age
int64 18
65
| gender
stringclasses 2
values | trip_purpose
stringclasses 3
values | longitude
float64 -74.3
-73.7
| latitude
float64 40.5
41
| time_of_day
unknown | time_of_day_numerical
int64 120
86.3k
| traffic_density
float64 0
1
| weather
stringclasses 3
values | willingness_probability
float64 0
0.52
| required_discount
float64 0.05
0.05
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|
39 | Male | Leisure | -73.839611 | 40.510354 | "17:13:00" | 61,980 | 0.384483 | Rainy | 0.084103 | null |
40 | Female | Shopping | -74.177856 | 40.856475 | "17:45:00" | 63,900 | 0.495722 | Sunny | 0.210856 | null |
32 | Female | Work | -74.019086 | 40.700336 | "18:23:00" | 66,180 | 0.08868 | Cloudy | 0.300264 | null |
61 | Female | Shopping | -74.271233 | 40.994962 | "19:08:00" | 68,880 | 0.809987 | Cloudy | 0.127003 | null |
47 | Male | Shopping | -73.75626 | 40.882744 | "08:32:00" | 30,720 | 0.604822 | Sunny | 0.132036 | null |
61 | Male | Work | -74.140145 | 40.750742 | "14:07:00" | 50,820 | 0.683099 | Rainy | 0.00238 | null |
58 | Male | Shopping | -74.28289 | 40.752016 | "12:33:00" | 45,180 | 0.015164 | Sunny | 0.238967 | null |
47 | Female | Work | -73.896511 | 40.826798 | "17:58:00" | 64,680 | 0.409062 | Cloudy | 0.221188 | null |
61 | Male | Work | -73.815163 | 40.949658 | "14:01:00" | 50,460 | 0.524819 | Rainy | 0.034036 | null |
26 | Male | Work | -74.067761 | 40.921107 | "15:19:00" | 55,140 | 0.217616 | Rainy | 0.130477 | null |
25 | Male | Leisure | -73.855411 | 40.883972 | "07:04:00" | 25,440 | 0.650258 | Sunny | 0.344948 | null |
57 | Male | Work | -74.164548 | 40.876645 | "17:12:00" | 61,920 | 0.540818 | Rainy | 0.034836 | null |
35 | Male | Work | -73.912561 | 40.882666 | "08:04:00" | 29,040 | 0.180566 | Cloudy | 0.228887 | null |
60 | Female | Leisure | -73.771344 | 40.982659 | "08:20:00" | 30,000 | 0.400649 | Sunny | 0.40987 | null |
52 | Male | Leisure | -74.096802 | 40.500194 | "12:13:00" | 43,980 | 0.422119 | Rainy | 0.063576 | null |
32 | Female | Leisure | -73.749002 | 40.826318 | "07:43:00" | 27,780 | 0.308574 | Rainy | 0.156285 | null |
61 | Female | Leisure | -74.129696 | 40.891863 | "17:33:00" | 63,180 | 0.241771 | Cloudy | 0.240646 | null |
40 | Female | Work | -73.967845 | 40.763239 | "04:55:00" | 17,700 | 0.710254 | Rainy | 0.067949 | null |
37 | Male | Shopping | -73.784061 | 40.562229 | "18:19:00" | 65,940 | 0.588237 | Sunny | 0.145353 | null |
25 | Male | Leisure | -73.757644 | 40.534896 | "07:30:00" | 27,000 | 0.843838 | Sunny | 0.306232 | null |
32 | Male | Work | -73.836263 | 40.544235 | "07:15:00" | 26,100 | 0.952992 | Sunny | 0.077402 | null |
57 | Female | Leisure | -73.938738 | 40.926217 | "18:15:00" | 65,700 | 0.955095 | Rainy | 0.001981 | null |
47 | Male | Shopping | -73.724034 | 40.742153 | "07:06:00" | 25,560 | 0.592335 | Rainy | 0.034533 | null |
23 | Male | Leisure | -74.147744 | 40.791171 | "07:11:00" | 25,860 | 0.603463 | Sunny | 0.356307 | null |
65 | Male | Leisure | -73.830001 | 40.724764 | "17:19:00" | 62,340 | 0.114101 | Cloudy | 0.21218 | null |
54 | Female | Work | -73.942741 | 40.739425 | "20:59:00" | 75,540 | 0.691598 | Sunny | 0.15768 | null |
49 | Female | Leisure | -73.930884 | 40.871304 | "22:11:00" | 79,860 | 0.156869 | Rainy | 0.169626 | null |
48 | Male | Leisure | -73.84785 | 40.737282 | "13:11:00" | 47,460 | 0.495591 | Rainy | 0.052882 | null |
59 | Male | Leisure | -73.826658 | 40.626864 | "17:24:00" | 62,640 | 0.289505 | Sunny | 0.383099 | null |
33 | Female | Work | -74.165644 | 40.862827 | "17:09:00" | 61,740 | 0.819525 | Cloudy | 0.153095 | null |
46 | Male | Leisure | -74.141503 | 40.975023 | "10:38:00" | 38,280 | 0.245329 | Rainy | 0.104934 | null |
57 | Female | Work | -73.876151 | 40.781743 | "08:47:00" | 31,620 | 0.595669 | Sunny | 0.173866 | null |
64 | Male | Work | -74.264553 | 40.919302 | "07:16:00" | 26,160 | 0.945431 | Sunny | 0.046914 | null |
65 | Male | Shopping | -73.80223 | 40.574368 | "17:28:00" | 62,880 | 0.545972 | Rainy | 0.025806 | null |
25 | Male | Leisure | -74.218855 | 40.94625 | "17:03:00" | 61,380 | 0.443575 | Cloudy | 0.186285 | null |
52 | Male | Leisure | -73.901382 | 40.636321 | "10:17:00" | 37,020 | 0.599583 | Sunny | 0.328083 | null |
27 | Female | Shopping | -74.105854 | 40.858914 | "08:14:00" | 29,640 | 0.332297 | Sunny | 0.256541 | null |
29 | Female | Shopping | -74.173227 | 40.841126 | "15:02:00" | 54,120 | 0.571478 | Sunny | 0.206704 | null |
49 | Male | Shopping | -73.700055 | 40.887146 | "07:56:00" | 28,560 | 0.634915 | Rainy | 0.024017 | null |
32 | Male | Leisure | -74.014883 | 40.834467 | "07:09:00" | 25,740 | 0.268223 | Sunny | 0.414355 | null |
26 | Female | Shopping | -73.883033 | 40.864607 | "08:43:00" | 31,380 | 0.129932 | Rainy | 0.198014 | null |
34 | Female | Work | -73.958413 | 40.683677 | "17:46:00" | 63,960 | 0.404743 | Rainy | 0.135051 | null |
45 | Female | Shopping | -73.905068 | 40.979846 | "01:12:00" | 4,320 | 0.938609 | Cloudy | 0.117278 | null |
49 | Male | Leisure | -73.788164 | 40.676606 | "19:41:00" | 70,860 | 0.783598 | Cloudy | 0.09428 | null |
41 | Male | Work | -73.703613 | 40.594199 | "12:50:00" | 46,200 | 0.414705 | Cloudy | 0.176059 | null |
61 | Female | Leisure | -74.289014 | 40.744489 | "07:48:00" | 28,080 | 0.897993 | Rainy | 0.009401 | null |
18 | Male | Work | -74.080424 | 40.667971 | "14:12:00" | 51,120 | 0.063776 | Cloudy | 0.269245 | null |
55 | Male | Leisure | -74.196841 | 40.912801 | "08:42:00" | 31,320 | 0.598715 | Sunny | 0.325257 | null |
53 | Female | Work | -74.249187 | 40.853739 | "14:48:00" | 53,280 | 0.997314 | Sunny | 0.097537 | null |
65 | Female | Work | -74.094179 | 40.84626 | "08:26:00" | 30,360 | 0.690362 | Sunny | 0.146928 | null |
38 | Female | Work | -74.06202 | 40.86887 | "18:00:00" | 64,800 | 0.898077 | Cloudy | 0.132385 | null |
42 | Male | Work | -74.005071 | 40.865162 | "07:29:00" | 26,940 | 0.04442 | Cloudy | 0.249116 | null |
36 | Male | Shopping | -74.130853 | 40.697005 | "11:44:00" | 42,240 | 0.774808 | Rainy | 0.009038 | null |
55 | Male | Work | -73.805768 | 40.556736 | "07:26:00" | 26,760 | 0.290103 | Sunny | 0.186979 | null |
19 | Male | Work | -73.755041 | 40.766569 | "11:27:00" | 41,220 | 0.680386 | Rainy | 0.044923 | null |
23 | Male | Shopping | -73.957128 | 40.598358 | "08:47:00" | 31,620 | 0.856904 | Cloudy | 0.105619 | null |
29 | Male | Work | -74.25728 | 40.945759 | "08:21:00" | 30,060 | 0.472652 | Cloudy | 0.17647 | null |
26 | Male | Work | -74.2667 | 40.721101 | "00:07:00" | 420 | 0.339152 | Cloudy | 0.20617 | null |
56 | Male | Leisure | -73.838295 | 40.592738 | "20:05:00" | 72,300 | 0.226019 | Sunny | 0.398796 | null |
64 | Male | Work | -74.16026 | 40.733911 | "07:48:00" | 28,080 | 0.197245 | Sunny | 0.196551 | null |
35 | Male | Shopping | -73.791189 | 40.632157 | "03:45:00" | 13,500 | 0.506341 | Sunny | 0.163732 | null |
49 | Male | Leisure | -73.724371 | 40.712395 | "14:27:00" | 52,020 | 0.018558 | Cloudy | 0.247288 | null |
51 | Female | Work | -74.013641 | 40.838665 | "20:46:00" | 74,760 | 0.392348 | Rainy | 0.12053 | null |
57 | Female | Work | -73.972002 | 40.845283 | "16:16:00" | 58,560 | 0.95626 | Sunny | 0.101748 | null |
61 | Male | Shopping | -73.958705 | 40.767272 | "18:58:00" | 68,280 | 0.830022 | Rainy | 0 | null |
43 | Male | Work | -73.742257 | 40.792961 | "17:27:00" | 62,820 | 0.782614 | Sunny | 0.100477 | null |
34 | Male | Work | -74.22883 | 40.891258 | "08:27:00" | 30,420 | 0.720245 | Sunny | 0.121951 | null |
61 | Female | Work | -74.030623 | 40.51866 | "12:28:00" | 44,880 | 0.492828 | Rainy | 0.090434 | null |
31 | Male | Shopping | -74.11624 | 40.999668 | "17:22:00" | 62,520 | 0.217152 | Cloudy | 0.22557 | null |
46 | Male | Work | -74.274022 | 40.780741 | "17:31:00" | 63,060 | 0.446348 | Rainy | 0.06473 | null |
26 | Male | Work | -74.046859 | 40.527753 | "17:16:00" | 62,160 | 0.135521 | Sunny | 0.246896 | null |
30 | Male | Leisure | -73.975166 | 40.801979 | "23:58:00" | 86,280 | 0.282203 | Rainy | 0.113559 | null |
40 | Male | Work | -74.052148 | 40.964429 | "07:20:00" | 26,400 | 0.597711 | Rainy | 0.040458 | null |
52 | Female | Work | -73.833793 | 40.74722 | "02:11:00" | 7,860 | 0.662927 | Rainy | 0.065415 | null |
20 | Female | Work | -73.910585 | 40.739582 | "08:37:00" | 31,020 | 0.004073 | Rainy | 0.229185 | null |
54 | Male | Leisure | -74.100336 | 40.808125 | "04:21:00" | 15,660 | 0.376695 | Sunny | 0.370661 | null |
64 | Female | Work | -73.915663 | 40.609494 | "15:33:00" | 55,980 | 0.575794 | Cloudy | 0.170841 | null |
19 | Female | Leisure | -73.98781 | 40.758069 | "07:38:00" | 27,480 | 0.213868 | Cloudy | 0.288226 | null |
25 | Male | Shopping | -74.09702 | 40.640427 | "03:16:00" | 11,760 | 0.686959 | Cloudy | 0.137608 | null |
19 | Male | Shopping | -73.714224 | 40.881222 | "18:32:00" | 66,720 | 0.377431 | Cloudy | 0.205514 | null |
63 | Female | Leisure | -74.098197 | 40.696979 | "07:38:00" | 27,480 | 0.066955 | Cloudy | 0.273609 | null |
61 | Male | Leisure | -74.254725 | 40.947328 | "08:36:00" | 30,960 | 0.80615 | Sunny | 0.27777 | null |
37 | Female | Work | -73.74412 | 40.93714 | "08:21:00" | 30,060 | 0.363213 | Rainy | 0.140357 | null |
24 | Male | Work | -74.137495 | 40.656957 | "18:11:00" | 65,460 | 0.222384 | Rainy | 0.131523 | null |
28 | Female | Shopping | -73.710663 | 40.922198 | "17:14:00" | 62,040 | 0.205793 | Sunny | 0.280841 | null |
27 | Female | Shopping | -73.778673 | 40.686043 | "18:10:00" | 65,400 | 0.499243 | Sunny | 0.223151 | null |
57 | Male | Leisure | -73.713095 | 40.579222 | "07:44:00" | 27,840 | 0.15157 | Sunny | 0.412686 | null |
56 | Female | Shopping | -74.111232 | 40.592875 | "08:22:00" | 30,120 | 0.419828 | Sunny | 0.210034 | null |
37 | Male | Work | -74.229538 | 40.576041 | "18:06:00" | 65,160 | 0.825729 | Cloudy | 0.097854 | null |
59 | Male | Shopping | -74.151136 | 40.512224 | "07:25:00" | 26,700 | 0.414106 | Sunny | 0.158179 | null |
37 | Male | Shopping | -73.941887 | 40.942603 | "18:26:00" | 66,360 | 0.110422 | Cloudy | 0.240916 | null |
63 | Female | Shopping | -73.945375 | 40.888257 | "23:50:00" | 85,800 | 0.413227 | Rainy | 0.104355 | null |
18 | Female | Work | -74.19911 | 40.757512 | "18:44:00" | 67,440 | 0.813178 | Sunny | 0.169364 | null |
20 | Female | Work | -74.207621 | 40.603474 | "17:05:00" | 61,500 | 0.641031 | Rainy | 0.101794 | null |
62 | Female | Work | -74.179283 | 40.975289 | "17:39:00" | 63,540 | 0.196807 | Cloudy | 0.248639 | null |
64 | Female | Shopping | -73.990408 | 40.664482 | "18:16:00" | 65,760 | 0.148299 | Cloudy | 0.25634 | null |
31 | Male | Leisure | -73.778607 | 40.824577 | "13:02:00" | 46,920 | 0.730109 | Cloudy | 0.122978 | null |
40 | Female | Leisure | -74.081057 | 40.706672 | "08:54:00" | 32,040 | 0.152041 | Sunny | 0.479592 | null |
40 | Female | Work | -74.257613 | 40.681535 | "12:06:00" | 43,560 | 0.667924 | Cloudy | 0.176415 | null |
49 | Male | Shopping | -73.758731 | 40.564677 | "17:19:00" | 62,340 | 0.693979 | Cloudy | 0.112204 | null |
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