CS-Project

The group project for the Computer Science course at the University of St. Gallen. Our final product can be found in myappfinal.py

Overview of the Notebooks / Python files & Dataframes:

1. Original Dataset Source: https://data.mendeley.com/datasets/2nfvz8g27c/1

• AppraiSet_complete_dataset.csv: the complete original dataset used for our data cleaning.
• AppraiSet_testing_dataset.csv: the orginial testing dataset, not actively used -> we wanted to clean the data ourselves to better fit our project needs
• AppraiSet_training_dataset.csv: the original training dataset, not actively used -> we wanted to clean the data ourselves to better fit our project needs

2. Data Clearning and the Machine Learning Model

• 1_Notebook.ipynb: majority of the data cleaning including material category
• artist_name.ipynb: final data cleaning including arist_rank and the development of our ML model
• Artiste_name(streamlitteam).py: integration of the machine learning model into streamlit
• cleaned.csv: Our cleaned dataset used in final project
• cleaned_tow.csv: Our cleaned dataset + column title of work

3. First Attemps at Streamlit

• myapp.py : first attempt at making a streamlit app, not used in final project
• test_björn.py: testing streamlit functions, not used in final project
• test_lorenzo.py: testing streamlit functions, not used in final project
• fiona_update.py: improving sliders and filters with streamlit

4. API Inclusion

• StreamlitAPI_combined.py : not used in final project, first attempt at the integration of the two apis (artsy and google)
• 2 api.py : combined google api and artsy api, artsy to search for artist info and google for image search
• artsy_google_api.py : final version of the two apis, used in final project

5. Creating a Final Product

• Streamlit_DataDiscovery_Prediction_combined.py: First attempt at combining prediction and data discovery with ML model, and combined API
• myappfinal.py: Our final streamlit product, including the Prediction, Data Discovery, API usage and Visualization pages plus the final design