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
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|
63 | Female | Shopping | -74.275286 | 40.594327 | "17:36:00" | 63,360 | 0.558872 | Rainy | 0.075226 | null |
20 | Female | Shopping | -74.273526 | 40.986615 | "07:57:00" | 28,620 | 0.479546 | Rainy | 0.134091 | null |
52 | Female | Leisure | -73.7388 | 40.508827 | "08:04:00" | 29,040 | 0.537957 | Sunny | 0.390409 | null |
30 | Male | Shopping | -73.978568 | 40.913744 | "08:21:00" | 30,060 | 0.769439 | Cloudy | 0.116112 | null |
22 | Female | Leisure | -73.900952 | 40.769566 | "18:24:00" | 66,240 | 0.417723 | Cloudy | 0.244455 | null |
60 | Male | Leisure | -73.949278 | 40.786251 | "08:52:00" | 31,920 | 0.155165 | Cloudy | 0.208967 | null |
64 | Male | Leisure | -73.972785 | 40.521555 | "03:10:00" | 11,400 | 0.597457 | Rainy | 0.016509 | null |
56 | Male | Shopping | -73.81088 | 40.901141 | "20:30:00" | 73,800 | 0.503712 | Cloudy | 0.143258 | null |
52 | Male | Leisure | -73.800048 | 40.63231 | "10:23:00" | 37,380 | 0.683413 | Cloudy | 0.111317 | null |
22 | Male | Leisure | -73.872876 | 40.857396 | "07:29:00" | 26,940 | 0.881169 | Sunny | 0.301766 | null |
34 | Male | Leisure | -74.05753 | 40.53891 | "16:34:00" | 59,640 | 0.46979 | Cloudy | 0.172042 | null |
30 | Male | Leisure | -73.880239 | 40.788002 | "05:51:00" | 21,060 | 0.289294 | Sunny | 0.412141 | null |
46 | Male | Leisure | -74.20432 | 40.731927 | "19:19:00" | 69,540 | 0.02341 | Cloudy | 0.249318 | null |
47 | Female | Leisure | -73.746949 | 40.676374 | "18:00:00" | 64,800 | 0.732775 | Cloudy | 0.156445 | null |
23 | Male | Work | -73.710739 | 40.685899 | "18:31:00" | 66,660 | 0.146247 | Sunny | 0.247751 | null |
49 | Female | Work | -74.040034 | 40.914358 | "08:32:00" | 30,720 | 0.667799 | Rainy | 0.06744 | null |
50 | Female | Leisure | -74.022396 | 40.934862 | "07:24:00" | 26,640 | 0.787794 | Sunny | 0.342441 | null |
41 | Female | Leisure | -74.254395 | 40.526314 | "04:58:00" | 17,880 | 0.254683 | Cloudy | 0.258063 | null |
33 | Female | Shopping | -73.857763 | 40.660706 | "20:51:00" | 75,060 | 0.74893 | Sunny | 0.167214 | null |
28 | Male | Work | -73.930206 | 40.676244 | "08:40:00" | 31,200 | 0.638352 | Sunny | 0.14433 | null |
48 | Male | Leisure | -74.135836 | 40.8489 | "18:51:00" | 67,860 | 0.5244 | Rainy | 0.04712 | null |
65 | Female | Work | -74.11202 | 40.684401 | "07:20:00" | 26,400 | 0.035024 | Rainy | 0.177995 | null |
56 | Female | Shopping | -73.707505 | 40.931395 | "08:31:00" | 30,660 | 0.72489 | Rainy | 0.049022 | null |
32 | Male | Shopping | -74.196248 | 40.796466 | "19:47:00" | 71,220 | 0.225296 | Rainy | 0.122941 | null |
24 | Female | Shopping | -73.967836 | 40.647316 | "07:23:00" | 26,580 | 0.025417 | Sunny | 0.320917 | null |
21 | Male | Shopping | -73.912167 | 40.693067 | "18:39:00" | 67,140 | 0.156459 | Cloudy | 0.247708 | null |
54 | Male | Leisure | -73.752411 | 40.916145 | "14:53:00" | 53,580 | 0.157804 | Sunny | 0.414439 | null |
39 | Female | Work | -73.817732 | 40.685922 | "15:03:00" | 54,180 | 0.090834 | Cloudy | 0.292833 | null |
61 | Female | Shopping | -73.853461 | 40.818003 | "16:34:00" | 59,640 | 0.759785 | Rainy | 0.037043 | null |
50 | Male | Shopping | -73.901288 | 40.899303 | "07:27:00" | 26,820 | 0.37798 | Rainy | 0.074404 | null |
63 | Male | Leisure | -73.750747 | 40.718003 | "07:41:00" | 27,660 | 0.106426 | Cloudy | 0.215715 | null |
24 | Female | Work | -73.759568 | 40.81443 | "08:17:00" | 29,820 | 0.954922 | Rainy | 0.035016 | null |
18 | Female | Leisure | -74.040106 | 40.693288 | "17:53:00" | 64,380 | 0.657728 | Sunny | 0.400454 | null |
45 | Male | Shopping | -74.029889 | 40.736893 | "17:43:00" | 63,780 | 0.949282 | Rainy | 0 | null |
19 | Male | Shopping | -73.997559 | 40.797139 | "07:02:00" | 25,320 | 0.687003 | Rainy | 0.043599 | null |
23 | Female | Leisure | -73.752961 | 40.707771 | "18:44:00" | 67,440 | 0.930592 | Sunny | 0.340882 | null |
43 | Male | Shopping | -73.892553 | 40.903068 | "17:04:00" | 61,440 | 0.325246 | Sunny | 0.191951 | null |
18 | Female | Work | -73.798811 | 40.806353 | "08:49:00" | 31,740 | 0.65459 | Rainy | 0.101082 | null |
61 | Male | Leisure | -73.870739 | 40.942733 | "07:01:00" | 25,260 | 0.401301 | Cloudy | 0.15874 | null |
47 | Female | Work | -73.927676 | 40.546821 | "17:26:00" | 62,760 | 0.397442 | Sunny | 0.223512 | null |
40 | Female | Work | -73.852264 | 40.567263 | "17:18:00" | 62,280 | 0.515316 | Cloudy | 0.206937 | null |
59 | Male | Shopping | -74.262547 | 40.712624 | "17:47:00" | 64,020 | 0.854895 | Rainy | 0 | null |
52 | Female | Leisure | -74.070423 | 40.883926 | "18:27:00" | 66,420 | 0.558468 | Sunny | 0.386306 | null |
54 | Female | Work | -73.965306 | 40.550551 | "18:54:00" | 68,040 | 0.909743 | Cloudy | 0.114051 | null |
51 | Female | Leisure | -73.940663 | 40.877246 | "08:18:00" | 29,880 | 0.398076 | Cloudy | 0.219385 | null |
53 | Male | Shopping | -73.735144 | 40.965064 | "20:22:00" | 73,320 | 0.586092 | Sunny | 0.129782 | null |
64 | Male | Leisure | -73.929327 | 40.781302 | "08:24:00" | 30,240 | 0.81081 | Rainy | 0 | null |
62 | Male | Work | -73.770739 | 40.654942 | "08:56:00" | 32,160 | 0.281328 | Sunny | 0.181734 | null |
31 | Male | Work | -74.207056 | 40.732928 | "08:40:00" | 31,200 | 0.370688 | Rainy | 0.094862 | null |
25 | Female | Leisure | -74.01518 | 40.631723 | "21:26:00" | 77,160 | 0.834777 | Rainy | 0.058045 | null |
37 | Female | Leisure | -73.869622 | 40.759046 | "04:57:00" | 17,820 | 0.714213 | Rainy | 0.070157 | null |
29 | Female | Work | -74.249632 | 40.548678 | "08:36:00" | 30,960 | 0.499769 | Sunny | 0.221046 | null |
24 | Male | Work | -74.077866 | 40.608103 | "07:09:00" | 25,740 | 0.450976 | Rainy | 0.085805 | null |
61 | Female | Work | -74.28133 | 40.823905 | "18:44:00" | 67,440 | 0.221286 | Sunny | 0.244743 | null |
28 | Female | Shopping | -74.000846 | 40.855456 | "03:30:00" | 12,600 | 0.042015 | Rainy | 0.213597 | null |
36 | Male | Shopping | -73.962075 | 40.643472 | "12:20:00" | 44,400 | 0.727585 | Sunny | 0.118483 | null |
23 | Female | Work | -73.807644 | 40.668256 | "08:40:00" | 31,200 | 0.159218 | Cloudy | 0.295156 | null |
49 | Female | Work | -73.724854 | 40.785373 | "00:35:00" | 2,100 | 0.059836 | Cloudy | 0.289033 | null |
47 | Female | Work | -74.140814 | 40.738985 | "07:29:00" | 26,940 | 0.556699 | Cloudy | 0.19166 | null |
32 | Male | Leisure | -73.971389 | 40.918253 | "11:40:00" | 42,000 | 0.460869 | Cloudy | 0.175826 | null |
28 | Male | Leisure | -73.781126 | 40.992402 | "18:27:00" | 66,420 | 0.168061 | Cloudy | 0.238388 | null |
63 | Male | Shopping | -73.774428 | 40.912973 | "23:27:00" | 84,420 | 0.824229 | Cloudy | 0.072154 | null |
23 | Female | Leisure | -74.133474 | 40.965915 | "00:47:00" | 2,820 | 0.076014 | Rainy | 0.211797 | null |
22 | Female | Work | -74.258913 | 40.647858 | "08:12:00" | 29,520 | 0.111278 | Rainy | 0.205744 | null |
50 | Female | Work | -73.783288 | 40.938306 | "08:35:00" | 30,900 | 0.530742 | Cloudy | 0.193852 | null |
58 | Female | Shopping | -74.134437 | 40.873937 | "17:10:00" | 61,800 | 0.510665 | Rainy | 0.089867 | null |
63 | Female | Shopping | -74.107559 | 40.576582 | "07:27:00" | 26,820 | 0.973782 | Cloudy | 0.092244 | null |
65 | Male | Shopping | -73.835079 | 40.655754 | "08:42:00" | 31,320 | 0.578708 | Cloudy | 0.119258 | null |
30 | Male | Work | -73.980262 | 40.633552 | "12:08:00" | 43,680 | 0.905468 | Sunny | 0.088906 | null |
29 | Female | Leisure | -73.74256 | 40.773781 | "11:33:00" | 41,580 | 0.891513 | Rainy | 0.042697 | null |
20 | Male | Shopping | -73.786502 | 40.915386 | "22:46:00" | 81,960 | 0.81884 | Cloudy | 0.116232 | null |
57 | Male | Work | -73.762713 | 40.976148 | "07:27:00" | 26,820 | 0.792559 | Rainy | 0 | null |
23 | Male | Leisure | -73.887134 | 40.864357 | "20:05:00" | 72,300 | 0.645797 | Rainy | 0.047841 | null |
22 | Male | Shopping | -73.897479 | 40.686398 | "18:19:00" | 65,940 | 0.874733 | Sunny | 0.103053 | null |
23 | Female | Shopping | -73.876652 | 40.704787 | "16:22:00" | 58,920 | 0.400274 | Rainy | 0.146945 | null |
55 | Male | Work | -74.255047 | 40.930023 | "07:25:00" | 26,700 | 0.012468 | Cloudy | 0.242506 | null |
20 | Female | Shopping | -73.943751 | 40.699025 | "08:44:00" | 31,440 | 0.12973 | Cloudy | 0.304054 | null |
50 | Female | Leisure | -73.958515 | 40.988856 | "16:19:00" | 58,740 | 0.870625 | Cloudy | 0.125875 | null |
27 | Female | Work | -74.236122 | 40.92548 | "07:32:00" | 27,120 | 0.091148 | Cloudy | 0.30477 | null |
57 | Male | Shopping | -73.941817 | 40.700557 | "14:27:00" | 52,020 | 0.660124 | Sunny | 0.110975 | null |
44 | Male | Work | -74.235391 | 40.900464 | "18:57:00" | 68,220 | 0.339848 | Cloudy | 0.18803 | null |
32 | Female | Work | -73.815657 | 40.785925 | "17:03:00" | 61,380 | 0.669375 | Sunny | 0.184125 | null |
58 | Male | Work | -73.878924 | 40.603734 | "00:23:00" | 1,380 | 0.212182 | Sunny | 0.199564 | null |
32 | Male | Leisure | -74.249591 | 40.648006 | "14:14:00" | 51,240 | 0.441012 | Rainy | 0.079798 | null |
31 | Female | Shopping | -74.288394 | 40.782587 | "07:32:00" | 27,120 | 0.894066 | Sunny | 0.140187 | null |
18 | Female | Leisure | -73.790878 | 40.969833 | "10:29:00" | 37,740 | 0.850112 | Sunny | 0.361978 | null |
36 | Female | Work | -74.018534 | 40.797232 | "16:47:00" | 60,420 | 0.174317 | Rainy | 0.179137 | null |
29 | Male | Work | -74.082846 | 40.785362 | "11:45:00" | 42,300 | 0.850876 | Sunny | 0.100825 | null |
50 | Female | Shopping | -73.86479 | 40.978581 | "03:13:00" | 11,580 | 0.215006 | Sunny | 0.256999 | null |
36 | Male | Leisure | -74.13474 | 40.54099 | "15:43:00" | 56,580 | 0.92149 | Sunny | 0.279702 | null |
47 | Female | Shopping | -73.80199 | 40.808368 | "17:39:00" | 63,540 | 0.241384 | Rainy | 0.154723 | null |
37 | Male | Leisure | -74.104239 | 40.610561 | "17:27:00" | 62,820 | 0.607753 | Cloudy | 0.141449 | null |
49 | Female | Shopping | -73.707889 | 40.694988 | "06:58:00" | 25,080 | 0.59908 | Cloudy | 0.181184 | null |
35 | Female | Shopping | -73.854624 | 40.893352 | "08:43:00" | 31,380 | 0.672119 | Rainy | 0.080576 | null |
53 | Male | Leisure | -74.295819 | 40.677086 | "07:38:00" | 27,480 | 0.111397 | Rainy | 0.124721 | null |
54 | Female | Work | -73.747098 | 40.513522 | "17:27:00" | 62,820 | 0.709308 | Sunny | 0.154138 | null |
20 | Male | Work | -74.040839 | 40.646554 | "05:11:00" | 18,660 | 0.56141 | Cloudy | 0.167718 | null |
47 | Male | Shopping | -73.886287 | 40.920916 | "21:48:00" | 78,480 | 0.842241 | Rainy | 0 | null |
62 | Female | Leisure | -73.882696 | 40.571002 | "18:33:00" | 66,780 | 0.658442 | Sunny | 0.356312 | null |
20 | Female | Leisure | -73.755847 | 40.838788 | "16:15:00" | 58,500 | 0.573915 | Cloudy | 0.215217 | null |
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