station_id int64 6.25k 20.7B | ts_utc timestamp[ns]date 2021-02-21 19:09:18 2025-09-25 14:30:47 | numbikesavailable int64 0 78 ⌀ | numdocksavailable int64 0 200 ⌀ | mechanical int64 0 75 | ebike int64 0 0 | name stringlengths 6 58 ⌀ | lat float64 48.8 49 | lon float64 2.17 2.54 | capacity int64 0 200 | tbin_utc timestamp[ns]date 2021-02-21 19:05:00 2025-09-25 14:30:00 | temp_C float64 10.2 14.8 ⌀ | precip_mm float64 0 1.3 ⌀ | wind_mps float64 2.81 13.6 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
213,688,169 | 2025-09-23T21:17:21 | 15 | 19 | 13 | 0 | Benjamin Godard - Victor Hugo | 48.865983 | 2.275725 | 35 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
19,179,944,124 | 2025-09-23T21:23:50 | 22 | 5 | 19 | 0 | Hôpital Mondor | 48.798922 | 2.453745 | 28 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
18,795,078,746 | 2025-09-23T21:21:56 | 4 | 23 | 0 | 0 | Charcot - Benfleet | 48.87837 | 2.440524 | 28 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
36,255 | 2025-09-23T21:22:48 | 5 | 15 | 3 | 0 | Toudouze - Clauzel | 48.879296 | 2.33736 | 21 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
251,039,991 | 2025-09-23T21:19:20 | 4 | 20 | 1 | 0 | Cassini - Denfert-Rochereau | 48.837526 | 2.336035 | 25 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
85,002,689 | 2025-09-23T21:25:02 | 36 | 20 | 11 | 0 | Jourdan - Stade Charléty | 48.819428 | 2.343335 | 60 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
2,515,829,865 | 2025-09-23T21:25:20 | 10 | 7 | 6 | 0 | Basilique | 48.936269 | 2.358867 | 22 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
516,709,288 | 2025-09-23T21:15:42 | 1 | 19 | 1 | 0 | Charonne - Robert et Sonia Delaunay | 48.855908 | 2.392571 | 20 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
120,827,885 | 2025-09-23T21:21:17 | 1 | 10 | 1 | 0 | Messine - Place Du Pérou | 48.875448 | 2.315508 | 12 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
66,491,398 | 2025-09-23T21:22:30 | 18 | 29 | 5 | 0 | Le Brun - Gobelins | 48.835093 | 2.353468 | 48 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
37,874,517 | 2025-09-23T21:21:52 | 5 | 15 | 3 | 0 | Saint-Sulpice | 48.851654 | 2.330808 | 21 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
210,565,680 | 2025-09-23T21:22:41 | 7 | 26 | 5 | 0 | Vaneau - Sèvres | 48.848563 | 2.320422 | 35 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
210,403,080 | 2025-09-23T21:23:31 | 5 | 17 | 2 | 0 | Lacépède - Monge | 48.843893 | 2.351966 | 23 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
210,561,800 | 2025-09-23T21:25:10 | 6 | 9 | 4 | 0 | Saint-Romain - Cherche-Midi | 48.847082 | 2.321375 | 17 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
209,063,434 | 2025-09-23T21:20:53 | 5 | 24 | 0 | 0 | André Karman - République | 48.910399 | 2.385136 | 31 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
94,555,589 | 2025-09-23T21:21:36 | 14 | 13 | 3 | 0 | Pierre et Marie Curie - Maurice Thorez | 48.815802 | 2.376805 | 27 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
19,331,959,862 | 2025-09-23T21:15:47 | 10 | 17 | 7 | 0 | Bas du Mont-Mesly | 48.779035 | 2.460976 | 27 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
43,195,240 | 2025-09-23T21:24:25 | 22 | 3 | 19 | 0 | Silly - Galliéni | 48.835584 | 2.23255 | 25 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
501,862,076 | 2025-09-23T21:19:51 | 6 | 16 | 0 | 0 | Place Nelson Mandela | 48.862453 | 2.196167 | 22 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
17,486,274,358 | 2025-09-23T21:25:23 | 15 | 24 | 4 | 0 | Jean Rostand - Paul Vaillant Couturier | 48.908168 | 2.45306 | 40 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
210,566,542 | 2025-09-23T21:24:48 | 6 | 54 | 4 | 0 | Square Boucicaut | 48.851296 | 2.325062 | 60 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
85,043,758 | 2025-09-23T21:24:27 | 31 | 2 | 28 | 0 | Guersant - Gouvion-Saint-Cyr | 48.882878 | 2.287667 | 36 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
210,397,939 | 2025-09-23T21:24:46 | 2 | 15 | 0 | 0 | Thouin - Cardinal Lemoine | 48.845047 | 2.349465 | 17 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
82,405,965 | 2025-09-23T21:18:34 | 39 | 2 | 30 | 0 | Froment - Bréguet | 48.857041 | 2.372895 | 43 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
213,682,736 | 2025-09-23T21:23:10 | 19 | 32 | 6 | 0 | Morillons - Dantzig | 48.833101 | 2.29938 | 52 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
54,000,559 | 2025-09-23T21:25:31 | 14 | 21 | 9 | 0 | Jouffroy d'Abbans - Wagram | 48.881973 | 2.301132 | 40 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
37,815,204 | 2025-09-23T21:24:05 | 27 | 1 | 26 | 0 | Mairie du 12ème | 48.840855 | 2.387555 | 30 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
210,405,211 | 2025-09-23T21:24:43 | 3 | 17 | 3 | 0 | Beaux-Arts - Bonaparte | 48.856452 | 2.334852 | 20 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
16,560,752,067 | 2025-09-23T21:16:51 | 1 | 27 | 1 | 0 | Bracion - Périphérique | 48.826104 | 2.300455 | 30 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
20,364,431,108 | 2025-09-23T21:23:38 | 22 | 9 | 15 | 0 | Place des Marseillais | 48.826606 | 2.405912 | 35 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
128,986,726 | 2025-09-23T21:18:57 | 6 | 38 | 5 | 0 | Boétie - Ponthieu | 48.871417 | 2.307679 | 45 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
54,000,581 | 2025-09-23T21:22:47 | 15 | 19 | 9 | 0 | Croulebarde - Corvisart | 48.830982 | 2.348165 | 34 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
13,105,968 | 2025-09-23T21:25:21 | 9 | 11 | 0 | 0 | Le Brix et Mesmin - Jourdan | 48.822341 | 2.327862 | 21 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
653,208,733 | 2025-09-23T21:21:40 | 6 | 32 | 1 | 0 | Romainville - Vaillant-Couturier | 48.86785 | 2.446748 | 38 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
78,348,185 | 2025-09-23T21:23:31 | 41 | 9 | 34 | 0 | Mairie de Clichy | 48.903654 | 2.305935 | 51 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
54,000,536 | 2025-09-23T21:24:12 | 2 | 28 | 1 | 0 | Saint-Fiacre - Poissonière | 48.870829 | 2.345921 | 35 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
129,094,535 | 2025-09-23T21:24:07 | 3 | 38 | 0 | 0 | Porte de Saint-Ouen - Bessières | 48.897922 | 2.328515 | 42 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
54,000,612 | 2025-09-23T21:21:18 | 18 | 24 | 16 | 0 | Cambrai - Benjamin Constant | 48.895947 | 2.381134 | 43 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
80,101,533 | 2025-09-23T21:25:36 | 1 | 32 | 0 | 0 | Chazelles - Courcelles | 48.879407 | 2.303446 | 35 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
17,486,876,370 | 2025-09-23T21:25:01 | 8 | 11 | 1 | 0 | Moulin de Pierre - Abbé Grégoire | 48.822036 | 2.275464 | 20 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
599,135,701 | 2025-09-23T21:24:12 | 12 | 31 | 5 | 0 | Ramponeau - Belleville | 48.871031 | 2.379057 | 44 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
102,747,146 | 2025-09-23T21:24:38 | 9 | 17 | 4 | 0 | Lagny - Victor Basch | 48.848841 | 2.426325 | 26 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
2,515,403,527 | 2025-09-23T21:25:23 | 2 | 28 | 1 | 0 | Saint-Cloud - Hippodrome | 48.857721 | 2.254911 | 30 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
653,132,534 | 2025-09-23T21:24:25 | 2 | 22 | 2 | 0 | Louis Lejeune - Barbès | 48.818074 | 2.326701 | 25 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
506,455,295 | 2025-09-23T21:25:08 | 7 | 9 | 5 | 0 | Général Martial Valin - Pont du Garigliano | 48.838231 | 2.270506 | 16 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
1,057,149,522 | 2025-09-23T21:23:25 | 9 | 11 | 1 | 0 | Rond-point du Dr Albert Schweitzer | 48.789809 | 2.314394 | 22 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
653,197,324 | 2025-09-23T21:21:02 | 2 | 20 | 0 | 0 | Théâtre des Amandiers - Palais des sports | 48.892649 | 2.213694 | 23 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
14,813,797,734 | 2025-09-23T21:24:42 | 12 | 15 | 5 | 0 | Raspail Barbès | 48.852995 | 2.424739 | 28 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
88,230,992 | 2025-09-23T21:19:30 | 4 | 20 | 3 | 0 | De Toqueville - Terrasse | 48.882428 | 2.314002 | 30 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
499,303,158 | 2025-09-23T21:20:38 | 11 | 18 | 7 | 0 | Jules Guesde - Pont du Port à l'Anglais | 48.796288 | 2.417212 | 30 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
1,057,387,136 | 2025-09-23T21:21:03 | 19 | 10 | 11 | 0 | 8 Mai 1945 - 10 Juillet 1940 | 48.784567 | 2.397904 | 30 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
27,415,302 | 2025-09-23T21:24:42 | 16 | 9 | 12 | 0 | Michel-Ange - Parent de Rosan | 48.84058 | 2.258412 | 26 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
27,414,512 | 2025-09-23T21:22:27 | 3 | 35 | 1 | 0 | Caire - Dussoubs | 48.867853 | 2.349364 | 40 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
210,580,039 | 2025-09-23T21:23:50 | 3 | 14 | 0 | 0 | Tour d'Auvergne - Rodier | 48.879161 | 2.343698 | 17 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
49,474,389 | 2025-09-23T21:24:58 | 3 | 34 | 0 | 0 | Artois - Berri | 48.873935 | 2.306426 | 37 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
128,940,135 | 2025-09-23T21:18:15 | 0 | 21 | 0 | 0 | Marceau - Chaillot | 48.868834 | 2.298603 | 21 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
35,149,611 | 2025-09-23T21:25:18 | 26 | 0 | 12 | 0 | Liard - Amiral Mouchez | 48.821417 | 2.342167 | 28 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
1,057,296,253 | 2025-09-23T21:25:36 | 42 | 21 | 38 | 0 | Regnault - Patay | 48.824358 | 2.377065 | 63 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
576,188,379 | 2025-09-23T21:24:17 | 7 | 16 | 4 | 0 | Vigée-Lebrun - Anselme Payen | 48.838684 | 2.311042 | 24 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
2,515,085,147 | 2025-09-23T21:23:59 | 7 | 14 | 1 | 0 | Italie - Tolbiac | 48.825572 | 2.357617 | 21 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
19,331,981,332 | 2025-09-23T21:23:26 | 9 | 14 | 2 | 0 | Sarrazins - Saussure | 48.769627 | 2.471784 | 22 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
129,107,656 | 2025-09-23T21:25:21 | 14 | 11 | 3 | 0 | Félix Ziem - Armand Gauthier | 48.889496 | 2.333394 | 25 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
210,574,471 | 2025-09-23T21:20:45 | 6 | 7 | 2 | 0 | Abbeville - Faubourg Poissonnière | 48.879223 | 2.349147 | 14 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
1,057,228,658 | 2025-09-23T21:21:21 | 14 | 8 | 3 | 0 | Youri Gagarine - Karl Marx | 48.784485 | 2.359084 | 22 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
230,873,471 | 2025-09-23T21:17:20 | 2 | 19 | 1 | 0 | Octave Feuillet - Albéric Magnard | 48.861069 | 2.273028 | 21 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
17,278,902,806 | 2025-09-23T21:23:57 | 14 | 4 | 0 | 0 | Rouget de L'isle - Watteau | 48.778193 | 2.396302 | 20 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
129,164,969 | 2025-09-23T21:24:49 | 47 | 3 | 29 | 0 | Place Jean-Spire-Lemaître | 48.846843 | 2.452062 | 50 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
129,004,826 | 2025-09-23T21:23:34 | 12 | 5 | 5 | 0 | Bellefond - Poissonnière | 48.877599 | 2.348464 | 17 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
518,825,709 | 2025-09-23T21:20:57 | 1 | 20 | 0 | 0 | Jean Oestreicher - Porte de Champerret | 48.886556 | 2.28864 | 21 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
128,930,462 | 2025-09-23T21:22:23 | 4 | 24 | 2 | 0 | Square Louis XVI | 48.873204 | 2.323659 | 29 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
54,000,565 | 2025-09-23T21:25:12 | 18 | 8 | 5 | 0 | Granges aux Belles | 48.876137 | 2.368084 | 27 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
210,586,093 | 2025-09-23T21:22:29 | 5 | 11 | 0 | 0 | Dunkerque - Rocroy | 48.880726 | 2.351464 | 24 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
369,644,630 | 2025-09-23T21:24:25 | 7 | 21 | 2 | 0 | Gare de l'Est - Faubourg-Saint-Martin | 48.875643 | 2.359459 | 32 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
214,114,469 | 2025-09-23T21:25:18 | 26 | 3 | 18 | 0 | Gare de Nogent-le-Perreux | 48.838426 | 2.493693 | 32 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
55,927,887 | 2025-09-23T21:25:21 | 12 | 22 | 11 | 0 | Gabriel Lamé | 48.835121 | 2.385535 | 36 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
323,616,530 | 2025-09-23T21:19:11 | 2 | 11 | 0 | 0 | Quai de l'Horloge - Pont Neuf | 48.857059 | 2.341798 | 17 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
72,765,603 | 2025-09-23T21:25:27 | 6 | 14 | 2 | 0 | Boulangers - Cardinal Lemoine | 48.84629 | 2.35215 | 20 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
16,659,953,198 | 2025-09-23T21:23:39 | 9 | 19 | 0 | 0 | Verger - Colonel Guichard | 48.816377 | 2.267038 | 29 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
35,196,898 | 2025-09-23T21:24:07 | 2 | 24 | 1 | 0 | Gare d'Austerlitz - Quai Saint-Bernard | 48.84369 | 2.365716 | 27 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
129,025,451 | 2025-09-23T21:22:08 | 3 | 22 | 0 | 0 | Douai - Bruxelles | 48.883208 | 2.330845 | 27 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
128,920,403 | 2025-09-23T21:16:34 | 4 | 23 | 1 | 0 | Gare Saint-Lazare - Isly | 48.874778 | 2.326516 | 27 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
1,062,192,012 | 2025-09-23T21:24:30 | 13 | 18 | 9 | 0 | Gare Rosny-Bois-Perrier | 48.88115 | 2.480437 | 35 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
521,393,180 | 2025-09-23T21:24:48 | 3 | 18 | 2 | 0 | Porte Pouchet-Bessières | 48.897877 | 2.323063 | 23 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
128,887,067 | 2025-09-23T21:16:32 | 1 | 18 | 1 | 0 | Ségur - d'Estrées | 48.85142 | 2.309704 | 19 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
7,254 | 2025-09-23T21:23:11 | 2 | 39 | 0 | 0 | Gay Lussac - Saint-Jacques | 48.84473 | 2.341924 | 42 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
17,486,828,694 | 2025-09-23T21:22:24 | 11 | 19 | 7 | 0 | Charlot - Stade Gabriel Voisin | 48.827228 | 2.268123 | 31 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
128,989,986 | 2025-09-23T21:18:38 | 2 | 26 | 1 | 0 | Place Georges Guillaumin | 48.87475 | 2.301771 | 29 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
39,799,329 | 2025-09-23T21:24:53 | 2 | 31 | 1 | 0 | Faubourg Montmartre - La Fayette | 48.875255 | 2.340854 | 35 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
210,582,921 | 2025-09-23T21:25:36 | 2 | 20 | 1 | 0 | Boudreau - Auber | 48.87219 | 2.329423 | 28 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
208,795,867 | 2025-09-23T21:19:30 | 4 | 11 | 2 | 0 | Ambroise Rendu - Porte Brunet | 48.883667 | 2.395733 | 17 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
82,567,101 | 2025-09-23T21:25:17 | 4 | 18 | 0 | 0 | Château - République | 48.862924 | 2.415504 | 26 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
457,813,746 | 2025-09-23T21:25:28 | 9 | 6 | 3 | 0 | Henri Barbusse - Stalingrad | 48.814184 | 2.287286 | 16 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
50,191,171 | 2025-09-23T21:25:08 | 18 | 2 | 10 | 0 | Thionville - Ourcq | 48.889176 | 2.383365 | 24 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
129,014,600 | 2025-09-23T21:21:57 | 0 | 33 | 0 | 0 | Rossini - Laffitte | 48.873346 | 2.337981 | 33 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
129,087,587 | 2025-09-23T21:25:36 | 32 | 8 | 31 | 0 | Legendre - Clichy | 48.888962 | 2.322529 | 40 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
213,693,511 | 2025-09-23T21:24:55 | 3 | 17 | 1 | 0 | Quai de la Seine | 48.884492 | 2.370394 | 24 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
3,906,153,622 | 2025-09-23T21:21:25 | 11 | 3 | 6 | 0 | Argenteuil - Voltaire | 48.918649 | 2.281411 | 16 | 2025-09-23T21:20:00 | 11.6 | 1.3 | 7.7 |
66,491,397 | 2025-09-23T21:25:22 | 12 | 45 | 7 | 0 | Gare de Lyon - Place Louis Armand | 48.845515 | 2.37265 | 60 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
128,882,438 | 2025-09-23T21:18:28 | 25 | 12 | 22 | 0 | Institut du Monde Arabe - Saint-Germain | 48.849063 | 2.355809 | 40 | 2025-09-23T21:15:00 | 11.6 | 1.3 | 7.7 |
2,515,995,748 | 2025-09-23T21:25:19 | 3 | 17 | 0 | 0 | Pesaro - Préfecture | 48.89577 | 2.223908 | 22 | 2025-09-23T21:25:00 | 11.6 | 1.3 | 7.7 |
End of preview. Expand in Data Studio
Vélib' Paris — Monitoring & Forecasting (historical exports)
Ce dataset regroupe les exports historiques produits par le pipeline bike-forecast-paris-velib.
Il contient les fichiers nécessaires pour entraîner des modèles de prévision, suivre la qualité des données et visualiser les indicateurs.
📂 Contenu
exports/velib.parquet: historique agrégé des disponibilités Vélib' (GBFS + météo).exports/baseline.json: métriques de référence du modèle baseline.tables/validation_rules.csv: règles de validation appliquées aux données (events,perf).tables/...: autres tables de support pour le monitoring (dictionnaire, méthodologie, etc.).
⚡ Utilisation
En Python
from huggingface_hub import hf_hub_download
import pandas as pd
# Télécharger le parquet principal
path = hf_hub_download(
repo_id="Adrien97/velib-monitoring-historical",
filename="exports/velib.parquet"
)
df = pd.read_parquet(path)
print(df.head())
En ligne de commande
wget https://huggingface.co/datasets/Adrien97/velib-monitoring-historical/resolve/main/exports/velib.parquet
📊 Sources
📜 Licence
- Données brutes issues de l’open data (Vélib’ & Open-Meteo).
- Ce dataset est publié sous licence CC-BY-4.0.
✦ Pour plus d’infos et la documentation complète :
👉 bike-forecast-paris-velib (GitHub)
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