Šutka Swimming Pool Attendance Prediction

This repository contain all code for my personal project that is predicting attendance of Šutka swimming pool.

Live web with predictions is running on www.lukoucky.com

Project is still work in progress. So far following is done:

Gathering of attendance data, swimming lines usage data and weather data and storing them in database
Visualization of data on web page
Data processing for machine learning algorithms
Several algorithms trained for prediction. Best performance so far have Extra Trees Regressor

Still on TODO list:

Name		Name	Last commit message	Last commit date
Latest commit History 266 Commits
backend		backend
data		data
docs		docs
models		models
report		report
.gitattributes		.gitattributes
.gitignore		.gitignore
FinalModelsEvaluation.ipynb		FinalModelsEvaluation.ipynb
GridSearch.ipynb		GridSearch.ipynb
LICENSE		LICENSE
PlayWithNewDataset.ipynb		PlayWithNewDataset.ipynb
PredictionGeneration.ipynb		PredictionGeneration.ipynb
ProjectReport.ipynb		ProjectReport.ipynb
README.md		README.md
__init__.py		__init__.py
cnn.ipynb		cnn.ipynb
configuration.py		configuration.py
data_helper.py		data_helper.py
days_statistics.py		days_statistics.py
generate_prediction.py		generate_prediction.py
grid_search.py		grid_search.py
predictor.py		predictor.py
preprocess_data.py		preprocess_data.py
utils.py		utils.py

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