license:mit size_categories:n<1K format:csv modality:tabular modality:text library:datasets library:pandas library:mlcroissant library:polars region:us infinite-dataset-hub synthetic
---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---

# BroadwaySeventhRoute

tags: q-learning, deep-reinforcement, NewYorkSubway

_Note: This is an AI-generated dataset so its content may be inaccurate or false_

**Dataset Description:**

The 'BroadwaySeventhRoute' dataset is designed to facilitate research in applying deep reinforcement learning techniques, specifically Q-learning, to optimize travel routes within the New York City Subway system. It captures essential information regarding the Broadway–Seventh Avenue Line (IRT), aiming to provide a structured dataset that could be used for developing intelligent transportation systems. The dataset comprises information about each station on the IRT Seventh Avenue Line, including station codes, names, and geographical coordinates (latitude and longitude). Additionally, a 'labels' column is included to indicate the efficiency or preference level of each route segment between consecutive stations, which can be utilized for reinforcement learning tasks.

**CSV Content Preview:**

```
Station Code,Station Name,Latitude,Longitude,Label
B44,West 44th Street,40.7654,73.9838,Efficient
C12,West 23rd Street,40.7650,73.9875,Moderate
B34,West 34th Street,40.7662,73.9852,Inefficient
C23,West 23rd Street,40.7650,73.9875,Efficient
D45,West 42nd Street,40.7675,73.9843,Moderate
```

**Source of the data:**

The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query '':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=&dataset=BroadwaySeventhRoute&tags=q-learning,+deep-reinforcement,+NewYorkSubway
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
