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Predicting Red Hat Business Value

Final LB Best sub LB Late sub LB Top 1000 subs Kaggle competition page

Best public scores and final private scores

Score race among top 10 teams

Final leaderboard

Showing 500/2260 top teams on final LB.
Public Private Shake Medal Team name Team ID Public score Private score Total subs
1 1 Gold raddar 356519 0.9950975334260844 0.9951241676215586 170
2 2 Gold Victor 357371 0.9949029791615868 0.99486229554691 222
3 3 Gold Joshua Havelka 359884 0.9946198298236272 0.99459565860467 182
4 4 Gold menny 361467 0.9939115969619964 0.9940095499978616 84
5 5 Gold No Hat ○○ 368904 0.993730421884612 0.9938302155610372 40
6 6 Gold Mickey 356279 0.993726300957018 0.9938132434021658 183
7 7 Gold A Series Of Unlikely Expl.. ○○○ 357268 0.9936121255554581 0.9937209399871312 98
8 8 Gold idle_speculation 358937 0.9935005810104026 0.9935735633328272 6
12 9 3 Gold Nickel 356987 0.9934286421903282 0.9935544661062434 64
9 10 -1 Gold BM (aka BatMan) ○○ 365509 0.9934650663687036 0.9935444278932936 105
11 11 Gold SK 370516 0.9934294693424074 0.9935337942483644 10
10 12 -2 Gold Darragh 368685 0.9934382267714846 0.9935179788743612 48
14 13 1 Gold Mikhail 370322 0.9933404602908118 0.9934380878981982 28
13 14 -1 Gold KazAnova | Faron | SRK ○○○ 367971 0.9933645504584668 0.9934012663103784 102
15 15 Silver Willie Liao 361460 0.9933141879142258 0.9933971254545824 34
16 16 Silver Topspin26 367825 0.9932959177447904 0.9933108641343441 23
17 17 Silver no one 361050 0.9932832560721198 0.9933005765661954 118
18 18 Silver OEI ○○○ 367528 0.9932221239309642 0.9932689359851564 176
20 19 1 Silver happycube 367166 0.9931180567263304 0.9932288025531862 66
21 20 1 Silver Koontz ○○ 365782 0.9930546048600885 0.9931425970136564 59
19 21 -2 Silver Three is better than Two ○○○ 356109 0.9931436678816371 0.9931329897797316 117
24 22 2 Silver Too Simple Sometimes Naiv.. ○○○ 356148 0.9929552193701772 0.9930475271676692 133
23 23 Silver 370440 0.9929944325620388 0.9930425762111686 19
22 24 -2 Silver mchahhou 359133 0.993022588615084 0.9930334909159236 125
26 25 1 Silver n_m 370365 0.9929333143601428 0.9930136328358764 7
25 26 -1 Silver SY 356921 0.9929441006662976 0.9929637667372576 108
27 27 Silver Jack (Japan) 366084 0.9929303659387152 0.992948982846725 9
30 28 2 Silver Bishwarup B 366577 0.992823735697435 0.9929463691478838 53
29 29 Silver Red Hot ○○ 356630 0.9928901369680012 0.9929333905134781 58
28 30 -2 Silver Ilya Kolchin 370099 0.9929116716047646 0.9929250470950926 24
32 31 1 Silver Rubtsov Vasiliy (HSE, Mos.. 356980 0.992752584356163 0.9928318483487941 63
31 32 -1 Silver G & P & T ○○○ 362689 0.9927685989568468 0.9928064294508248 104
33 33 Silver Zach 356942 0.9927291380750676 0.9927266031198742 121
37 34 3 Silver Mikhail Pershin 368689 0.9926357332422758 0.9927099338479528 11
35 35 Silver DanielPace 358231 0.9926781541615322 0.9927063926593992 38
34 36 -2 Silver alijs 357399 0.9927091451561364 0.9926961974954912 112
41 37 4 Silver S & A ○○ 365465 0.992552507017542 0.9926786027037472 103
40 38 2 Silver James Trotman 370489 0.9925607865802132 0.9926342989661308 30
36 39 -3 Silver Lenik Terenin 358078 0.9926420348597792 0.9926176612616912 177
38 40 -2 Silver Manel 357682 0.992564652669552 0.9926013250488632 56
42 41 1 Silver Shize & Mikel ○○ 359468 0.992525508012382 0.9925960042784114 144
46 42 4 Silver longdonjack 368107 0.9924711440965028 0.9925882670771516 42
45 43 2 Silver Alexandra 358174 0.9924828980195816 0.9925755542957704 80
43 44 -1 Silver bestfitting 368609 0.9925241301702019 0.9925653612823252 61
39 45 -6 Silver JK... 365444 0.9925615247354824 0.9925411308516164 79
44 46 -2 Silver redhat chili peppers ○○ 369774 0.9925218607515454 0.9925100418068492 56
47 47 Silver Shubin 362741 0.9924537142142179 0.9925050948065436 67
50 48 2 Silver Ehsan 368143 0.9923399589562332 0.9924433261093272 50
49 49 Silver HenryVu 365051 0.9924236385643148 0.9924278273786702 84
48 50 -2 Silver Victor S D 364400 0.992434570160443 0.992384132911508 59
51 51 Silver Daniel FG 357254 0.9923268227232628 0.9923575979725552 48
56 52 4 Silver Andre 370530 0.9922606013227556 0.9923432085195942 41
63 53 10 Silver Aleksey Kulikov 363093 0.9922081360948456 0.9923228835921148 45
53 54 -1 Silver Sabine Matthys 362925 0.9922846418988148 0.992300793807662 68
52 55 -3 Silver Blue Hat ○○ 367579 0.9923244792299521 0.9922999048292924 80
61 56 5 Silver William Hau 362096 0.9922298674002624 0.9922831976041638 99
57 57 Silver lekshman ramesh 360492 0.9922569227879396 0.9922781096582534 11
54 58 -4 Silver KevinPalm 360862 0.9922791059576824 0.9922677665556322 61
55 59 -4 Silver Afanasjev Dmitry 367993 0.99226912446505 0.9922576339685524 50
65 60 5 Silver gmobaz 367774 0.9922048910173844 0.992256339882375 60
59 61 -2 Silver Justfor 361941 0.9922345450046904 0.9922542102346694 92
93 62 31 Silver Vladimir Tomecek 370473 0.992054944170077 0.9922533990505252 7
62 63 -1 Silver rh 356449 0.9922203225817372 0.9922468911589044 175
58 64 -6 Silver Mehdi Pedram 362311 0.9922426994714442 0.9922466077902776 101
67 65 2 Silver Sameh Faidi 370312 0.9921801478490389 0.9922194648612984 17
70 66 4 Silver Oxbon ○○ 359886 0.9921496491068711 0.9922109283280641 21
60 67 -7 Silver Chao Xu 359922 0.9922338576026224 0.9922093158584714 153
75 68 7 Silver Aaron Moonlight Modeling 370478 0.9921246346590924 0.9922058428773473 19
64 69 -5 Silver brassmonkey 356093 0.9922064011038204 0.992199935211104 74
69 70 -1 Silver Polarbearthu 367844 0.9921504316711908 0.9921831479592084 33
68 71 -3 Silver Zongyi LIU 356572 0.9921526403289732 0.9921799535533128 67
79 72 7 Silver YaTa 370519 0.99209670717416 0.9921778828873864 11
101 73 28 Silver Davut Polat 370108 0.99199007398419 0.9921771841182786 13
71 74 -3 Silver CeShine Lee 358790 0.9921454306044614 0.9921582255719266 39
91 75 16 Silver ( ͡° ͜ʖ ͡°) 356217 0.9920655571290315 0.992153396321775 15
66 76 -10 Silver Lingaro ○○ 356729 0.9921914984271372 0.9921496158737072 214
73 77 -4 Silver antklen 369768 0.9921271554311896 0.9921425190179112 24
80 78 2 Silver x0x0w1 357679 0.9920944565198908 0.9921353768382372 43
87 79 8 Silver Mario Filho 370459 0.9920719863443708 0.9921235191202922 12
76 80 -4 Silver Pepan 359544 0.9921158346974028 0.9921169676120312 28
83 81 2 Silver Fengari 361517 0.9920782325622534 0.9921075158516474 21
84 82 2 Silver poteman 357906 0.9920782325622534 0.9921074801309816 57
85 83 2 Silver Polya et Kele Xu ○○ 357251 0.9920763552299446 0.9921049689648972 32
77 84 -7 Silver Dmitry Bolkunov 370587 0.992113188829388 0.9920868465217932 12
74 85 -11 Silver Sergey Kuznetsov 368687 0.9921258939282129 0.9920784581242608 61
90 86 4 Silver (Half of) New Model Army 356565 0.9920664443271512 0.992074425333328 85
82 87 -5 Silver pekinois 368551 0.9920807458285954 0.9920723579177196 27
72 88 -16 Silver Laurae & Stefan & Mathuri.. ○○○ 356288 0.992134379631086 0.9920715575515532 113
89 89 Silver الحوت الأبيض 356982 0.9920669526633484 0.9920608154477824 210
78 90 -12 Silver qianqian 359735 0.9921123487209459 0.9920604682875622 67
81 91 -10 Silver DavidGbodiOdaibo 362671 0.9920899731715525 0.9920578600223334 116
95 92 3 Silver randomgp 357380 0.9920439132120484 0.9920494882211214 80
86 93 -7 Silver Ilya Ezepov 369280 0.9920742604094476 0.9920444163298116 22
92 94 -2 Silver steubk 357283 0.9920603779793278 0.9920248693281724 111
98 95 3 Silver Pan Tofelek 367553 0.9920141186705436 0.9920087291029496 22
88 96 -8 Silver Sayani 356200 0.9920672706750424 0.9920083334013652 84
105 97 8 Silver Computer says no 364126 0.9919796150719228 0.9920068908183396 49
100 98 2 Silver Kevin Kirchhoff ○○○ 356607 0.9919936175941236 0.9919969981309879 89
96 99 -3 Silver Ouranos 357881 0.992039688901614 0.9919958341724382 82
97 100 -3 Silver Maciej 361867 0.9920254190315664 0.9919945222587596 124
109 101 8 Silver 过把瘾就死 ○○ 364259 0.9919717299188092 0.99199070518716 54
117 102 15 Silver OverFlow7 365723 0.9919512357226646 0.9919881202487076 56
115 103 12 Silver Scirpus 357205 0.991963289786592 0.9919868057413412 273
94 104 -10 Silver Keiku 363526 0.9920444968738592 0.9919807941305874 72
108 105 3 Silver SEA Tiger ○○ 362186 0.9919745486872532 0.9919787311964781 156
103 106 -3 Silver gauravsharma 368119 0.9919834386286492 0.9919761408408292 56
99 107 -8 Silver Stefan Huber 361695 0.9920025687431648 0.9919730992491236 91
110 108 2 Silver Misfyre 357359 0.9919677804619771 0.9919714473981536 109
112 109 3 Silver endorphin 366863 0.991965541602466 0.9919712651997764 78
122 110 12 Silver Broken Robot 360471 0.9919372929784418 0.9919697587594944 51
120 111 9 Silver RW 361496 0.9919421274888922 0.9919659575947536 77
121 112 9 Silver Minnilyn 368066 0.9919401025434004 0.9919653196295732 39
130 113 17 Silver russiancube 361527 0.9919151268753562 0.9919544091002372 35
127 114 13 Bronze Supeng 368451 0.9919282419313746 0.991953270421938 54
116 115 1 Bronze Odair Assis 359777 0.9919584984342332 0.9919463646782698 60
104 116 -12 Bronze b.e.s. 368078 0.9919828684593268 0.991945713695402 12
102 117 -15 Bronze ZFTurbo 356098 0.991984566815119 0.991941276765191 102
106 118 -12 Bronze Korovyev y su sombrero ro.. ○○ 356901 0.9919778055594723 0.9919401382346336 129
111 119 -8 Bronze gp 366758 0.9919665454078518 0.9919378812171458 24
107 120 -13 Bronze <<<LEE>>> 364894 0.9919770077155796 0.9919325034676356 95
113 121 -8 Bronze Giuseppe Casalicchio 359531 0.9919645346696822 0.9919309991121537 41
123 122 1 Bronze DataGeek 356219 0.9919343537604997 0.9919284684277456 84
114 123 -9 Bronze joostgp 357164 0.991963966912924 0.991920383852861 94
137 124 13 Bronze yilisg 356353 0.9918930645125282 0.9919202804664856 51
125 125 Bronze Mikhail Chesnokov 365638 0.9919300977293148 0.9919156178689988 77
118 126 -8 Bronze Abhilash Awasthi 367695 0.9919510119796804 0.9919135243359368 44
129 127 2 Bronze w 368355 0.991915472050735 0.991909554778462 30
119 128 -9 Bronze Wenlong Shen 361535 0.991949783537768 0.9919054563245409 48
133 129 4 Bronze Evaristo Saa 367346 0.9919103677798734 0.9918936244121505 57
149 130 19 Bronze PBR 365977 0.991851883651234 0.9918932709811148 57
124 131 -7 Bronze mgchbot 366261 0.9919323128206012 0.9918869025576816 24
132 132 Bronze PrakashSubedi 361764 0.9919106623807598 0.9918839660267574 36
136 133 3 Bronze Qikai 365390 0.991900716272401 0.9918833107757952 44
142 134 8 Bronze Aindriú 359439 0.9918783486755336 0.9918806879662144 103
126 135 -9 Bronze the1owl / FX Analytics 356286 0.9919287503569262 0.9918782893464922 72
143 136 7 Bronze clustifier 356112 0.9918676235770242 0.9918762908934374 70
128 137 -9 Bronze Elena Cuoco 357688 0.9919179696800876 0.9918758593234456 79
134 138 -4 Bronze binga 370341 0.99190981682171 0.9918756065373556 21
138 139 -1 Bronze PradeepHegde 359014 0.991885405068192 0.9918740882284884 36
141 140 1 Bronze autumn_lake 369717 0.991878481455915 0.9918706676628448 14
131 141 -10 Bronze U023 356557 0.9919117443710942 0.9918706338956529 33
148 142 6 Bronze MCOC 356738 0.991856403009326 0.9918653721726436 40
139 143 -4 Bronze . 369050 0.99188320445229 0.9918641991854328 9
144 144 Bronze LIN China 356189 0.9918648922863682 0.9918569782922516 23
135 145 -10 Bronze Wei Wu 362342 0.9919059198158088 0.9918561373956052 75
140 146 -6 Bronze itdxer 360558 0.9918801784713936 0.991850169631312 61
167 147 20 Bronze ○○ 365080 0.9917962889702324 0.9918431007971962 49
147 148 -1 Bronze Patrick Chan 356150 0.9918564735098112 0.9918380940599868 59
162 149 13 Bronze Phillip Gurbacki 359873 0.9918133674223426 0.9918368938554674 41
163 150 13 Bronze Nathaniel Shimoni 356596 0.9918125445592664 0.9918356120811006 39
151 151 Bronze Tod Wright 369594 0.9918466631305232 0.9918294605425184 14
330 152 178 Bronze ChrisW 368983 0.9917190459938908 0.9918263448337143 37
145 153 -8 Bronze Humberto Brandão e Leandr.. 356364 0.9918646578208766 0.9918254278993274 150
146 154 -8 Bronze ecocarlisle 365275 0.9918573742004192 0.9918232889274772 59
159 155 4 Bronze jayjay 370286 0.9918237799597662 0.9918205112681541 32
155 156 -1 Bronze Tianyi Wang 370197 0.9918288958466772 0.9918203889708378 28
152 157 -5 Bronze Denis Vlasov 370245 0.9918446539113754 0.9918189179393224 24
153 158 -5 Bronze ryan yu 370247 0.9918311571340994 0.9918185697613259 22
180 159 21 Bronze mANDy 364375 0.9917722982538324 0.9918116229290428 25
157 160 -3 Bronze Red-HAT-007 366819 0.9918265904182672 0.9918077303121748 59
168 161 7 Bronze flashnik 362609 0.9917958959903423 0.9918063629132712 18
169 162 7 Bronze sara83 369224 0.9917936091476114 0.9918061747888092 49
161 163 -2 Bronze Andrei Gorchakov 366218 0.991816658249168 0.9918031052575018 64
154 164 -10 Bronze Keisuke Hosaka 366873 0.9918298931292048 0.9918004426725656 66
164 165 -1 Bronze Rodrigo Domingos 363073 0.9918123789858838 0.9918003839862698 42
150 166 -16 Bronze JohnM 356127 0.9918502515962784 0.9917992264134456 21
158 167 -9 Bronze ziron 357343 0.9918265217048666 0.9917986741056336 33
165 168 -3 Bronze iinnaa 361129 0.9918050333535928 0.9917929868536274 9
198 169 29 Bronze Charles 357988 0.9917511792929328 0.9917890149651164 42
183 170 13 Bronze Mohd Shadab Alam 365859 0.9917670637045076 0.9917858309668046 84
179 171 8 Bronze Saibal Dutta 356811 0.9917726866766567 0.9917824139797936 37
170 172 -2 Bronze mingjerli 360834 0.9917927668053136 0.9917810294592656 8
160 173 -13 Bronze Russ Boucher 356926 0.9918193992794344 0.9917795873030496 68
156 174 -18 Bronze DSXL 358416 0.99182690565998 0.9917773052515476 23
166 175 -9 Bronze gavrand 356619 0.9917970024637348 0.9917744821698518 104
188 176 12 Bronze jeffd23 356178 0.9917630475000678 0.9917732035308926 86
322 177 145 Bronze ATS 368801 0.9917241600043633 0.991770789283379 33
219 178 41 Bronze Vlad Mironov [●Alone] 358617 0.9917369605335028 0.9917703874915524 49
171 179 -8 Bronze breakhearts 368327 0.9917887121785562 0.9917668764751422 53
176 180 -4 Bronze AiO 367104 0.9917763823674846 0.9917664273731324 15
182 181 1 Bronze khattab 366207 0.9917676160923388 0.9917660525523784 26
184 182 2 Bronze ChipMonkey 361438 0.991766225740567 0.9917660078851304 10
173 183 -10 Bronze loweew 356956 0.9917829423974122 0.9917627043637636 81
215 184 31 Bronze TenaciousTerrier 361417 0.9917435356642944 0.9917624330935424 85
195 185 10 Bronze yhat 356456 0.9917516303530703 0.9917616274743368 60
203 186 17 Bronze vlatituda 367546 0.9917478335132578 0.9917582310726728 41
204 187 17 Bronze mtiwari 356122 0.9917478335132578 0.9917582310726728 90
181 188 -7 Bronze pedro 356513 0.9917714324113728 0.9917552249718125 22
177 189 -12 Bronze rêd heat 360531 0.9917745762504948 0.99175420399442 44
208 190 18 Bronze Philippe Lonjoux 357269 0.9917451001674548 0.991751274095458 86
209 191 18 Bronze Krish Mahajan 367498 0.9917451001674548 0.991751274095458 24
210 192 18 Bronze Prerit Anwekar 356873 0.9917451001674548 0.991751274095458 38
211 193 18 Bronze laoL 364353 0.9917451001674548 0.991751274095458 32
185 194 -9 Bronze Chippy 357014 0.9917651251645534 0.9917507232814791 43
202 195 7 Bronze Analytics-In-Genes 357114 0.9917486551253748 0.9917496440281844 125
233 196 37 Bronze Kenneth Lim 359152 0.991729373287382 0.9917480521603544 48
178 197 -19 Bronze Roxana Mihai 358597 0.991773378010311 0.9917472382019492 46
200 198 2 Bronze Lei Hao 367580 0.99175036643753 0.9917470311172992 35
193 199 -6 Bronze Numerical Methodical 365875 0.99175170898479 0.9917463821699838 59
196 200 -4 Bronze mystery 370262 0.991751435292793 0.9917463821699838 17
197 201 -4 Bronze Janos 364523 0.991751435292793 0.9917463821699838 80
189 202 -13 Bronze cph 362891 0.9917575401522882 0.9917437659595334 27
186 203 -17 Bronze PrashanthSekar 357525 0.991763227102064 0.9917422136208224 9
187 204 -17 Bronze vignesh vijayarajan 356352 0.991763227102064 0.9917422136208224 10
175 205 -30 Bronze SkyLibrary 370490 0.9917770087406156 0.9917388990352424 23
192 206 -14 Bronze EnGenius 367335 0.9917527581821232 0.9917375948533804 10
172 207 -35 Bronze Watts 357277 0.9917845153892236 0.9917368898791205 43
249 208 41 Bronze Reza 361938 0.9917254379485174 0.9917356269171996 51
194 209 -15 Bronze John Seamons 361820 0.99175170898479 0.991735219741008 45
212 210 2 Bronze Etherqua 369883 0.9917444478815978 0.9917342970118624 22
206 211 -5 Bronze Bojan Tunguz 356372 0.9917476522135312 0.9917341234153364 96
244 212 32 Bronze andrekos 368690 0.9917278791059984 0.9917339672851656 21
174 213 -39 Bronze thedoctor46 356326 0.9917787490035402 0.9917334402411884 10
199 214 -15 Bronze Shim vui ann 366812 0.9917505156590888 0.9917313949375915 17
235 215 20 Bronze Lyalikov Artyom 356289 0.9917286042155502 0.9917308963092728 119
190 216 -26 Bronze SarthakYadav 356419 0.9917570446830996 0.9917287034445248 73
327 217 110 Bronze SB 358032 0.991721338823355 0.9917257953456748 25
328 218 110 Bronze Umarayo 364408 0.9917209603188496 0.9917246945877516 79
333 219 114 Bronze Paulo Pinto 358022 0.9917147722705688 0.99172458678554 91
201 220 -19 Bronze Bhambhani Mohan 364754 0.9917492044751622 0.9917245801864096 33
230 221 9 Bronze Alexey Kisel 360278 0.9917319093390518 0.9917245442523392 21
207 222 -15 Bronze iris2007 358539 0.9917459342891636 0.9917237225292856 82
221 223 -2 Bronze Robert Martin 368906 0.9917349295119235 0.9917235897423072 41
341 224 117 Bronze Thomas SELECK 360444 0.9917038347770618 0.9917225689454879 45
216 225 -9 Bronze NxGTR 356293 0.9917407812308938 0.9917215068302334 65
217 226 -9 Bronze 11245 364587 0.9917392832966327 0.9917208633986092 49
220 227 -7 smota 370373 0.991736243823248 0.9917208106876452 35
227 228 -1 DmitryZheglov 368546 0.9917340137204512 0.9917189964028574 13
229 229 Michael Pawlus 357298 0.9917331952357322 0.9917182380281718 57
205 230 -25 Pablo Araya-Melo 359442 0.9917477823132858 0.9917181253012364 36
317 231 86 Panjtan 366850 0.991724456749751 0.9917172435622112 60
214 232 -18 Alexander Semenov 364837 0.9917436233207912 0.9917165573019028 65
228 233 -5 Vadim Popov 368841 0.9917333119323526 0.9917165476658591 26
254 234 20 El rojo y el negro ○○ 362035 0.9917246708424788 0.9917159707672579 113
334 235 99 Grudniu.K 369801 0.9917136716945552 0.9917158211213072 19
232 236 -4 Pietro Marinelli 367670 0.9917299210287932 0.9917137843210672 29
231 237 -6 ---0 | 0--- 366685 0.9917308910582812 0.9917134120775856 34
342 238 104 Marko 359801 0.9917033984603716 0.991713004901394 13
337 239 98 amchi 362051 0.9917092462477558 0.9917122652734917 67
218 240 -22 Chinese_dota ○○○ 368994 0.9917370859868372 0.991711852778598 53
360 241 119 Parthiban Gowthaman 356863 0.9916984928239564 0.9917113145062496 54
340 242 98 Regis A. Ely 365898 0.9917040813947284 0.9917103778237188 13
234 243 -9 kxx 356096 0.9917289273204348 0.9917100115719848 164
245 244 1 DL 356486 0.9917268912056648 0.9917092095642434 61
367 245 122 Sai 358895 0.991693642587162 0.9917080878598268 9
370 246 124 Bruno16 360699 0.991693642587162 0.9917080878598268 18
329 247 82 Burbasor 366741 0.9917208919628658 0.991708059854562 40
226 248 -22 kaggleMania 356674 0.9917341868889432 0.9917072554993688 78
236 249 -13 Isaac 360634 0.9917282665459264 0.9917069873645554 17
312 250 62 Kirill Alshewski 358524 0.991724456749751 0.9917065726042884 51
363 251 112 wolfzsx 361046 0.9916960690905496 0.9917060577079644 16
222 252 -30 Ravi Chandibhamar 356143 0.9917349248655036 0.99170515072152 27
223 253 -30 Lawrence Chernin 356203 0.9917349248655036 0.99170515072152 14
224 254 -30 lzwhite 367914 0.9917349248655036 0.99170515072152 5
225 255 -30 jth 360120 0.9917349248655036 0.99170515072152 14
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