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NYC-Dataset

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Organize some grid-based traffic flow datasets, mainly New York City bicycle and taxi data

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# NYC Dataset

The traffic dataset of New York City is a commonly used dataset in traffic prediction problems, mainly including taxi traffic data and bicycle traffic data.

- NYC Taxi: https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page
- NYC Bike: https://www.citibikenyc.com/system-data

Many papers in the field of traffic prediction (especially in the field of traffic flow prediction) use part of these two large-scale datasets.

## Data List

Here I collected 8 relevant datasets of 4 papers, all of which are grid-based datasets. If you use these datasets, please cite the original paper.

### [AAAI2017] [Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction](https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14501)

- TaxiBJ (Range 20130601-20131030 / 20140301-20140630 / 20150301-20150630 / 20151101-20160410,  Map size 32x32)
- NYCBike (Range 20140401-20140930,  Map size 16x8)

### [ACM MM 2018] [Attentive Crowd Flow Machines](https://dl.acm.org/doi/abs/10.1145/3240508.3240681)

- NYCTaxi (Range 20140101-20141231,  Map size 15x5)

### [AAAI2019] [Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction](https://ojs.aaai.org/index.php/AAAI/article/view/4511)

- NYCTaxi (Range 20150101-20150301,  Map size 10x20)
- NYCBike (Range 20160701-20160829,  Map size 10x20)

### [KDD2019] [Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning](https://dl.acm.org/doi/abs/10.1145/3292500.3330884)

- T-Drive (Range 20150201-20160602,  Map size 32x32)

### [KDD2020] [Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction](https://dl.acm.org/doi/abs/10.1145/3394486.3403046)

- NYCTaxi (Range 20160101-20160229,  Map size 16x12)
- NYCBike (Range 20160801-20160929,  Map size 14x8)

## Data Link

Please visit [this link](https://pan.baidu.com/s/1WEI0TOgTnQJsnCrCXn6ROw) to download the dataset you need, the verification code is 1231.

NYC-Dataset

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