Australian Horse Racing Data for Machine Learning (Large)
About
Most recent Australian horse racing (*thoroughbred*) data points (approx 1,000,000 data points) are in one CSV file.
- Each data point has race details such as Meeting Name, Meeting Date, location, and Weather Condition. *All column names are listed below*
- Each data point represents a horse (runner) stats before the race and the finishing position for the coming race such as Overall Starts, Overall Wins, Overall Placings
- Each data point has the stats of the jockey and the trainer such as Last 12 Months Trainer Starts, Last 12 Months Trainer Wins, Last 30 Days Rider Wins
The data is cleaned, featured and interpreted into numbers, which helps speed up data engineering and feature engineering processes and saves your time and cost on data sourcing, data cleaning, and data transformation.
For developing your machine learning algorithms, you could simply split the CSV file with 80 (Training)/20 (Testing) or whatever ratio you would like. Column 'finishingPosition' represents the result that the horse has raced:
- '1' means the horse finished at 1st place
- '2' means the horse finished at 2nd place
- '3' means the horse finished at 3rd place
- '4' means the horse finished at 4th place
- '0' means the horse finished at out of the first 4 or 3 places
- '-2' means the horse was scratched
The data points from the previous month are appended to the dataset at the start of the subsequent month.
The columns with examples:
- finishingPosition: 1
- meetingName: CAULFIELD
- meetingDate: 17/9/2022 12:00:00 am
- raceNumber: 5
- runnerNumber: 5
- runnerName: BOOGIE DANCER
- riderName: L.NOLEN
- location:
- weatherCondition: SHWRY
- trackCondition: HVY9
- raceName: THOUSAND GUINEAS PRELUDE
- raceStartTime: 17/9/2022 2:55:00 pm
- raceDistance: 1400
- trackDirection:
- raceClassConditions: 3F-GP2
- FixedWinOpen_Reference: 6.5
- FixedWinClose_Reference: 5.5
- overall_runner_starts: 5
- track_runner_starts: 1
- firm_runner_starts: 0
- good_runner_starts: 0
- dead_runner_starts: 1
- slow_runner_starts: 2
- soft_runner_starts: 3
- heavy_runner_starts: 2
- distance_runner_starts: 2
- classSame_runner_starts: 0
- classStronger_runner_starts: 0
- firstUp_runner_starts: 1
- secondUp_runner_starts: 1
- trackDistance_runner_starts: 1
- overall_runner_wins: 3
- track_runner_wins: 1
- firm_runner_wins: 0
- good_runner_wins: 0
- dead_runner_wins: 1
- slow_runner_wins: 1
- soft_runner_wins: 2
- heavy_runner_wins: 1
- distance_runner_wins: 2
- classSame_runner_wins: 0
- classStronger_runner_wins: 0
- firstUp_runner_wins: 0
- secondUp_runner_wins: 1
- trackDistance_runner_wins: 1
- overall_runner_placings: 0
- track_runner_placings: 0
- firm_runner_placings: 0
- good_runner_placings: 0
- dead_runner_placings: 0
- slow_runner_placings: 0
- soft_runner_placings: 0
- heavy_runner_placings: 0
- distance_runner_placings: 0
- classSame_runner_placings: 0
- classStronger_runner_placings: 0
- firstUp_runner_placings: 0
- secondUp_runner_placings: 0
- trackDistance_runner_placings: 0
- track_trainer_starts: 74
- region_trainer_starts: 248
- last30Days_trainer_starts: 48
- last12Months_trainer_starts: 481
- jockey_trainer_starts: 139
- track_trainer_wins: 9
- region_trainer_wins: 35
- last30Days_trainer_wins: 11
- last12Months_trainer_wins: 96
- jockey_trainer_wins: 29
- track_trainer_placings: 20
- region_trainer_placings: 63
- last30Days_trainer_placings: 8
- last12Months_trainer_placings: 128
- jockey_trainer_placings: 38
- track_rider_starts: 28
- region_rider_starts: 150
- last30Days_rider_starts: 51
- last12Months_rider_starts: 382
- runner_rider_starts: 1
- track_rider_wins: 1
- region_rider_wins: 18
- last30Days_rider_wins: 8
- last12Months_rider_wins: 61
- runner_rider_wins: 0
- track_rider_placings: 5
- region_rider_placings: 28
- last30Days_rider_placings: 10
- last12Months_rider_placings: 88
- runner_rider_placings: 0
- runner_scratched: 0
- race_abandoned: 0
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