Hi there,
I hope this message finds you well. I am reaching out to discuss your Python script clean-up project for horse racing data. I have reviewed the project details and I believe I can assist you in achieving your goals.
To clean up the existing script, I will focus on the following areas:
1) Data Cleaning and Preprocessing: I will ensure that the data is cleaned and processed appropriately. This includes cleaning up the text data and converting it to an index format for better learning.
2) Hyperparameter Options: I will add hyperparameter options to the current script, allowing you to customize and optimize the model according to your requirements. This will eliminate the need for manual adjustments.
3) Stats Output: Once the testing has taken place, I will create a comprehensive stats output that provides valuable insights and analysis.
4) Mapping Issues: I will address any mapping issues that arise from the testing model to the prediction model. This includes handling discrepancies in horse names, trainer names, and jockey names.
5) Data Analysis and Visualization: I will incorporate data analysis and visualization techniques to provide you with a clear understanding of the results. Additionally, I will automate the data entry process to streamline the workflow.
Approximately 90% of the code is already written, and I will make the necessary additions to allow the model to access all historical data, clean it, and map it to a different source for future...