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
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|
28 | Male | Leisure | -73.822778 | 40.581532 | "08:56:00" | 32,160 | 0.619628 | Cloudy | 0.148074 | null |
50 | Female | Shopping | -74.049403 | 40.781662 | "08:26:00" | 30,360 | 0.960237 | Sunny | 0.107953 | null |
42 | Male | Leisure | -73.950632 | 40.848239 | "09:02:00" | 32,520 | 0.138636 | Cloudy | 0.230273 | null |
28 | Female | Leisure | -74.172901 | 40.913066 | "08:51:00" | 31,860 | 0.927279 | Sunny | 0.336544 | null |
23 | Female | Shopping | -74.166617 | 40.572275 | "09:44:00" | 35,040 | 0.0584 | Rainy | 0.21532 | null |
53 | Female | Shopping | -73.744416 | 40.746033 | "18:11:00" | 65,460 | 0.205256 | Cloudy | 0.255949 | null |
51 | Female | Work | -74.040401 | 40.581312 | "07:56:00" | 28,560 | 0.194033 | Cloudy | 0.260193 | null |
65 | Female | Leisure | -74.205392 | 40.536068 | "18:53:00" | 67,980 | 0.575726 | Rainy | 0.069855 | null |
19 | Male | Leisure | -73.806605 | 40.594249 | "07:37:00" | 27,420 | 0.560153 | Sunny | 0.368969 | null |
18 | Female | Leisure | -73.962288 | 40.829855 | "17:16:00" | 62,160 | 0.569336 | Cloudy | 0.218133 | null |
36 | Female | Work | -74.030077 | 40.783196 | "21:43:00" | 78,180 | 0.287878 | Rainy | 0.156424 | null |
25 | Female | Leisure | -74.143782 | 40.894014 | "03:35:00" | 12,900 | 0.45487 | Sunny | 0.434026 | null |
43 | Male | Leisure | -74.02605 | 40.903429 | "08:32:00" | 30,720 | 0.016358 | Cloudy | 0.253728 | null |
61 | Female | Work | -74.03198 | 40.788035 | "19:37:00" | 70,620 | 0.559832 | Sunny | 0.177034 | null |
51 | Male | Work | -74.177459 | 40.654951 | "07:34:00" | 27,240 | 0.316283 | Rainy | 0.085743 | null |
24 | Female | Shopping | -74.051027 | 40.669834 | "11:45:00" | 42,300 | 0.374735 | Rainy | 0.151053 | null |
26 | Female | Leisure | -74.165302 | 40.913001 | "18:46:00" | 67,560 | 0.46464 | Rainy | 0.131072 | null |
30 | Female | Leisure | -74.123852 | 40.626828 | "15:10:00" | 54,600 | 0.094389 | Rainy | 0.201122 | null |
49 | Male | Work | -73.945048 | 40.665374 | "17:30:00" | 63,000 | 0.051778 | Cloudy | 0.240644 | null |
34 | Male | Shopping | -73.893606 | 40.638311 | "09:58:00" | 35,880 | 0.327296 | Cloudy | 0.200541 | null |
43 | Female | Leisure | -73.848671 | 40.996108 | "07:59:00" | 28,740 | 0.298768 | Rainy | 0.147246 | null |
42 | Female | Shopping | -73.774064 | 40.601892 | "07:24:00" | 26,640 | 0.065081 | Cloudy | 0.294984 | null |
23 | Female | Shopping | -73.954789 | 40.525757 | "07:06:00" | 25,560 | 0.474649 | Cloudy | 0.23207 | null |
55 | Male | Shopping | -74.256497 | 40.788703 | "08:00:00" | 28,800 | 0.096503 | Rainy | 0.125699 | null |
40 | Female | Shopping | -74.043544 | 40.841476 | "17:34:00" | 63,240 | 0.975783 | Rainy | 0.014843 | null |
22 | Female | Work | -74.287967 | 40.953569 | "07:32:00" | 27,120 | 0.597365 | Sunny | 0.208527 | null |
59 | Male | Leisure | -74.266793 | 40.963809 | "15:11:00" | 54,660 | 0.857608 | Sunny | 0.269478 | null |
61 | Female | Work | -73.751612 | 40.560817 | "00:42:00" | 2,520 | 0.314551 | Rainy | 0.12609 | null |
60 | Female | Shopping | -73.882082 | 40.953977 | "07:12:00" | 25,920 | 0.517 | Cloudy | 0.1866 | null |
36 | Male | Work | -73.83578 | 40.989505 | "08:23:00" | 30,180 | 0.53119 | Cloudy | 0.157762 | null |
61 | Female | Shopping | -74.083373 | 40.684716 | "09:39:00" | 34,740 | 0.520516 | Rainy | 0.084897 | null |
28 | Male | Leisure | -73.700193 | 40.803083 | "08:56:00" | 32,160 | 0.943646 | Rainy | 0 | null |
29 | Male | Work | -74.075168 | 40.926425 | "15:58:00" | 57,480 | 0.381466 | Rainy | 0.094707 | null |
33 | Male | Leisure | -73.933638 | 40.84119 | "08:41:00" | 31,260 | 0.267433 | Cloudy | 0.213513 | null |
53 | Female | Leisure | -74.147256 | 40.732769 | "07:29:00" | 26,940 | 0.642018 | Cloudy | 0.168596 | null |
50 | Female | Leisure | -74.069174 | 40.781902 | "23:49:00" | 85,740 | 0.889629 | Sunny | 0.322074 | null |
40 | Female | Shopping | -74.281225 | 40.994698 | "07:25:00" | 26,700 | 0.956473 | Sunny | 0.118705 | null |
38 | Female | Leisure | -74.169484 | 40.683141 | "17:08:00" | 61,680 | 0.608193 | Sunny | 0.390361 | null |
43 | Female | Work | -74.076123 | 40.911294 | "08:25:00" | 30,300 | 0.205023 | Sunny | 0.265995 | null |
41 | Female | Leisure | -74.210166 | 40.747712 | "08:43:00" | 31,380 | 0.890009 | Sunny | 0.330998 | null |
56 | Female | Leisure | -73.863152 | 40.966902 | "07:22:00" | 26,520 | 0.006569 | Cloudy | 0.292686 | null |
63 | Female | Shopping | -73.75049 | 40.961019 | "08:48:00" | 31,680 | 0.831994 | Cloudy | 0.120601 | null |
54 | Female | Shopping | -74.216291 | 40.994931 | "07:27:00" | 26,820 | 0.351438 | Rainy | 0.125712 | null |
51 | Female | Work | -74.113619 | 40.634664 | "08:02:00" | 28,920 | 0.059741 | Sunny | 0.287052 | null |
61 | Female | Shopping | -73.988532 | 40.870468 | "17:49:00" | 64,140 | 0.466317 | Cloudy | 0.195737 | null |
46 | Male | Leisure | -74.22276 | 40.952894 | "08:39:00" | 31,140 | 0.479193 | Rainy | 0.058161 | null |
27 | Male | Work | -74.149919 | 40.51013 | "02:27:00" | 8,820 | 0.653617 | Cloudy | 0.142277 | null |
57 | Female | Shopping | -74.069272 | 40.977429 | "19:57:00" | 71,820 | 0.688142 | Rainy | 0.055372 | null |
34 | Female | Shopping | -74.005958 | 40.786539 | "23:33:00" | 84,780 | 0.505792 | Cloudy | 0.214842 | null |
38 | Female | Work | -74.214752 | 40.771781 | "18:14:00" | 65,640 | 0.971995 | Rainy | 0.017601 | null |
41 | Male | Work | -74.193666 | 40.650943 | "08:04:00" | 29,040 | 0.776089 | Rainy | 0.003782 | null |
35 | Male | Leisure | -73.96343 | 40.791642 | "08:00:00" | 28,800 | 0.506193 | Cloudy | 0.163761 | null |
47 | Female | Leisure | -74.242763 | 40.989119 | "08:27:00" | 30,420 | 0.793046 | Cloudy | 0.144391 | null |
32 | Female | Work | -73.985667 | 40.502052 | "08:32:00" | 30,720 | 0.818508 | Cloudy | 0.154298 | null |
40 | Male | Work | -74.180087 | 40.865634 | "07:02:00" | 25,320 | 0.377738 | Cloudy | 0.184452 | null |
31 | Male | Work | -74.22425 | 40.857883 | "18:40:00" | 67,200 | 0.939543 | Rainy | 0 | null |
65 | Female | Work | -73.931046 | 40.851335 | "00:38:00" | 2,280 | 0.512035 | Cloudy | 0.182593 | null |
44 | Female | Work | -74.10856 | 40.822884 | "08:28:00" | 30,480 | 0.724753 | Cloudy | 0.161049 | null |
26 | Female | Leisure | -73.983887 | 40.765016 | "08:12:00" | 29,520 | 0.642823 | Cloudy | 0.195435 | null |
32 | Female | Shopping | -74.016478 | 40.813552 | "07:15:00" | 26,100 | 0.696402 | Rainy | 0.07872 | null |
33 | Male | Work | -73.919471 | 40.601282 | "17:15:00" | 62,100 | 0.711597 | Sunny | 0.124681 | null |
21 | Female | Shopping | -74.166789 | 40.653469 | "16:17:00" | 58,620 | 0.76576 | Sunny | 0.175848 | null |
64 | Female | Work | -74.164928 | 40.684519 | "16:52:00" | 60,720 | 0.759325 | Cloudy | 0.134135 | null |
32 | Female | Work | -73.878488 | 40.544905 | "07:20:00" | 26,400 | 0.297378 | Sunny | 0.258524 | null |
50 | Male | Leisure | -74.0653 | 40.872828 | "13:14:00" | 47,640 | 0.385968 | Cloudy | 0.172806 | null |
42 | Female | Shopping | -74.252495 | 40.93615 | "07:33:00" | 27,180 | 0.178479 | Sunny | 0.272304 | null |
44 | Female | Work | -74.064626 | 40.984036 | "08:15:00" | 29,700 | 0.748323 | Cloudy | 0.156335 | null |
59 | Female | Shopping | -74.198945 | 40.640195 | "05:50:00" | 21,000 | 0.848287 | Cloudy | 0.121343 | null |
32 | Male | Shopping | -73.812883 | 40.532117 | "17:02:00" | 61,320 | 0.936833 | Rainy | 0 | null |
52 | Male | Shopping | -73.975325 | 40.600952 | "18:56:00" | 68,160 | 0.501846 | Cloudy | 0.147631 | null |
18 | Male | Shopping | -74.01376 | 40.686265 | "14:59:00" | 53,940 | 0.253678 | Sunny | 0.231264 | null |
62 | Male | Leisure | -74.081428 | 40.777661 | "12:00:00" | 43,200 | 0.127023 | Sunny | 0.412595 | null |
58 | Male | Shopping | -74.144121 | 40.796211 | "07:22:00" | 26,520 | 0.982175 | Sunny | 0.045565 | null |
26 | Male | Shopping | -73.95395 | 40.645607 | "19:00:00" | 68,400 | 0.056295 | Sunny | 0.262741 | null |
65 | Female | Leisure | -73.764481 | 40.826952 | "18:09:00" | 65,340 | 0.693412 | Sunny | 0.346318 | null |
37 | Female | Work | -73.81715 | 40.882649 | "07:51:00" | 28,260 | 0.226133 | Sunny | 0.267773 | null |
39 | Male | Shopping | -73.839053 | 40.559986 | "18:27:00" | 66,420 | 0.330758 | Sunny | 0.194848 | null |
48 | Female | Leisure | -74.227955 | 40.889016 | "17:50:00" | 64,200 | 0.137486 | Sunny | 0.474503 | null |
29 | Male | Work | -74.167204 | 40.730288 | "17:53:00" | 64,380 | 0.62129 | Rainy | 0.046742 | null |
41 | Female | Shopping | -74.187245 | 40.824844 | "18:01:00" | 64,860 | 0.522139 | Rainy | 0.104572 | null |
41 | Male | Shopping | -74.28077 | 40.685547 | "08:28:00" | 30,480 | 0.250495 | Sunny | 0.208901 | null |
59 | Female | Work | -74.130051 | 40.607362 | "08:23:00" | 30,180 | 0.772498 | Rainy | 0.0365 | null |
50 | Female | Leisure | -73.80846 | 40.769366 | "17:23:00" | 62,580 | 0.548909 | Sunny | 0.390218 | null |
27 | Female | Leisure | -74.258007 | 40.695885 | "07:35:00" | 27,300 | 0.82362 | Sunny | 0.358276 | null |
48 | Male | Leisure | -74.25755 | 40.896049 | "07:58:00" | 28,680 | 0.000813 | Rainy | 0.151837 | null |
53 | Male | Leisure | -74.249376 | 40.748306 | "07:42:00" | 27,720 | 0.868053 | Cloudy | 0.073389 | null |
22 | Male | Shopping | -73.716429 | 40.778345 | "11:22:00" | 40,920 | 0.449091 | Sunny | 0.188182 | null |
31 | Female | Work | -73.972076 | 40.50006 | "19:46:00" | 71,160 | 0.617194 | Cloudy | 0.195561 | null |
45 | Male | Shopping | -73.806144 | 40.570211 | "13:04:00" | 47,040 | 0.054184 | Sunny | 0.244163 | null |
58 | Female | Work | -74.182767 | 40.65815 | "17:56:00" | 64,560 | 0.299756 | Sunny | 0.232049 | null |
47 | Female | Leisure | -73.77238 | 40.640559 | "21:36:00" | 77,760 | 0.733506 | Cloudy | 0.156299 | null |
35 | Male | Leisure | -74.142783 | 40.87905 | "14:26:00" | 51,960 | 0.170449 | Sunny | 0.43091 | null |
21 | Male | Shopping | -73.711774 | 40.704204 | "17:40:00" | 63,600 | 0.591241 | Sunny | 0.160752 | null |
42 | Female | Leisure | -73.913203 | 40.627094 | "06:18:00" | 22,680 | 0.520543 | Cloudy | 0.203891 | null |
48 | Female | Shopping | -74.187702 | 40.852642 | "17:28:00" | 62,880 | 0.817746 | Rainy | 0.038451 | null |
39 | Male | Work | -74.190152 | 40.925674 | "08:35:00" | 30,900 | 0.52332 | Rainy | 0.056336 | null |
57 | Male | Leisure | -73.721829 | 40.878967 | "21:53:00" | 78,780 | 0.204096 | Rainy | 0.102181 | null |
63 | Male | Work | -73.998538 | 40.564479 | "07:39:00" | 27,540 | 0.183151 | Cloudy | 0.20037 | null |
55 | Male | Work | -74.035398 | 40.659546 | "07:54:00" | 28,440 | 0.594301 | Rainy | 0.02614 | null |
28 | Female | Work | -74.106397 | 40.539118 | "09:41:00" | 34,860 | 0.52153 | Cloudy | 0.217694 | null |
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