# Forecasting the Future of Urban Mobility: AI Model — Data

来源：https://www.kaggle.com/competitions/forecasting-the-future-of-urban-mobility-ai-model/data

采集时间：2026-10-20T13:14:43Z

## Data Description

In this competition, participants are provided with a dataset of bus travel demand in Russia for 2021–2022. Using this data, you need to build a model to forecast the number of bus trips for the upcoming month.

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## Files

* **train.csv** — training dataset containing historical bus demand. Use this file to train your forecasting models.
* **test.csv** — test dataset containing the dates for which predictions are required.
* **sample_submission.csv** — a sample submission file showing the correct format for predictions:

```
date,target
2021-03-25,0.0
2021-03-26,23.0
2021-03-27,567.0
...
```

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## Columns

**train.csv**

* `date` — the date of the record (YYYY-MM-DD format)
* `target` — the observed number of bus trips on that date

**test.csv**

* `date` — the date for which the forecast is required

**sample_submission.csv**

* `date` — the date corresponding to the prediction
* `target` — the predicted number of bus trips for that date