Datasets:

infinite-dataset-hub
/

IRTWestSideLineData

idx int64 0 99	Station Code stringlengths 4 5	Station Name stringlengths 11 39	Latitude float64 40.7 40.8	Longitude float64 -74.01 -73.98	Label stringclasses 5 values
0	WSL1	West 59th Street-Columbus Circle	40.768416	-73.987387	Central Hub
1	WSL2	West 43rd Street	40.762532	-73.990034	Transfer Point
2	WSL3	West 33rd Street	40.764195	-74.002122	Downtown Connection
3	WSL4	West 14th Street	40.753539	-74.003212	Central Downtown
4	WSL5	West 8th Street	40.754744	-74.001396	Outer Boroughs Access
5	WSL6	West 72nd Street	40.768775	-73.982356	Central Hub
6	WSL2	West 43rd Street	40.762532	-73.990034	Transfer Point
7	WSL6	Times Square-42nd Street	40.766672	-73.990556	Downtown Connection
8	WSL6	Times Square-42nd Street	40.766672	-73.987523	Central Downtown
9	WSL6	West 10th Street	40.757083	-74.004836	Outer Boroughs Access
10	WSL21	West 50th Street	40.75832	-73.988102	Central Hub
11	WSL2	West 43rd Street	40.762532	-73.990034	Transfer Point
12	WSL6	West 15th Street	40.752667	-74.00375	Downtown Connection
13	WSL6	West 23rd Street	40.762772	-73.983332	Central Downtown
14	WSL6	West 10th Street	40.757083	-74.004836	Outer Boroughs Access
15	WSL7	West 57th Street	40.765454	-73.978946	Central Hub
16	WSL7	West 68th Street	40.776195	-73.984526	Transfer Point
17	WSL7	34th Street-Hudson Yards	40.760854	-73.996759	Downtown Connection
18	WSL7	34th Street-Hudson Yards	40.760754	-73.996759	Central Downtown
19	WSL7	West 2nd Street	40.754619	-74.001459	Outer Boroughs Access
20	WSL22	West 40th Street	40.759678	-73.993489	Central Hub
21	WSL7	West 77th Street	40.767894	-73.990735	Transfer Point
22	WSL7	West 10th Street	40.754397	-74.001395	Downtown Connection
23	WSL7	West 22nd Street	40.761185	-73.983675	Central Downtown
24	WSL7	West 2nd Street	40.754619	-74.001459	Outer Boroughs Access
25	WSL8	West 54th Street	40.763761	-73.979145	Central Hub
26	WSL8	West 50th Street	40.764982	-73.993874	Transfer Point
27	WSL8	28th Street-Port Authority Bus Terminal	40.750566	-73.997655	Downtown Connection
28	WSL8	28th Street-Port Authority Bus Terminal	40.750569	-73.997655	Central Downtown
29	WSL8	West 5th Street	40.752644	-74.002593	Outer Boroughs Access
30	WSL23	West 30th Street	40.762398	-74.00023	Central Hub
31	WSL8	West 68th Street	40.765992	-73.989202	Transfer Point
32	WSL8	West 6th Street	40.753387	-74.00195	Downtown Connection
33	WSL8	West 21st Street	40.761376	-73.983994	Central Downtown
34	WSL8	West 5th Street	40.752644	-74.002593	Outer Boroughs Access
35	WSL9	West 50th Street	40.761444	-73.979431	Central Hub
36	WSL9	West 42nd Street	40.755924	-73.990348	Transfer Point
37	WSL9	33rd Street	40.766667	-73.982222	Downtown Connection
38	WSL9	33rd Street	40.766667	-73.982222	Central Downtown
39	WSL9	West 3rd Street	40.755562	-74.002044	Outer Boroughs Access
40	WSL24	West 20th Street	40.765143	-74.003589	Central Hub
41	WSL9	West 54th Street	40.759193	-73.989583	Transfer Point
42	WSL9	West 2nd Street	40.754939	-74.00162	Downtown Connection
43	WSL9	West 20th Street	40.761446	-73.984317	Central Downtown
44	WSL9	West 3rd Street	40.755562	-74.002044	Outer Boroughs Access
45	WSL10	West 42nd Street	40.762532	-73.990034	Central Hub
46	WSL10	West 37th Street	40.759584	-73.992212	Transfer Point
47	WSL10	23rd Street	40.764459	-73.982836	Downtown Connection
48	WSL10	23rd Street-Seventh Avenue	40.759913	-74.005996	Central Downtown
49	WSL10	West 6th Street	40.755648	-74.002228	Outer Boroughs Access
50	WSL25	West 10th Street	40.767901	-74.005991	Central Hub
51	WSL10	West 36th Street	40.764513	-74.001011	Transfer Point
52	WSL10	West 5th Street	40.754598	-74.002445	Downtown Connection
53	WSL10	West 19th Street	40.761485	-73.984583	Central Downtown
54	WSL10	West 6th Street	40.755648	-74.002228	Outer Boroughs Access
55	WSL11	West 38th Street	40.761556	-74.001222	Central Hub
56	WSL11	West 34th Street	40.755987	-74.002122	Transfer Point
57	WSL11	14th Street-Union Square	40.729967	-73.993915	Downtown Connection
58	WSL11	14th Street	40.726722	-73.991523	Central Downtown
59	WSL11	West 7th Street	40.755744	-74.00241	Outer Boroughs Access
60	WSL26	West 9th Street	40.769672	-74.007852	Central Hub
61	WSL11	West 25th Street	40.756722	-74.001523	Transfer Point
62	WSL11	West 11th Street	40.753194	-74.00221	Downtown Connection
63	WSL11	West 18th Street	40.761519	-73.984839	Central Downtown
64	WSL11	West 7th Street	40.755744	-74.00241	Outer Boroughs Access
65	WSL12	West 34th Street	40.758539	-74.001396	Central Hub
66	WSL12	West 23rd Street	40.757144	-73.993942	Transfer Point
67	WSL12	Broadway-59th Street	40.752928	-73.982823	Downtown Connection
68	WSL12	Washington Square-Sixth Avenue	40.729081	-73.982822	Central Downtown
69	WSL12	West 9th Street	40.755824	-74.002601	Outer Boroughs Access
70	WSL27	West 8th Street	40.77144	-74.009711	Central Hub
71	WSL12	West 18th Street	40.760021	-74.001908	Transfer Point
72	WSL12	West 3rd Street	40.75555	-74.00261	Downtown Connection
73	WSL12	West 17th Street	40.761444	-73.985069	Central Downtown
74	WSL12	West 9th Street	40.755784	-74.003287	Outer Boroughs Access
75	WSL13	West 28th Street	40.754744	-74.001396	Central Hub
76	WSL13	West 15th Street	40.763541	-74.003354	Transfer Point
77	WSL13	11th Street-Snare Street	40.743281	-73.991795	Downtown Connection
78	WSL13	Broadway-Ninth Avenue	40.741283	-73.991792	Central Downtown
79	WSL13	West 11th Street	40.755906	-74.002792	Outer Boroughs Access
80	WSL28	West 7th Street	40.773201	-74.011569	Central Hub
81	WSL13	West 9th Street	40.758493	-74.000322	Transfer Point
82	WSL13	West 4th Street	40.75577	-74.00243	Downtown Connection
83	WSL13	West 16th Street	40.761339	-73.985285	Central Downtown
84	WSL13	West 11th Street	40.755906	-74.004225	Outer Boroughs Access
85	WSL14	West 17th Street	40.750754	-74.002786	Central Hub
86	WSL14	West 10th Street	40.757587	-74.002566	Transfer Point
87	WSL14	Union Square-14th Street	40.735225	-73.992313	Downtown Connection
88	WSL14	Union Square-14th Street	40.735225	-73.992983	Central Downtown
89	WSL14	West 12th Street	40.755989	-74.002983	Outer Boroughs Access
90	WSL29	West 6th Street	40.774962	-74.013428	Central Hub
91	WSL14	West 4th Street	40.756882	-73.999992	Transfer Point
92	WSL14	West 7th Street	40.75407	-74.00171	Downtown Connection
93	WSL14	West 15th Street	40.761164	-73.985537	Central Downtown
94	WSL14	West 12th Street	40.755961	-74.00511	Outer Boroughs Access
95	WSL15	West 12th Street	40.745754	-74.001222	Central Hub
96	WSL15	West 5th Street	40.757442	-74.004622	Transfer Point
97	WSL15	West Fourth Street-Washington Square	40.732234	-74.001287	Downtown Connection
98	WSL15	Herald Square	40.735541	-73.989793	Central Downtown
99	WSL15	West 13th Street	40.756069	-74.003174	Outer Boroughs Access

IRTWestSideLineData

tags: reinforcement-learning, subway-network, optimal-routes

Note: This is an AI-generated dataset so its content may be inaccurate or false

Dataset Description:

The 'IRTWestSideLineData' dataset is a curated collection of geospatial data points for the IRT West Side Line, a subway line in New York City. This dataset is tailored for research in optimizing subway routes using reinforcement learning techniques, particularly focusing on Q-learning algorithms. Each row in the dataset represents a station on the IRT West Side Line with unique identifiers, names, and geolocations. Additionally, a 'Label' column has been added to facilitate the use of supervised learning methods alongside reinforcement learning, providing information about the characteristics or performance of each station.

CSV Content Preview:

Station Code,Station Name,Latitude,Longitude,Label
WSL1,West 59th Street-Columbus Circle,40.768416,-73.987387,Central Hub
WSL2,West 43rd Street,40.762532,-73.990034,Transfer Point
WSL3,West 33rd Street,40.764195,-74.002122,Downtown Connection
WSL4,West 14th Street,40.753539,-74.003212,Central Downtown
WSL5,West 8th Street,40.754744,-74.001396,Outer Boroughs Access

This preview showcases a few stations from the IRT West Side Line. In practice, the full dataset would contain a comprehensive list of stations, including those that may not serve as central hubs but are significant in the overall network. The labels could be descriptors such as 'Central Hub', 'Transfer Point', 'Downtown Connection', 'Central Downtown', and 'Outer Boroughs Access', denoting the role or importance of each station within the subway network.

Source of the data:

The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'Deep Reinforcement Best Route Q-Learning IRT Broadway–Seventh Avenue Line (also known as the IRT Seventh Avenue Line or the IRT West Side Line) is a New York City Subway line with Columns: Station Code | Station Name | Latitude | Longitude ':

Downloads last month: 34

Size of downloaded dataset files:

6.54 kB

Size of the auto-converted Parquet files:

6.26 kB

Number of rows:

100