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This is a python software that performs classification of spam and non-spam texts using bag of words model and machine learning algorithms

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spam-text-classification's Introduction

Spam-Text-Classification

This project contains the complete code(spam_classification.ipynb) along with detailed description for the classification of spam and non-spam text messages based on machine learning algorithm. The software was developed using Python and lingspam dataset. The following files are included in the project:

  1. spam_dataset(dir): Contains the lingspam dataset used in order to perform classification.

  2. pdf files: Contains the reference documentations used in order to perform different stages of the classification like feature extraction, feature selection, etc.

  3. spam_classification.ipynb: Contains the main source code(along with documentation) for the classification algorithm.

  4. xlsx files: Contains the features(like word-document frequency, etc.) calculated for each word of the dataset.

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