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
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|
54 | Female | Work | -74.117887 | 40.551185 | "07:39:00" | 27,540 | 0.053758 | Cloudy | 0.285248 | null |
38 | Female | Work | -74.195633 | 40.753276 | "07:32:00" | 27,120 | 0.617917 | Sunny | 0.188417 | null |
26 | Male | Work | -73.816418 | 40.692867 | "07:08:00" | 25,680 | 0.261723 | Cloudy | 0.221655 | null |
39 | Male | Shopping | -73.96138 | 40.789483 | "02:39:00" | 9,540 | 0.447127 | Cloudy | 0.171575 | null |
58 | Female | Work | -73.961911 | 40.660294 | "17:01:00" | 61,260 | 0.67316 | Sunny | 0.157368 | null |
45 | Female | Shopping | -73.925648 | 40.679351 | "08:23:00" | 30,180 | 0.871823 | Sunny | 0.130635 | null |
40 | Male | Shopping | -74.008305 | 40.949894 | "09:27:00" | 34,020 | 0.790027 | Cloudy | 0.101995 | null |
59 | Female | Work | -74.134768 | 40.937272 | "20:57:00" | 75,420 | 0.249114 | Sunny | 0.241177 | null |
21 | Male | Leisure | -73.90626 | 40.876449 | "08:32:00" | 30,720 | 0.231969 | Rainy | 0.132606 | null |
56 | Female | Work | -74.046369 | 40.942385 | "21:48:00" | 78,480 | 0.850439 | Rainy | 0.023912 | null |
40 | Female | Leisure | -73.951005 | 40.822691 | "07:16:00" | 26,160 | 0.339246 | Sunny | 0.442151 | null |
39 | Female | Leisure | -74.132206 | 40.929027 | "17:49:00" | 64,140 | 0.871555 | Cloudy | 0.136689 | null |
62 | Male | Work | -74.1959 | 40.874555 | "07:37:00" | 27,420 | 0.063442 | Sunny | 0.225312 | null |
54 | Female | Leisure | -74.010701 | 40.759913 | "08:23:00" | 30,180 | 0.890606 | Rainy | 0.017879 | null |
63 | Male | Shopping | -74.194268 | 40.970742 | "02:48:00" | 10,080 | 0.95615 | Sunny | 0.04577 | null |
21 | Male | Leisure | -73.950545 | 40.693822 | "19:48:00" | 71,280 | 0.178713 | Cloudy | 0.243257 | null |
29 | Male | Shopping | -74.175573 | 40.683757 | "18:27:00" | 66,420 | 0.401375 | Sunny | 0.190725 | null |
19 | Male | Leisure | -73.938362 | 40.667687 | "10:05:00" | 36,300 | 0.998706 | Sunny | 0.281259 | null |
35 | Female | Leisure | -73.780575 | 40.989289 | "03:48:00" | 13,680 | 0.3446 | Sunny | 0.44608 | null |
54 | Male | Work | -73.852363 | 40.596002 | "06:12:00" | 22,320 | 0.987934 | Sunny | 0.048413 | null |
31 | Male | Leisure | -73.874359 | 40.963135 | "19:40:00" | 70,800 | 0.049462 | Cloudy | 0.259108 | null |
39 | Male | Leisure | -73.932148 | 40.882075 | "18:24:00" | 66,240 | 0.898576 | Sunny | 0.281285 | null |
48 | Female | Shopping | -73.976856 | 40.892492 | "15:43:00" | 56,580 | 0.983721 | Sunny | 0.105256 | null |
52 | Female | Shopping | -73.76347 | 40.726449 | "21:00:00" | 75,600 | 0.846027 | Rainy | 0.028795 | null |
22 | Female | Leisure | -73.880912 | 40.599788 | "19:13:00" | 69,180 | 0.25761 | Rainy | 0.176478 | null |
58 | Male | Leisure | -73.897995 | 40.932072 | "18:50:00" | 67,800 | 0.910154 | Sunny | 0.259969 | null |
59 | Female | Work | -74.274653 | 40.503766 | "18:13:00" | 65,580 | 0.187646 | Cloudy | 0.253471 | null |
59 | Male | Shopping | -74.26663 | 40.653851 | "01:18:00" | 4,680 | 0.103204 | Cloudy | 0.220359 | null |
41 | Male | Leisure | -74.248621 | 40.529153 | "18:05:00" | 65,100 | 0.508298 | Cloudy | 0.15734 | null |
32 | Male | Shopping | -74.051012 | 40.56814 | "08:39:00" | 31,140 | 0.035844 | Cloudy | 0.260831 | null |
58 | Male | Leisure | -74.051995 | 40.71613 | "13:49:00" | 49,740 | 0.899512 | Cloudy | 0.062098 | null |
45 | Female | Work | -74.088431 | 40.864475 | "13:06:00" | 47,160 | 0.854578 | Rainy | 0.034084 | null |
41 | Female | Leisure | -74.061815 | 40.61451 | "08:41:00" | 31,260 | 0.788857 | Rainy | 0.051229 | null |
39 | Female | Work | -73.862795 | 40.768796 | "07:20:00" | 26,400 | 0.974772 | Rainy | 0.016046 | null |
32 | Female | Shopping | -74.284846 | 40.75966 | "18:48:00" | 67,680 | 0.297743 | Sunny | 0.258451 | null |
56 | Male | Work | -73.99827 | 40.847323 | "07:04:00" | 25,440 | 0.321519 | Cloudy | 0.179696 | null |
30 | Female | Work | -74.065574 | 40.525405 | "08:27:00" | 30,420 | 0.193829 | Rainy | 0.181234 | null |
48 | Female | Leisure | -74.109904 | 40.937118 | "17:48:00" | 64,080 | 0.816401 | Cloudy | 0.13872 | null |
50 | Female | Leisure | -73.945287 | 40.724875 | "08:53:00" | 31,980 | 0.637631 | Sunny | 0.372474 | null |
24 | Male | Work | -74.092683 | 40.928903 | "14:19:00" | 51,540 | 0.389221 | Rainy | 0.098156 | null |
43 | Female | Shopping | -74.085243 | 40.959122 | "07:53:00" | 28,380 | 0.718541 | Rainy | 0.063292 | null |
43 | Male | Leisure | -74.286234 | 40.63177 | "07:00:00" | 25,200 | 0.919658 | Rainy | 0 | null |
52 | Female | Work | -73.831039 | 40.832311 | "17:00:00" | 61,200 | 0.684255 | Sunny | 0.161149 | null |
18 | Male | Leisure | -73.927052 | 40.97907 | "08:51:00" | 31,860 | 0.261354 | Sunny | 0.429729 | null |
35 | Female | Shopping | -74.271293 | 40.823509 | "21:11:00" | 76,260 | 0.918885 | Sunny | 0.131223 | null |
31 | Male | Shopping | -73.958768 | 40.8197 | "17:33:00" | 63,180 | 0.740386 | Sunny | 0.120923 | null |
32 | Female | Leisure | -73.974055 | 40.842411 | "19:00:00" | 68,400 | 0.732272 | Rainy | 0.071546 | null |
26 | Female | Leisure | -74.12624 | 40.642828 | "09:28:00" | 34,080 | 0.251078 | Sunny | 0.473784 | null |
31 | Female | Leisure | -73.895629 | 40.877319 | "19:00:00" | 68,400 | 0.317713 | Rainy | 0.155457 | null |
41 | Female | Leisure | -73.761538 | 40.584686 | "13:49:00" | 49,740 | 0.794204 | Sunny | 0.350159 | null |
65 | Female | Shopping | -74.097372 | 40.729226 | "10:10:00" | 36,600 | 0.387593 | Sunny | 0.207481 | null |
59 | Male | Leisure | -74.214691 | 40.595611 | "07:55:00" | 28,500 | 0.212854 | Sunny | 0.398429 | null |
28 | Female | Leisure | -73.816672 | 40.804637 | "07:17:00" | 26,220 | 0.064777 | Rainy | 0.209045 | null |
21 | Male | Work | -74.049937 | 40.78505 | "12:05:00" | 43,500 | 0.452117 | Cloudy | 0.188577 | null |
58 | Female | Shopping | -74.134889 | 40.775114 | "11:57:00" | 43,020 | 0.6759 | Cloudy | 0.15682 | null |
36 | Female | Shopping | -74.169677 | 40.731172 | "08:47:00" | 31,620 | 0.046144 | Rainy | 0.204771 | null |
19 | Female | Work | -74.286427 | 40.668894 | "08:44:00" | 31,440 | 0.17468 | Sunny | 0.296064 | null |
19 | Male | Work | -74.245568 | 40.783247 | "08:50:00" | 31,800 | 0.217852 | Cloudy | 0.23743 | null |
58 | Female | Shopping | -74.008313 | 40.574419 | "17:48:00" | 64,080 | 0.16986 | Rainy | 0.158028 | null |
37 | Male | Shopping | -73.849572 | 40.734043 | "23:17:00" | 83,820 | 0.813677 | Cloudy | 0.100265 | null |
37 | Female | Work | -73.759036 | 40.593014 | "18:57:00" | 68,220 | 0.646983 | Rainy | 0.083603 | null |
31 | Female | Shopping | -73.918123 | 40.956216 | "07:53:00" | 28,380 | 0.072135 | Sunny | 0.304573 | null |
18 | Male | Shopping | -74.046523 | 40.88574 | "08:19:00" | 29,940 | 0.852356 | Sunny | 0.111529 | null |
27 | Female | Leisure | -73.851482 | 40.709779 | "07:21:00" | 26,460 | 0.663855 | Rainy | 0.090229 | null |
65 | Male | Shopping | -74.103743 | 40.839054 | "18:54:00" | 68,040 | 0.018735 | Cloudy | 0.231253 | null |
50 | Male | Leisure | -74.041599 | 40.771977 | "23:15:00" | 83,700 | 0.755531 | Rainy | 0 | null |
37 | Male | Leisure | -74.130533 | 40.879839 | "17:34:00" | 63,240 | 0.893088 | Sunny | 0.284382 | null |
27 | Male | Work | -74.253406 | 40.516451 | "08:36:00" | 30,960 | 0.577421 | Rainy | 0.057516 | null |
40 | Male | Shopping | -74.237777 | 40.95668 | "08:27:00" | 30,420 | 0.695692 | Cloudy | 0.120862 | null |
27 | Female | Leisure | -73.877811 | 40.520816 | "10:15:00" | 36,900 | 0.832512 | Cloudy | 0.156498 | null |
27 | Female | Shopping | -74.023445 | 40.755259 | "00:41:00" | 2,460 | 0.775399 | Sunny | 0.16792 | null |
28 | Female | Leisure | -73.936637 | 40.797602 | "08:40:00" | 31,200 | 0.690056 | Sunny | 0.383989 | null |
52 | Male | Work | -73.923199 | 40.824164 | "17:11:00" | 61,860 | 0.960259 | Cloudy | 0.055948 | null |
35 | Female | Work | -74.07176 | 40.834658 | "18:04:00" | 65,040 | 0.812324 | Cloudy | 0.152535 | null |
45 | Female | Leisure | -73.913635 | 40.779266 | "10:37:00" | 38,220 | 0.687687 | Rainy | 0.067463 | null |
29 | Female | Shopping | -73.917479 | 40.726969 | "18:46:00" | 67,560 | 0.681296 | Sunny | 0.184741 | null |
27 | Female | Shopping | -74.124126 | 40.811866 | "22:09:00" | 79,740 | 0.887552 | Cloudy | 0.14549 | null |
18 | Male | Shopping | -74.156529 | 40.72747 | "17:20:00" | 62,400 | 0.330772 | Cloudy | 0.215846 | null |
26 | Male | Shopping | -73.847536 | 40.561898 | "08:00:00" | 28,800 | 0.125934 | Cloudy | 0.248813 | null |
64 | Male | Shopping | -74.1061 | 40.874343 | "17:24:00" | 62,640 | 0.954966 | Rainy | 0 | null |
44 | Female | Work | -73.960085 | 40.507561 | "21:06:00" | 75,960 | 0.130291 | Cloudy | 0.279942 | null |
52 | Male | Leisure | -73.77844 | 40.645618 | "21:33:00" | 77,580 | 0.883772 | Cloudy | 0.071246 | null |
45 | Male | Shopping | -74.154543 | 40.51033 | "12:18:00" | 44,280 | 0.013045 | Sunny | 0.252391 | null |
18 | Female | Work | -74.187379 | 40.807992 | "17:07:00" | 61,620 | 0.74184 | Sunny | 0.183632 | null |
59 | Female | Leisure | -74.268637 | 40.771807 | "07:43:00" | 27,780 | 0.931593 | Cloudy | 0.104681 | null |
51 | Female | Shopping | -74.289653 | 40.509318 | "22:52:00" | 82,320 | 0.982979 | Rainy | 0.002404 | null |
21 | Female | Leisure | -74.158891 | 40.570373 | "13:56:00" | 50,160 | 0.371046 | Sunny | 0.454791 | null |
63 | Male | Work | -73.72156 | 40.906669 | "15:40:00" | 56,400 | 0.090798 | Rainy | 0.11884 | null |
24 | Male | Leisure | -74.162654 | 40.918354 | "22:51:00" | 82,260 | 0.231061 | Cloudy | 0.229788 | null |
25 | Male | Work | -73.750142 | 40.73249 | "23:35:00" | 84,900 | 0.908353 | Sunny | 0.093329 | null |
50 | Male | Leisure | -74.007216 | 40.517647 | "19:18:00" | 69,480 | 0.312615 | Rainy | 0.087477 | null |
40 | Male | Work | -73.962877 | 40.770826 | "16:32:00" | 59,520 | 0.029512 | Cloudy | 0.254098 | null |
60 | Female | Work | -73.830913 | 40.76962 | "07:38:00" | 27,480 | 0.30109 | Sunny | 0.229782 | null |
59 | Female | Leisure | -74.182017 | 40.557372 | "17:42:00" | 63,720 | 0.242064 | Sunny | 0.442587 | null |
55 | Female | Work | -73.838721 | 40.679817 | "07:18:00" | 26,280 | 0.089023 | Rainy | 0.177195 | null |
57 | Male | Leisure | -73.899918 | 40.729605 | "05:16:00" | 18,960 | 0.378441 | Rainy | 0.067312 | null |
27 | Male | Shopping | -73.836731 | 40.842463 | "18:42:00" | 67,320 | 0.953506 | Sunny | 0.082299 | null |
33 | Male | Work | -73.981486 | 40.548091 | "02:27:00" | 8,820 | 0.314717 | Sunny | 0.204057 | null |
59 | Female | Work | -74.120328 | 40.712125 | "22:15:00" | 80,100 | 0.394103 | Rainy | 0.112179 | null |
49 | Female | Work | -74.163722 | 40.510183 | "17:13:00" | 61,980 | 0.632473 | Cloudy | 0.174505 | null |
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