# F1nalyze - Formula 1 Datathon 🚀 — Data

来源：https://www.kaggle.com/competitions/f1nalyze-datathon-ieeecsmuj/data

本地 Meta Kaggle 快照；不是本次实时页面。

# Dataset Description

The dataset provides a comprehensive repository of ***Formula 1 (F1) World Championship*** 🏆data essential for hosting a machine learning competition. It includes detailed information on **race results, driver statistics, constructor details, and race statuses spanning multiple decades of F1 history**. 
This dataset is invaluable for researchers and participants to analyze performance trends, predict race outcomes, model driver and constructor standings, and explore the technical nuances of F1 racing. By leveraging this extensive dataset, participants can develop machine learning models that uncover evolving strategies, adapt to changing technologies, and predict the impact of regulatory changes on race dynamics. 
![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F21391157%2F808f9a940c37f662c12748036274251a%2Ff1%20car.avif?generation=1719213862721595&alt=media)
This resource enables a deep dive into the complexities and developments within the world of Formula 1, offering a robust foundation for competitive analysis and innovation in machine learning applications within motorsport.


## Columns

- `resultId`: Unique identifier for the result.
- `racerId`: Identifier for the race.
- `driverId`: Identifier for the driver.
- `constructorId`: Identifier for the constructor (team).
- `number`: Car number of the driver.
- `grid`: Starting position on the grid.
- `position_x`: Position from where the driver started in the grid
- `positionText_x`: Starting  Position in text format (e.g., 1st, 2nd).
- `positionOrder`: Order of starting position.
- `points`: Points scored in the race.
- `laps`: Total number of laps in the race.
- `time_x`: Time taken in the fastest lap 
- `timetaken_in_millisec`: Time taken in milliseconds.
- `fastestLap`: Lap number of the fastest lap.
- `rank`: Rank in the race.
- `fastestLapTime`: Time of the fastest lap.
- `max_speed`: Maximum speed achieved during the race.
- `statusId`: Identifier for the race status.
- `year`: Year of the race.
- `round`: Round number of the race.
- `circuitId`: Identifier for the circuit.
- `grand_prix`: Name of the Grand Prix.
- `date`: Date of the race.
- `time_y`: Time of the race .
- `url_x`: URL associated with the race.
- `fp1_date`: Date of the first practice session.
- `fp1_time`: Time of the first practice session.
- `fp2_date`: Date of the second practice session.
- `fp2_time`: Time of the second practice session.
- `fp3_date`: Date of the third practice session.
- `fp3_time`: Time of the third practice session.
- `quali_date`: Date of the qualifying session.
- `quali_time`: Time of the qualifying session.
- `sprint_date`: Date of the sprint race session.
- `sprint_time`: Time of the sprint race session.
- `driverRef`: Reference to the driver.
- `driver_num`: Unique identifier for the driver.
- `driver_code`: Code assigned to the driver.
- `forename`: First name of the driver.
- `surname`: Last name of the driver.
- `dob`: Date of birth of the driver.
- `nationality`: Nationality of the driver.
- `url_y`: URL associated with the driver.
- `driverStandingsId`: Identifier for driver standings.
- `raceId_y`: Identifier for the race associated with the driver.
- `points_y`: Points scored by the driver.
- `position`: Final position for a particular lap. **(Target Variable)**
- `positionText_y`: Position text description.
- `wins`: Number of wins by the driver.
- `constructorRef`: Reference to the constructor (team).
- `company`: Company associated with the constructor.
- `nationality_y`: Nationality of the constructor.
- `url`: URL associated with the constructor.
- `status`: Status related to the driver or constructor.
- `result_driver_standing`: The unique id for the row.

## Files

*   **train.csv** - the training set
*   **test.csv** - the test set
*   **sample_submission.csv** - a sample submission file in the correct format