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
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|
35 | Male | Leisure | -74.172417 | 40.626357 | "13:34:00" | 48,840 | 0.775023 | Rainy | 0.009995 | null |
57 | Female | Shopping | -74.10895 | 40.825813 | "22:59:00" | 82,740 | 0.796181 | Sunny | 0.133764 | null |
57 | Male | Leisure | -74.180874 | 40.819909 | "07:23:00" | 26,580 | 0.31756 | Sunny | 0.379488 | null |
39 | Female | Shopping | -73.943716 | 40.652428 | "05:30:00" | 19,800 | 0.271888 | Sunny | 0.256622 | null |
38 | Female | Shopping | -73.813982 | 40.983771 | "09:04:00" | 32,640 | 0.413377 | Sunny | 0.229325 | null |
25 | Male | Leisure | -74.213529 | 40.775278 | "18:11:00" | 65,460 | 0.073703 | Rainy | 0.160259 | null |
54 | Female | Work | -74.197979 | 40.707659 | "08:54:00" | 32,040 | 0.778888 | Sunny | 0.140222 | null |
65 | Male | Shopping | -74.058487 | 40.506621 | "18:08:00" | 65,280 | 0.907532 | Cloudy | 0.053494 | null |
33 | Male | Leisure | -74.234493 | 40.86857 | "18:57:00" | 68,220 | 0.27604 | Sunny | 0.411792 | null |
25 | Female | Work | -74.183238 | 40.666398 | "12:00:00" | 43,200 | 0.338284 | Sunny | 0.257343 | null |
59 | Male | Work | -73.981126 | 40.919195 | "20:16:00" | 72,960 | 0.098242 | Rainy | 0.121352 | null |
51 | Female | Shopping | -73.883406 | 40.5853 | "04:46:00" | 17,160 | 0.020533 | Rainy | 0.194893 | null |
59 | Female | Shopping | -73.804791 | 40.504087 | "17:05:00" | 61,500 | 0.843924 | Rainy | 0.022215 | null |
58 | Male | Leisure | -73.737912 | 40.989822 | "17:41:00" | 63,660 | 0.579591 | Sunny | 0.326082 | null |
19 | Female | Shopping | -74.266494 | 40.99773 | "20:26:00" | 73,560 | 0.930937 | Cloudy | 0.144813 | null |
31 | Female | Leisure | -73.953713 | 40.831961 | "18:01:00" | 64,860 | 0.330805 | Sunny | 0.452839 | null |
52 | Female | Shopping | -74.187586 | 40.881763 | "07:41:00" | 27,660 | 0.898421 | Sunny | 0.118316 | null |
39 | Female | Shopping | -74.172232 | 40.884054 | "12:56:00" | 46,560 | 0.137754 | Rainy | 0.183449 | null |
44 | Female | Work | -73.843603 | 40.98566 | "08:55:00" | 32,100 | 0.437872 | Sunny | 0.218426 | null |
27 | Female | Shopping | -74.114946 | 40.502798 | "22:59:00" | 82,740 | 0.300569 | Sunny | 0.262886 | null |
46 | Male | Leisure | -73.776407 | 40.686486 | "06:03:00" | 21,780 | 0.454755 | Cloudy | 0.163049 | null |
63 | Female | Shopping | -73.977394 | 40.66068 | "03:22:00" | 12,120 | 0.107317 | Cloudy | 0.265537 | null |
65 | Male | Work | -74.263755 | 40.754872 | "18:45:00" | 67,500 | 0.535562 | Sunny | 0.127888 | null |
62 | Female | Work | -74.014679 | 40.571802 | "17:35:00" | 63,300 | 0.684894 | Cloudy | 0.151021 | null |
21 | Female | Shopping | -74.061343 | 40.853669 | "10:59:00" | 39,540 | 0.234269 | Cloudy | 0.282146 | null |
35 | Female | Shopping | -73.792562 | 40.87671 | "07:33:00" | 27,180 | 0.965035 | Rainy | 0.021993 | null |
30 | Female | Leisure | -74.022442 | 40.952033 | "08:26:00" | 30,360 | 0.459017 | Cloudy | 0.228197 | null |
63 | Male | Shopping | -74.24539 | 40.824005 | "17:01:00" | 61,260 | 0.083915 | Sunny | 0.220217 | null |
36 | Female | Work | -73.896007 | 40.788116 | "22:22:00" | 80,520 | 0.462728 | Sunny | 0.221454 | null |
54 | Female | Work | -73.824274 | 40.769023 | "03:48:00" | 13,680 | 0.339554 | Sunny | 0.228089 | null |
55 | Female | Shopping | -74.064046 | 40.945907 | "07:18:00" | 26,280 | 0.857459 | Sunny | 0.123508 | null |
47 | Male | Work | -74.047388 | 40.671284 | "08:14:00" | 29,640 | 0.492787 | Rainy | 0.054443 | null |
56 | Female | Leisure | -74.250264 | 40.716055 | "17:26:00" | 62,760 | 0.317477 | Cloudy | 0.230505 | null |
47 | Male | Shopping | -74.126581 | 40.733607 | "07:35:00" | 27,300 | 0.45625 | Cloudy | 0.16175 | null |
43 | Male | Leisure | -74.216497 | 40.579018 | "12:59:00" | 46,740 | 0.275976 | Cloudy | 0.201805 | null |
48 | Female | Leisure | -74.048034 | 40.824336 | "18:06:00" | 65,160 | 0.094058 | Sunny | 0.483188 | null |
37 | Female | Work | -73.729862 | 40.885424 | "18:02:00" | 64,920 | 0.919078 | Rainy | 0.029184 | null |
35 | Female | Shopping | -74.265008 | 40.923492 | "08:59:00" | 32,340 | 0.324207 | Sunny | 0.250159 | null |
20 | Male | Shopping | -73.790414 | 40.953044 | "08:50:00" | 31,800 | 0.787551 | Sunny | 0.12249 | null |
51 | Male | Leisure | -74.189249 | 40.67464 | "09:21:00" | 33,660 | 0.38076 | Rainy | 0.072848 | null |
32 | Female | Work | -74.027593 | 40.826098 | "07:27:00" | 26,820 | 0.760025 | Sunny | 0.165995 | null |
65 | Male | Work | -74.066589 | 40.596285 | "02:22:00" | 8,520 | 0.168524 | Cloudy | 0.201295 | null |
41 | Female | Shopping | -74.049924 | 40.549382 | "10:44:00" | 38,640 | 0.928737 | Sunny | 0.123253 | null |
27 | Male | Leisure | -73.756642 | 40.889294 | "08:22:00" | 30,120 | 0.669058 | Sunny | 0.339188 | null |
42 | Male | Work | -73.738831 | 40.600357 | "08:00:00" | 28,800 | 0.800292 | Cloudy | 0.097942 | null |
37 | Female | Shopping | -73.921787 | 40.523466 | "06:21:00" | 22,860 | 0.667801 | Cloudy | 0.17944 | null |
54 | Male | Leisure | -73.885145 | 40.644254 | "08:08:00" | 29,280 | 0.133904 | Rainy | 0.119219 | null |
59 | Male | Leisure | -74.279131 | 40.816369 | "12:54:00" | 46,440 | 0.631905 | Sunny | 0.314619 | null |
47 | Male | Leisure | -74.080609 | 40.769875 | "08:04:00" | 29,040 | 0.42673 | Cloudy | 0.167654 | null |
18 | Male | Work | -73.869949 | 40.576455 | "15:44:00" | 56,640 | 0.705915 | Rainy | 0.040817 | null |
44 | Male | Leisure | -74.10657 | 40.570143 | "07:34:00" | 27,240 | 0.806728 | Sunny | 0.294654 | null |
56 | Female | Work | -73.868624 | 40.840243 | "23:26:00" | 84,360 | 0.461598 | Cloudy | 0.20168 | null |
24 | Female | Work | -73.738676 | 40.637809 | "14:06:00" | 50,760 | 0.637162 | Rainy | 0.098568 | null |
58 | Female | Leisure | -73.970231 | 40.756243 | "18:33:00" | 66,780 | 0.951557 | Cloudy | 0.101689 | null |
41 | Female | Leisure | -73.86792 | 40.658526 | "17:42:00" | 63,720 | 0.262968 | Cloudy | 0.256406 | null |
60 | Female | Leisure | -74.141996 | 40.797826 | "01:49:00" | 6,540 | 0.447964 | Sunny | 0.400407 | null |
56 | Male | Shopping | -73.953903 | 40.988853 | "08:51:00" | 31,860 | 0.839855 | Cloudy | 0.076029 | null |
63 | Male | Leisure | -74.296685 | 40.963483 | "06:43:00" | 24,180 | 0.81276 | Rainy | 0 | null |
28 | Female | Leisure | -74.079814 | 40.548098 | "19:22:00" | 69,720 | 0.118493 | Sunny | 0.498301 | null |
43 | Male | Leisure | -74.189308 | 40.654411 | "07:01:00" | 25,260 | 0.970471 | Cloudy | 0.062906 | null |
62 | Male | Work | -73.939233 | 40.54044 | "17:52:00" | 64,320 | 0.417412 | Rainy | 0.054518 | null |
56 | Female | Work | -73.798021 | 40.944739 | "04:09:00" | 14,940 | 0.347564 | Cloudy | 0.224487 | null |
19 | Female | Shopping | -74.015646 | 40.562015 | "10:55:00" | 39,300 | 0.349654 | Cloudy | 0.261069 | null |
55 | Male | Work | -73.767331 | 40.980478 | "08:27:00" | 30,420 | 0.337295 | Rainy | 0.077541 | null |
62 | Female | Shopping | -74.044396 | 40.978574 | "17:19:00" | 62,340 | 0.083482 | Cloudy | 0.271304 | null |
55 | Female | Shopping | -74.067233 | 40.784588 | "18:21:00" | 66,060 | 0.770207 | Sunny | 0.140959 | null |
57 | Female | Leisure | -74.260332 | 40.931601 | "11:43:00" | 42,180 | 0.609748 | Rainy | 0.07105 | null |
26 | Female | Shopping | -73.890868 | 40.586034 | "07:48:00" | 28,080 | 0.857944 | Sunny | 0.152411 | null |
49 | Female | Leisure | -74.283909 | 40.77643 | "21:16:00" | 76,560 | 0.732861 | Sunny | 0.354428 | null |
30 | Male | Work | -74.132929 | 40.807207 | "07:56:00" | 28,560 | 0.051952 | Sunny | 0.25961 | null |
42 | Female | Leisure | -74.251246 | 40.655049 | "18:30:00" | 66,600 | 0.552026 | Sunny | 0.397595 | null |
39 | Male | Work | -73.921522 | 40.614133 | "10:32:00" | 37,920 | 0.571064 | Sunny | 0.146787 | null |
19 | Female | Work | -74.016184 | 40.688952 | "22:24:00" | 80,640 | 0.452584 | Sunny | 0.240483 | null |
35 | Female | Shopping | -73.96704 | 40.830814 | "14:34:00" | 52,440 | 0.150148 | Sunny | 0.28497 | null |
60 | Male | Work | -74.214745 | 40.755264 | "02:59:00" | 10,740 | 0.062212 | Rainy | 0.127558 | null |
50 | Male | Shopping | -74.265052 | 40.649721 | "07:36:00" | 27,360 | 0.877881 | Sunny | 0.074424 | null |
62 | Male | Leisure | -74.112812 | 40.710909 | "17:29:00" | 62,940 | 0.827342 | Rainy | 0 | null |
26 | Male | Leisure | -74.250263 | 40.695948 | "18:59:00" | 68,340 | 0.982568 | Sunny | 0.277486 | null |
22 | Male | Leisure | -73.946367 | 40.520741 | "05:00:00" | 18,000 | 0.823436 | Rainy | 0.013313 | null |
39 | Female | Work | -73.753621 | 40.798874 | "18:02:00" | 64,920 | 0.504209 | Sunny | 0.210158 | null |
33 | Male | Shopping | -73.792014 | 40.865763 | "18:10:00" | 65,400 | 0.13183 | Sunny | 0.240634 | null |
50 | Female | Leisure | -74.004192 | 40.860985 | "03:29:00" | 12,540 | 0.717565 | Sunny | 0.356487 | null |
28 | Female | Leisure | -73.933284 | 40.765817 | "10:04:00" | 36,240 | 0.571056 | Rainy | 0.107789 | null |
24 | Male | Shopping | -74.185562 | 40.727576 | "18:30:00" | 66,600 | 0.282633 | Cloudy | 0.219473 | null |
22 | Male | Work | -73.916708 | 40.564248 | "03:12:00" | 11,520 | 0.50377 | Cloudy | 0.177246 | null |
59 | Male | Work | -74.262621 | 40.552591 | "03:55:00" | 14,100 | 0.000181 | Rainy | 0.140964 | null |
23 | Female | Leisure | -73.877314 | 40.64117 | "20:05:00" | 72,300 | 0.876705 | Cloudy | 0.151659 | null |
29 | Male | Leisure | -73.814689 | 40.5869 | "21:24:00" | 77,040 | 0.095741 | Sunny | 0.451852 | null |
50 | Female | Shopping | -73.717735 | 40.866282 | "07:35:00" | 27,300 | 0.594338 | Sunny | 0.181132 | null |
46 | Female | Work | -73.771113 | 40.73813 | "07:16:00" | 26,160 | 0.015281 | Rainy | 0.200944 | null |
29 | Female | Work | -73.729214 | 40.863276 | "19:20:00" | 69,600 | 0.005372 | Sunny | 0.319926 | null |
38 | Female | Work | -74.071138 | 40.796203 | "08:45:00" | 31,500 | 0.98273 | Sunny | 0.115454 | null |
44 | Male | Work | -73.865593 | 40.671888 | "08:09:00" | 29,340 | 0.86659 | Sunny | 0.082682 | null |
26 | Female | Work | -73.870216 | 40.618781 | "08:39:00" | 31,140 | 0.442229 | Cloudy | 0.235554 | null |
41 | Male | Leisure | -74.225384 | 40.514099 | "08:01:00" | 28,860 | 0.602 | Sunny | 0.3386 | null |
22 | Female | Work | -74.240424 | 40.957666 | "08:34:00" | 30,840 | 0.064487 | Cloudy | 0.315103 | null |
54 | Female | Leisure | -73.75181 | 40.816014 | "03:18:00" | 11,880 | 0.084002 | Cloudy | 0.2792 | null |
30 | Male | Work | -73.831263 | 40.821834 | "17:00:00" | 61,200 | 0.185868 | Rainy | 0.132826 | null |
39 | Male | Shopping | -74.285704 | 40.571961 | "08:00:00" | 28,800 | 0.465361 | Sunny | 0.167928 | null |
49 | Female | Work | -74.076859 | 40.727189 | "15:59:00" | 57,540 | 0.164337 | Cloudy | 0.268133 | null |
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