metadata

license: mit
tags:
  - infinite-dataset-hub
  - synthetic

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 ':