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EgaliteTeam-Houseprice

This is a sample starting kit for the House price challenge.

Prerequisites: Install Anaconda Python 2.7, including jupyter-notebook

Usage:

(1) If you are a challenge participant:

  • The file README.ipynb contains step-by-step instructions on how to create a sample submission for the houseprice challenge. At the prompt type: jupyter-notebook README.ipynb

  • modify sample_code_submission to provide a better model

  • zip the contents of sample_code_submission (without the directory, but with metadata), or

  • download the public_data and run:

    python ingestion_program/ingestion.py public_data sample_result_submission ingestion_program sample_code_submission

then zip the contents of sample_result_submission (without the directory).

(2) If you are a challenge organizer and use this starting kit as a template, ensure that:

  • you modify README.ipynb to provide a good introduction to the problem and good data visualization

  • sample_data is a small data subset carved out the challenge TRAINING data, for practice purposes only (do not compromise real validation or test data)

  • the following programs run properly (you can substitute sample_xxx_data with any of the 4 kinds of sample data provided):

    python ingestion_program/ingestion.py sample_xxx_data sample_result_submission ingestion_program sample_code_submission

    python scoring_program/score.py sample_xxx_data sample_result_submission scoring_output

  • IMPORTANT: if you switch between sample data and public data, remove houseprice_model.pickle from sample_code_submission, otherwise you'll have inconsistent data and models.

  • the metric identified by metric.txt in the utilities directory is the metric used both to compute performances in README.ipynb and for the challenge.

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