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BE223A

Parsing

  • David: Please see Parsing.ipynb to see an example of parsing.

    • Overall parsing of the raw appointment data, and weather data (parsing.py).
    • Integration and documentation of the ICD9 parsing functoinality that Talia provided.
    • Preparation of the same set of features, folds, and training and test data for our midterm projects.
    • Git repository management
  • Talia:

    • Traffic research
    • ICD9 background research and grouping by umbrella term
    • ICD9_archive folder
    • parsing_icd9.py
    • Reviewed Harvey et al. paper and presented key findings
    • Largely created group powerpoint presentation (i.e. future direction slides) and integrated slides

Database

  • Lavanya: Explored different DBMS options for implementation of Database module for the project
    • Wrote all functions in database_functions.py (to setup connection, create tables, push / query data, reorganizing dataframes)
    • Code outline to integrate Web Application with Database
    • Co-wrote application_script.ipynb with Jennifer

Machine learning

  • Jen: wrote all functions in ml_functions.py (see documentation) to carry out the functionality of the model using queries from the database
    • Co-wrote Application_Script.ipynb with Lavanya, which served to integrate the parsing, database, and machine learning components
    • Helped write icd9_group function in parsing_icd9
    • Set up meetings and enforced deadlines to help the project move forward

Web interface

  • Akshaya:

    • Python function for creating Dictionary for creating the dynamic forms
    • Python function for displaying Charts for displaying show/no show for all modalities and Hospital
    • Integration between Database and the Web application.
    • Also created dropdown features(html and css) but was not used in the final version of the web App.
  • Chrysostomos:

    • Design of the layout of the dashboard.
    • Creation of hospital_map for the web form of the dashboard (./hospital_map.ipynb).
    • Construction of the dashboard form and calendar.
    • Help in the integration with the database.
    • Modification of the database with extra columns (for use in the web app).
  • James:

    • Made bone structure for the web application.
    • Discussed with Chrysostomos and nailed down to the final layout.
    • Explored dropdown menu but the final version was implemented by the Chrysostomos.
    • Implemented interactive stacked bar chart and line chart using Chart.js template.
    • Retrieve data from the database for making charts.

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  • Jupyter Notebook 66.7%
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  • Python 1.9%
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