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Guide to Running the Code

Introduction

This guide provides detailed instructions on how to set up and run the code for the technical challenge. It includes exercises 1.1, 1.2, 2.1, and 2.2.

Prerequisites

  • Python 3.8 or higher installed.
  • Access to the terminal or command prompt.
  • Download the required dataset from this link and place it in the Part2 folder with the name Software.json.

Installation

  1. Clone the Repository: Clone or download the code repository to your local machine.

Required Libraries:

  • pandas
  • beautifulsoup4 (bs4)
  • nltk
  • matplotlib
  • numpy
  • transformers
  • scikit-learn

Installation Commands:

pip3 install pandas
pip3 install beautifulsoup4
pip3 install nltk
pip3 install matplotlib
pip3 install numpy
pip3 install transformers
pip3 install scikit-learn

This will install all the necessary libraries and dependencies required to run the code.

Running the Code

Steps to Run:

  • Update File Paths: Change the "file paths" in all the scripts. Replace /Users/joaovasco/Desktop/Part I/ with your local directory path.

Part I

The Part I folder contains the following files:

  • Bert_results.txt
  • comments.json
  • ideas.json
  • PreTrainedPortugueseAnalysis.py
  • innovation.py
  • innovation12bert.py
  • cluster_descriptions.txt
  • innovation_ideas.txt

Steps to Run:

  • Running Scripts:

    • To run the solution for 1.1 innovation.py:

      python3 innovation.py

    • To run the solution for 1.2 innovation12bert.py:

      python3 innovation12bert.py

Part II

Before running the scripts in Part II, change to the Part2 directory:

cd Part2

The Part2 folder contains:

  • 21.py
  • 22.py
  • Software.json

Steps to Run:

  • Place the Dataset: Ensure Software.json is in the Part2 folder.

  • Running Scripts:

    • To run the solution for 2.1 21.py:

      python3 21.py

    • To run the solution for 2.2 22.py:

      python3 22.py

Additional Information

  • Don't exitate to email me for further questions :)