Epoch	Training_Time	Train_Loss	Train_Score	Valid_Score
0	126.10788154602051	2.9335918864761124	0	0.09626410486953066
1	112.94559383392334	2.5746281679481307	0	0.116400685016191
2	108.4815861384074	2.3689271082617855	0	0.12533794673865672
3	106.0180007815361	2.2054185095141494	0	0.1311309047120065
4	104.94476919174194	2.0674289337813927	0	0.13522386001020353
5	104.08209069569905	1.9495405036876612	0	0.1310159016014299
6	103.60125241960797	1.8523268636825543	0	0.13540340829642664
7	103.10844111442566	1.7705057044250603	0	0.1363675099595685
8	102.83504263559978	1.702172990313438	0	0.14072689592915738
9	102.49062712192536	1.6441834645633266	0	0.13555831102616395
10	102.29870332371105	1.5923394437790515	0	0.1396363411220754
11	102.0723253885905	1.5349989530058996	0	0.13698612797311135
12	101.94293269744286	1.4818479545517278	0	0.13620848382648795
13	101.78224194049835	1.43516161028235	0	0.1366785359970266
14	101.68099489212037	1.3908298718959204	0	0.1327188766685633
15	101.54568129777908	1.351975227912965	0	0.13753442045724115
16	101.43336528890273	1.3160203256114962	0	0.1310434341726799
17	101.3750372727712	1.2827231181759757	0	0.1331421484487181
18	101.27602602306165	1.2515363772510735	0	0.13374205085210036
19	101.22946873903274	1.2235001723283208	0	0.12863815658223338
20	101.1564637819926	1.1965410590283994	0	0.1314030534677421
21	101.1172199791128	1.1718669840353195	0	0.1324515353068625
22	101.04566894406858	1.1477066973408911	0	0.13127651397362577
23	101.01695292194684	1.1261459077840468	0	0.1311352947063163
-1	-1	-1	-1	-1
0	107.26482033729553	2.8096018907715714	0	0.11048424629088169
1	102.40655326843262	2.4269383460320673	0	0.12407599875058348
2	101.03398950894673	2.2309417079204	0	0.1336566442036048
3	100.09242004156113	2.0734415191554065	0	0.14009374797822008
4	99.73643007278443	1.9403524283632878	0	0.1414003324399082
5	99.36707882086436	1.829458776426734	0	0.14595968766105066
6	99.22019192150661	1.73734164129536	0	0.14065878704525328
7	98.99948185682297	1.660879101664987	0	0.14315688645355118
8	98.98292387856378	1.5960979548421976	0	0.14104776880558095
9	98.82103893756866	1.5416994306493732	0	0.14372274134731952
10	98.76604147390886	1.4929135697175149	0	0.14262265907530405
11	98.6600530743599	1.436603656639269	0	0.1443815961105701
12	98.62307680570163	1.3846889564129459	0	0.14176378203419443
13	98.51490478856223	1.3385046318154712	0	0.1412483262112924
14	98.50335445404053	1.2955578333760145	0	0.14199841759775142
15	98.43957261741161	1.2564475917943299	0	0.1393684916321547
16	98.42867748877582	1.220651616135535	0	0.13776459110858896
17	98.37309767140283	1.1876241979440452	0	0.13835247964844316
18	98.33512038933604	1.1573758686576014	0	0.13960759745919932
19	98.33752127885819	1.1281887676328457	0	0.13782490853096102
20	98.29337655930291	1.1018426914885173	0	0.13739704535383193
-1	-1	-1	-1	-1
0	107.48987174034119	2.761581036871021	0	0.115058362284115
1	102.597296833992	2.3659448802396374	0	0.13059759434830653
2	101.11474633216858	2.168970786904451	0	0.13573711937651106
3	100.17217582464218	2.014884381140191	0	0.1379116296480542
4	99.79006934165955	1.8861461418261343	0	0.14119726747372802
5	99.41369390487671	1.7797967130072891	0	0.1419753321821955
6	99.23045298031398	1.6910213958588867	0	0.14722862393239744
7	99.03371992707253	1.6172026697934196	0	0.14064180330341525
8	98.95740368631151	1.5541009013745537	0	0.14279576612486286
9	98.81260335445404	1.5012451605111772	0	0.1429462513741779
10	98.7611690868031	1.4543424663385154	0	0.14342597646713
11	98.68961938222249	1.3998318158996899	0	0.13755678612583552
12	98.65847903031569	1.3488085154009284	0	0.14182796162022177
13	98.59420163290841	1.302986761370447	0	0.14025033611745275
14	98.5831804116567	1.2614091649520651	0	0.13981436526687874
15	98.53843708336353	1.2222633543920935	0	0.13528146433436347
16	98.53294630611644	1.18685777118918	0	0.13711210777214194
17	98.4855660200119	1.1542174307585062	0	0.13361895806783392
18	98.47378711951406	1.1240859596313466	0	0.13283583372552124
19	98.42836301326751	1.0961329088531144	0	0.13306646191118296
20	98.4216433593205	1.0697008716117782	0	0.13476343211409172
21	98.38419908827001	1.0447495655814558	0	0.1295777644706075
-1	-1	-1	-1	-1
0	108.27855682373047	2.7454046629453392	0	0.11458735831571873
1	102.92993378639221	2.341335160669449	0	0.12605304733104178
2	101.55858159065247	2.1482389519549674	0	0.1389966602330191
3	100.62279057502747	1.99422212717225	0	0.15024346736228228
4	100.17600836753846	1.8670989271987188	0	0.1434282468686641
5	99.75558749834697	1.7610870014170332	0	0.14557120867766438
6	99.56087027277265	1.6731228558451798	0	0.14208125684875478
7	99.28595730662346	1.600340398297256	0	0.14312106913018513
8	99.16039270824857	1.5383616142545171	0	0.14637020345264198
9	98.99259603023529	1.485359150949057	0	0.14418450560362292
10	98.91773637858304	1.4378817806130222	0	0.1442241089565453
11	98.78698575496674	1.3831078085950208	0	0.1458138981586411
12	98.66818936054523	1.3322732732765648	0	0.14199457367709112
13	98.6338688986642	1.286659859821967	0	0.1415387731774636
14	98.5327578385671	1.2443926363921674	0	0.13994031563387746
15	98.5072195827961	1.2067831546591696	0	0.1372843600765764
16	98.44638224209056	1.1705176836461615	0	0.13698869877596265
17	98.4353905916214	1.13848235477767	0	0.13687247192528343
18	98.37476102929367	1.1081435955041923	0	0.1361724704517359
19	98.37268544435501	1.0798342932609273	0	0.13222541216799882
-1	-1	-1	-1	-1
0	108.44589018821716	2.727237194215638	0	0.12580664552220847
1	103.3452205657959	2.3200676240391536	0	0.1293332210148619
2	101.42862542470296	2.1279957964922884	0	0.14247499127413227
3	100.69770395755768	1.9784678272351417	0	0.1396408787630245
4	100.02957930564881	1.853601395597721	0	0.14154436380408245
5	99.73823722203572	1.7500678636647826	0	0.14832171475902026
6	99.41322261946542	1.6635377976571302	0	0.1475184732580534
7	99.25161927938461	1.592130666544925	0	0.1425300194441624
8	99.01862096786499	1.5298383320065934	0	0.1432183485630477
9	98.93099296092987	1.476538293708672	0	0.1438628516837747
10	98.79955018650402	1.4302204619611671	0	0.14387459895633625
11	98.76625937223434	1.3754753963636186	0	0.1427058870237202
12	98.67014475969168	1.3249619565763917	0	0.14562142629154068
13	98.6319990668978	1.2798095945656822	0	0.13877140667691573
14	98.53904625574748	1.2372988413089192	0	0.14087121918125117
15	98.52324217557907	1.1994854911993558	0	0.1376557478060743
16	98.44206038643333	1.1638015475558816	0	0.13822886608748028
17	98.41693162918091	1.1314696367816015	0	0.13526679939880626
18	98.36229173760665	1.100891316138965	0	0.1361769116480516
19	98.30656379461288	1.0727906070247648	0	0.13392923249389918
20	98.29512471244449	1.0473739549498935	0	0.13455537951308646
-1	-1	-1	-1	-1
0	108.06867718696594	2.711656683810532	0	0.11889690928784585
1	102.90005505084991	2.3075651839057656	0	0.13562660331297752
2	101.37421782811482	2.1146836992040035	0	0.13232723556604875
3	100.34458112716675	1.9638264291409118	0	0.13547157726059422
4	99.85414414405822	1.8386592173591312	0	0.13458202888013993
5	99.44195862611134	1.7339959929847957	0	0.14413965410590732
6	99.10346286637443	1.648731901811686	0	0.14520330341428644
7	98.87563335895538	1.5769253205998779	0	0.1472943454163597
8	98.78742191526625	1.516030050056941	0	0.14282311845532247
9	98.64133503437043	1.462629885939762	0	0.14239336749307385
10	98.59830936518583	1.4176044764004208	0	0.13868186592251983
11	98.49566952387492	1.3627565042437095	0	0.14412797639996658
12	98.45629266592172	1.3128237779459062	0	0.1389078299824673
13	98.34861995492663	1.2670101965386116	0	0.13830083591884004
14	98.33812495867411	1.225263870065305	0	0.1400122706276013
15	98.27813199162483	1.1875468964783131	0	0.14251569407155154
16	98.27025271864498	1.152550640993914	0	0.13902489990275413
17	98.21465632650587	1.120866143587542	0	0.13526574325101737
18	98.20600262441133	1.090511944074852	0	0.13646944816686674
19	98.16682643890381	1.0629293694811752	0	0.13546689197300585
20	98.17200555120196	1.0363442632866324	0	0.1341642506738707
21	98.136942115697	1.012195631001645	0	0.13355429686673934
22	98.1375422788703	0.9889506109647799	0	0.13162631586175433
-1	-1	-1	-1	-1
0	108.05998826026917	2.705294991825874	0	0.11405646064891364
1	103.16585218906403	2.3002923894930665	0	0.12957110723688275
2	101.11456402142842	2.112272602588948	0	0.1423657685173222
3	100.28482669591904	1.9621007820144951	0	0.14032827919184584
4	99.69491381645203	1.8368122074729676	0	0.14508756571911235
5	99.50588242212932	1.730957864256695	0	0.1398286137756708
6	99.22817465237209	1.6443902590642758	0	0.142669294008208
7	99.10548517107964	1.5712917568991744	0	0.14522542778886732
8	99.00431042247348	1.5099758505073366	0	0.1445392742079423
9	98.87137653827668	1.4571156855882934	0	0.14449044476436332
10	98.85118196227334	1.4106086761768968	0	0.14077370672453285
11	98.73426010211308	1.356674924100208	0	0.1421327276347656
12	98.68945664625902	1.3067572071045226	0	0.13808936287789775
13	98.59369325637817	1.261028736941937	0	0.14151705987836943
14	98.56268526713053	1.2209704512522241	0	0.13743213538979854
15	98.48037412762642	1.1813591323802282	0	0.13824750994186064
16	98.45687456691967	1.1470917954087407	0	0.1380933354724826
17	98.38913669851091	1.1147919732661289	0	0.13442766054853533
18	98.37166077212284	1.0846157703487906	0	0.13503376070540904
19	98.31628254652023	1.0570547977834006	0	0.13552337593403463
20	98.30526608512515	1.030695648478295	0	0.13331110874390006
21	98.2592987689105	1.0065492136939107	0	0.132975394096488
22	98.25455066432123	0.9830959641200536	0	0.13343365788691644
-1	-1	-1	-1	-1
0	107.41272449493408	2.707396000062806	0	0.12380490395347737
1	102.48319149017334	2.2975771740135014	0	0.13164088812289712
2	101.08953388532002	2.104232479592638	0	0.1385839088232041
3	100.22829163074493	1.9548775071331967	0	0.13762525232920114
4	99.85327835083008	1.8305402465417064	0	0.14140477521728342
5	99.46699631214142	1.7266065667160182	0	0.14186026582923633
6	99.274735723223	1.6394691753342578	0	0.1433685270868073
7	99.03526002168655	1.5676452102445748	0	0.14301072698320363
8	98.93092242876689	1.5065237524144472	0	0.14242751837965928
9	98.78294146060944	1.4532582941587775	0	0.13903739148951053
10	98.75512305173007	1.4073906006709844	0	0.14157863168907567
11	98.65772662560146	1.3526807174815736	0	0.14214471522838093
12	98.64105112736041	1.3029631144989988	0	0.13940979425924863
13	98.55161670276097	1.2583071406243587	0	0.14085266386620637
14	98.53614767392476	1.2163153951672119	0	0.136430081972879
15	98.4956216365099	1.1795012677553456	0	0.1368863346555418
16	98.48064655416152	1.1434077609475315	0	0.13763988661652685
17	98.4304739634196	1.1120029563923253	0	0.13527463513000612
18	98.42696265170449	1.0818205041672984	0	0.13504051718102644
19	98.38369356393814	1.0540441189012684	0	0.13247131849708876
20	98.38110643341427	1.02794975309704	0	0.13307963432651165
21	98.34262118556283	1.0036225040703826	0	0.13398184066983646
-1	-1	-1	-1	-1
0	108.27687239646912	2.695279731654762	0	0.11530441625984422
1	103.69611656665802	2.2803083059554417	0	0.13374020952580798
2	101.95086828867595	2.091668625323656	0	0.1368454041855453
3	100.83763319253922	1.9466242403951164	0	0.14658610029824476
4	100.29827785491943	1.8232016232860282	0	0.14905349869192616
5	99.85028195381165	1.7218094462881723	0	0.1507462506279178
6	99.5224233014243	1.6359157231700614	0	0.1422557109610622
7	99.39686197042465	1.5650492303045362	0	0.1400124087878832
8	99.16523830095927	1.5040384392666548	0	0.13714921426715265
9	99.05649883747101	1.451390470098821	0	0.14347175446575017
10	98.89313463731246	1.4057647643454252	0	0.14311670540578808
11	98.85069117943446	1.352946210853578	0	0.14283736063987632
12	98.74839227016156	1.3010163427408845	0	0.13836342374274618
13	98.71499504361834	1.2561380350342957	0	0.13942599695766195
14	98.63043840726216	1.2136464436799101	0	0.13961243233934648
15	98.61246648430824	1.1766243673477748	0	0.13829832203413303
16	98.54192575286416	1.1411978542767325	0	0.1360120087165711
17	98.52294965585072	1.109188671561526	0	0.1372449063162128
18	98.47207506079423	1.079773442471491	0	0.13578566836444733
19	98.47160564661026	1.051677809025592	0	0.13531294006816644
20	98.42566239266168	1.0254611593754108	0	0.13670443375268723
-1	-1	-1	-1	-1
0	107.30542278289795	2.6846679906025437	0	0.11521752438831809
1	102.67977750301361	2.2730050346857333	0	0.13284606342414115
2	102.13062596321106	2.08420518051875	0	0.14009938919874496
3	100.95705729722977	1.93970220974428	0	0.13986331170886546
4	100.4310387134552	1.8170190388839247	0	0.14181775746179479
5	99.91294197241466	1.7137572288961902	0	0.14357228771919572
6	99.70999717712402	1.6281171784721025	0	0.14332696735510425
7	99.47092482447624	1.558226050554285	0	0.14628908025936557
8	99.35794639587402	1.4960695379127373	0	0.1415440106196998
9	99.15516326427459	1.4432666131214635	0	0.14174153141808835
10	99.07034028660168	1.3970597756552128	0	0.14431975357381854
11	98.92654196421306	1.342434897588816	0	0.14077789969449697
12	98.87989398149344	1.2923835873454248	0	0.14090605624768748
13	98.77431917190552	1.2464058792576138	0	0.14147725731194197
14	98.74310971895854	1.206020198005206	0	0.13802192752536793
15	98.65081158280373	1.166562399047531	0	0.1385284737127661
16	98.57404878560234	1.1330816453530768	0	0.13589585872971066
17	98.51433580451541	1.1004223049883561	0	0.13602018692959658
18	98.4487363790211	1.0710521940342905	0	0.13530040859006104
19	98.42769376039504	1.043041188882166	0	0.13467386314386356
20	98.38151060967218	1.016589141886686	0	0.13384390806050095
21	98.37136154825038	0.9925509235416182	0	0.13083596753667315
22	98.32957241846168	0.969246765208364	0	0.1300240333702226
-1	-1	-1	-1	-1
