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  1. > dput(head(trips_2023_tidy, 100))
  2.  
  3. structure(list(ride_id = c("F96D5A74A3E41399", "13CB7EB698CEDB88",
  4. "BD88A2E670661CE5", "C90792D034FED968", "3397017529188E8A", "58E68156DAE3E311",
  5. "2F7194B6012A98D4", "DB1CF84154D6A049", "34EAB943F88C4C5D", "BC8AB1AA51DA9115",
  6. "CBE4D3954EB194B7", "367CD42F84880491", "F3344545150C3222", "9DC70E5EE9D6A93F",
  7. "0894DBBB4FA509E5", "1E27A12D6C9A7C60", "0B19B6A808BFE539", "689D537E5D034DA8",
  8. "7BA57BAACF64EAE2", "E1C847B8FBA49482", "88549285D389AA6B", "06EF8DD39CF7170F",
  9. "A5CBC7142CA8FAD8", "836AA7376E9DA905", "2B8E0781ED90C27C", "8BF68A18C282C01C",
  10. "325B1DEA4641D815", "A552D9830672F73A", "400D3C150A972867", "6037DB9543179602",
  11. "2425BDC5A7696864", "1FF9728E372684C5", "688620F6C9C8835B", "669361BCBC84EA49",
  12. "55B78FE3FCEB92E4", "F4033A8EB2C385FE", "F184D56C447FA161", "DF6608569323D54E",
  13. "D2ECC02AA1214A94", "C1D80BC2F7A0AF30", "B4ED20B291AB768F", "77011B9AE49C776B",
  14. "4A9867D6863D6C63", "650449350AB6764F", "EC97A7E695CDC2D1", "08C5C30E568371E8",
  15. "200C9AF603FBB4CC", "3A98E10AA7906ABE", "543671E294B78165", "092B21768C664141",
  16. "15CE9B949B3D3911", "DE7CD68680A1BEA4", "1205FC65208CE443", "3C57AF285897E540",
  17. "FB26F2A1F60B0BDC", "593CDB7701DDFF88", "D9012A259FE14AC9", "BD8BFC9CDEA07766",
  18. "6BB8F0DF56396D42", "814C31FB4413EC30", "2FD700DE110A11A6", "48B2D003CCC24F3B",
  19. "00DC53DDFCDF5263", "686E2F80D53ADE89", "EC40E662B5BEC789", "48A6456CD5B3F67E",
  20. "8999D9F37A9EFB28", "C9A09C11FA60CE61", "DEFC7CE9E5BAB7BD", "80F67CB5F246636C",
  21. "0B9AC2F0A36743C2", "7191576D2E89102F", "D42158B35A7A163C", "12EF0A1167E42371",
  22. "8E702D934C1EB27E", "75B136E17EEDF934", "1D63A4055299F19C", "8D6563933F635914",
  23. "98DBCBE308F96D52", "045989D5065D1E43", "07600D3C63F82B58", "41A2F326EE6EEE9D",
  24. "AEF19511474B51CE", "FE8D990F24BF681D", "88789840DD9CFE69", "D05ABE32FC17D9EA",
  25. "BFC017CFC86ADA01", "A5C960348A839100", "AA0B10BFA2FF5308", "0ACF5AD633092287",
  26. "E6F1FBAB4F2393FE", "278C5B9B24F9676B", "A4BE2D7293656425", "9D2AF4E92B70E83E",
  27. "C736F89E76D0E94C", "429CC513038C65E7", "02481C3858489987", "290A70390D59F525",
  28. "45C5BF16FD93EE63", "63DA8430ACDEFB7D"), rideable_type = c("electric_bike",
  29. "classic_bike", "electric_bike", "classic_bike", "classic_bike",
  30. "electric_bike", "electric_bike", "classic_bike", "electric_bike",
  31. "classic_bike", "classic_bike", "classic_bike", "electric_bike",
  32. "electric_bike", "electric_bike", "classic_bike", "electric_bike",
  33. "electric_bike", "electric_bike", "classic_bike", "electric_bike",
  34. "electric_bike", "classic_bike", "classic_bike", "electric_bike",
  35. "electric_bike", "electric_bike", "electric_bike", "electric_bike",
  36. "electric_bike", "electric_bike", "classic_bike", "electric_bike",
  37. "electric_bike", "electric_bike", "classic_bike", "electric_bike",
  38. "electric_bike", "electric_bike", "electric_bike", "electric_bike",
  39. "classic_bike", "electric_bike", "electric_bike", "classic_bike",
  40. "classic_bike", "classic_bike", "classic_bike", "electric_bike",
  41. "electric_bike", "electric_bike", "electric_bike", "electric_bike",
  42. "classic_bike", "electric_bike", "classic_bike", "classic_bike",
  43. "electric_bike", "electric_bike", "electric_bike", "electric_bike",
  44. "classic_bike", "electric_bike", "classic_bike", "electric_bike",
  45. "classic_bike", "classic_bike", "classic_bike", "electric_bike",
  46. "classic_bike", "electric_bike", "electric_bike", "classic_bike",
  47. "classic_bike", "electric_bike", "electric_bike", "electric_bike",
  48. "electric_bike", "electric_bike", "classic_bike", "classic_bike",
  49. "electric_bike", "classic_bike", "classic_bike", "classic_bike",
  50. "classic_bike", "electric_bike", "electric_bike", "electric_bike",
  51. "electric_bike", "electric_bike", "electric_bike", "electric_bike",
  52. "electric_bike", "electric_bike", "electric_bike", "electric_bike",
  53. "classic_bike", "classic_bike", "electric_bike"), started_at = structure(c(1674331542,
  54. 1673365056, 1672645917, 1674384778, 1673531881, 1675149483, 1673817516,
  55. 1674643741, 1674679787, 1673023039, 1672939917, 1672767154, 1673291495,
  56. 1672777553, 1673561552, 1673298570, 1674292434, 1672939688, 1673975868,
  57. 1672769913, 1672680776, 1672596298, 1672663548, 1673975715, 1673456605,
  58. 1673892980, 1673508978, 1673959575, 1674582819, 1673623268, 1674324985,
  59. 1673457748, 1674028273, 1674114520, 1673008404, 1673097410, 1673066139,
  60. 1673109769, 1673693448, 1674155866, 1674736609, 1673095867, 1673336356,
  61. 1674546055, 1673629531, 1674111000, 1674628575, 1673359910, 1674504192,
  62. 1674207070, 1673192010, 1673199668, 1673528605, 1672773414, 1672654512,
  63. 1674388220, 1674150122, 1672667365, 1673941728, 1673359565, 1672667688,
  64. 1673276779, 1674382190, 1673093623, 1673562994, 1673217857, 1673217765,
  65. 1673074638, 1673916790, 1673870372, 1674030389, 1673603458, 1673989413,
  66. 1673981885, 1673815106, 1674503411, 1673507748, 1674408783, 1673249934,
  67. 1673031629, 1674677421, 1674198764, 1674024303, 1673333952, 1674456619,
  68. 1673246633, 1673683852, 1673506919, 1674136531, 1673973220, 1673278369,
  69. 1672587274, 1673105635, 1674149101, 1672586326, 1674663109, 1674158999,
  70. 1674854885, 1672858800, 1672760183), class = c("POSIXct", "POSIXt"
  71. ), tzone = "UTC"), ended_at = structure(c(1674332193, 1673365565,
  72. 1672646711, 1674385304, 1673532800, 1675149676, 1673818356, 1674644302,
  73. 1674680534, 1673023792, 1672940506, 1672767716, 1673291955, 1672778150,
  74. 1673561827, 1673298968, 1674292584, 1672940604, 1673976830, 1672772842,
  75. 1672681678, 1672596540, 1672663986, 1673977478, 1673457214, 1673893462,
  76. 1673509451, 1673960095, 1674583138, 1673623579, 1674325466, 1673458785,
  77. 1674028453, 1674114737, 1673008978, 1673097680, 1673066318, 1673110988,
  78. 1673693821, 1674155894, 1674736657, 1673096303, 1673336567, 1674546237,
  79. 1673630133, 1674111952, 1674629400, 1673360724, 1674504509, 1674207331,
  80. 1673192527, 1673200675, 1673529020, 1672775054, 1672655381, 1674389157,
  81. 1674150126, 1672667381, 1673941740, 1673359613, 1672667744, 1673280910,
  82. 1674382196, 1673097681, 1673562998, 1673219627, 1673217768, 1673075178,
  83. 1673916832, 1673871455, 1674030424, 1673603488, 1673990186, 1673982780,
  84. 1673815149, 1674503843, 1673507913, 1674408945, 1673250108, 1673032463,
  85. 1674677988, 1674198920, 1674025046, 1673334692, 1674457397, 1673247422,
  86. 1673684051, 1673507508, 1674136796, 1673973619, 1673278850, 1672587781,
  87. 1673106204, 1674150095, 1672586887, 1674663750, 1674159163, 1674856261,
  88. 1672859053, 1672760731), class = c("POSIXct", "POSIXt"), tzone = "UTC"),
  89. start_station_name = c("Lincoln Ave & Fullerton Ave", "Kimbark Ave & 53rd St",
  90. "Western Ave & Lunt Ave", "Kimbark Ave & 53rd St", "Kimbark Ave & 53rd St",
  91. "Lakeview Ave & Fullerton Pkwy", "Kimbark Ave & 53rd St",
  92. "Kimbark Ave & 53rd St", "Kimbark Ave & 53rd St", "Kimbark Ave & 53rd St",
  93. "Kimbark Ave & 53rd St", "Kimbark Ave & 53rd St", "Broadway & Waveland Ave",
  94. "Broadway & Waveland Ave", "Lincoln Park Conservatory", "Clark St & Columbia Ave",
  95. "Lakeview Ave & Fullerton Pkwy", "Western Ave & Lunt Ave",
  96. "McClurg Ct & Ohio St", "McClurg Ct & Ohio St", "Clarendon Ave & Gordon Ter",
  97. "Clark St & Berwyn Ave", "Clark St & Berwyn Ave", "Clark St & Newport St",
  98. "Avondale Ave & Irving Park Rd", "Wilton Ave & Diversey Pkwy",
  99. "Komensky Ave & 55th St", "Clark St & Newport St", "Clark St & Columbia Ave",
  100. "Lincoln Ave & Fullerton Ave", "Lincoln Ave & Fullerton Ave",
  101. "Central St & Girard Ave", "Komensky Ave & 55th St", "Komensky Ave & 55th St",
  102. "Troy St & Elston Ave", "Dorchester Ave & 49th St", "Dorchester Ave & 49th St",
  103. "Millennium Park", "Clark St & Newport St", "Hampden Ct & Diversey Ave",
  104. "Hampden Ct & Diversey Ave", "Western Ave & Lunt Ave", "Komensky Ave & 55th St",
  105. "Komensky Ave & 55th St", "Clark St & Columbia Ave", "Damen Ave & Thomas St (Augusta Blvd)",
  106. "Damen Ave & Thomas St (Augusta Blvd)", "Evanston Civic Center",
  107. "Clark St & Berwyn Ave", "Wilton Ave & Diversey Pkwy", "Hoyne Ave & Balmoral Ave",
  108. "Damen Ave & Division St", "Lincoln Ave & Diversey Pkwy",
  109. "Broadway & Sheridan Rd", "Kedzie Ave & Milwaukee Ave", "Clark St & Elmdale Ave",
  110. "Sacramento Blvd & Franklin Blvd", "Hampden Ct & Diversey Ave",
  111. "Pulaski Rd & 51st St", "Pulaski Rd & 51st St", "Elmwood Ave & Austin St",
  112. "Warren Park West", "Hampden Ct & Diversey Ave", "Clark St & Elmdale Ave",
  113. "Pulaski Rd & 51st St", "Greenwood Ave & 47th St", "Greenwood Ave & 47th St",
  114. "Warren Park West", "Clark St & Elmdale Ave", "Greenwood Ave & 47th St",
  115. "Greenwood Ave & 47th St", "Elmwood Ave & Austin St", "Valli Produce - Evanston Plaza",
  116. "Elmwood Ave & Austin St", "Hampden Ct & Diversey Ave", "Greenview Ave & Fullerton Ave",
  117. "Lakeview Ave & Fullerton Pkwy", "Lakeview Ave & Fullerton Pkwy",
  118. "Lakeview Ave & Fullerton Pkwy", "Clark St & Columbia Ave",
  119. "Clark St & Columbia Ave", "Lakeview Ave & Fullerton Pkwy",
  120. "Damen Ave & Thomas St (Augusta Blvd)", "Damen Ave & Thomas St (Augusta Blvd)",
  121. "Damen Ave & Thomas St (Augusta Blvd)", "Damen Ave & Thomas St (Augusta Blvd)",
  122. "Western Ave & Howard St", "Damen Ave & Thomas St (Augusta Blvd)",
  123. "Clark St & Berwyn Ave", "Clark St & Berwyn Ave", "Hoyne Ave & Balmoral Ave",
  124. "Hoyne Ave & Balmoral Ave", "Hoyne Ave & Balmoral Ave", "Michigan Ave & Pearson St",
  125. "Southport Ave & Roscoe St", "Western Ave & Howard St", "Western Ave & Grace St",
  126. "Clark St & Leland Ave", "Warren Park East", "Hoyne Ave & Balmoral Ave"
  127. ), start_station_id = c("TA1309000058", "TA1309000037", "RP-005",
  128. "TA1309000037", "TA1309000037", "TA1309000019", "TA1309000037",
  129. "TA1309000037", "TA1309000037", "TA1309000037", "TA1309000037",
  130. "TA1309000037", "13325", "13325", "LP-", "RP-008", "TA1309000019",
  131. "RP-005", "TA1306000029", "TA1306000029", "13379", "KA1504000146",
  132. "KA1504000146", "632", "15624", "TA1306000014", "347", "632",
  133. "RP-008", "TA1309000058", "TA1309000058", "E007", "347",
  134. "347", "15631", "KA1503000069", "KA1503000069", "13008",
  135. "632", "202480.0", "202480.0", "RP-005", "347", "347", "RP-008",
  136. "TA1307000070", "TA1307000070", "661", "KA1504000146", "TA1306000014",
  137. "655", "13136", "TA1307000064", "13323", "13085", "KA1504000148",
  138. "KA1504000113", "202480.0", "343", "343", "598", "RP-001",
  139. "202480.0", "KA1504000148", "343", "TA1308000002", "TA1308000002",
  140. "RP-001", "KA1504000148", "TA1308000002", "TA1308000002",
  141. "598", "599", "598", "202480.0", "TA1307000001", "TA1309000019",
  142. "TA1309000019", "TA1309000019", "RP-008", "RP-008", "TA1309000019",
  143. "TA1307000070", "TA1307000070", "TA1307000070", "TA1307000070",
  144. "527", "TA1307000070", "KA1504000146", "KA1504000146", "655",
  145. "655", "655", "13034", "13071", "527", "431", "TA1309000014",
  146. "RP-002", "655"), end_station_name = c("Hampden Ct & Diversey Ave",
  147. "Greenwood Ave & 47th St", "Valli Produce - Evanston Plaza",
  148. "Greenwood Ave & 47th St", "Greenwood Ave & 47th St", "Hampden Ct & Diversey Ave",
  149. "Greenwood Ave & 47th St", "Greenwood Ave & 47th St", "Greenwood Ave & 47th St",
  150. "Greenwood Ave & 47th St", "Greenwood Ave & 47th St", "Greenwood Ave & 47th St",
  151. "Hampden Ct & Diversey Ave", "Hampden Ct & Diversey Ave",
  152. "Hampden Ct & Diversey Ave", "Warren Park West", "Hampden Ct & Diversey Ave",
  153. "Valli Produce - Evanston Plaza", "Hampden Ct & Diversey Ave",
  154. "Clark St & Elmdale Ave", "Clark St & Elmdale Ave", "Clark St & Elmdale Ave",
  155. "Clark St & Elmdale Ave", "Warren Park West", "Campbell Ave & Irving Park Rd",
  156. "Hampden Ct & Diversey Ave", "Pulaski Rd & 51st St", "Hampden Ct & Diversey Ave",
  157. "Clark St & Elmdale Ave", "Hampden Ct & Diversey Ave", "Hampden Ct & Diversey Ave",
  158. "Valli Produce - Evanston Plaza", "Pulaski Rd & 51st St",
  159. "Pulaski Rd & 51st St", "Campbell Ave & Irving Park Rd",
  160. "Greenwood Ave & 47th St", "Greenwood Ave & 47th St", "Hampden Ct & Diversey Ave",
  161. "Hampden Ct & Diversey Ave", "Hampden Ct & Diversey Ave",
  162. "Hampden Ct & Diversey Ave", "Warren Park West", "Pulaski Rd & 51st St",
  163. "Pulaski Rd & 51st St", "Warren Park West", "Sacramento Blvd & Franklin Blvd",
  164. "Sacramento Blvd & Franklin Blvd", "Valli Produce - Evanston Plaza",
  165. "Clark St & Elmdale Ave", "Hampden Ct & Diversey Ave", "Clark St & Elmdale Ave",
  166. "Hampden Ct & Diversey Ave", "Hampden Ct & Diversey Ave",
  167. "Warren Park West", "Hampden Ct & Diversey Ave", "Warren Park West",
  168. "Sacramento Blvd & Franklin Blvd", "Hampden Ct & Diversey Ave",
  169. "Pulaski Rd & 51st St", "Pulaski Rd & 51st St", "Elmwood Ave & Austin St",
  170. "Warren Park West", "Hampden Ct & Diversey Ave", "Clark St & Elmdale Ave",
  171. "Pulaski Rd & 51st St", "Greenwood Ave & 47th St", "Greenwood Ave & 47th St",
  172. "Clark St & Elmdale Ave", "Clark St & Elmdale Ave", "Greenwood Ave & 47th St",
  173. "Greenwood Ave & 47th St", "Elmwood Ave & Austin St", "Elmwood Ave & Austin St",
  174. "Valli Produce - Evanston Plaza", "Hampden Ct & Diversey Ave",
  175. "Hampden Ct & Diversey Ave", "Hampden Ct & Diversey Ave",
  176. "Hampden Ct & Diversey Ave", "Hampden Ct & Diversey Ave",
  177. "Warren Park West", "Warren Park West", "Hampden Ct & Diversey Ave",
  178. "Sacramento Blvd & Franklin Blvd", "Sacramento Blvd & Franklin Blvd",
  179. "Sacramento Blvd & Franklin Blvd", "Sacramento Blvd & Franklin Blvd",
  180. "Elmwood Ave & Austin St", "Sacramento Blvd & Franklin Blvd",
  181. "Clark St & Elmdale Ave", "Clark St & Elmdale Ave", "Clark St & Elmdale Ave",
  182. "Clark St & Elmdale Ave", "Clark St & Elmdale Ave", "Hampden Ct & Diversey Ave",
  183. "Hampden Ct & Diversey Ave", "Valli Produce - Evanston Plaza",
  184. "Campbell Ave & Irving Park Rd", "Warren Park West", "Warren Park West",
  185. "Clark St & Elmdale Ave"), end_station_id = c("202480.0",
  186. "TA1308000002", "599", "TA1308000002", "TA1308000002", "202480.0",
  187. "TA1308000002", "TA1308000002", "TA1308000002", "TA1308000002",
  188. "TA1308000002", "TA1308000002", "202480.0", "202480.0", "202480.0",
  189. "RP-001", "202480.0", "599", "202480.0", "KA1504000148",
  190. "KA1504000148", "KA1504000148", "KA1504000148", "RP-001",
  191. "439", "202480.0", "343", "202480.0", "KA1504000148", "202480.0",
  192. "202480.0", "599", "343", "343", "439", "TA1308000002", "TA1308000002",
  193. "202480.0", "202480.0", "202480.0", "202480.0", "RP-001",
  194. "343", "343", "RP-001", "KA1504000113", "KA1504000113", "599",
  195. "KA1504000148", "202480.0", "KA1504000148", "202480.0", "202480.0",
  196. "RP-001", "202480.0", "RP-001", "KA1504000113", "202480.0",
  197. "343", "343", "598", "RP-001", "202480.0", "KA1504000148",
  198. "343", "TA1308000002", "TA1308000002", "KA1504000148", "KA1504000148",
  199. "TA1308000002", "TA1308000002", "598", "598", "599", "202480.0",
  200. "202480.0", "202480.0", "202480.0", "202480.0", "RP-001",
  201. "RP-001", "202480.0", "KA1504000113", "KA1504000113", "KA1504000113",
  202. "KA1504000113", "598", "KA1504000113", "KA1504000148", "KA1504000148",
  203. "KA1504000148", "KA1504000148", "KA1504000148", "202480.0",
  204. "202480.0", "599", "439", "RP-001", "RP-001", "KA1504000148"
  205. ), start_lat = c(41.924073935, 41.799568, 42.008571, 41.799568,
  206. 41.799568, 41.926068902, 41.799553633, 41.799568, 41.799587488,
  207. 41.799568, 41.799568, 41.799568, 41.949081182, 41.94910574,
  208. 41.924067736, 42.00445062934, 41.925889015, 42.0086135, 41.89287138,
  209. 41.8925921197097, 41.957727909, 41.977920413, 41.9780306224866,
  210. 41.94454, 41.953178167, 41.9324966666667, 41.79, 41.944490552,
  211. 42.004458785, 41.924267888, 41.92431128, 42.064313, 41.79,
  212. 41.79, 41.945234537, 41.805772, 41.805816889, 41.881034374,
  213. 41.9444578333333, 41.93, 41.93, 42.0085943972, 41.79, 41.79,
  214. 42.00445062934, 41.901315, 41.901315, 42.057044, 41.95171833,
  215. 41.9325056666667, 41.979869246, 41.903247476, 41.932198048,
  216. 41.952833, 41.929593444, 41.9908604481256, 41.8904687924386,
  217. 41.93, 41.8, 41.8, 42.025811076, 42.001785, 41.93, 41.9908604481256,
  218. 41.8, 41.809835, 41.809835, 42.001785, 41.990825057, 41.809835,
  219. 41.809746981, 42.025716662, 42.039742, 42.025784, 41.93,
  220. 41.925494313, 41.925845981, 41.925905704, 41.925939083, 42.00445062934,
  221. 42.00445062934, 41.92588532, 41.901315, 41.901315, 41.901315,
  222. 41.901315, 42.0189926666667, 41.9013618333333, 41.978017569,
  223. 41.977934361, 41.97985971, 41.979913354, 41.979869485, 41.897517085,
  224. 41.943665504, 42.018966913, 41.95, 41.9670878391842, 42.00454962194,
  225. 41.979860663), start_lng = c(-87.646278381, -87.594747, -87.6904828333333,
  226. -87.594747, -87.594747, -87.638858199, -87.594616652, -87.594747,
  227. -87.594670296, -87.594747, -87.594747, -87.594747, -87.648604989,
  228. -87.64862752, -87.635828733, -87.6724024047, -87.638755322,
  229. -87.6905225, -87.617195845, -87.6172891259193, -87.649412751,
  230. -87.668058395, -87.668564915657, -87.654678, -87.731947541,
  231. -87.65268, -87.72, -87.654772282, -87.672376752, -87.646338344,
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  258. 41.9908604481256, 41.9908604481256, 41.809835, 41.809835,
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  260. 41.93, 42.001785, 42.001785, 41.93, 41.8904687924386, 41.8904687924386,
  261. 41.8904687924386, 41.8904687924386, 42.025784, 41.8904687924386,
  262. 41.9908604481256, 41.9908604481256, 41.9908604481256, 41.9908604481256,
  263. 41.9908604481256, 41.93, 41.93, 42.039742, 41.95, 42.001785,
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  279. -87.64, -87.7026075124741, -87.7026075124741, -87.7026075124741,
  280. -87.7026075124741, -87.684107, -87.7026075124741, -87.6697236299515,
  281. -87.6697236299515, -87.6697236299515, -87.6697236299515,
  282. -87.6697236299515, -87.64, -87.64, -87.699413, -87.69, -87.688829,
  283. -87.688829, -87.6697236299515), member_casual = c("member",
  284. "member", "casual", "member", "member", "member", "member",
  285. "member", "member", "member", "member", "member", "member",
  286. "casual", "member", "member", "member", "casual", "member",
  287. "member", "member", "member", "casual", "member", "casual",
  288. "member", "member", "member", "casual", "member", "member",
  289. "member", "member", "member", "casual", "member", "member",
  290. "member", "casual", "casual", "member", "member", "member",
  291. "member", "member", "member", "member", "member", "member",
  292. "casual", "casual", "member", "member", "member", "member",
  293. "member", "member", "casual", "casual", "member", "member",
  294. "member", "member", "member", "casual", "member", "member",
  295. "member", "member", "member", "member", "member", "member",
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  297. "member", "member", "member", "member", "member", "member",
  298. "member", "member", "member", "casual", "casual", "casual",
  299. "casual", "casual", "member", "casual", "casual", "member",
  300. "member", "member", "casual"), duration = structure(c(10.85,
  301. 8.48, 13.23, 8.77, 15.32, 3.22, 14, 9.35, 12.45, 12.55, 9.82,
  302. 9.37, 7.67, 9.95, 4.58, 6.63, 2.5, 15.27, 16.03, 48.82, 15.03,
  303. 4.03, 7.3, 29.38, 10.15, 8.03, 7.88, 8.67, 5.32, 5.18, 8.02,
  304. 17.28, 3, 3.62, 9.57, 4.5, 2.98, 20.32, 6.22, 0.47, 0.8,
  305. 7.27, 3.52, 3.03, 10.03, 15.87, 13.75, 13.57, 5.28, 4.35,
  306. 8.62, 16.78, 6.92, 27.33, 14.48, 15.62, 0.07, 0.27, 0.2,
  307. 0.8, 0.93, 68.85, 0.1, 67.63, 0.07, 29.5, 0.05, 9, 0.7, 18.05,
  308. 0.58, 0.5, 12.88, 14.92, 0.72, 7.2, 2.75, 2.7, 2.9, 13.9,
  309. 9.45, 2.6, 12.38, 12.33, 12.97, 13.15, 3.32, 9.82, 4.42,
  310. 6.65, 8.02, 8.45, 9.48, 16.57, 9.35, 10.68, 2.73, 22.93,
  311. 4.22, 9.13), class = "difftime", units = "secs"), quarter = c(1L,
  312. 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L,
  313. 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L,
  314. 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L,
  315. 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L,
  316. 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L,
  317. 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L,
  318. 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), day_of_week_number = c(6,
  319. 2, 1, 7, 4, 2, 7, 3, 3, 5, 4, 2, 1, 2, 4, 1, 6, 4, 2, 2,
  320. 1, 7, 1, 2, 3, 1, 4, 2, 2, 5, 6, 3, 3, 4, 5, 6, 6, 6, 6,
  321. 4, 4, 6, 2, 2, 5, 4, 3, 2, 1, 5, 7, 7, 4, 2, 1, 7, 4, 1,
  322. 2, 2, 1, 1, 7, 6, 4, 7, 7, 6, 2, 1, 3, 5, 2, 2, 7, 1, 4,
  323. 7, 1, 5, 3, 5, 3, 2, 1, 1, 6, 4, 4, 2, 1, 7, 6, 4, 7, 3,
  324. 4, 5, 3, 2), day_of_week_name = c("Saturday", "Tuesday",
  325. "Monday", "Sunday", "Thursday", "Tuesday", "Sunday", "Wednesday",
  326. "Wednesday", "Friday", "Thursday", "Tuesday", "Monday", "Tuesday",
  327. "Thursday", "Monday", "Saturday", "Thursday", "Tuesday",
  328. "Tuesday", "Monday", "Sunday", "Monday", "Tuesday", "Wednesday",
  329. "Monday", "Thursday", "Tuesday", "Tuesday", "Friday", "Saturday",
  330. "Wednesday", "Wednesday", "Thursday", "Friday", "Saturday",
  331. "Saturday", "Saturday", "Saturday", "Thursday", "Thursday",
  332. "Saturday", "Tuesday", "Tuesday", "Friday", "Thursday", "Wednesday",
  333. "Tuesday", "Monday", "Friday", "Sunday", "Sunday", "Thursday",
  334. "Tuesday", "Monday", "Sunday", "Thursday", "Monday", "Tuesday",
  335. "Tuesday", "Monday", "Monday", "Sunday", "Saturday", "Thursday",
  336. "Sunday", "Sunday", "Saturday", "Tuesday", "Monday", "Wednesday",
  337. "Friday", "Tuesday", "Tuesday", "Sunday", "Monday", "Thursday",
  338. "Sunday", "Monday", "Friday", "Wednesday", "Friday", "Wednesday",
  339. "Tuesday", "Monday", "Monday", "Saturday", "Thursday", "Thursday",
  340. "Tuesday", "Monday", "Sunday", "Saturday", "Thursday", "Sunday",
  341. "Wednesday", "Thursday", "Friday", "Wednesday", "Tuesday"
  342. )), row.names = c(NA, 100L), class = "data.frame")
  343. >
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