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- # python-dev-task-summarization
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-
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- The task has been done in two methods-
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- - **using traditional Python libraries (like NLTK,Sumy)**
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- - **using pre-trained transformers model**
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-
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- # Method-1
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- ## using traditional Python libraries
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- #### Web Scraping Tools:
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- - Selenium
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- #### Paraphrasing Tools:
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- - used [nlpaug](https://github.com/makcedward/nlpaug) library
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- #### Summarization Tools:
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- - used [sumy](https://miso-belica.github.io/sumy/) library
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- #### System Requirements:
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- - you will find it in the _requirements.txt_ file
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-
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- ## How to test or run this?
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- - just open this link and follow the instructions: _**https://shamim237-python-dev-task-app-3n18pu.streamlit.app/**_
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-
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- # Method-2
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- ## Using pre-trained transformers model
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- #### Web Scraping Tools:
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- - ScrapperAPI
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- - BeautifulSoup
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- #### Paraphrasing Tools:
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- - used **"ramsrigouthamg/t5-large-paraphraser-diverse-high-quality"** pre-trained model from HuggingFace
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- #### Summarization Tools:
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- - used **/"google/pegasus-cnn_dailymail"/** pre-trained model from HuggingFace
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- #### System Requirements:
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- - you will find it in the _Python_Dev_Task.ipynb_ notebook or in the below link.
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-
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- ## How to test or run this?
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- - Just open the **"Python_Dev_Task.ipynb"** file in Colab _or_ open this link: **_https://colab.research.google.com/drive/1wwaj0TobsnzQL5jMVsYrF5z6rc1944tE?usp=sharing_**
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- - Run all the cell
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- - The summarization output will show up in the last cell of the notebook.