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FakeNewsDetection.

1)Project Title & Overview

Fake vs True News Detection system using Python, TF-IDF, and PassiveAggressiveClassifier.

2)Dataset

Full dataset available via Google Drive: /FakeNewsData/True.csv.zip and Fake.csv.zip

3)Steps Performed

Data labeling, merging, EDA & visualizations

TF-IDF feature extraction

Model training & evaluation

Top words analysis

Prediction function with confidence

4)Usage

Mount Google Drive in Colab

Load full datasets

Run all notebook cells to train and predict

5)Results / Insights

Accuracy, confusion matrix, top predictive words, sample predictions

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Fake News Detection system using TF-IDF and PassiveAggressiveClassifier with EDA, visualizations, and prediction functionality.

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