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Data mining project on Titanic dataset. Binary classification

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DM-Assignment_1

Project description

Group name: The Miners Participants:

  1. Lidia Wiśniewska - Leader
  2. Joanna Szczublińska - Code Repository
  3. Maria Musiał - Project Report
  4. Wiktoria Szarzyńska - Project Presentation

Dataset name: Titanic: Machine Learning from Disaster link to our dataset: https://www.kaggle.com/competitions/titanic/data?select=test.csv

Project structure

Our main goal is to achieve better accuracy in classification.

The report is available in Titanic_report.pdf and the presentation in Presentation.pdf.

Inside code folder, you can find the following files:

  • classification.py - the main file with the used functions
  • final_titanic.ipynb - the final version of our model presented in Jupyter Notebook
  • titanic.ipynb - a more detailed analysis of the classification process
  • testing.ipynb - set of tests of the classification.py file
  • train.csv - the dataset used for training our model
  • train_dataset.csv - output dile with the correct predicted values
  • test_dataset.csv - output file with the values predicted by us

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Data mining project on Titanic dataset. Binary classification

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