Toxic Comment Analysis

Toxic Comment Analysis/Dataset/README.md

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+DATASET
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+
+
+Dataset can be found at below link:
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+https://www.kaggle.com/datasets/devkhant24/toxic-comment

Toxic Comment Analysis/Model/README.md

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+TOXIC COMMENT ANALYSIS
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+
+GOAL
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+Implementtion of algorithm like keras Model with GRU units to see the accuracy score.
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+
+DATASET
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+https://www.kaggle.com/datasets/devkhant24/toxic-comment
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+
+DESCRIPTION
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+The main aim of the project is to make a model that helps to predict toxic comment on the given dataset.
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+
+WORK DONE
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+Defining constants and cleaning of the comments.
+Balacing the dataset and defining keras Model with GRU units. 
+Then tokenizing the comments from train dataset and predicting acuracy score of comment id. 
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+
+LIBRARIES NEEDED
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+Numpy
+Pandas
+math
+os
+re
+unidecode
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+
+ACCURACY SCORE
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+<img width="221" alt="rosp" src="https://user-images.githubusercontent.com/85989194/197526201-010a3df6-e7ce-4fbc-b9ba-4a96724912a4.png">
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+
+CONCLUSION
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+We created a model which predict the toxic comments. The model gives an accuracy score of the comments on the dataset.
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+
+CONTRIBUTION BY
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+Sumaiya Khan
+