File size: 18,875 Bytes
b60fce7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
,train_mae,val_mae,test_mae
0,0.2750766531841175,0.4961725806737963,0.5058932101951455
1,0.14939610968167719,0.4521305470670004,0.48348350120040606
2,0.14168212640325764,0.31175747796257525,0.3316110590437673
3,0.12805558024226008,0.11670384028158481,0.19940007042210056
4,0.13239879140982758,0.1299909351137577,0.1607045525298366
5,0.13129545322342498,0.27764075503671337,0.348179336204545
6,0.10986489091773291,0.11740074246698082,0.1737336257718644
7,0.08269275865844779,0.13693813442901412,0.19564292962961602
8,0.08991000338180645,0.12729155805438616,0.1777848150089102
9,0.09317764659991136,0.15372619908567853,0.19053736817583722
10,0.08340891231153462,0.1539012511477086,0.20515144742884725
11,0.08169718240765302,0.33116773858454557,0.5027133406333204
12,0.10117794497794397,0.1742591811299889,0.19212840075762766
13,0.10617116591012156,0.4207748822267587,0.3799830388348058
14,0.1604074883299905,0.18750786269304312,0.18354164724642374
15,0.15748154764642586,0.18165979643851096,0.2729312130865061
16,0.16292295029034487,0.15984857435475028,0.15954556273964215
17,0.13690206386350295,0.19102765259584545,0.18064794028705022
18,0.16173307815113583,0.16283232598649383,0.17535599152434547
19,0.13700265876344733,0.4807479712070447,0.5138772180620229
20,0.14573884211681984,0.19413412330557384,0.24497977841012883
21,0.13539666158927455,0.12077874948063168,0.2112112635711454
22,0.14509785209555884,0.12271057598963733,0.17737704543572552
23,0.1247728584585963,0.12087928380163925,0.1828270155303883
24,0.1335423688228066,0.16749922807606477,0.24515004039364252
25,0.14000939388532896,0.15296407951421648,0.1717625860616846
26,0.13701729250920786,0.1653956013126961,0.18068227537398068
27,0.14517368787043802,0.21449423563706366,0.2569381021103769
28,0.15507536232471467,0.14003422828082224,0.15666570191113455
29,0.15160775778664126,0.1431453102996564,0.1626580091158174
30,0.14025404698945382,0.17901214247489994,0.16743915127414577
31,0.13479031421042778,0.15381013888035905,0.16062564838607357
32,0.13550610918853734,0.16434145927146712,0.1933835947288657
33,0.12206970302237047,0.17424611683705407,0.19921744080646983
34,0.14167904781328666,0.142457742191039,0.18540428382045818
35,0.14858585596084595,0.1575855273417952,0.1740170143685251
36,0.13206852392570392,0.30938112778121263,0.38042154964411035
37,0.1544256632795205,0.18197896645814887,0.1764534112979781
38,0.14769952482468374,0.14975995891749577,0.2146604741519352
39,0.16993181749775604,0.21649573051251506,0.19844806278651617
40,0.1784520415035454,0.19125833016295005,0.19512636731115152
41,0.1630567028715804,0.16379456857651895,0.1920890282347517
42,0.15586228612306954,0.1764852278181727,0.20134567764570127
43,0.16225580267004064,0.18606510793710773,0.1836184760871923
44,0.1751479242299054,0.2324717454435701,0.23766314480805173
45,0.1575742842377843,0.15502128951357438,0.19003695685346172
46,0.15270605594725223,0.17138570268148495,0.18242787197232246
47,0.1485814863765562,0.21103095054908952,0.19775543179152147
48,0.13211226636493528,0.19334568860124074,0.1810514232460058
49,0.14508684243302086,0.2166158518096282,0.17043798037295071
50,0.1455015775319692,0.19476445866704553,0.1697180189614026
51,0.15146772829261987,0.17346628582308077,0.15783253944707368
52,0.14963562814770517,0.1423179386492589,0.15254431674784086
53,0.1389883196031725,0.19729980939372455,0.16474500642913692
54,0.13696263005604614,0.18510864491428808,0.16878235403378056
55,0.16137715243809933,0.1626133362263865,0.17695969427531621
56,0.15132856900627548,0.16729973987521718,0.17502714974700279
57,0.14676849008411974,0.18555885645168088,0.16053216243689916
58,0.13944373573805835,0.17451233603943014,0.16943419359202655
59,0.12191244750409513,0.1858451066282688,0.17756333764431612
60,0.11820051738539257,0.1767421307227623,0.15636007290966106
61,0.14257762645547453,0.29301711556753274,0.20306817688188464
62,0.14402642958873027,0.23734779825425262,0.1625317008287277
63,0.1316296184385145,0.23515141900116798,0.16322283995039058
64,0.13806557713730916,0.22507048444160352,0.16147888739997485
65,0.11731922559037401,0.23414945394083223,0.17451616568174563
66,0.1330046972310221,0.2201068575772064,0.16144781320724846
67,0.1456888143275235,0.23085871402403754,0.17734458336149747
68,0.12474702592637088,0.21861302690200896,0.16779243306450123
69,0.1143986300842182,0.22453442057020856,0.17270600145577258
70,0.1154464117175824,0.2178822745220356,0.16886696247559674
71,0.1292700450565364,0.2384135812097251,0.18238936231102584
72,0.1034749110103459,0.2138677560040171,0.1647903893916112
73,0.10508567038420084,0.2300188398050471,0.17604639412800097
74,0.11029206087460389,0.20341845478209275,0.17520939853956113
75,0.09698040900198189,0.18712901737170196,0.14982476183828317
76,0.10822887802244843,0.21795001068103934,0.17965010666059997
77,0.1026759217719774,0.19385686573259073,0.1749268612771664
78,0.10558783911369943,0.2037156354194569,0.1803791362721965
79,0.11371069508227143,0.19410208079487226,0.14939154754832107
80,0.10198853414606404,0.22281009283675968,0.1823871557442647
81,0.11013360602428784,0.20387878710342244,0.17070678459866992
82,0.10890296915092984,0.19318278232739436,0.1524343953098891
83,0.08993119957882005,0.20448815854381047,0.1601743778249003
84,0.11481780383635212,0.20253678986811524,0.16586687521270985
85,0.10324973500006505,0.19476945507582896,0.16157514601945877
86,0.09533545989039782,0.20266691867209158,0.17666383031404242
87,0.09730786318714554,0.23288522088697172,0.1835492171768872
88,0.1683541318049302,0.20707434105082145,0.18603481605367841
89,0.1781245750148554,0.20454312776219788,0.1699403293852536
90,0.15258890849512977,0.16922651464340246,0.15816993392863363
91,0.1655919037960671,0.1595260086359006,0.1576543039870712
92,0.14297301769256593,0.17582231223300734,0.15701088365518823
93,0.14299855761834093,0.16514807466364584,0.15531906738596143
94,0.129677319687766,0.1451365741508267,0.14877580064085294
95,0.1437247614602785,0.17229565752061057,0.1883619804427309
96,0.14740131380590232,0.1567960806650008,0.16360731057400973
97,0.13473056192333635,0.164708693869306,0.1739703726093724
98,0.12688324757524438,0.1607988510651611,0.16843394949188772
99,0.13243403064238057,0.1616255381096031,0.17989278387910915
100,0.12420488169064393,0.14343733704203113,0.1650426893864038
101,0.12373162334835207,0.15129018027635546,0.1832054095729342
102,0.1292146057695956,0.15966909255179185,0.18003468749658116
103,0.1262566963663778,0.14924413834420425,0.1681602919157946
104,0.11719521151201145,0.1714751791050084,0.18716061846265253
105,0.1192184837686049,0.1690543912598307,0.19528131721154698
106,0.11803582801005325,0.1675407845544589,0.1905049871442453
107,0.11901467716371691,0.14568853353578332,0.16671872771573518
108,0.12720442881455293,0.15709291751633322,0.16353157865551282
109,0.10819504985938201,0.17830643538050178,0.17659363558269897
110,0.11406778250191663,0.17492849616360326,0.18558916252739024
111,0.10869839735127784,0.16024862688864577,0.17519093698488092
112,0.12321777057808798,0.1669117302691202,0.16752375831019203
113,0.11082928817014437,0.15209017093712685,0.17004849396224292
114,0.10842231711423075,0.17167917628423862,0.18289405965017821
115,0.11652014311906454,0.1529331793434812,0.16404958406709275
116,0.11101978282267982,0.16249791013686013,0.16973877796586953
117,0.10852726336971329,0.15923732801636248,0.1728801339302423
118,0.11313007222236814,0.1742966445560139,0.19256094365187412
119,0.11219985668320914,0.15000642631291214,0.1730800504392048
120,0.10999043273764687,0.15587614395465896,0.19079683144699852
121,0.10636388773249614,0.14776452288243444,0.18605848472073394
122,0.09997054317311661,0.1612618283072919,0.18783336006245524
123,0.0976478192854572,0.13875893623484253,0.1888479526453423
124,0.09258013178367873,0.16063189167547,0.1834222691239051
125,0.1029436963635522,0.16026297451760532,0.1966867373799378
126,0.11644888137643401,0.16778066542476275,0.18582181520057175
127,0.09704867565148585,0.15443998416311933,0.18713954112158632
128,0.10064437731697752,0.16759466542310625,0.19160882383584976
129,0.10671172540735555,0.14611300575365951,0.17656817933860816
130,0.10828488308030206,0.1434566238409535,0.1741723301556875
131,0.11010168440438606,0.18728805976032645,0.1814427305504961
132,0.10895945119696694,0.14069924584779694,0.1686766656502238
133,0.09721057741223155,0.18335951539859952,0.20879219388062098
134,0.09415768249010717,0.1940746995580705,0.22663935885395645
135,0.11626665759328249,0.17270599051391908,0.1864774721973347
136,0.10110362101648306,0.16583808815168544,0.17916419518724927
137,0.09858482599862524,0.17968472672440994,0.19146926546434187
138,0.11552060214248863,0.17482416338830198,0.17276428935100446
139,0.10147887528748126,0.17197515367049176,0.18190342820477937
140,0.09950280421086259,0.162084303125386,0.16842301189899445
141,0.10090237809596835,0.17275791399851795,0.18936318679238265
142,0.10606046821418647,0.15820260187037183,0.1727949560813184
143,0.08813184091972338,0.14775694338207562,0.17306507350701206
144,0.09178465049009066,0.1436029561746742,0.18682152974718022
145,0.0847917243032842,0.18092565492713622,0.18865934393878253
146,0.09193742528960512,0.15775942604688672,0.18709493899401627
147,0.10895342084805708,0.149429934531874,0.17870332638047776
148,0.09204714882212717,0.14199807713805782,0.17960604645733563
149,0.09054808464606066,0.15912916756707346,0.2067769654095173
150,0.09103166611009353,0.15136607475049124,0.20171178167439857
151,0.08681646062917,0.14242018031847986,0.17613409811033393
152,0.086624388598107,0.16343825024451125,0.2062940589802445
153,0.09818826309732488,0.1605396821953674,0.19136469572220208
154,0.08169347422348486,0.15349443373380678,0.18723084875997506
155,0.1079072328234041,0.17934806560170594,0.20438916833614404
156,0.10670933171704008,0.16682873856964833,0.1810648411793529
157,0.1194725657183979,0.16640737578625928,0.21550385597741828
158,0.09716452774969307,0.155827590145206,0.1858656478799739
159,0.1041489807133739,0.16090680927179435,0.17786057145809228
160,0.09104922016126078,0.1673784466433864,0.1857498160229539
161,0.08206273667715691,0.17045899936090714,0.19076208910852108
162,0.09365747962650416,0.16586233777881235,0.19445379696926982
163,0.09612483734617362,0.1969572262953243,0.22124267306249096
164,0.09447802997924186,0.15673586697940012,0.1828459918077262
165,0.09225222275063798,0.15632899246792092,0.1801622706764149
166,0.09522424569806537,0.1641763784874107,0.1861872245680611
167,0.08889863889765096,0.17150983655763463,0.19441049897445822
168,0.0850275042089256,0.162270253797843,0.19046095821936176
169,0.08830149864425531,0.16431036386727157,0.1882498061881875
170,0.08981592740762878,0.15369073213276704,0.1842742679675795
171,0.08089950769334225,0.1688675474357831,0.19050072857512618
172,0.08624934435293481,0.1669726202273256,0.1888436755200602
173,0.09269762369426521,0.16077234486550515,0.17849637434448837
174,0.09376518132819517,0.1737176154462082,0.18106681010070838
175,0.08369818507517512,0.1730997988256798,0.17250487489520377
176,0.08646684482290938,0.17349969613326105,0.1774422567126886
177,0.07439786352821298,0.17584238572143265,0.18732726180328513
178,0.09090710340722187,0.18027174949504754,0.19446136788377222
179,0.081387617650467,0.18550638441367173,0.18770714329098756
180,0.08004660068734272,0.17308406637743187,0.1793046271744764
181,0.0817640604400957,0.1549512469584908,0.17255716222637105
182,0.08280164760512275,0.16385539511651223,0.18271925918898493
183,0.07893972973767165,0.17143034606607038,0.18357038947771182
184,0.07951000013162156,0.16512903691185593,0.17625824123058678
185,0.07347467981681631,0.16973242580325681,0.17408905332943178
186,0.08665703308542033,0.17843984289898127,0.1919346589524791
187,0.07661162843373982,0.1704684063721607,0.17955558030110486
188,0.08083790091646684,0.16856942894334476,0.16992874021800058
189,0.07508804010781082,0.17282580248834964,0.18328845360369053
190,0.0793970007348705,0.16872691543181362,0.17577749167410833
191,0.07552172839641572,0.17901129667510354,0.1936717358119083
192,0.07651306144087701,0.16758918345539492,0.18611511672442815
193,0.08254720945213292,0.1829441304879166,0.19798219611622253
194,0.08341052948522407,0.18341519079784646,0.1888342544717609
195,0.08181320892244175,0.1753495171736767,0.18865648741429708
196,0.08059465668692782,0.17076405586224597,0.1763021875664873
197,0.07412666311940631,0.16339710983337385,0.1819112515955601
198,0.0825236469406534,0.1658415299315023,0.1857312335720602
199,0.07513569861247733,0.1642602942001198,0.177282008781748
200,0.0799905130488647,0.17907076862186053,0.1842685634235166
201,0.06937473903636675,0.17513158882116253,0.18241334017717614
202,0.07487845193292643,0.16936364501573464,0.19186825122473375
203,0.08056279714848544,0.166692999019442,0.1770314765426348
204,0.0759747907620024,0.1676730679533493,0.18476852718389258
205,0.07580205163842924,0.17043882015192113,0.17929653401644724
206,0.07098498965135297,0.16698319489639518,0.18350308964837272
207,0.07554190609906171,0.17934122582747472,0.18473857613104694
208,0.07116880072532474,0.16626061040078294,0.17343014042894794
209,0.07049119669843365,0.17942771612185437,0.1917430653043513
210,0.06814847560347738,0.17787206208253925,0.18247232909472483
211,0.08080183423652842,0.17654599983827762,0.1819450672505037
212,0.06826339369085994,0.17183821298782295,0.1681374859697414
213,0.06980580958361561,0.17830122223397568,0.1887371894323601
214,0.07213837956455914,0.17918822946141683,0.1955331211101334
215,0.07455671905867152,0.18357719000764366,0.18639032598936334
216,0.057305157204737535,0.18392888700227603,0.19077694739373224
217,0.06929114430740073,0.1760445178543787,0.19895101198047963
218,0.06626000679223924,0.18635754562667195,0.20260582358207344
219,0.06833743647345014,0.18170464575573167,0.20899650679444368
220,0.08054148307120478,0.1722973046285846,0.19252830743789673
221,0.08586109612841863,0.18453261171472016,0.21653587328937818
222,0.07107607207286197,0.18045878608079882,0.19389635999247712
223,0.070185615686146,0.1781940211616986,0.19804616497372682
224,0.06930496321135277,0.1755441573417582,0.19133217267270358
225,0.07460892936466514,0.17839416797974664,0.195557805445959
226,0.06444035192599168,0.17121496888416074,0.1769831413930317
227,0.06106265475218361,0.16496366092944031,0.1879016619245961
228,0.0702119282371289,0.1748617646677234,0.19231246116588702
229,0.0697166900981117,0.17292240156099128,0.18455567239028103
230,0.07127524946589728,0.16286040609481775,0.17360799647164796
231,0.06454527903650258,0.16065053945469066,0.18262446432743432
232,0.06495978143569585,0.17506731912423085,0.18636107051147605
233,0.06894831062370055,0.1756455802239513,0.18594877506202123
234,0.07535431830061448,0.16104159790192735,0.18759270518455864
235,0.06116247643288728,0.16157367161664918,0.19324105556281107
236,0.0748681744208207,0.16777524860549312,0.1827010062505614
237,0.06839739549401644,0.16355135726137748,0.18828582805844973
238,0.057275882363319396,0.17171839783541964,0.17751454576006476
239,0.055214281158672794,0.17247017462389164,0.19147575379542583
240,0.05118613463599939,0.17531156426922406,0.18691528166802424
241,0.0677476573433425,0.17041812349834715,0.184237132938403
242,0.07643640715930913,0.184243486320238,0.19244811276219925
243,0.06642526870442403,0.18040439281700912,0.19583550236135158
244,0.06557036803884281,0.18423376221792392,0.19075904716298264
245,0.06289598822996423,0.17794622318439574,0.18139519683032665
246,0.06727669913623784,0.17744303017995933,0.1878114015145122
247,0.061508774717111844,0.173652331975964,0.1896890933221241
248,0.07004051391740103,0.17104369204191236,0.192773201133845
249,0.07330957207879102,0.17416337309007962,0.1994587537252678
250,0.05872607423445663,0.1742531958773238,0.1857759785258545
251,0.055154670427578524,0.17543426954068278,0.19912711172452513
252,0.07531479101225332,0.17873246000276358,0.19462134014323074
253,0.05887891993027281,0.16852876007274428,0.19622696858813177
254,0.056274180627755216,0.17147529633689265,0.1846630556403466
255,0.05985553966885483,0.17779127681424833,0.19503994468810423
256,0.05601022962505954,0.1714634750550392,0.1954021136153419
257,0.056732561821873126,0.17646974367553023,0.19820253818102604
258,0.05555966293779076,0.17908573941596875,0.20071290110079748
259,0.0644791151245905,0.1813958205317999,0.20311416657465808
260,0.06429644343820778,0.17687706020771043,0.20242275719372732
261,0.0570306031184422,0.17598039646284275,0.19800300361975184
262,0.06210759760358849,0.17552369119714223,0.20881544390939316
263,0.0671612190133011,0.1768555080438677,0.1843122941143108
264,0.06326965353376157,0.17354164530315672,0.19748356671265835
265,0.06510466384525235,0.17145271797033282,0.18888277462068595
266,0.06117981993467421,0.16950017891788935,0.19159750232719025
267,0.05337458690880118,0.1671602344625934,0.18776094899424967
268,0.05556702389306313,0.16780551265201296,0.19002246308439183
269,0.05538244991613602,0.1714521758788005,0.21127683528751698
270,0.06499207645050577,0.1750317840214589,0.18990572724702223
271,0.06373873605720094,0.17318265669718738,0.19304535945631424
272,0.06440654186582243,0.17622287945724777,0.19297873355307668
273,0.06285506039857865,0.16126903481958035,0.18689651590473247
274,0.061106566928729816,0.16433369993316055,0.1779419956904537
275,0.06023710861399367,0.17649735065433086,0.19325650891043106
276,0.07037456653810836,0.16639763060339255,0.19064701685927948
277,0.06134304864382421,0.17345945551214625,0.19930192617312917
278,0.05736557383379723,0.16319972940530822,0.18509857068365476
279,0.05516872094893778,0.17058853882748934,0.19398071757465038
280,0.06381853067794362,0.16364673041336908,0.1901187516467751
281,0.05737961212022079,0.17164039195148867,0.18830832621117807
282,0.06715036393017382,0.16970285985142133,0.1902026635998825
283,0.06193700628984417,0.17151512742325029,0.1880894791826887
284,0.06405971172089513,0.17499613391138366,0.20617497136008064
285,0.05744753733680055,0.16619045305026087,0.19031955189300034
286,0.06621239646463781,0.17409032667982635,0.19090925810753173
287,0.0641499269653011,0.1745784833532939,0.20214543976592567
288,0.07342496945245845,0.162432639378507,0.18794463539742073
289,0.06287766085887278,0.1706592923657024,0.1852818951010704
290,0.06168702687010975,0.17419877846094103,0.19605447998586692
291,0.058959749904838765,0.176643400395651,0.19155027871986605
292,0.06185215262545122,0.17129218281727832,0.1888873352194732
293,0.06432461582526967,0.1690819085491777,0.18706433109517367
294,0.06098275662878075,0.167758680279786,0.19026780142536703
295,0.057187384568356175,0.17238502529277622,0.18581261921603726
296,0.05761026053412541,0.16868605291673922,0.18669397074658917
297,0.054234143084770925,0.16948546942376413,0.18388944273849703
298,0.059064182442789145,0.17531710291078306,0.19562428964758818
299,0.07207172563349878,0.17358877280312127,0.1833901340669056