Python Script clean up for Horse racing algo

Python Script clean up. Horse Racing data I am looking for a Python Script expert who can clean up an existing script. Existing code method: 1) Drop history data into a DB 2) Split data into Test & Train 3) Uses some fields in the data to create learning and looks to create knowledge by horse 4) Uses upcoming race card to predict where each horse will finish & rank outcomes. 5) Gives output based on the race card entered What we need to clean up the code: 1) data cleaning and pre processing. Ie clean data text, convert text to index before learning. 1) Add Hyper parameter options to current script. Currently manual 3) Create a stats output for once the testing has taken place 4) Deal with mapping issues from testing model to prediction model. Such has horse name/ trainer/jockey name 5) data analysis and visualization, as well as automated data entry. 90% of the code is already written. the are additions are to allow model to see all history, clean & map to a different source for the future races. Currently we have the script that runs a model in these steps: 1) Uses historical data to train & test ANN model. I would like a basic front end platform to show me the information. 2) 4 Scripts are run to 1) clean data, 2) split train/test data, 3) train model & back test & 4) Predict upcoming races. **these are not connecting well to the data, needs looking at Purpose of the Python script: - The script should be able to create a database to store relevant information for the horse racing project. -Trainer/Horse name might be different from input to output files, so a mapping table is needed -On front end dashboard, an option to change how we train the model. Hyper parameter options -Want to add an index option before training. ie index all text to numbers Database update frequency: - The script should update the database when the model is run. ideally daily/weekly Ideal skills and experience: - Strong proficiency in Python programming language. - Experience in database creation and management. - Expertise in web scraping techniques. - Familiarity with horse racing or sports-related data collection would be a plus. Only apply if you have knowledge on all these aspects and how horse racing works. If you have the necessary skills and experience to read and understand a Python script to clean up and get working from start to finish, please submit your proposal.