
98	17.4737834583131	0.0001	3.25467899888682	159.900597618959	9.65153399226992
99	16.5139157332241	0.0001	3.14222306295851	157.76499423999	9.53394503470007
100	16.9976197207551	0.0001	3.19205892525853	161.758717782888	9.64625163777791
101	16.5792910516919	0.0001	3.15276802391542	160.650378489654	9.67058925706382
102	16.5366448451299	0.0001	3.14851950228243	158.753759193969	9.51224664896584
103	16.4445737341573	0.0001	3.13440257062396	162.069486932581	9.66408261905352
104	16.5099709624586	0.0001	3.15383856800337	157.226255528422	9.49440783667999
105	16.0378075495941	0.0001	3.10173783727279	159.523092046794	9.62320486856901
106	15.7654083244642	0.0001	3.08588113588297	158.866467359768	9.60229137005536
107	16.6345861998824	0.0001	3.13027628952085	160.25420554098	9.61264314221742
108	16.6730382167156	0.0001	3.15788943000998	163.701944993075	9.66077820338087
109	16.4661552966583	0.0001	3.14380798033681	162.873527131853	9.71833973900127
110	16.2895330489396	0.0001	3.11781712736761	158.826114478984	9.57507786471915
111	16.4577183369306	0.0001	3.13458625951565	157.632062551731	9.50213528639518
112	16.3462289367844	0.0001	3.12843504715149	159.170022673712	9.57545560386928
113	15.9705449772841	0.0001	3.09132852209317	157.539007375247	9.50722049455286
114	16.1315479740093	0.0001	3.11783085442869	157.731842366527	9.52675763301173
115	15.8506888845176	0.0001	3.08788077969499	155.857795985982	9.47619800028156
116	16.4790887636149	0.0001	3.15659624341006	158.048623338299	9.53879798384435
117	16.249910233977	0.0001	3.11726787116577	159.722143930305	9.56366930574836
118	16.2155031602692	0.0001	3.12581527067476	158.71351433166	9.5524728218181
119	15.59668906842	0.0001	3.04818987834951	158.585098122133	9.53973315569036
120	15.6523096982977	0.0001	3.05288897739624	157.260418027839	9.51127891549671
121	15.5915865827304	0.0001	3.05096337631895	160.318511452679	9.61659257501107
122	15.6288112435663	0.0001	3.0433632034289	157.029875167379	9.52014504685955
123	15.6245204142309	0.0001	3.0617034150815	157.347125284738	9.50220589304016
124	15.3380012429954	0.0001	3.05069976922251	159.701301558249	9.60932288485314
125	15.3718804997808	0.0001	3.03295947206494	158.713725529833	9.57123483793162
126	15.9095962905518	0.0001	3.09942649778248	158.113944990866	9.51769291337362
127	15.8546997604041	0.0001	3.06953271256718	155.769056347621	9.45939815444434
128	15.5424182692611	0.0001	3.05382467892733	161.014556182539	9.63191919838822
129	15.4877088160165	0.0001	3.02963570070198	157.908393825118	9.52903534284831
130	15.726486720591	0.0001	3.0553283756523	157.463850026848	9.45082806215076
131	15.484721238155	0.0001	3.04044755737806	157.867681609361	9.5305347419768
132	15.4854343397856	0.0001	3.04378155903435	160.748210636333	9.61674854693683
133	15.1913807484655	0.0001	3.02124304124826	155.384766650909	9.44889139923359
134	15.8962836400367	0.0001	3.06251293149472	154.557401534581	9.40237059552055
135	14.9480088937208	0.0001	2.98913278668819	155.093392208461	9.44210399580139
136	15.5344221108715	0.0001	3.03827284281483	157.131387940989	9.47470902162225
137	15.2710864593038	0.0001	3.01918687555398	156.240647604001	9.43279113111194
138	15.7779627504335	0.0001	3.07180037473341	156.080933014018	9.45993410683776
139	15.6775695351133	0.0001	3.05912401462549	157.831311389561	9.55814966853719
140	15.5519999068607	0.0001	3.0136877882692	155.090930298671	9.46174145339205
141	15.1291008260642	0.0001	3.00544910243555	156.28599907865	9.44452473072626
142	15.081437200008	0.0001	3.00638216605413	156.772714439312	9.46450977540313
143	15.3840442227015	0.0001	3.01393182664953	157.229671004635	9.4955506877954
144	15.0389413298976	0.0001	2.99984580772484	156.587511196118	9.47952293229583
145	14.993427145007	0.0001	2.99393466984649	157.40958361932	9.4910113258307
146	15.3527208601509	0.0001	3.02819950876478	156.574335025118	9.48599282275682
147	14.4215817042498	0.0001	2.93920490304191	157.252823153941	9.50075559488079
148	15.2073560700099	0.0001	3.02020782709236	155.781035391276	9.48759832021031
149	14.7197282706143	0.0001	2.97991081431087	158.765095757387	9.54033828421727
150	14.8231543105472	0.0001	2.98161011148881	155.200199536829	9.44079342647344
151	14.8735786057798	0.0001	2.99476249513868	160.043660611	9.56009771359847
152	15.3727424902155	0.0001	3.02707867560686	159.635519086229	9.56742902798712
153	15.1839711025222	0.0001	3.02400443561921	156.366366800617	9.45007250750168
154	14.3534214502325	0.0001	2.95067561695207	155.499462414794	9.41339804364988
155	15.0201521751466	0.0001	2.99034933753715	159.068420483305	9.52796666802747
156	15.0214989410386	0.0001	2.99577614652179	156.165895374258	9.46023663052662
157	14.8418038929828	0.0001	2.96951821390727	154.027152482981	9.41105871278282
158	15.0275790809043	0.0001	2.97317118089509	155.639822017198	9.46497794102845
159	14.364669684194	0.0001	2.93056266080494	155.925557210599	9.43561676844655
160	14.8564681015234	0.0001	2.97332925526903	154.109831148917	9.36202646650495
161	14.7787800739985	0.0001	2.95835651240968	156.882867319358	9.50045114738486
162	15.0080532248533	0.0001	2.99115526761858	155.191074327449	9.43410999594347
163	14.2864815794685	0.0001	2.93278866472231	156.477936058008	9.43934426897438
164	15.1592070351506	0.0001	2.99874278593132	158.100869847167	9.53966941700914
165	14.8198792494594	0.0001	2.98351152170544	153.979515680988	9.40318630434294
166	15.3300241686022	0.0001	3.00956350167973	153.732810356016	9.35104411446122
167	14.9283665436332	0.0001	2.97893059202285	154.310075097893	9.41359341636029
168	14.7827796753251	0.0001	2.9669033857299	154.565801476015	9.40266775421991
169	14.7816120261031	0.0001	2.9638765205535	155.359388356927	9.42931859376675
170	14.6111519209894	0.0001	2.94635587853567	157.809458671343	9.52688324005698
171	15.3609481879153	0.0001	3.0201505230098	155.518809504157	9.40984678405586
172	14.7745696133155	0.0001	2.96795097229066	154.302714555398	9.41329330268779
173	15.2128184062188	0.0001	3.01067251215497	156.140001849269	9.49113613601385
174	14.6981294405306	0.0001	2.96529524864394	155.401489095057	9.44982883479885
175	14.7748979085018	0.0001	2.97664286888097	157.055382980025	9.53464563649544
176	14.7750216023912	0.0001	2.98070329664767	156.038319381977	9.47746824029537
177	14.5698204022249	0.0001	2.94028839359	153.726014037603	9.3951558545589
178	14.8221436186618	0.0001	2.94535201716549	156.678732245675	9.51209107981432
179	14.6880531333883	0.0001	2.9529135484243	155.545808945726	9.46066940322247
180	14.2471789326688	0.0001	2.92188891841283	154.643412653117	9.40177136573901
181	14.5650372178462	0.0001	2.94076861567513	155.842503821061	9.48190114482137
182	14.5966091140012	0.0001	2.94260777088233	154.779782508272	9.43828360369199
183	14.8008214299851	0.0001	2.97086595483642	155.83627088918	9.45753887881483
184	14.3378003037713	0.0001	2.92645907219255	153.603246271896	9.37904483017048
185	14.5822557916353	0.0001	2.92565764727407	156.185995180563	9.45351164544417
186	14.418775070896	0.0001	2.92631791217166	155.19801511792	9.43340110595937
187	14.5716814339075	0.0001	2.95086024889377	156.403093658038	9.51141521228926
188	14.3999600494999	0.0001	2.92248953456906	154.8095668288	9.42262564706665
189	14.1269024418025	0.0001	2.90897956886072	153.467316577213	9.40228501856613
190	14.5597965160968	0.0001	2.93885678027198	153.587049729301	9.41482282782104
191	14.0476236261131	0.0001	2.89423925829779	154.508052719862	9.42468786148188
192	14.3039634432242	0.0001	2.93117200888454	153.996874828467	9.44328495731518
193	14.4794012105345	0.0001	2.93537818317386	156.293917415469	9.45976775238864
194	14.0456749185399	0.0001	2.8916037044973	154.804416923486	9.42735406102064
195	14.1229972583458	0.0001	2.89708123243649	154.286874974105	9.40149012873751
196	14.197461352145	0.0001	2.90921686743228	154.433707951356	9.47804482671238
197	14.5781699885691	0.0001	2.9554981400536	153.867084108172	9.4076774945538
198	14.2282275842832	0.0001	2.90781858804755	154.822582709366	9.49500039119848
199	14.3680538420593	0.0001	2.9264625457696	155.332589018722	9.39370677798044

Female

epoch	loss	lr	mean_absolute_error	val_loss	val_mean_absolute_error
0	3233.82131393576	0.001	43.0141780060038	1557.76662607871	31.0564436493558
1	1362.50430906928	0.001	29.8757382734691	1859.29722793132	35.7266280122382
2	1330.37406922981	0.001	29.2544130387102	2078.09980295093	37.5694672253341
3	1307.68417221277	0.001	28.9986626954911	1344.65072619067	29.1597913797929
4	1316.88792797316	0.001	29.0875203721576	1325.82343218815	29.1751820472494
5	1317.13312182132	0.001	29.0531701951939	1268.58280555374	28.2623513752447
6	1156.82468585709	0.001	27.1760936944338	1507.96596638827	32.0345497290958
7	1066.38797854879	0.001	26.0027077932966	1706.41505693891	33.931641782178
8	859.942619746257	0.001	22.9409220485229	2210.47711105027	38.9012926652342
9	598.272164626804	0.00080000004	18.5439682325724	935.187692809803	23.0173314146417
10	628.221142807724	0.00080000004	18.7311483879448	1476.52491664487	31.4024680788048
11	562.675136522315	0.00080000004	17.9362364881589	558.958527760526	17.2610391513074
12	489.425186779058	0.00080000004	16.5651462160308	1650.00960729112	33.731639335345
13	492.265742860991	0.00080000004	16.6278620234602	1171.14230691439	27.4252480063977
14	411.170030296908	0.00080000004	15.2620728352227	4415.31910916253	59.4979535665472
15	419.147490976746	0.00064000004	15.2038554836341	2078.32276718587	40.6741656379221
16	386.785962303106	0.00064000004	14.6155474582062	3119.7505628514	48.1729435142613
17	346.362306760272	0.00064000004	13.8498177822356	354.713240874861	13.5158187953997
18	386.215780260172	0.00064000004	14.7636095224379	1372.60850927121	30.6362206127853
19	355.275634191627	0.00064000004	14.3581741954839	3937.58758212931	53.1130877219483
20	261.619431020324	0.00064000004	12.547441144722	307.108874077577	13.261635373327
21	263.020670317806	0.00064000004	12.4936815778041	530.904456613453	16.8531063989615
22	267.273997977485	0.00064000004	12.6142619321339	1001.03591216658	24.5999293067964
23	255.544957271564	0.00064000004	12.2089378691766	2639.17200473163	41.5853357195355
24	258.818562155856	0.00051200006	12.3587199552929	560.50397341421	18.9972163004855
25	215.022349996377	0.00051200006	11.544238063609	496.426807355681	17.3138105240826
26	203.697939889683	0.00051200006	11.0260176763265	236.546345730706	11.7266999966929
27	178.201440123555	0.00051200006	10.253583805439	263.037250470916	12.1456552649143
28	178.707422971975	0.00051200006	10.4013872734556	921.750201748006	25.2844429814167
29	184.340112413109	0.00051200006	10.6016366813126	363.580326096283	14.5575890800444
30	157.112060467153	0.00040960003	9.78860539403455	287.193119192722	13.2085190218363
31	255.030636236336	0.00040960003	12.0991848354678	729.352842961395	22.6406329725577
32	205.436468684437	0.00040960003	11.1113014599871	313.385054712016	13.6436027263498
33	167.768142142141	0.00032768003	10.10580835173	210.031116756934	10.7171616614114
34	160.820915246085	0.00032768003	9.92512554658991	217.629101485887	10.9103138376978
35	181.687589830739	0.00032768003	10.5742314252983	204.611173557936	10.5229636515534
36	143.290826731715	0.00032768003	9.34473378032975	195.383261900068	10.4651309575995
37	149.583141554112	0.00032768003	9.52827285599185	452.680681172774	14.2142990543254
38	149.607679998862	0.00032768003	9.51713552744037	313.805046304998	13.543231425425
39	138.523509664346	0.00032768003	9.13312098424387	295.239992022016	13.0419031486352
40	133.792089846939	0.00026214402	8.94650849279565	227.5490478771	11.3296989736198
41	122.884907354755	0.00026214402	8.62196684930018	239.415769313669	11.522572086446
42	117.405534463243	0.00026214402	8.39644873329091	268.712693473784	12.3939631434165
43	117.688102746085	0.00020971522	8.44966418665903	215.486325060473	11.052240918371
44	110.505808049982	0.00020971522	8.18379487762132	213.354027656332	10.7567779469191
45	109.105778900433	0.00020971522	8.02324874024904	227.154449207513	11.5464614844222
46	99.8760545146627	0.00016777217	7.75950931531135	201.791249422847	10.4374372051351
47	105.143988135965	0.00016777217	7.89531282347198	212.137204796699	10.8099037114546
48	96.2739659770778	0.00016777217	7.55291909982169	204.76970784335	10.3783315235601
49	100.267938340844	0.00013421774	7.7263291467569	277.220084601366	12.3664612829935
50	88.1108052723086	0.00013421774	7.25263936841002	196.791998188865	10.3682992887297
51	83.8982579102711	0.00013421774	7.05317066754667	196.860951060531	10.5645506232353
52	80.7690695640062	0.000107374195	6.82229803697193	212.173657405327	10.7826735324939
53	86.3028185614224	0.000107374195	7.11955429892306	214.288663345401	10.9744205075827
54	82.3611485352711	0.000107374195	6.934502059514	227.253814952643	10.9099181346813
55	78.4623206047927	0.0001	6.75518824040205	212.338167581598	10.8435741368697
56	79.3450690800618	0.0001	6.79951683929348	199.548032369574	10.396957457315
57	78.1870235494934	0.0001	6.75448736352233	201.185153721765	10.5480772960136
58	74.3836117328895	0.0001	6.5053736583068	215.009057080895	10.9836669267471
59	69.8175887463609	0.0001	6.36738172070733	264.766507455993	12.518754284751
60	72.3019113490823	0.0001	6.3827151180933	240.431340046009	11.3139510254481
61	68.3055978613587	0.0001	6.3044047340704	215.037218038008	11.0004031049657
62	69.9314192011563	0.0001	6.37365177357832	219.0518138678	10.7140116392319
63	67.2357720242523	0.0001	6.13511113711908	209.829863480444	10.7975960097054
64	68.6964098094275	0.0001	6.24907339578387	210.396139104995	10.8414879084631
65	67.9813007326834	0.0001	6.23102264244853	236.003619461379	11.4295112577941
66	63.3363315020235	0.0001	6.03246208517778	218.260386957783	10.8930520412812
67	64.4450678132794	0.0001	6.07401403140125	225.073665092181	11.1601002705147
68	61.5469056929665	0.0001	5.89588636639475	221.806747628056	11.1696376601024
69	60.547645943541	0.0001	5.75696658440394	275.059657523822	12.7052483418995
70	58.8418157451953	0.0001	5.84419313269349	236.628597882003	11.6759422852903
71	58.2342326324686	0.0001	5.72438865171331	239.218571235944	11.5107900348169
72	55.7014743541849	0.0001	5.6075864645381	217.861890465645	10.9150415643987
73	54.3011333700756	0.0001	5.5077183154434	226.745957506252	11.2030500906781
74	63.9663164383939	0.0001	5.94829132514563	212.868678392227	10.7805623968276
75	54.3361339309995	0.0001	5.5177038570432	209.279922421507	10.7117695469238
76	50.7294588796522	0.0001	5.31423791050288	223.750254355714	11.2480332083283
77	54.6587869530561	0.0001	5.55590638446708	222.100589512781	11.244296732308
78	51.1533934773572	0.0001	5.2259145101908	225.407144075657	10.9892048257165
79	47.857058645665	0.0001	5.19412208375761	228.004761125253	11.1328179666687
80	49.241767289372	0.0001	5.27632032541895	224.042345629576	11.3136248967638
81	51.1399559331912	0.0001	5.3372710515962	228.056552136792	11.3815975707944
82	48.7387676019778	0.0001	5.29075499637249	220.20910389154	11.0050155966851
83	52.5377256100454	0.0001	5.39802205575048	211.089675839476	10.9039239205077
84	48.1887510891618	0.0001	5.07046587514529	224.75259131268	11.0350675981913
85	48.9782155633845	0.0001	5.2096964189376	241.399858291179	11.5466246864287
86	47.9909568356122	0.0001	5.069374909097	220.835109183978	11.1018793393378
87	55.3918269345753	0.0001	5.60133202596643	216.444303121527	10.8135353670958
88	52.8271816456953	0.0001	5.32970745461363	228.374312396828	11.3089311591751
89	47.7854745878819	0.0001	5.08472567092911	212.29453012634	10.8215924227088
90	45.5223447068233	0.0001	4.90296009366664	254.827690347967	12.2077420725483
91	47.6760481193646	0.0001	5.08189570966061	223.363376378015	11.137940239208
92	43.0966808434689	0.0001	4.86920398604534	245.137710762822	12.0518371151082
93	49.6126843555096	0.0001	5.17292618776439	261.377823450575	11.8587617515021
94	46.3119384861291	0.0001	5.11097603482014	226.858376858125	11.2282741857872
95	42.9901745476319	0.0001	4.79685343719451	256.214684011547	11.5521512370728
96	45.6530747010043	0.0001	4.97819448688312	208.950529728973	10.7105328827224
97	44.3689601264404	0.0001	4.88398485024272	217.473382159756	11.0218170277743
98	41.0692119060265	0.0001	4.68586641967359	215.306790914496	11.0669130341278
99	40.0762350307612	0.0001	4.70526458178194	223.000428906046	11.1682667472871
100	41.2780138133337	0.0001	4.6956431170616	213.341084883303	10.898836917957
101	42.212356296328	0.0001	4.78911987890644	218.205395048134	11.0997725171524
102	39.1920407812423	0.0001	4.53720063326127	217.692733573116	11.0456156790506
103	39.6508537679132	0.0001	4.51326065900557	214.593202215857	10.9121655659696
104	38.1441966647763	0.0001	4.46227474172786	213.199976581909	10.8133412923773
105	37.7238178312965	0.0001	4.52483427711415	234.815159881464	11.7882944889148
106	84.1595977217177	0.0001	6.45853909080928	487.970002114523	17.1424410353146
107	92.9191083320131	0.0001	7.36643197269898	213.44107796258	10.8977642458353
108	63.7308379584844	0.0001	5.9809140371803	211.678831220172	10.9367124086643
109	50.5646798981893	0.0001	5.33949334245241	220.861775545894	10.9528570973225
110	45.7850847154576	0.0001	5.02171786825485	210.606246373643	11.0004491526711
111	40.2164541063139	0.0001	4.69867578942948	207.760703625539	10.8112807852454
112	42.773878930629	0.0001	4.83403501341211	224.227599969968	11.3474079714659
113	43.2589272685435	0.0001	4.81246082561019	217.48501037853	11.0811830464766
114	39.3162019384817	0.0001	4.60713270490322	216.333311072952	11.0661892192633
115	39.0272970807465	0.0001	4.65846385128695	221.43328384974	11.2588713777614
116	37.9410628116492	0.0001	4.46652976945899	210.970743474601	10.9046638879816
117	37.0650237311639	0.0001	4.359660244287	217.076071128686	11.1507444581227
118	35.2228508254702	0.0001	4.34347394691117	208.004007251692	10.9956921812879
119	32.67156979233	0.0001	4.21834951209424	208.833227436912	10.929727342837
120	36.4683123621447	0.0001	4.44570499552704	223.107852440998	11.4591112775284
121	38.3253119378005	0.0001	4.44855061892805	215.081529050691	10.8991385823014
122	36.5365623087469	0.0001	4.39935127296169	207.87447213528	10.8689746258149
123	36.5623990580081	0.0001	4.43251138396149	216.61333270851	11.2158861958332
124	36.9358520667256	0.0001	4.45133644410934	214.819543176116	10.9030665752778
125	39.0632283680118	0.0001	4.57016865910657	223.190024786913	11.1978198534275
126	34.2670343731887	0.0001	4.34303304319471	213.898855297136	11.1234625134009
127	31.2346143094723	0.0001	4.11735227190215	207.036054539381	10.9284689596009
128	35.9581657178474	0.0001	4.26530279360844	215.205004959426	11.1835694053682
129	35.7115442600868	0.0001	4.34912538104919	207.889157857855	10.9642169305969
130	31.3174457051786	0.0001	3.99151463045222	220.002734451613	11.1077370942886
131	30.1958735634416	0.0001	3.93594715114422	210.342526870791	11.0056105019158
132	33.4561214586535	0.0001	4.15807873876366	228.205176572919	11.333441854022
133	32.0145075767142	0.0001	4.11276358372241	207.100719755165	10.8390273648825
134	31.4018050286463	0.0001	4.0619492142178	204.293327938064	10.8129148882303
135	33.1601407400867	0.0001	4.22916195883397	212.497652444879	11.0485661718137
136	33.4081534223248	0.0001	4.16200094860798	215.831631329269	11.0835223417402
137	34.8903744696574	0.0001	4.32981732546847	219.535139267415	11.3306167993585
138	30.2300442862037	0.0001	3.96220992226835	204.890927366632	10.9096238603153
139	31.0190391739832	0.0001	3.98626968255237	207.747083975181	11.0959629992561
140	29.0886801716676	0.0001	3.91171305655437	203.426015175536	10.7846318687854
141	29.8834520836235	0.0001	4.01677568180559	214.600457610446	11.0591404128773
142	31.5855688475765	0.0001	4.06640568272821	207.141393174686	11.0006844668209
143	29.0886431029349	0.0001	3.87587331828652	213.223312697151	11.1645448956031
144	27.3046997253673	0.0001	3.82636823400061	219.27047282582	11.2879372481023
145	28.8798209402628	0.0001	3.9411673630542	219.853671660483	11.3258330851918
146	30.9571599990223	0.0001	4.09136487772472	211.146176390069	10.9948229530366
147	32.8882870350263	0.0001	4.2473977641003	223.207684377247	11.4221820312564
148	29.7595560259206	0.0001	3.97507890314642	216.675726471586	11.0355290927648
149	28.7397200944157	0.0001	3.89129408076016	223.962340414773	11.4883517899773
150	30.2168475781862	0.0001	4.00571172638498	233.925097349797	11.6431959702879
151	32.7800818266913	0.0001	4.18398163535378	207.549961106049	11.0029658193868
152	30.22663325526	0.0001	3.94190934932593	248.820356552571	11.7649525478794
153	29.2050015081806	0.0001	3.98528269565467	232.535313562369	11.2645963445368
154	33.2727097697642	0.0001	4.21612104427852	222.007345925814	11.4645301467704
155	30.3191495235686	0.0001	4.02511959564225	214.21854122912	11.2644421844802
156	26.8347190290907	0.0001	3.80688389067615	216.639058771493	11.1902662660288
157	27.2064777880502	0.0001	3.80152029776897	205.233230910042	10.9994218419287
158	27.1516314350076	0.0001	3.77738121534963	202.334110020594	10.8184169426124
159	28.5865584466151	0.0001	3.86460121447763	230.688355258319	11.7384124540385
160	28.8202025334788	0.0001	3.90643188148706	207.191856096978	10.9516646014098
161	28.3486261915887	0.0001	3.89792109482465	205.730142122532	10.91692279273
162	33.2106416317612	0.0001	4.21675456604116	225.143205459148	11.3256890404673
163	31.927778062651	0.0001	4.08827996652577	220.732746331762	11.1173041794589
164	29.1968994579096	0.0001	3.94250766212041	214.03229091756	10.974515559783
165	30.9742470505096	0.0001	4.03677315248591	244.674619028259	11.8308151676066
166	29.4789448960323	0.0001	3.95548866086619	223.488508791105	11.2372768633535
167	31.0400281804482	0.0001	4.08350348447682	225.561731186871	11.3318275028692
168	36.8740620069992	0.0001	4.46751962560098	232.460254365929	11.3259432485413
169	35.0017800804465	0.0001	4.3114118242214	204.277068070288	10.7759092203244
170	29.0265545222204	0.0001	3.93631184038822	221.02799943102	11.355179503373
171	30.7222606555297	0.0001	4.01738917142495	217.922264705642	11.2958408698876
172	31.3276942301942	0.0001	4.09591340595154	218.138154097681	11.3217347476273
173	27.5438759782845	0.0001	3.76357935912432	209.116727820999	11.0310271275093
174	27.7044945361099	0.0001	3.79955960117288	206.981938318229	10.9490572358774
175	25.3826978597771	0.0001	3.66723611686172	206.782568767979	10.9498053115781
176	25.4393176454486	0.0001	3.67635023282489	210.363442903782	11.0883810889272
177	27.8649519040418	0.0001	3.77012181007999	216.489591207464	11.3540679221373
178	25.4033037462703	0.0001	3.63428140708022	206.912654733059	10.9364110954636
179	28.5485143531951	0.0001	3.88379517742583	209.46915183606	11.0066035522078
180	27.2837561883398	0.0001	3.73547234829192	205.611237338397	10.8821899940778
181	27.5184348932503	0.0001	3.83151311635224	204.353357546499	10.857806776358
182	27.8988703007235	0.0001	3.79862864463431	205.798138351121	10.9353711634999
183	26.0924135525025	0.0001	3.73664089928351	209.605296114997	11.0322397702907
184	26.453396050783	0.0001	3.67890290556283	204.500750425969	10.8577412880614
185	26.5251108028049	0.0001	3.79258233501869	211.829361536513	11.0630655528112
186	28.6228915845339	0.0001	3.81118997785116	229.311619714713	11.3396479794171
187	27.170470701116	0.0001	3.78490993196812	208.889000673174	11.0312853178719
188	27.6674201471056	0.0001	3.7348416322451	214.646743199815	11.0361420779049
189	24.4804920387866	0.0001	3.59053707845283	206.49772139673	10.9509928356155
190	27.42850680137	0.0001	3.81269507522742	319.428157088148	13.6048243135588
191	32.4046109836303	0.0001	4.1743050299219	214.919525018796	11.4055347761848
192	30.5684203702953	0.0001	3.99529662376412	210.78169320717	11.0756155117785
193	42.5861097353753	0.0001	4.73906420465547	222.116790005353	11.3546224378642
194	29.5099514569608	0.0001	4.00538942681834	222.018827430374	11.3298135940999
195	26.9378514344665	0.0001	3.78355715740686	209.703734968497	10.9586339016839
196	25.9977614025088	0.0001	3.6977804626417	210.20166105007	10.9220504042494
197	24.5145727833237	0.0001	3.59983150263939	207.63570541318	10.9486783997284
198	32.3067671039386	0.0001	4.13749174488749	237.974378258613	11.7685864819642
199	25.2801712976852	0.0001	3.65919827069608	214.728198829555	11.1247889506767

Male

epoch	loss	lr	mean_absolute_error	val_loss	val_mean_absolute_error
0	3678.42515253388	0.001	44.1302500834507	1913.8014734859	34.4564806980369
1	757.449902235723	0.001	20.7533424765663	597.751818118475	17.9703617197222
2	386.740469009264	0.001	15.0534712394782	5422.70830164546	67.0669914853256
3	352.688627043868	0.001	14.4882454863692	3887.88217038855	57.2975937564816
4	326.617571265297	0.001	13.7298137799828	481.907028441303	17.3378512222155
5	251.646415669939	0.001	12.2663145656079	491.683272478222	17.5312664302049
6	244.00856857975	0.001	12.122225064303	358.021729973987	13.911293514218
7	241.834942431154	0.001	12.2172632268045	1269.15413688727	30.9938987866967
8	261.532502246958	0.001	12.6569491546766	1125.78110837683	27.5461494614593
9	278.919810121249	0.001	13.0547435996807	2424.13050936809	38.9229958390768
10	196.689927740857	0.00080000004	10.9087714608792	1395.47971385855	27.5159035978064
11	194.427829053761	0.00080000004	10.9178146066919	674.559765625	22.4039736047255
12	178.28215834356	0.00080000004	10.4403277911971	179.639544839775	9.9706744607571
13	187.756631820814	0.00080000004	10.6729924632385	311.134402114733	14.0629216573935
14	153.087587744789	0.00080000004	9.54655295009107	214.038027116894	10.6038358654596
15	151.358447265625	0.00080000004	9.57927586715833	295.69807876992	13.3925627953183
16	142.367126032736	0.00064000004	9.33617882180003	343.433189243553	14.3778878287931
17	142.01576449639	0.00064000004	9.3881654131729	253.556523523921	11.6941920103225
18	140.304821021156	0.00064000004	9.19324234650198	182.075477276017	10.0081037960221
19	110.481126822413	0.00051200006	8.14550482488312	375.024803931312	15.3178338244953
20	112.46827766621	0.00051200006	8.1779738645638	185.384228974739	10.2510553528777
21	94.2874072589705	0.00051200006	7.43926764969277	257.746391242373	11.9638069439778
22	103.207832137251	0.00040960003	7.80969602956181	172.954873306139	9.78480102910405
23	88.2827985375328	0.00040960003	7.18726145651488	186.343262609971	10.3172613110163
24	84.8798986114232	0.00040960003	6.98328627358496	162.652038763266	9.43709273380516
25	76.7786459593646	0.00040960003	6.72080071879699	176.838971703453	10.117993528653
26	72.7655240489318	0.00040960003	6.5445115705507	160.914839671987	9.58625870257352
27	76.0829126948804	0.00040960003	6.58107822384455	157.635333576034	9.48383500428326
28	67.8978524132113	0.00040960003	6.24607174797396	162.577853231514	9.71679890725465
29	68.1346355877091	0.00040960003	6.24926618052795	229.302685357828	11.590189221475
30	70.1612908962554	0.00040960003	6.34375624867667	162.383806103732	9.47361169156775
31	69.1566995671365	0.00032768003	6.25900988620994	194.47914493527	10.5821696424906
32	72.0621509113143	0.00032768003	6.4903234346778	255.23813824949	12.5666543639867
33	63.5985808651004	0.00032768003	6.04799085633945	191.927873554061	10.1683802874742
34	63.1286793261503	0.00026214402	5.9525630528948	173.864628114954	9.93016863291243
35	58.2699864885448	0.00026214402	5.64711544576999	149.105462281894	9.03307435196058
36	52.3282298400339	0.00026214402	5.49420837638652	171.402007138413	9.85050726021286
37	58.3809919914313	0.00026214402	5.78928833176604	149.163865675124	9.01192336799824
38	64.3590526006918	0.00026214402	6.00067987863996	146.047038525607	8.98216506991766
39	55.6665939060988	0.00026214402	5.54229099560628	149.463722215501	9.05346303028343
40	62.6388566548845	0.00026214402	5.71353650050881	162.198016289905	9.50171193654558
41	71.1363921984107	0.00026214402	6.30929168009125	181.124782542001	10.1901503959588
42	50.6573018166871	0.00020971522	5.32558977920397	164.454263440698	9.43774986435882
43	48.3875194448285	0.00020971522	5.23748048259094	167.946319944669	9.7822918866588
44	47.5371162212001	0.00020971522	5.14940972961156	156.669324756724	9.34994034556161
45	43.6624781785813	0.00016777217	4.92097490023723	152.291018136624	9.02190921580897
46	42.6602454801576	0.00016777217	4.8464103479301	179.314436151285	9.93477657959525
47	42.5032536531972	0.00016777217	4.83165549556766	153.681264772668	9.1646637435508
48	47.0646303970202	0.00013421774	4.99012827071468	154.73972321907	9.32786801768615
49	51.0954634742399	0.00013421774	5.28861843210406	159.126932194803	9.30489941571666
50	46.3490020346853	0.00013421774	5.02703963423197	154.665257020123	9.15705781869129
51	40.541794829242	0.000107374195	4.71474504724013	150.045133931658	9.04580631846875
52	40.0175854640724	0.000107374195	4.6658377520806	154.471941463504	9.18950497787611
53	43.1877757587264	0.000107374195	4.83061058668964	153.643783258759	9.19211978405978
54	44.070414916182	0.0001	4.79348761296905	147.878876961227	9.00010161104455
55	38.6166029533454	0.0001	4.57288570235261	146.690626066765	8.99670980166545
56	38.6955837756132	0.0001	4.53066213658426	146.875415336136	8.96471234549463
57	36.5484397010466	0.0001	4.40448471339403	150.542663493199	9.09935010386779
58	35.4540268889571	0.0001	4.3062428271876	148.125531910584	8.98448928900525
59	61.7644363369562	0.0001	5.87973393549961	180.889935167701	10.0226749926542
60	49.0153687806256	0.0001	5.25625921097477	169.924029581526	9.62314953255442
61	47.2861505829127	0.0001	5.05742317722962	172.955449318675	9.77978132298562
62	43.5600497693087	0.0001	4.8648285671673	165.562105161954	9.48627770432329
63	39.022450688455	0.0001	4.64008289269641	161.130427105659	9.40776339674418
64	38.4036837856326	0.0001	4.60440064658106	155.262317124088	9.18759766637752
65	35.0414463887172	0.0001	4.36158599684724	159.251155995057	9.29147380727582
66	33.6144725360702	0.0001	4.29006758158186	160.427880994409	9.37119826679736
67	36.7979523312729	0.0001	4.43339913967436	163.545224552661	9.47185326044538
68	36.9484558037952	0.0001	4.49059445288329	156.237802340077	9.27419167662089
69	36.039723151553	0.0001	4.43185771165696	162.60727214982	9.44655110350752
70	34.8655621148844	0.0001	4.38831598737599	156.204251949344	9.29492007736611
71	31.8927031457952	0.0001	4.22084531024494	154.761293245839	9.26134788631338
72	31.8117910435769	0.0001	4.24693291166187	156.074535687202	9.33061647583953
73	30.1597638223024	0.0001	4.09013839654163	161.335224090846	9.40866268461785
74	31.5789074585501	0.0001	4.14587471548435	155.735774811601	9.26264842716994
75	31.0559191543444	0.0001	4.15052600793079	159.036520966386	9.37495661372632
76	30.2396556617939	0.0001	4.0849175621978	153.77071250983	9.30297884983299
77	30.788860131998	0.0001	4.0805173046821	159.49605766904	9.44652341403792
78	30.5089605820917	0.0001	4.03699207559096	154.344748843033	9.2417220546081
79	29.8309005872338	0.0001	4.07182061819904	153.732233381693	9.16631554797687
80	30.6453298383054	0.0001	4.07516335512685	152.120643035078	9.17493262501944
81	30.2079337803663	0.0001	4.03685552040033	153.863528334356	9.15576447512196
82	30.486418641352	0.0001	4.11751053227788	154.091555191985	9.18911600028519
83	27.913954405658	0.0001	3.8749704546633	154.031438952421	9.2515725954444
84	28.1162371205018	0.0001	3.94262736413331	160.38214054614	9.42319863581024
85	26.3599771550271	0.0001	3.87657510959997	154.654668190205	9.2583665999691
86	27.5789906594606	0.0001	3.95533567783052	157.690808348529	9.39012517338306
87	26.9662681106972	0.0001	3.86965624885222	155.594444099359	9.23819387148967
88	27.1026945671149	0.0001	3.87189632854631	152.745310852591	9.1497621283067
89	25.3232324988441	0.0001	3.77528587780168	152.211790263758	9.17996403179338
90	25.5790752647197	0.0001	3.76857268746975	153.137288280926	9.15216375536623
91	25.7910514325167	0.0001	3.76623129296092	156.144294131119	9.35286668591795
92	25.8324540197322	0.0001	3.76981135343028	156.93008956234	9.36077700252027
93	26.2095350754999	0.0001	3.79878607218244	150.990982015154	9.10842033149922
94	24.3076761768982	0.0001	3.6960007844773	150.733355240273	9.12633470180815
95	24.0949630197171	0.0001	3.70721245318387	154.125679731791	9.17651790180038
96	29.9471515014108	0.0001	4.12023214492123	156.090233321738	9.33564033508301
97	25.2555608901302	0.0001	3.7820716756635	157.492682573437	9.35445482034599
98	24.936438953771	0.0001	3.70958338037001	154.007993769013	9.20039989842778
99	24.4989556911772	0.0001	3.72014673958837	155.196002143252	9.28377759815317
100	26.9194195114406	0.0001	3.83573574808847	156.768118691233	9.34555333230348
101	24.7220556276034	0.0001	3.68751967776138	153.589924392025	9.18249349847304
102	22.9061874457165	0.0001	3.64048133866977	153.227848208267	9.19511954045929
103	23.7873542448061	0.0001	3.66370805217102	153.111197101964	9.18666516531885
104	25.0495283751361	0.0001	3.7517020368998	157.780343654936	9.36551653769164
105	23.8105766296387	0.0001	3.66015671586568	156.550885050276	9.34538974255587
106	23.8320883320496	0.0001	3.63882300790432	153.018546774535	9.23100994413933
107	23.4013707793919	0.0001	3.64161589630937	158.717945726783	9.35878895278526
108	24.460019472848	0.0001	3.70881853103638	159.30300024252	9.34328878959723
109	23.1407767203002	0.0001	3.60066996886667	154.64465153787	9.2792689956395
110	22.3094239429035	0.0001	3.57329563208386	157.016119344256	9.33620920096879
111	21.3418518674057	0.0001	3.49640323588278	154.989625238739	9.33470082240822
112	21.4330002236155	0.0001	3.52280153088865	152.468761896454	9.19901101103926
113	22.9284883279716	0.0001	3.62227735772597	153.038582887903	9.23821702467657
114	21.4264892746917	0.0001	3.47216793667954	155.709749177916	9.30959431808607
115	21.3573339310368	0.0001	3.48485146244015	163.439565986026	9.52969095348257
116	23.1056350505458	0.0001	3.57926854496509	153.026494578134	9.30100337847144
117	22.0638535153549	0.0001	3.55608404885351	157.043079261442	9.33315512395538
118	21.3613189157131	0.0001	3.46163457009645	157.618749486873	9.38518007666664
119	21.8657100238631	0.0001	3.53998059973253	152.716165998341	9.19937498717182
120	21.7603209774051	0.0001	3.49891951316226	154.162829603347	9.25791754427209
121	21.2738522419887	0.0001	3.46256452070928	154.5658658188	9.23658652685385
122	21.057483730485	0.0001	3.48109798262605	153.718178322041	9.20816923327151
123	19.6576646720414	0.0001	3.39161829821831	153.577288345742	9.25539888027495
124	20.5954871051079	0.0001	3.3960728366818	158.17127110304	9.40246413408127
125	20.6148835781401	0.0001	3.43381027795572	155.458771319094	9.30950729910251
126	20.0798782146082	0.0001	3.38565487144268	155.45569579538	9.30293785871658
127	20.0244113584535	0.0001	3.38012425245437	153.000266731735	9.21069630648183
128	20.103488027522	0.0001	3.41995363573057	155.688723727876	9.3305595819929
129	19.161577045812	0.0001	3.32194367636622	152.232888145784	9.24174880137486
130	20.1637710199947	0.0001	3.40456418062733	155.181583357279	9.30546923274487
131	20.1389364394466	0.0001	3.42573803842595	153.535698949763	9.29033296635721
132	21.2728583074249	0.0001	3.46648821535364	153.914560503664	9.26038169523256
133	19.9279417696252	0.0001	3.37733199026732	153.744680110965	9.23187962084745
134	20.5112780883249	0.0001	3.41782001900462	157.534827227297	9.3865874568973
135	19.431887229987	0.0001	3.34398428655304	151.05920678873	9.18183072858152
136	20.2158646845185	0.0001	3.3778231570151	150.466543849169	9.14029808213225
137	19.4890614602418	0.0001	3.31341163162637	154.110118035511	9.26328061871824
138	20.0473574309222	0.0001	3.41076967357534	151.317177899116	9.18473699451548
139	19.2778561752454	0.0001	3.30319559046652	152.79266249395	9.25941131051663
140	19.7277770489718	0.0001	3.38014326475363	150.679377692569	9.1316404747752
141	18.289482977538	0.0001	3.25823887175163	151.971654949357	9.26425781418792
142	19.7434493478421	0.0001	3.35480998216477	153.662220939704	9.26464465993696
143	19.5526199475854	0.0001	3.36600669843961	151.015616006767	9.21409280996407
144	18.2951808760651	0.0001	3.24732159977466	158.076166473659	9.38389574911742
145	19.3646654905471	0.0001	3.32172111747539	156.77539497308	9.40507326885662
146	19.9625887136544	0.0001	3.38364640126186	151.912675975698	9.19698668960976
147	18.3372808372025	0.0001	3.28071824301661	155.389715616682	9.32148626715736
148	18.4917301009187	0.0001	3.28746812027113	152.686821280961	9.25662985270002
149	18.5716523972233	0.0001	3.29166700987689	155.810545794732	9.33227275578322
150	18.8030441959347	0.0001	3.30293645436785	153.149272763413	9.21722735008307
151	19.3812117990139	0.0001	3.35321080030593	153.987307374667	9.29307727644929
152	20.2916807124045	0.0001	3.41227296052781	156.238987610403	9.32067171620057
153	18.7760156513315	0.0001	3.28202150395486	153.118585569669	9.24079143557928
154	19.8495988896463	0.0001	3.34564189910889	154.949970427657	9.31919061272545
155	19.1980198851729	0.0001	3.35497092356724	152.241499504157	9.22124181764316
156	19.9270592816108	0.0001	3.4158766307662	151.279790679121	9.23642901530308
157	18.1531209304269	0.0001	3.25069665318042	150.634708235749	9.16961562063842
158	17.6543432657698	0.0001	3.19547283290762	159.009536594627	9.45745482318169
159	18.6740818361265	0.0001	3.29529261968832	165.530393509316	9.69743212303229
160	18.4534617905068	0.0001	3.27496356710923	148.516572800358	9.1025920344665
161	18.3933336578639	0.0001	3.24943656415011	150.254410411193	9.17780181412148
162	17.5333106707683	0.0001	3.18597589509677	150.377468534487	9.12542575734907
163	18.0035001839157	0.0001	3.20865042188526	150.433544408748	9.14991414736858
164	17.582181846146	0.0001	3.21145503457669	150.686848355184	9.15843972569018
165	17.7471755205003	0.0001	3.21124226013116	153.082836144371	9.21915556308443
166	17.8773100641976	0.0001	3.19391519706861	151.595582337506	9.19454198347784
167	17.9468855900047	0.0001	3.21207319276523	152.1130589578	9.23475757868944
168	21.0248965001739	0.0001	3.49609978262302	152.346976788276	9.16096023627087
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170	17.7938372114063	0.0001	3.26666121018671	150.701333253574	9.09863048654742
171	18.1383702742315	0.0001	3.22011563461439	151.864518143645	9.13084390690896
172	18.1819491934987	0.0001	3.23811094064628	159.3260921377	9.44410249490653
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175	18.7021778106689	0.0001	3.28962569954121	154.077150030896	9.23639713557421
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177	17.0726077324521	0.0001	3.16294000676248	151.010676831271	9.17759483134852
178	18.1124834786474	0.0001	3.26019901511943	165.297907290838	9.62938041180636
179	18.5732571897254	0.0001	3.28838299439017	153.690329884217	9.23060283154513
180	18.4357049334366	0.0001	3.25513117714266	153.186386486492	9.18801672099966
181	17.0548734040387	0.0001	3.10704069897137	155.04402460419	9.27070459686549
182	18.6960879975716	0.0001	3.3013449778599	153.459126673336	9.1966578829605
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187	17.4791078314317	0.0001	3.17882677348314	152.000457709658	9.19283024610671
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190	16.9688537268512	0.0001	3.14480816832686	151.190705263931	9.18807770383042
191	17.8347247959238	0.0001	3.19960551135308	151.668494746115	9.12215667488301
192	17.2164115872003	0.0001	3.18825176542839	151.215917995757	9.15593915112251
193	16.8890715236157	0.0001	3.12697837964623	152.233981107189	9.17833448595705
194	18.4425890559644	0.0001	3.27510231912664	149.818912499352	9.14223152599504
195	16.2423260173966	0.0001	3.06693208280918	149.028782248708	9.08497673135943
196	16.7786103324553	0.0001	3.11440316892303	147.961705125117	9.06296260799982
197	16.3133116156654	0.0001	3.07394830990682	149.782014316795	9.11110523865286
198	17.5937631961519	0.0001	3.21464397970554	157.420657267613	9.33856229191333
199	16.1354372378999	0.0001	3.08745152971386	150.147100681541	9.17126779303087