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JoeySmith1103
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ridesharing_willingness_data

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train · 1k rows

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 ⌀
45	Female	Shopping	-74.242835	40.764924	"18:08:00"	65,280	0.242356	Cloudy	0.256529	null
53	Male	Shopping	-73.767124	40.90147	"07:33:00"	27,180	0.0946	Cloudy	0.22808	null
43	Female	Work	-73.891717	40.690794	"10:21:00"	37,260	0.926184	Rainy	0.021763	null
49	Male	Leisure	-74.11623	40.585562	"01:45:00"	6,300	0.517675	Rainy	0.047465	null
58	Male	Work	-73.883302	40.765561	"08:26:00"	30,360	0.596538	Sunny	0.122692	null
51	Female	Work	-73.887665	40.715503	"08:59:00"	32,340	0.689585	Sunny	0.161083	null
61	Female	Work	-73.755615	40.65143	"17:24:00"	62,640	0.983807	Sunny	0.092239	null
51	Male	Work	-73.974781	40.600561	"08:08:00"	29,280	0.307812	Cloudy	0.187438	null
49	Female	Leisure	-73.730695	40.523602	"07:41:00"	27,660	0.182948	Cloudy	0.26441	null
60	Male	Leisure	-73.759414	40.668098	"17:00:00"	61,200	0.477613	Sunny	0.344477	null
56	Female	Leisure	-73.838494	40.84074	"23:07:00"	83,220	0.450618	Cloudy	0.203876	null
63	Male	Work	-73.785034	40.550857	"17:35:00"	63,300	0.640929	Rainy	0.008814	null
35	Male	Work	-73.873078	40.652162	"14:12:00"	51,120	0.299717	Rainy	0.105057	null
55	Male	Leisure	-74.229484	40.651167	"06:30:00"	23,400	0.738935	Rainy	0	null
32	Male	Leisure	-73.707819	40.57918	"08:38:00"	31,080	0.227982	Sunny	0.422404	null
53	Male	Work	-74.264134	40.893949	"04:30:00"	16,200	0.277621	Cloudy	0.191476	null
21	Female	Shopping	-73.774427	40.563345	"07:41:00"	27,660	0.419434	Sunny	0.245113	null
40	Female	Shopping	-74.223891	40.565992	"18:51:00"	67,860	0.741157	Sunny	0.161769	null
36	Female	Shopping	-73.754632	40.620415	"14:38:00"	52,680	0.16274	Sunny	0.281452	null
58	Male	Work	-73.805953	40.751462	"18:17:00"	65,820	0.940032	Cloudy	0.053994	null
60	Male	Leisure	-73.828324	40.521319	"08:55:00"	32,100	0.47633	Cloudy	0.144734	null
32	Male	Leisure	-74.191064	40.547526	"07:20:00"	26,400	0.775013	Rainy	0.012997	null
43	Male	Shopping	-74.104802	40.807268	"14:09:00"	50,940	0.101815	Sunny	0.236637	null
35	Male	Shopping	-74.022625	40.951752	"07:46:00"	27,960	0.021924	Cloudy	0.260615	null
25	Male	Shopping	-74.181826	40.894349	"17:05:00"	61,500	0.771841	Sunny	0.120632	null
48	Male	Work	-74.050146	40.77664	"08:13:00"	29,580	0.197469	Cloudy	0.212506	null
65	Male	Leisure	-74.125428	40.715842	"21:16:00"	76,560	0.406622	Cloudy	0.153676	null
62	Female	Leisure	-74.1903	40.788947	"17:53:00"	64,380	0.447945	Sunny	0.398411	null
34	Female	Work	-73.771062	40.829849	"00:02:00"	120	0.404537	Cloudy	0.235093	null
52	Male	Leisure	-73.946371	40.915034	"07:51:00"	28,260	0.027824	Rainy	0.142435	null
32	Female	Work	-74.271118	40.574604	"07:40:00"	27,600	0.152779	Sunny	0.287444	null
39	Female	Shopping	-73.98145	40.905305	"17:26:00"	62,760	0.623234	Cloudy	0.186353	null
30	Male	Work	-73.735559	40.589502	"08:34:00"	30,840	0.877688	Rainy	0	null
49	Female	Shopping	-73.86885	40.611585	"07:33:00"	27,180	0.539322	Rainy	0.093136	null
58	Male	Shopping	-74.259957	40.639916	"07:55:00"	28,500	0.260725	Cloudy	0.189855	null
57	Male	Shopping	-73.706027	40.772218	"18:41:00"	67,260	0.760832	Rainy	0	null
64	Male	Shopping	-74.042765	40.868854	"18:06:00"	65,160	0.656285	Sunny	0.104743	null
35	Female	Work	-73.988505	40.568326	"06:44:00"	24,240	0.31176	Cloudy	0.252648	null
65	Female	Work	-74.050719	40.837639	"18:02:00"	64,920	0.546041	Sunny	0.175792	null
50	Male	Shopping	-74.298321	40.864074	"07:31:00"	27,060	0.632028	Rainy	0.023594	null
41	Female	Shopping	-74.273119	40.886839	"18:05:00"	65,100	0.411784	Sunny	0.226643	null
39	Male	Leisure	-74.068562	40.676393	"08:57:00"	32,220	0.487456	Cloudy	0.163509	null
22	Male	Leisure	-74.155904	40.835431	"13:19:00"	47,940	0.731117	Cloudy	0.131777	null
63	Female	Work	-73.786157	40.668391	"17:21:00"	62,460	0.577653	Rainy	0.071469	null
49	Male	Leisure	-74.102683	40.699091	"18:45:00"	67,500	0.036546	Rainy	0.143691	null
63	Male	Work	-73.976602	40.791266	"08:54:00"	32,040	0.768069	Sunny	0.083386	null
49	Male	Leisure	-74.069405	40.684826	"07:48:00"	28,080	0.561129	Sunny	0.338774	null
46	Male	Shopping	-73.769451	40.602223	"18:08:00"	65,280	0.635786	Cloudy	0.126843	null
52	Male	Shopping	-73.88278	40.911431	"04:30:00"	16,200	0.153646	Sunny	0.217271	null
63	Female	Leisure	-74.17986	40.929592	"17:13:00"	61,980	0.312463	Sunny	0.424507	null
45	Female	Shopping	-73.774661	40.966121	"08:36:00"	30,960	0.531767	Sunny	0.198647	null
65	Male	Shopping	-73.878135	40.722994	"13:56:00"	50,160	0.802702	Cloudy	0.07446	null
21	Male	Shopping	-74.113466	40.724887	"07:12:00"	25,920	0.41286	Cloudy	0.196428	null
38	Female	Shopping	-74.218892	40.544397	"07:03:00"	25,380	0.118865	Rainy	0.188227	null
64	Female	Shopping	-73.703137	40.717358	"23:39:00"	85,140	0.218157	Rainy	0.142369	null
32	Female	Leisure	-74.230539	40.741767	"07:43:00"	27,780	0.084541	Sunny	0.501092	0.053326
33	Female	Work	-74.178182	40.774679	"19:19:00"	69,540	0.89176	Rainy	0.038648	null
59	Female	Leisure	-74.071205	40.828586	"17:55:00"	64,500	0.997743	Sunny	0.291451	null
55	Female	Leisure	-74.06421	40.764201	"08:05:00"	29,100	0.601594	Rainy	0.074681	null
42	Male	Leisure	-74.295174	40.811791	"08:32:00"	30,720	0.232766	Rainy	0.111447	null
19	Female	Shopping	-73.942627	40.624242	"08:06:00"	29,160	0.742258	Cloudy	0.182548	null
42	Male	Leisure	-74.134681	40.623957	"17:17:00"	62,220	0.588114	Sunny	0.340377	null
21	Female	Shopping	-74.168267	40.804413	"01:55:00"	6,900	0.336023	Cloudy	0.261795	null
28	Female	Shopping	-74.048677	40.900556	"18:53:00"	67,980	0.647913	Rainy	0.092417	null
45	Female	Shopping	-74.179641	40.541485	"02:35:00"	9,300	0.850563	Rainy	0.034887	null
30	Female	Work	-74.034653	40.702813	"12:55:00"	46,500	0.065266	Rainy	0.206947	null
37	Female	Work	-74.263065	40.519359	"21:32:00"	77,520	0.963094	Sunny	0.120381	null
34	Female	Leisure	-73.959238	40.761781	"10:16:00"	36,960	0.349761	Sunny	0.446048	null
62	Female	Leisure	-73.921041	40.965528	"07:27:00"	26,820	0.276871	Rainy	0.132626	null
36	Female	Leisure	-73.91705	40.66324	"08:06:00"	29,160	0.666468	Rainy	0.080706	null
42	Female	Leisure	-74.127917	40.530968	"08:11:00"	29,460	0.652607	Sunny	0.377479	null
45	Male	Leisure	-74.099339	40.995958	"08:01:00"	28,860	0.863648	Rainy	0	null
53	Male	Leisure	-73.841627	40.784211	"14:41:00"	52,860	0.481978	Cloudy	0.150604	null
60	Male	Shopping	-74.211218	40.87081	"13:59:00"	50,340	0.017185	Cloudy	0.236563	null
51	Male	Leisure	-74.046959	40.611092	"21:25:00"	77,100	0.965148	Sunny	0.25597	null
40	Female	Work	-74.298107	40.840274	"02:21:00"	8,460	0.501034	Cloudy	0.209793	null
38	Female	Leisure	-74.000775	40.703434	"08:16:00"	29,760	0.640971	Sunny	0.383806	null
47	Female	Shopping	-74.249067	40.988152	"07:45:00"	27,900	0.977257	Cloudy	0.107549	null
48	Female	Leisure	-74.209102	40.973393	"13:02:00"	46,920	0.771096	Cloudy	0.147781	null
21	Female	Work	-74.03017	40.827131	"05:43:00"	20,580	0.340145	Sunny	0.260971	null
40	Male	Shopping	-74.235392	40.69144	"23:08:00"	83,280	0.83447	Rainy	0	null
20	Female	Leisure	-73.839398	40.722398	"18:05:00"	65,100	0.224349	Sunny	0.48513	null
30	Female	Shopping	-73.933456	40.764211	"09:51:00"	35,460	0.891938	Sunny	0.141612	null
31	Male	Leisure	-74.013074	40.74979	"08:28:00"	30,480	0.30859	Cloudy	0.207282	null
33	Male	Work	-74.083118	40.645273	"08:24:00"	30,240	0.567864	Sunny	0.153427	null
56	Female	Work	-74.151186	40.910079	"17:28:00"	62,880	0.434144	Rainy	0.107171	null
41	Female	Shopping	-74.073242	40.643506	"03:47:00"	13,620	0.02593	Rainy	0.203814	null
37	Female	Leisure	-74.126439	40.799987	"13:41:00"	49,260	0.345884	Rainy	0.143823	null
57	Female	Leisure	-73.758576	40.900691	"07:55:00"	28,500	0.941163	Rainy	0.004767	null
56	Female	Work	-73.831483	40.873379	"01:20:00"	4,800	0.786485	Sunny	0.136703	null
23	Female	Shopping	-73.708307	40.522845	"18:04:00"	65,040	0.884878	Rainy	0.050024	null
40	Female	Leisure	-74.008078	40.593957	"18:20:00"	66,000	0.687352	Cloudy	0.17253	null
20	Female	Leisure	-73.9358	40.602709	"18:56:00"	68,160	0.228141	Sunny	0.484372	null
45	Male	Leisure	-73.995197	40.67846	"09:04:00"	32,640	0.534458	Sunny	0.348108	null
62	Female	Work	-73.83796	40.985211	"07:32:00"	27,120	0.360324	Rainy	0.115935	null
59	Female	Work	-73.721815	40.803398	"03:53:00"	13,980	0.894335	Rainy	0.012133	null
54	Male	Shopping	-74.245725	40.898698	"14:47:00"	53,220	0.525396	Cloudy	0.140921	null
62	Male	Shopping	-74.249955	40.678139	"08:12:00"	29,520	0.860485	Cloudy	0.065903	null
46	Male	Leisure	-74.265632	40.616683	"17:03:00"	61,380	0.23286	Cloudy	0.207428	null
19	Male	Leisure	-74.057028	40.546304	"01:05:00"	3,900	0.288475	Sunny	0.423305	null

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