Se connecter

Ou se connecter avec
Date limite de participation :
31 août 2016

Décodage d'une formule de pricing

Le challenge consiste à déterminer l’équation ou l’algorithme permettant de calculer les prix d’une couverture d’assurance automobile.

Classement
1. (1) Nicolas Gaude Score 8,71366%
2. (2) Florian Laroumagne Score 8,79617%
3. (3) Pierre Nowak Score 8,86917%
Ce challenge est terminé.

13 000

€ 

11659

contributions

941

participants

terminé
terminé

La MAIF souhaite tester l’efficacité du reverse engineering tarifaire. Cette approche consiste à déterminer l’équation ou l’algorithme permettant de calculer les prix d’une couverture d’assurance automobile, à partir de l’observation des résultats (prix public) sur un échantillon de profils. 

L’objectif du challenge est d’estimer le prix d’un contrat pour chaque assuré dans le groupe test. 

Ce challenge, qui se déroulera en deux étapes, est doté des récompenses suivantes : 

  • Première place : 5 000 € 
  • Deuxième place : 3 000 €
  • Troisième place : 2 000 €
  • Quatrième place : 1 500 €
  • Cinquième place : 1 000 €
  • Sixième place : 500 €

Ce challenge se déroulera en deux phases entre le 10 juin 2016 et le 30 septembre 2016 : 

  • La première phase permettra de sélectionner les 6 meilleurs contributeurs selon une métrique quantitative (moyenne des valeurs absolues des écarts en %) et se déroulera du 10 juin 2016 au 31 août 2016 
  • La seconde phase permettra de classer les finalistes et se déroulera du 1er septembre 2016 au 30 septembre 2016. 

En pratique, les finalistes devront appliquer leur méthode à un nouveau jeu de données (correspondant à une nouvelle équation tarifaire) et exposer leur approche dans une note méthodologique, comprenant le code informatique utilisé, et précisant la capacité de leur méthode à fonctionner sur un échantillon d’apprentissage de taille réduite. 

Un jury composé d’experts et de représentants de la MAIF évaluera les méthodologies proposées afin de s’assurer de leur adaptation au contexte opérationnel. Ce jury effectuera un classement des 6 premiers. 

Les salariés du groupe MAIF / Les personnes ayant connaissance des données propres à ce challenge ne peuvent pas participer au challenge.

Description des variables

Les données contiennent 34 variables dont 10 explicites (code postal, année de naissance, marque du véhicule, profession,...).

La variable "id" est l'identifiant de la ligne, la variable prime_tot_ttc est la variable d'intérêt que l'on cherche à modéliser.

Taille des données

Deux jeux d’échantillons d’apprentissage/de test seront utilisés (un pour chaque phase du challenge).

  • L’échantillon d’apprentissage contient 300 000 observations
  • L’échantillon de test contient 30 000 observations

Transformation des données pour le challenge

Les données (caractéristiques des assurés, algorithme de calcul) sont fictives mais représentatives de la réalité MAIF.

Résultat attendu

Le fichier que doit fournir le candidat est un fichier au format .csv, dont la structure est présentée ci-dessous et où la variable COTIS est le prix estimé par le compétiteur.

ID;COTIS
123;10080
124;12005
......

Critère quantitatif utilisé

L’indicateur de performance qui sera utilisé pour classer les modèles dans la phase 1 est la Mean Absolute Percentage Error (MAPE). 

$$M = \frac{100\%}{n} \sum_{i=1}^n | \frac{P_t - {P_t}^*}{P_t} |\ $$

où \(P_t\) est le prix de réel constaté, \({P_t}^*\) le prix estimé par le modèle, et \({n}\) l'effectif de l'échantillon

(lire en anglais : http://en.wikipedia.org/wiki/Mean_absolute_percentage_error)

1. (1) Nicolas Gaude 274 contributions 31/08/16 00:09 Score 8,71366%
2. (2) Florian Laroumagne 283 contributions 30/08/16 23:46 Score 8,79617%
3. (3) Pierre Nowak 197 contributions 31/08/16 23:47 Score 8,86917%
4. (4) Matthieu Cutivet 207 contributions 30/08/16 16:40 Score 9,27085%
5. (5) Alfred Hitchcock 244 contributions 31/08/16 00:35 Score 9,29276%
6. (6) Vitaliy Radchenko 66 contributions 31/08/16 23:48 Score 9,36931%
7. (7) Okhlopkov Daniil 99 contributions 31/08/16 23:53 Score 9,42604%
8. (8) max mouch 102 contributions 31/08/16 14:07 Score 9,69468%
9. (9) Matt Sco 112 contributions 29/08/16 01:56 Score 9,86404%
10. (10) Imad Amrouss 43 contributions 03/08/16 17:25 Score 10,36326%
11. (11) Quentin Morel 275 contributions 31/08/16 12:48 Score 10,63476%
12. (12) Frull :) 150 contributions 30/08/16 23:57 Score 10,72694%
13. (13) sswt // ML Trainings 79 contributions 31/08/16 23:45 Score 10,77988%
14. (14) Grinko Dmitry //MLTrainings 68 contributions 30/08/16 20:20 Score 10,78639%
15. (15) Chesnokov Mikhail 59 contributions 25/08/16 07:28 Score 10,88680%
16. (16) Vlasov Denis 64 contributions 27/08/16 19:38 Score 10,90831%
17. (17) suono 36 contributions 28/08/16 17:57 Score 10,91181%
18. (18) Dremov Dmitry // MLTrainings 108 contributions 31/08/16 10:01 Score 10,92520%
19. (19) Cédric Daviau 73 contributions 20/08/16 23:11 Score 10,93303%
20. (20) Nicolas Cavallo 80 contributions 17/07/16 19:57 Score 10,93438%
21. (21) Pierre Sardin 145 contributions 30/08/16 11:24 Score 10,97600%
22. (22) Olivier Grellier 238 contributions 29/08/16 09:10 Score 11,00142%
23. (23) Yoann Janvier 124 contributions 31/08/16 22:03 Score 11,00144%
24. (24) Sam Greg 55 contributions 27/08/16 18:57 Score 11,00839%
25. (25) Quentin Y. 75 contributions 31/08/16 00:11 Score 11,00982%
26. (26) mwrln // MLTrainings 63 contributions 30/08/16 19:10 Score 11,01102%
27. (27) Henri Dwyer 42 contributions 28/08/16 01:43 Score 11,02673%
28. (28) pmarini 100 contributions 27/07/16 21:22 Score 11,03223%
29. (29) Mohamed Bibimoune 95 contributions 18/07/16 02:30 Score 11,03343%
30. (30) N H 17 contributions 16/07/16 02:37 Score 11,03926%
31. (31) Gaspard Jallat 109 contributions 13/07/16 07:44 Score 11,03952%
32. (32) Alexandre de larrard 49 contributions 22/07/16 08:14 Score 11,04257%
33. (33) stoumdi 70 contributions 30/08/16 11:09 Score 11,04524%
34. (34) Big Mat 51 contributions 20/08/16 13:48 Score 11,04692%
35. (35) Boris Sanchot 36 contributions 19/07/16 00:35 Score 11,04797%
36. (36) kamal jamal 60 contributions 30/08/16 10:26 Score 11,04828%
37. (37) tlorieul 36 contributions 20/08/16 12:21 Score 11,05172%
38. (38) Aymeric Blanchet 53 contributions 29/08/16 18:10 Score 11,05543%
39. (39) Eliot Barril 31 contributions 31/08/16 16:40 Score 11,05576%
40. (40) Adrien Renaud 39 contributions 20/07/16 13:48 Score 11,05654%
41. (41) Elie Salem 148 contributions 30/08/16 20:36 Score 11,05657%
42. (42) Franck Durand 55 contributions 15/07/16 07:32 Score 11,05799%
43. (43) MA 87 contributions 30/08/16 12:57 Score 11,05867%
44. (44) constances 41 contributions 31/08/16 18:30 Score 11,06110%
45. (45) jlesuffleur 47 contributions 31/07/16 13:04 Score 11,06232%
46. (46) Data Mineur 44 contributions 31/08/16 15:05 Score 11,06322%
47. (47) Igor Inozemtsev 34 contributions 21/08/16 00:32 Score 11,06356%
48. (48) ACTUAIRE IARD 13 contributions 05/08/16 09:50 Score 11,06680%
49. (49) kevin polop-fans 118 contributions 16/08/16 05:02 Score 11,07128%
50. (50) Serge Rigori 37 contributions 11/07/16 04:15 Score 11,07187%
51. (51) Philippe LONJOUX 92 contributions 31/08/16 22:07 Score 11,07475%
52. (52) Bruno Seznec 125 contributions 31/08/16 21:52 Score 11,07651%
53. (53) Alex Pissaro 10 contributions 30/08/16 16:16 Score 11,08390%
54. (54) Allan Belliti 49 contributions 26/07/16 14:08 Score 11,08471%
55. (55) Kevin Sadoun 38 contributions 27/07/16 10:55 Score 11,08623%
56. (56) sh22 33 contributions 21/08/16 14:51 Score 11,08902%
57. (57) Pete Doherty 51 contributions 21/07/16 19:40 Score 11,09021%
58. (58) Reynald Rivière 138 contributions 30/08/16 20:19 Score 11,09626%
59. (59) Thomas SELECK 113 contributions 18/08/16 11:08 Score 11,10409%
60. (60) jabher 2 contributions 22/08/16 16:25 Score 11,10434%
61. (61) M D 57 contributions 13/07/16 14:36 Score 11,10470%
62. (62) Aspart 18 contributions 23/08/16 00:36 Score 11,10545%
63. (63) forum fred 28 contributions 23/07/16 00:14 Score 11,10603%
64. (64) Cité 14 6 contributions 02/08/16 16:16 Score 11,11241%
65. (65) anon anon 19 contributions 29/08/16 13:45 Score 11,13119%
66. (66) chab onono 10 contributions 26/08/16 15:28 Score 11,13508%
67. (67) alvy 79 contributions 23/07/16 12:11 Score 11,14771%
68. (68) Aurélien Pacard 28 contributions 22/08/16 10:52 Score 11,14959%
69. (69) Andrey Ostapets 28 contributions 13/07/16 18:58 Score 11,15787%
70. (70) Maxime Kistler 37 contributions 29/07/16 14:14 Score 11,16554%
71. (71) khattab mohamed 74 contributions 30/08/16 12:14 Score 11,16712%
72. (72) fifikisslove 36 contributions 12/08/16 21:43 Score 11,16741%
73. (73) LH 85 contributions 23/08/16 11:42 Score 11,17531%
74. (74) Alexey Syromyatnikov // MLTrainings 26 contributions 13/08/16 18:43 Score 11,18113%
75. (75) oledon 10 contributions 30/08/16 14:49 Score 11,19342%
76. (76) DataGeek 15 contributions 15/07/16 00:17 Score 11,19649%
77. (77) Matthieu Huang 10 contributions 19/08/16 23:57 Score 11,19652%
78. (78) Thomas Hernandez 7 contributions 19/07/16 12:19 Score 11,19916%
79. (79) lOursonWinnie 16 contributions 20/07/16 12:15 Score 11,20069%
80. (80) Patrice Duc-Jacquet 38 contributions 05/08/16 15:55 Score 11,20174%
81. (81) DL 73 contributions 21/08/16 22:09 Score 11,20321%
82. (82) Jacques Peeters 14 contributions 02/08/16 23:55 Score 11,20594%
83. (83) Grégory Leduc 46 contributions 18/08/16 11:44 Score 11,20937%
84. (84) LOGp 38 contributions 24/08/16 07:01 Score 11,20959%
85. (85) Mathieu Urstein 4 contributions 19/07/16 16:18 Score 11,22133%
86. (86) Taekmin Kim 5 contributions 19/07/16 16:16 Score 11,22155%
87. (87) Nataliia Kozlovskaia 12 contributions 28/08/16 23:54 Score 11,22213%
88. (88) Yi CHEN 24 contributions 30/08/16 15:49 Score 11,22343%
89. (89) Basile Vu 8 contributions 19/07/16 15:58 Score 11,22479%
90. (90) Zheglov Dmitry//MLTrainings 5 contributions 13/08/16 17:06 Score 11,22764%
91. (91) Arnaud Lauffenburger 5 contributions 13/08/16 23:26 Score 11,22817%
92. (92) Bamba NDIAYE 65 contributions 24/08/16 18:42 Score 11,23165%
93. (93) Mathilde Saguin 21 contributions 08/07/16 11:33 Score 11,23341%
94. (94) wr 6 contributions 22/06/16 11:05 Score 11,23372%
95. (95) Mr Robot 22 contributions 31/08/16 22:19 Score 11,23640%
96. (96) Balikas G. 24 contributions 14/07/16 23:53 Score 11,23664%
97. (97) Pierre Hangard 34 contributions 31/08/16 15:48 Score 11,24150%
98. (98) benedekrozemberczki 75 contributions 29/06/16 11:37 Score 11,24227%
99. (99) Mouhamadou Ba 50 contributions 26/08/16 17:46 Score 11,24609%
100. (100) Norah 3 contributions 31/08/16 16:00 Score 11,24881%
101. (101) Yvan Aillet 18 contributions 31/08/16 10:40 Score 11,25218%
102. (102) Elliante94 4 contributions 30/08/16 11:45 Score 11,25342%
103. (103) aladji Amath Ba 55 contributions 28/08/16 02:16 Score 11,26729%
104. (104) P.H. 78 contributions 30/08/16 15:20 Score 11,27443%
105. (105) Gary I. 124 contributions 22/08/16 17:55 Score 11,27500%
106. (106) Thibault POISSONNIER 9 contributions 28/06/16 18:38 Score 11,27540%
107. (107) Davidc 10 contributions 11/08/16 01:37 Score 11,28511%
108. (108) Pierre G 16 contributions 28/06/16 14:32 Score 11,29010%
109. (109) ||||||||||||||||||||||||||||||| 21 contributions 09/08/16 11:42 Score 11,29393%
110. (110) Katya 32 contributions 21/08/16 19:05 Score 11,30463%
111. (111) Paul Bismuth 1 contribution 22/08/16 11:48 Score 11,31046%
112. (112) Badr Ftillou 20 contributions 24/08/16 14:09 Score 11,32409%
113. (113) Walter Lavoie 38 contributions 31/08/16 17:05 Score 11,33484%
114. (114) Anil Narassiguin 19 contributions 16/06/16 02:04 Score 11,34924%
115. (115) alice a 3 contributions 31/08/16 23:46 Score 11,36176%
116. (116) piloups world 26 contributions 30/08/16 10:49 Score 11,36801%
117. (117) Michael Rohrer 6 contributions 19/07/16 15:20 Score 11,36921%
118. (118) hector jallas 4 contributions 31/08/16 00:05 Score 11,37750%
119. (119) lRomul Baikulov Ruslan 19 contributions 08/08/16 23:19 Score 11,38227%
120. (120) C.Goik 4 contributions 31/08/16 21:55 Score 11,38250%
121. (121) Alexia 48 contributions 12/08/16 15:39 Score 11,38800%
122. (122) Dithyrambe 16 contributions 03/07/16 00:38 Score 11,40491%
123. (123) Taehee Jeong 10 contributions 19/07/16 11:11 Score 11,40585%
124. (124) Nicolas Bertrand 11 contributions 31/08/16 16:09 Score 11,41358%
125. (125) Nicolas R 53 contributions 15/07/16 19:35 Score 11,42759%
126. (126) tim tom 1 contribution 28/06/16 22:13 Score 11,44680%
127. (127) Mouss Ako 34 contributions 30/08/16 16:52 Score 11,46329%
128. (128) Amine Akrout 28 contributions 20/06/16 01:31 Score 11,47971%
129. (129) MRF MRF 8 contributions 30/08/16 17:42 Score 11,49193%
130. (130) othosbro 16 contributions 10/08/16 12:12 Score 11,49262%
131. (131) ME 35 26 contributions 16/08/16 12:51 Score 11,49536%
132. (132) GLEICHGEVICHT Mathias 25 contributions 16/06/16 15:42 Score 11,49555%
133. (133) Clara 7 contributions 13/06/16 16:14 Score 11,50332%
134. (134) Silvia 3 contributions 09/08/16 21:37 Score 11,50367%
135. (135) AA 14 contributions 15/06/16 11:24 Score 11,50633%
136. (136) Andrey Kiselev 20 contributions 09/08/16 00:03 Score 11,51788%
137. (137) Jawad 23 contributions 23/08/16 23:41 Score 11,52768%
138. (138) Laureline David 9 contributions 19/07/16 10:54 Score 11,53836%
139. (139) TEAM DataCentric 5 contributions 09/08/16 14:44 Score 11,53989%
140. (140) Data Scientist 24 contributions 11/08/16 13:23 Score 11,53989%
141. (141) Delta123 32 contributions 24/08/16 11:26 Score 11,54503%
142. (142) Dana Codreanu 21 contributions 02/08/16 15:56 Score 11,54586%
143. (143) Saskia Bosma 2 contributions 09/08/16 11:29 Score 11,54662%
144. (144) Soboleva Daria 6 contributions 19/08/16 19:18 Score 11,54847%
145. (145) rar 46 contributions 23/07/16 20:06 Score 11,57404%
146. (146) Jack Abdo 33 contributions 23/08/16 22:39 Score 11,58098%
147. (147) momo larcher 5 contributions 20/06/16 17:30 Score 11,58254%
148. (148) Samuel Rochette 41 contributions 30/06/16 17:56 Score 11,58706%
149. (149) Hieu NGUYEN CANH 10 contributions 29/06/16 03:31 Score 11,59648%
150. (150) Hamza Bakatir 13 contributions 20/06/16 12:12 Score 11,60340%
151. (151) Artem Erokhin 21 contributions 27/08/16 11:16 Score 11,60742%
152. (152) pierre chauber 22 contributions 21/06/16 14:06 Score 11,61104%
153. (153) H K 5 contributions 19/07/16 14:57 Score 11,62236%
154. (154) Ahmadou Dicko 14 contributions 16/06/16 12:21 Score 11,62248%
155. (155) Max Ioli 2 contributions 25/08/16 21:25 Score 11,62393%
156. (156) Gypsow 12 contributions 23/07/16 20:46 Score 11,63381%
157. (157) faza 5 contributions 17/07/16 11:24 Score 11,64360%
158. (158) JEAN-PIERRE SYLVAN 4 contributions 16/08/16 00:28 Score 11,65214%
159. (159) Guilhem S. 34 contributions 22/08/16 23:03 Score 11,65879%
160. (160) Kirill Dubovikov 1 contribution 04/08/16 00:08 Score 11,66474%
161. (161) guillaume benoit 15 contributions 20/06/16 14:53 Score 11,67650%
162. (162) Andronenko Andrey 7 contributions 08/08/16 22:25 Score 11,68084%
163. (163) Benjamin Schubert 9 contributions 07/07/16 17:47 Score 11,68438%
164. (164) Evgeny Bazarov 6 contributions 30/08/16 17:59 Score 11,68794%
165. (165) Eduardas Gaidamauskas 16 contributions 12/06/16 12:59 Score 11,69141%
166. (166) ASSS 6 contributions 08/07/16 16:01 Score 11,69981%
167. (167) Olivier Nguyen 3 contributions 25/08/16 03:38 Score 11,70922%
168. (168) Oo 28 contributions 22/08/16 08:33 Score 11,71621%
169. (169) julien moreschetti 9 contributions 14/06/16 15:13 Score 11,71919%
170. (170) Matthieu Porte 6 contributions 13/06/16 16:58 Score 11,72990%
171. (171) Félix MIKAELIAN 16 contributions 17/06/16 13:25 Score 11,73038%
172. (172) Mir Ilias 4 contributions 26/06/16 00:50 Score 11,73353%
173. (173) Ivan Krasnikov 10 contributions 11/08/16 09:57 Score 11,74003%
174. (174) Noemie Haouzi 39 contributions 27/07/16 11:45 Score 11,74561%
175. (175) Mira 11 contributions 17/07/16 11:43 Score 11,74895%
176. (176) adrien /// 5 contributions 30/08/16 21:12 Score 11,75767%
177. (177) Julien Gooris 22 contributions 26/08/16 14:13 Score 11,76310%
178. (178) TAOUFIQ Mouhcine 11 contributions 19/06/16 19:07 Score 11,76372%
179. (179) Bitminer 13 contributions 16/08/16 15:43 Score 11,76623%
180. (180) Samuel Darcey 5 contributions 19/07/16 13:51 Score 11,76707%
181. (181) Kim Beom Su 21 contributions 19/07/16 11:18 Score 11,77472%
182. (182) Pascal Jacq 40 contributions 21/07/16 13:42 Score 11,78577%
183. (183) true_pk 3 contributions 06/08/16 14:17 Score 11,79253%
184. (184) Saturnin 36 contributions 08/07/16 13:55 Score 11,79540%
185. (185) quentin alvarez 5 contributions 17/06/16 16:43 Score 11,80126%
186. (186) Salsinats 33 contributions 24/08/16 14:13 Score 11,80144%
187. (187) aboul 5 contributions 30/07/16 15:34 Score 11,82513%
188. (188) Clark Djilo 18 contributions 07/07/16 16:54 Score 11,82769%
189. (189) papi /// 6 contributions 31/08/16 09:40 Score 11,82916%
190. (190) HeeHoon Kim 7 contributions 19/07/16 12:44 Score 11,84622%
191. (191) Mehdi Barchouchi 14 contributions 30/07/16 20:39 Score 11,84767%
192. (192) Kotaro YOSHIDA 8 contributions 05/07/16 17:56 Score 11,85089%
193. (193) E R 45 contributions 15/07/16 14:35 Score 11,86972%
194. (194) Antoine Sauvage 42 contributions 21/07/16 21:29 Score 11,87855%
195. (195) Tom G 21 contributions 23/06/16 00:33 Score 11,88329%
196. (196) VALENTINHO Malandro 6 contributions 15/07/16 12:44 Score 11,90043%
197. (197) Tenich // MLTrainings 22 contributions 15/08/16 23:48 Score 11,91688%
198. (198) Najlaa BOUALI 14 contributions 04/08/16 17:59 Score 11,91849%
199. (199) Dataiku Guy 6 contributions 13/06/16 12:35 Score 11,92601%
200. (200) Data Dude 8 contributions 11/06/16 20:26 Score 11,92722%
201. (201) GJ 11 contributions 18/06/16 17:25 Score 11,93218%
202. (202) Paul L. 12 contributions 14/06/16 18:46 Score 11,94756%
203. (203) Pascal Sekley 6 contributions 19/07/16 21:28 Score 11,95725%
204. (204) Kostenko Boris 4 contributions 12/08/16 19:22 Score 11,96080%
205. (205) Morgan Funtowicz 8 contributions 20/08/16 13:36 Score 11,96746%
206. (206) ari L 13 contributions 05/07/16 14:40 Score 11,99835%
207. (207) Taekmin Kim 19 contributions 19/07/16 15:06 Score 12,00349%
208. (208) Denis Zuev 5 contributions 02/08/16 21:55 Score 12,01318%
209. (209) Peter Romov 5 contributions 06/08/16 16:45 Score 12,01491%
210. (210) Clément Sténac 3 contributions 10/06/16 17:14 Score 12,02096%
211. (211) Andrey Shestakov 7 contributions 23/08/16 22:53 Score 12,02357%
212. (212) Hager Oueslati 2 contributions 23/08/16 14:47 Score 12,02692%
213. (213) Eliotlb 47 contributions 11/08/16 09:56 Score 12,03883%
214. (214) Yeongjin Choi 8 contributions 19/07/16 14:19 Score 12,04044%
215. (215) Vincent de Stoecklin 1 contribution 20/07/16 15:43 Score 12,04092%
216. (216) bruno c 36 contributions 24/08/16 11:19 Score 12,04327%
217. (217) Carlos Pimentel 68 contributions 10/07/16 01:27 Score 12,05845%
218. (218) kmuehmel 3 contributions 14/06/16 10:03 Score 12,05931%
219. (219) ph 4 contributions 28/06/16 17:46 Score 12,06294%
220. (220) Arnaud de Myttenaere 12 contributions 16/06/16 18:33 Score 12,07368%
221. (221) Rafael Crescenzi 6 contributions 14/06/16 22:50 Score 12,08801%
222. (222) Anton Lozhkov 15 contributions 09/08/16 10:03 Score 12,09315%
223. (223) Théo Alves Da Costa 25 contributions 22/07/16 09:45 Score 12,09469%
224. (224) Pierre Foret 23 contributions 27/07/16 14:31 Score 12,11166%
225. (225) S_B 7 contributions 03/08/16 16:55 Score 12,12241%
226. (226) Oleg Krivtsov 11 contributions 05/08/16 11:35 Score 12,13138%
227. (227) protan Anton 2 contributions 02/08/16 11:17 Score 12,13276%
228. (228) vlad at 18 contributions 14/08/16 16:47 Score 12,13537%
229. (229) Shipilov Dmitry 21 contributions 13/08/16 13:31 Score 12,15079%
230. (230) zerwan44 8 contributions 03/08/16 04:55 Score 12,15095%
231. (231) Alexandre Crayssac 3 contributions 11/06/16 19:36 Score 12,16002%
232. (232) Romain B. 12 contributions 25/08/16 23:45 Score 12,18857%
233. (233) Konstantin Ivanin 38 contributions 04/08/16 21:53 Score 12,21645%
234. (234) V PG 8 contributions 04/08/16 17:12 Score 12,21736%
235. (235) Jennifer Roubaud 2 contributions 10/06/16 16:43 Score 12,23366%
236. (236) Gaël Virot 24 contributions 26/07/16 12:11 Score 12,26645%
237. (237) vr.lt 4 contributions 23/06/16 16:21 Score 12,26879%
238. (238) Yuriy Mokriy 4 contributions 13/08/16 15:36 Score 12,28071%
239. (239) Labrune Yann 34 contributions 15/06/16 10:26 Score 12,28232%
240. (240) Babar16 6 contributions 19/06/16 11:56 Score 12,29140%
241. (241) gvid_ 1 contribution 09/08/16 10:39 Score 12,29890%
242. (242) zidane djamal 5 contributions 19/07/16 10:24 Score 12,30798%
243. (243) Thierry Moudiki 4 contributions 30/08/16 21:13 Score 12,31690%
244. (244) Alexander Ivanochkin 9 contributions 23/08/16 21:48 Score 12,32208%
245. (245) Hubert Jobbé-Duval 16 contributions 30/08/16 09:44 Score 12,32346%
246. (246) serge brunel 29 contributions 20/07/16 09:35 Score 12,32546%
247. (247) edouard leonard 18 contributions 25/06/16 20:05 Score 12,34314%
248. (248) Paul I 8 contributions 01/07/16 23:02 Score 12,34951%
249. (249) ads35 ads 1 contribution 02/08/16 17:29 Score 12,35458%
250. (250) qws er 1 contribution 19/07/16 14:40 Score 12,35507%
251. (251) Ye Jeong Choi 13 contributions 19/07/16 14:42 Score 12,35507%
252. (252) Nanor 3 contributions 04/08/16 17:20 Score 12,35824%
253. (253) Jonathan Oheix 10 contributions 12/06/16 22:56 Score 12,36192%
254. (254) Alexandre MURATET 17 contributions 06/07/16 10:46 Score 12,37724%
255. (255) Orcal 26 contributions 04/08/16 14:52 Score 12,39092%
256. (256) Yeon Woo Jeong 10 contributions 19/07/16 15:33 Score 12,40728%
257. (257) wololo 37 contributions 24/06/16 17:53 Score 12,44840%
258. (258) Alan Conq 5 contributions 05/07/16 22:04 Score 12,45922%
259. (259) Kiroong Choe 16 contributions 09/07/16 21:48 Score 12,47598%
260. (260) Yang QIU 5 contributions 29/06/16 19:07 Score 12,48374%
261. (261) VALADIER François 5 contributions 02/08/16 11:50 Score 12,48960%
262. (262) MindFlow Dummy 4 contributions 26/06/16 21:04 Score 12,49600%
263. (263) snoop y 3 contributions 19/07/16 13:24 Score 12,49601%
264. (264) Alexandre Garcia 5 contributions 12/06/16 14:53 Score 12,52071%
265. (265) Frédéric Bertome 34 contributions 16/07/16 13:37 Score 12,52972%
266. (266) Badr Kabbaj 9 contributions 14/06/16 00:04 Score 12,55700%
267. (267) Roman Kulak 3 contributions 07/08/16 11:06 Score 12,56490%
268. (268) ND 7 contributions 19/06/16 12:59 Score 12,57240%
269. (269) Fred C 3 contributions 18/06/16 12:17 Score 12,57381%
270. (270) Matthias Pécot 39 contributions 24/06/16 13:09 Score 12,58337%
271. (271) herilalaina rakotoarison 5 contributions 31/08/16 09:27 Score 12,60020%
272. (272) Lucie Steiner 7 contributions 19/07/16 12:22 Score 12,60674%
273. (273) Eduardo Urquilla 15 contributions 03/07/16 22:26 Score 12,61318%
274. (274) re9ulus 13 contributions 13/08/16 13:34 Score 12,61571%
275. (275) Pierre De Pascale 3 contributions 22/08/16 17:59 Score 12,61945%
276. (276) Grigory Dymov 4 contributions 07/08/16 09:45 Score 12,63675%
277. (277) Mickael S 22 contributions 27/06/16 17:02 Score 12,66348%
278. (278) eddielang 2 contributions 09/07/16 12:46 Score 12,67735%
279. (279) Eric Biernat 1 contribution 10/06/16 15:40 Score 12,67784%
280. (280) Romain Ayres 3 contributions 10/06/16 15:58 Score 12,72708%
281. (281) Science Data 15 contributions 06/07/16 17:07 Score 12,72771%
282. (282) Julien Grout 10 contributions 12/06/16 21:28 Score 12,72945%
283. (283) jayjay 6 contributions 15/06/16 18:02 Score 12,73609%
284. (284) Ludovic Pellan 28 contributions 29/07/16 10:33 Score 12,74791%
285. (285) Derrick HO 7 contributions 15/06/16 16:38 Score 12,77441%
286. (286) david davila 7 contributions 30/08/16 17:15 Score 12,77670%
287. (287) Youssef Erahim 5 contributions 31/08/16 22:33 Score 12,78820%
288. (288) Ivan Bendyna 2 contributions 14/08/16 12:58 Score 12,83198%
289. (289) yuri isakov 5 contributions 31/08/16 22:25 Score 12,83686%
290. (290) Caroline Martre 1 contribution 10/06/16 16:35 Score 12,84917%
291. (291) Dude_Z 41 contributions 01/07/16 16:35 Score 12,85186%
292. (292) Datascientist 7 contributions 02/07/16 14:44 Score 12,86108%
293. (293) CM 5 contributions 12/06/16 01:50 Score 12,87399%
294. (294) Binxiang Xiang 7 contributions 13/06/16 14:19 Score 12,89146%
295. (295) Yohan Mathis 31 contributions 12/07/16 23:33 Score 12,89583%
296. (296) BenjiDataChallenge 16 contributions 17/06/16 14:36 Score 12,89869%
297. (297) Sofiane Yahiaoui 8 contributions 23/06/16 21:10 Score 12,90668%
298. (298) mmonzi 3 contributions 18/07/16 17:08 Score 12,91053%
299. (299) Adam Oudad 2 contributions 07/08/16 12:14 Score 12,92119%
300. (300) Rookie dude 4 contributions 06/07/16 17:14 Score 12,92503%
301. (301) H Goldeneye 14 contributions 07/07/16 14:56 Score 12,94133%
302. (302) Mathieu Zo 5 contributions 27/08/16 13:19 Score 12,94160%
303. (303) José Corral 8 contributions 02/08/16 19:53 Score 12,95384%
304. (304) Nikishin Evgeny 2 contributions 06/08/16 15:15 Score 12,95401%
305. (305) Matthias Coste 36 contributions 20/07/16 10:33 Score 12,96008%
306. (306) olivier leroy 6 contributions 19/06/16 13:49 Score 12,96642%
307. (307) Tyrionz 18 contributions 30/06/16 17:32 Score 12,99022%
308. (308) Alex Trump 1 contribution 06/08/16 16:50 Score 12,99825%
309. (309) 4$qp>oR@ 4 contributions 30/07/16 22:24 Score 13,00056%
310. (310) Hatem Jallouli 16 contributions 22/07/16 01:08 Score 13,00661%
311. (311) vincent jean 35 contributions 29/08/16 15:29 Score 13,01764%
312. (312) Moncef Bettaieb 2 contributions 30/08/16 13:22 Score 13,04539%
313. (313) Korekov Sasha 7 contributions 18/08/16 08:19 Score 13,05765%
314. (314) Claude Perdigou 4 contributions 10/06/16 17:26 Score 13,06955%
315. (315) ZDude 17 contributions 30/06/16 15:13 Score 13,06997%
316. (316) Thomas Schmitt 3 contributions 07/07/16 12:42 Score 13,07525%
317. (317) mbro 2 contributions 18/06/16 11:43 Score 13,08658%
318. (318) tm 3 contributions 30/08/16 21:01 Score 13,09091%
319. (319) Marie-Jeanne Vieille 5 contributions 12/08/16 14:03 Score 13,09138%
320. (320) flacharm 2 contributions 23/06/16 16:21 Score 13,09146%
321. (321) Kirill Daniliuk 4 contributions 06/08/16 17:34 Score 13,10663%
322. (322) Guillaume PLANTIVEAU 5 contributions 13/07/16 12:52 Score 13,11795%
323. (323) Margot Lepizzera 2 contributions 10/06/16 16:35 Score 13,12222%
324. (324) Andrey Starostin 6 contributions 24/08/16 00:04 Score 13,13277%
325. (325) Nicolas Lorin 5 contributions 01/07/16 09:45 Score 13,14103%
326. (326) stytz 3 contributions 09/08/16 23:38 Score 13,14737%
327. (327) Anatole GOUNDAN 11 contributions 21/06/16 08:33 Score 13,16936%
328. (328) Maxwell Boguey 12 contributions 26/06/16 16:56 Score 13,18406%
329. (329) vasjay 11 contributions 06/08/16 15:29 Score 13,18959%
330. (330) Romain Brault 2 contributions 14/06/16 09:50 Score 13,19185%
331. (331) SEBASTIEN Q. 3 contributions 15/06/16 13:21 Score 13,19530%
332. (332) Test 14 contributions 27/06/16 15:10 Score 13,19690%
333. (333) Marc Lamberti 1 contribution 09/07/16 14:23 Score 13,21262%
334. (334) Yahia Missaoui 42 contributions 04/08/16 22:58 Score 13,22926%
335. (335) Hong Seongi 6 contributions 19/07/16 13:35 Score 13,24225%
336. (336) Dmitry Kozlov 5 contributions 28/08/16 04:45 Score 13,24772%
337. (337) Julien-Yacine CHAQRA 1 contribution 11/06/16 17:00 Score 13,29687%
338. (338) loulou 4 contributions 10/06/16 16:51 Score 13,31585%
339. (339) Thomas George 6 contributions 20/08/16 01:24 Score 13,32069%
340. (340) Vainui LAUX 1 contribution 22/06/16 14:38 Score 13,38869%
341. (341) This is the prime 11 contributions 21/08/16 20:09 Score 13,43710%
342. (342) Abed Ben 10 contributions 28/08/16 17:59 Score 13,44209%
343. (343) MR 4 contributions 30/06/16 12:12 Score 13,45207%
344. (344) Konstantina Kontoudi 9 contributions 26/06/16 19:07 Score 13,45617%
345. (345) Laurent Renard 51 contributions 11/08/16 11:13 Score 13,45804%
346. (346) Alexandre Farin 19 contributions 30/06/16 20:16 Score 13,48345%
347. (347) Tester Alpha 10 contributions 14/06/16 17:14 Score 13,49091%
348. (348) Abed BENAICHOUCHE 13 contributions 28/08/16 15:13 Score 13,49636%
349. (349) Mikhail Akimov 4 contributions 14/08/16 18:36 Score 13,49984%
350. (350) Abed B 5 contributions 28/08/16 18:54 Score 13,50204%
351. (351) Stephan Hahn 1 contribution 10/06/16 14:30 Score 13,52134%
352. (352) claudez 5 contributions 28/08/16 02:20 Score 13,52523%
353. (353) Arnaud Canu 1 contribution 23/08/16 14:31 Score 13,53996%
354. (354) SL BB 7 contributions 20/06/16 10:20 Score 13,54183%
355. (355) PKE 1 contribution 23/08/16 10:29 Score 13,56306%
356. (356) Etienne Kintzler 2 contributions 28/07/16 17:22 Score 13,56737%
357. (357) Arnaud Hurel 11 contributions 07/07/16 18:24 Score 13,57846%
358. (358) Lotfi BENKHIDER 1 contribution 10/06/16 16:34 Score 13,57965%
359. (359) Christophe GUYOT 2 contributions 23/06/16 16:01 Score 13,61684%
360. (360) /fr/profile/1213/show 9 contributions 17/06/16 16:25 Score 13,62235%
361. (361) fpaj 8 contributions 28/06/16 16:11 Score 13,64168%
362. (362) Oleg Chumakov 10 contributions 09/08/16 00:30 Score 13,65348%
363. (363) Johann Kerlirzin 17 contributions 15/06/16 20:59 Score 13,66004%
364. (364) dongmo sandra 8 contributions 20/07/16 01:20 Score 13,71443%
365. (365) Yurim Jeon 6 contributions 19/07/16 09:52 Score 13,71446%
366. (366) Alexey Antonov 1 contribution 14/08/16 17:52 Score 13,74813%
367. (367) aldparis aldparis 5 contributions 04/08/16 10:56 Score 13,75610%
368. (368) Kuznetsov Maxim 5 contributions 06/08/16 21:51 Score 13,78185%
369. (369) Antoine Bastien 1 contribution 19/07/16 15:37 Score 13,79258%
370. (370) Actuarix 23 contributions 11/07/16 15:53 Score 13,84989%
371. (371) arnold zephir 22 contributions 01/07/16 19:53 Score 13,87465%
372. (372) Marc Batty 1 contribution 10/06/16 18:20 Score 13,90154%
373. (373) Maximilien DEFOURNE 11 contributions 17/06/16 08:31 Score 13,91713%
374. (374) J A 5 contributions 19/07/16 10:22 Score 13,96931%
375. (375) Thibault Ducret 16 contributions 22/08/16 01:09 Score 13,99019%
376. (376) Jean Ayoub 6 contributions 19/07/16 11:46 Score 14,01544%
377. (377) GW Data 7 contributions 25/06/16 20:02 Score 14,04028%
378. (378) Alexandre DANIEL 1 contribution 04/07/16 16:22 Score 14,04560%
379. (379) Yves ILZ 15 contributions 03/08/16 02:02 Score 14,08347%
380. (380) Monica Joseph 5 contributions 22/06/16 13:03 Score 14,09573%
381. (381) S D 1 contribution 05/08/16 19:06 Score 14,11111%
382. (382) Bob Curator 17 contributions 14/07/16 03:23 Score 14,21856%
383. (383) Meng-tih LAM 1 contribution 17/06/16 22:40 Score 14,24871%
384. (384) Satish MOSELLE 2 contributions 24/06/16 16:50 Score 14,27505%
385. (385) Super_totor 3 contributions 06/07/16 16:24 Score 14,47521%
386. (386) Patrick Barret 12 contributions 24/08/16 08:28 Score 14,50152%
387. (387) Maxime L 9 contributions 25/07/16 11:02 Score 14,50710%
388. (388) moc g 15 contributions 15/08/16 19:05 Score 14,54264%
389. (389) TataScience 3 contributions 31/08/16 16:59 Score 14,54305%
390. (390) Antoine Guillot 11 contributions 21/06/16 18:48 Score 14,64317%
391. (391) hoho 3 contributions 25/07/16 01:03 Score 14,66432%
392. (392) Jean-Baptiste Priez 11 contributions 09/07/16 10:54 Score 14,69793%
393. (393) Flichy Etienne 1 contribution 25/07/16 19:21 Score 14,70425%
394. (394) data test 44 contributions 30/08/16 15:29 Score 14,74311%
395. (395) camille test 35 contributions 30/08/16 15:41 Score 14,74315%
396. (396) Data Test 23 contributions 28/08/16 14:55 Score 14,74704%
397. (397) alex alex 15 contributions 22/08/16 18:57 Score 14,76460%
398. (398) Data2 test 15 contributions 22/08/16 18:51 Score 14,78147%
399. (399) Godefroy 10 contributions 27/06/16 10:31 Score 14,79156%
400. (400) Raphael Silveira Costa 3 contributions 10/06/16 16:41 Score 14,79631%
401. (401) nikobe nikobe 17 contributions 11/08/16 09:58 Score 14,94155%
402. (402) Fenele 11 contributions 16/06/16 18:56 Score 15,05841%
403. (403) MickaG 4 contributions 07/07/16 16:09 Score 15,63359%
404. (404) Marie-Aude Coutouly 2 contributions 22/06/16 16:27 Score 15,77310%
405. (405) kakie 10 contributions 29/07/16 19:37 Score 15,78738%
406. (406) alain thebault 4 contributions 16/06/16 13:36 Score 15,95309%
407. (407) Rony Rozas 1 contribution 13/07/16 22:48 Score 16,16594%
408. (408) aichane 1 contribution 10/06/16 16:52 Score 16,18466%
409. (409) Stéphane V 24 contributions 30/08/16 12:25 Score 16,25918%
410. (410) Nadir Kheloui 16 contributions 20/07/16 12:41 Score 16,45747%
411. (411) fonfon 3 contributions 15/06/16 23:59 Score 16,47320%
412. (412) Ignacio Inoa 4 contributions 12/07/16 18:57 Score 16,53279%
413. (413) Amine Amiine 12 contributions 23/08/16 22:48 Score 16,82856%
414. (414) n k 2 contributions 20/07/16 14:00 Score 17,07580%
415. (415) Clémence D 10 contributions 17/06/16 16:44 Score 17,13713%
416. (416) jimmy cc 1 contribution 25/06/16 20:33 Score 17,20214%
417. (417) jutrdc 3 contributions 21/06/16 16:52 Score 17,46910%
418. (418) PaulineV 2 contributions 07/07/16 21:04 Score 17,53116%
419. (419) Hamza EL HASSANI 2 contributions 10/07/16 16:15 Score 17,70141%
420. (420) Mourad YB 3 contributions 10/06/16 16:08 Score 17,70153%
421. (421) NK3 1 contribution 06/08/16 15:49 Score 17,83664%
422. (422) antoine vastel 3 contributions 11/06/16 22:03 Score 17,96117%
423. (423) Data A 2 contributions 08/07/16 14:48 Score 17,99058%
424. (424) Adrien CASTAGNIE 4 contributions 13/06/16 18:01 Score 17,99447%
425. (425) Guillaume G. 1 contribution 21/07/16 00:32 Score 18,05336%
426. (426) Thomas B 9 contributions 07/07/16 19:24 Score 18,09330%
427. (427) Thibaut Picot 4 contributions 31/08/16 14:05 Score 18,10623%
428. (428) Khelef HADDADI 12 contributions 28/08/16 20:10 Score 18,15027%
429. (429) Sylvain Ferrandiz 2 contributions 30/06/16 21:46 Score 18,35899%
430. (430) Maxime D 10 contributions 29/07/16 20:05 Score 18,66437%
431. (431) Bob Khune 2 contributions 10/06/16 20:35 Score 18,91862%
432. (432) Francericain 3 contributions 15/07/16 19:33 Score 19,00797%
433. (433) samy zarour 1 contribution 11/06/16 15:08 Score 19,01479%
434. (434) Xavier Delaunay 2 contributions 30/08/16 21:03 Score 19,02389%
435. (435) Noemie H 1 contribution 14/06/16 16:24 Score 19,11441%
436. (436) Godfried 3 contributions 30/06/16 15:46 Score 19,12949%
437. (437) EL 1 contribution 08/08/16 20:56 Score 19,27097%
438. (438) alx c 1 contribution 16/07/16 15:59 Score 19,29755%
439. (439) Eric FRIGOT 5 contributions 01/07/16 14:45 Score 19,61973%
440. (440) Alexey Balandin 6 contributions 30/08/16 14:29 Score 20,20523%
441. (441) Bob 1 contribution 15/08/16 21:37 Score 20,71358%
442. (442) Thierry Barnier 2 contributions 15/08/16 04:31 Score 20,84861%
443. (443) Jhadier 2 contributions 22/08/16 09:47 Score 21,21577%
444. (444) S R 1 contribution 07/07/16 15:25 Score 22,28700%
445. (445) Bertrand Lasserre 6 contributions 25/06/16 00:02 Score 22,60343%
446. (446) BOKARY DIAKITE 2 contributions 09/08/16 07:24 Score 23,25543%
447. (447) Osipov Eugine 1 contribution 13/08/16 17:00 Score 24,00010%
448. (448) Alix Martin 2 contributions 03/07/16 15:12 Score 24,13132%
449. (449) Jean-François Binvignat 1 contribution 11/06/16 23:00 Score 26,09772%
450. (450) Simon CHEN 4 contributions 30/08/16 20:48 Score 26,59095%
451. (451) wajdi 8 contributions 21/06/16 04:37 Score 27,10599%
452. (452) amine boumaaz 2 contributions 02/07/16 19:07 Score 27,42883%
453. (453) Jinhong QIU 2 contributions 31/08/16 15:11 Score 27,95767%
454. (454) Molly 2 contributions 15/06/16 22:55 Score 30,05404%
455. (455) Yannick Flores 1 contribution 29/06/16 11:26 Score 31,49697%
456. (456) Clément Grimal 1 contribution 22/06/16 15:18 Score 31,50623%
457. (457) Sassire Napo 1 contribution 31/08/16 17:59 Score 37,48573%
458. (458) Laurent JAFFRES 4 contributions 08/07/16 08:33 Score 39,59786%
459. (459) Lazy 1 contribution 27/06/16 09:04 Score 47,24023%
460. (460) Nicolas Minelle 1 contribution 30/08/16 09:10 Score 100,00000%
461. (461) Aoxi 3 contributions 07/07/16 08:23 Score 8856,26868%
Discussions
loading... Chargement...