https://github.com/thenorthkun/twitter-gender-text-analysis
This Project contains a vivid analysis of texts, words (using NLP) typed by Male & Female users active on Twitter. 🐦👨📝
https://github.com/thenorthkun/twitter-gender-text-analysis
analysis data-visualization natural-language-processing scikit-learn
Last synced: 7 months ago
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This Project contains a vivid analysis of texts, words (using NLP) typed by Male & Female users active on Twitter. 🐦👨📝
- Host: GitHub
- URL: https://github.com/thenorthkun/twitter-gender-text-analysis
- Owner: thenorthkun
- Created: 2020-08-17T20:29:03.000Z (about 5 years ago)
- Default Branch: master
- Last Pushed: 2021-01-08T16:05:25.000Z (almost 5 years ago)
- Last Synced: 2025-01-28T23:49:14.680Z (9 months ago)
- Topics: analysis, data-visualization, natural-language-processing, scikit-learn
- Language: Jupyter Notebook
- Homepage:
- Size: 4.27 MB
- Stars: 3
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Twitter-gender-text-Analysis
*(Deployed using Flask)*
This notebook follows this procedure for end to end analysis :-
1. The dataset is initially analysed to identify trends, patterns, outliers etc
2. Preliminary data cleaning is futher proceeded for filtering out required parameters.
3. Data exploration and feature engineering are done for fine tuning of the reduced dataset.
4. ML modelling and accuracy checking to find the optimal algorithm for the dataset.
For a little extra, the notebook also covers analysis of color attributes corresponding to each Gender available
To be deployed using Flask