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
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|
26 | Female | Shopping | -74.03222 | 40.759861 | "16:17:00" | 58,620 | 0.175015 | Cloudy | 0.288997 | null |
39 | Female | Work | -73.705946 | 40.723624 | "14:39:00" | 52,740 | 0.839676 | Cloudy | 0.143065 | null |
42 | Male | Leisure | -73.772159 | 40.813121 | "08:01:00" | 28,860 | 0.302202 | Cloudy | 0.19756 | null |
28 | Male | Leisure | -74.297932 | 40.998702 | "17:29:00" | 62,940 | 0.731414 | Rainy | 0.025717 | null |
29 | Male | Work | -73.97686 | 40.880151 | "17:32:00" | 63,120 | 0.693827 | Rainy | 0.032235 | null |
45 | Male | Leisure | -73.838395 | 40.551209 | "17:53:00" | 64,380 | 0.495436 | Sunny | 0.355913 | null |
42 | Female | Work | -74.26798 | 40.967712 | "18:25:00" | 66,300 | 0.200841 | Sunny | 0.267832 | null |
35 | Female | Leisure | -74.082498 | 40.713737 | "08:59:00" | 32,340 | 0.484217 | Cloudy | 0.218157 | null |
55 | Female | Shopping | -74.219295 | 40.650428 | "17:47:00" | 64,020 | 0.401694 | Sunny | 0.214661 | null |
60 | Female | Leisure | -74.156989 | 40.743381 | "11:28:00" | 41,280 | 0.388138 | Sunny | 0.412372 | null |
46 | Female | Leisure | -74.011711 | 40.966975 | "09:00:00" | 32,400 | 0.941053 | Rainy | 0.015789 | null |
36 | Female | Shopping | -73.890595 | 40.513136 | "17:17:00" | 62,220 | 0.875668 | Cloudy | 0.138866 | null |
38 | Female | Work | -73.884541 | 40.930782 | "06:12:00" | 22,320 | 0.412149 | Sunny | 0.22957 | null |
54 | Female | Work | -74.115726 | 40.998379 | "18:50:00" | 67,800 | 0.788529 | Rainy | 0.038294 | null |
45 | Female | Shopping | -74.166568 | 40.867807 | "17:40:00" | 63,600 | 0.56371 | Cloudy | 0.192258 | null |
34 | Male | Work | -74.147732 | 40.865119 | "07:26:00" | 26,760 | 0.743036 | Sunny | 0.117393 | null |
63 | Male | Leisure | -73.874698 | 40.701206 | "08:22:00" | 30,120 | 0.273834 | Rainy | 0.082233 | null |
53 | Male | Leisure | -73.741156 | 40.625814 | "10:04:00" | 36,240 | 0.249336 | Sunny | 0.397133 | null |
52 | Male | Work | -74.134309 | 40.746567 | "17:41:00" | 63,660 | 0.14838 | Rainy | 0.118324 | null |
26 | Male | Leisure | -73.739946 | 40.690843 | "20:22:00" | 73,320 | 0.863176 | Sunny | 0.301365 | null |
49 | Female | Work | -73.745681 | 40.537181 | "18:34:00" | 66,840 | 0.990395 | Cloudy | 0.102921 | null |
53 | Female | Leisure | -74.024453 | 40.574472 | "07:46:00" | 27,960 | 0.044116 | Sunny | 0.488177 | null |
21 | Male | Leisure | -74.252023 | 40.919907 | "08:04:00" | 29,040 | 0.274484 | Rainy | 0.124103 | null |
26 | Male | Work | -74.226859 | 40.99182 | "22:05:00" | 79,500 | 0.018935 | Sunny | 0.270213 | null |
55 | Male | Shopping | -73.900995 | 40.890712 | "08:06:00" | 29,160 | 0.138142 | Rainy | 0.117372 | null |
21 | Male | Leisure | -74.219286 | 40.974766 | "08:43:00" | 31,380 | 0.765939 | Cloudy | 0.125812 | null |
44 | Female | Leisure | -74.07195 | 40.814739 | "17:43:00" | 63,780 | 0.438226 | Sunny | 0.418355 | null |
22 | Male | Work | -74.054594 | 40.848141 | "08:03:00" | 28,980 | 0.085437 | Rainy | 0.160913 | null |
58 | Male | Shopping | -73.842119 | 40.683114 | "08:48:00" | 31,680 | 0.018142 | Rainy | 0.138372 | null |
21 | Female | Work | -73.862604 | 40.525246 | "11:21:00" | 40,860 | 0.957453 | Cloudy | 0.137509 | null |
60 | Female | Leisure | -74.09717 | 40.592829 | "14:35:00" | 52,500 | 0.64249 | Rainy | 0.061502 | null |
58 | Male | Leisure | -73.732822 | 40.568976 | "09:30:00" | 34,200 | 0.169241 | Cloudy | 0.208152 | null |
49 | Female | Work | -73.923024 | 40.566221 | "02:30:00" | 9,000 | 0.831621 | Sunny | 0.134676 | null |
62 | Female | Work | -74.061315 | 40.95971 | "17:40:00" | 63,600 | 0.634116 | Rainy | 0.061177 | null |
45 | Male | Work | -74.299973 | 40.936263 | "07:56:00" | 28,560 | 0.589472 | Cloudy | 0.137106 | null |
23 | Male | Shopping | -74.230641 | 40.942084 | "23:30:00" | 84,600 | 0.872032 | Rainy | 0.002594 | null |
40 | Male | Leisure | -74.117886 | 40.521959 | "17:11:00" | 61,860 | 0.646667 | Cloudy | 0.130667 | null |
46 | Female | Leisure | -73.75552 | 40.816832 | "07:33:00" | 27,180 | 0.608633 | Sunny | 0.382273 | null |
57 | Female | Work | -73.796105 | 40.997771 | "13:17:00" | 47,820 | 0.523668 | Rainy | 0.088266 | null |
45 | Male | Shopping | -74.185296 | 40.875545 | "17:48:00" | 64,080 | 0.456881 | Rainy | 0.063624 | null |
48 | Female | Leisure | -73.960219 | 40.846385 | "08:39:00" | 31,140 | 0.135853 | Sunny | 0.474829 | null |
22 | Female | Work | -74.296501 | 40.746095 | "20:10:00" | 72,600 | 0.308699 | Rainy | 0.16626 | null |
47 | Male | Shopping | -73.749211 | 40.593224 | "22:28:00" | 80,880 | 0.692942 | Cloudy | 0.114412 | null |
22 | Female | Work | -73.77139 | 40.846156 | "08:16:00" | 29,760 | 0.293317 | Cloudy | 0.269337 | null |
29 | Female | Work | -74.02069 | 40.98231 | "17:08:00" | 61,680 | 0.223348 | Rainy | 0.17633 | null |
62 | Female | Leisure | -74.051739 | 40.903286 | "21:26:00" | 77,160 | 0.701933 | Cloudy | 0.147613 | null |
55 | Male | Leisure | -73.720892 | 40.790805 | "07:33:00" | 27,180 | 0.687469 | Cloudy | 0.107506 | null |
35 | Male | Leisure | -74.131591 | 40.836621 | "01:10:00" | 4,200 | 0.414482 | Cloudy | 0.182104 | null |
23 | Female | Shopping | -74.059839 | 40.794041 | "17:31:00" | 63,060 | 0.654265 | Sunny | 0.196147 | null |
41 | Male | Leisure | -73.736893 | 40.947237 | "18:07:00" | 65,220 | 0.702332 | Rainy | 0.018534 | null |
48 | Male | Shopping | -74.157931 | 40.717688 | "07:26:00" | 26,760 | 0.603976 | Rainy | 0.031205 | null |
32 | Female | Leisure | -74.234314 | 40.675183 | "15:37:00" | 56,220 | 0.7984 | Sunny | 0.35832 | null |
55 | Male | Leisure | -74.021805 | 40.866529 | "07:33:00" | 27,180 | 0.532262 | Cloudy | 0.138548 | null |
22 | Male | Shopping | -74.034475 | 40.530908 | "07:04:00" | 25,440 | 0.244375 | Cloudy | 0.229125 | null |
58 | Male | Shopping | -74.173238 | 40.7013 | "08:27:00" | 30,420 | 0.537409 | Rainy | 0.034518 | null |
31 | Male | Shopping | -74.226559 | 40.670314 | "22:46:00" | 81,960 | 0.649718 | Rainy | 0.039056 | null |
65 | Female | Work | -73.928788 | 40.768067 | "12:31:00" | 45,060 | 0.711428 | Rainy | 0.042714 | null |
42 | Female | Shopping | -74.18512 | 40.69332 | "18:13:00" | 65,580 | 0.508749 | Cloudy | 0.20625 | null |
50 | Female | Work | -74.050325 | 40.941969 | "10:30:00" | 37,800 | 0.948165 | Sunny | 0.110367 | null |
45 | Female | Leisure | -74.217968 | 40.757536 | "17:14:00" | 62,040 | 0.717888 | Sunny | 0.361422 | null |
64 | Female | Work | -73.91744 | 40.950011 | "07:46:00" | 27,960 | 0.530969 | Sunny | 0.179806 | null |
57 | Female | Work | -73.789324 | 40.891435 | "01:32:00" | 5,520 | 0.227513 | Cloudy | 0.247497 | null |
60 | Male | Leisure | -73.848413 | 40.517114 | "17:34:00" | 63,240 | 0.705441 | Cloudy | 0.098912 | null |
61 | Male | Shopping | -73.949008 | 40.500067 | "07:33:00" | 27,180 | 0.813498 | Rainy | 0 | null |
51 | Female | Work | -74.258091 | 40.834059 | "18:57:00" | 68,220 | 0.0548 | Sunny | 0.28804 | null |
57 | Male | Shopping | -74.13235 | 40.512783 | "07:42:00" | 27,720 | 0.962425 | Rainy | 0 | null |
46 | Male | Shopping | -73.865959 | 40.690052 | "07:48:00" | 28,080 | 0.486117 | Rainy | 0.056777 | null |
27 | Male | Leisure | -73.991508 | 40.697938 | "20:04:00" | 72,240 | 0.575914 | Cloudy | 0.157817 | null |
38 | Male | Shopping | -73.703609 | 40.889499 | "18:43:00" | 67,380 | 0.148042 | Cloudy | 0.232392 | null |
36 | Female | Leisure | -74.200066 | 40.880159 | "08:48:00" | 31,680 | 0.454603 | Rainy | 0.123079 | null |
28 | Male | Shopping | -73.928921 | 40.851256 | "08:00:00" | 28,800 | 0.727701 | Rainy | 0.02646 | null |
28 | Female | Work | -74.191947 | 40.748412 | "08:13:00" | 29,580 | 0.939661 | Rainy | 0.034068 | null |
63 | Male | Shopping | -73.988115 | 40.814224 | "17:58:00" | 64,680 | 0.014 | Cloudy | 0.2342 | null |
64 | Male | Leisure | -74.248165 | 40.697565 | "18:35:00" | 66,900 | 0.986683 | Sunny | 0.238663 | null |
29 | Male | Leisure | -74.207647 | 40.845428 | "07:42:00" | 27,720 | 0.451422 | Rainy | 0.080716 | null |
37 | Male | Leisure | -74.090404 | 40.530044 | "07:51:00" | 28,260 | 0.351711 | Cloudy | 0.192658 | null |
51 | Female | Leisure | -74.21437 | 40.539847 | "07:23:00" | 26,580 | 0.559162 | Cloudy | 0.187168 | null |
58 | Female | Shopping | -74.098956 | 40.70366 | "07:23:00" | 26,580 | 0.710297 | Sunny | 0.149941 | null |
56 | Female | Work | -73.807611 | 40.789152 | "13:39:00" | 49,140 | 0.972265 | Cloudy | 0.099547 | null |
35 | Male | Shopping | -73.973939 | 40.810156 | "08:56:00" | 32,160 | 0.640157 | Rainy | 0.036969 | null |
48 | Female | Leisure | -74.182795 | 40.626996 | "17:20:00" | 62,400 | 0.044939 | Cloudy | 0.293012 | null |
45 | Female | Leisure | -73.902382 | 40.90189 | "08:33:00" | 30,780 | 0.259049 | Rainy | 0.15319 | null |
40 | Female | Work | -74.097322 | 40.635205 | "19:11:00" | 69,060 | 0.541228 | Sunny | 0.201754 | null |
39 | Male | Shopping | -73.909034 | 40.58964 | "17:02:00" | 61,320 | 0.798726 | Cloudy | 0.101255 | null |
38 | Male | Leisure | -74.189448 | 40.537367 | "01:13:00" | 4,380 | 0.320997 | Sunny | 0.397801 | null |
50 | Female | Leisure | -73.843129 | 40.973566 | "17:01:00" | 61,260 | 0.554442 | Cloudy | 0.189112 | null |
22 | Female | Leisure | -74.215974 | 40.646554 | "21:36:00" | 77,760 | 0.10104 | Rainy | 0.207792 | null |
19 | Male | Shopping | -73.999093 | 40.524423 | "18:53:00" | 67,980 | 0.361056 | Cloudy | 0.208789 | null |
28 | Male | Shopping | -73.738976 | 40.889045 | "08:24:00" | 30,240 | 0.736214 | Rainy | 0.024757 | null |
18 | Male | Shopping | -74.125782 | 40.69984 | "20:03:00" | 72,180 | 0.535839 | Sunny | 0.174832 | null |
43 | Male | Work | -73.920595 | 40.840232 | "08:02:00" | 28,920 | 0.641895 | Cloudy | 0.128621 | null |
56 | Female | Work | -74.150546 | 40.83612 | "08:20:00" | 30,000 | 0.987536 | Cloudy | 0.096493 | null |
30 | Male | Shopping | -73.781828 | 40.969243 | "07:36:00" | 27,360 | 0.65696 | Rainy | 0.038608 | null |
34 | Female | Shopping | -73.892239 | 40.687154 | "18:47:00" | 67,620 | 0.413949 | Rainy | 0.13321 | null |
41 | Male | Work | -74.201339 | 40.590277 | "22:00:00" | 79,200 | 0.496522 | Sunny | 0.159696 | null |
58 | Female | Leisure | -74.174761 | 40.928583 | "08:56:00" | 32,160 | 0.551123 | Rainy | 0.081775 | null |
63 | Male | Leisure | -74.107603 | 40.957267 | "22:03:00" | 79,380 | 0.889541 | Rainy | 0 | null |
58 | Female | Leisure | -73.77828 | 40.80341 | "00:53:00" | 3,180 | 0.111005 | Cloudy | 0.269799 | null |
61 | Female | Leisure | -74.095206 | 40.973431 | "17:11:00" | 61,860 | 0.634967 | Sunny | 0.362007 | null |
28 | Female | Shopping | -74.004604 | 40.829449 | "12:19:00" | 44,340 | 0.205819 | Sunny | 0.280836 | null |
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