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README.md
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---
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title:
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emoji:
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sdk: docker
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pinned: true
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license: mit
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short_description: Analysis
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---
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#
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This project provides a comprehensive analysis of political ideologies using data from the Huggingface Political Ideologies dataset. The analysis involves data preprocessing, mapping ideological labels, and visualizing political statements through Word2Vec embeddings and t-SNE projections. Additionally, an interactive tool is created for exploring political ideologies and their related issue types in a 2D space.
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- **Label Mapping**: Mapping ideological labels (conservative and liberal) and issue types to numerical values.
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- **Word2Vec Embeddings**: Generating word embeddings for political statements to create vector representations.
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- **Dimensionality Reduction**: Using t-SNE to reduce the dimensionality of embeddings and visualize them in 2D.
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- **Interactive Visualizations**: Visualizing the data using Altair with interactive charts to explore ideology and issue type distributions.
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## Dataset
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The dataset used in this project is the [Political Ideologies dataset](https://huggingface.co/datasets/JyotiNayak/political_ideologies) from Huggingface, which contains political statements along with their corresponding labels (conservative or liberal) and issue types (economic, environmental, social, etc.).
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## Requirements
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- Python 3.x
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- TensorFlow
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- Gensim
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- Pandas
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- NumPy
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- Matplotlib
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- Seaborn
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- Altair
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You can install the necessary dependencies with:
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```bash
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pip install -r requirements.txt
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```
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title: Cryptocurrency Analysis
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emoji: π
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colorFrom: red
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colorTo: blue
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sdk: docker
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pinned: true
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license: mit
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short_description: Financial Analysis
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---
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# Simple Crypto's Dashboard (going to be upgraded soon!)
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This project provides a comprehensive analysis of political ideologies using data from the Huggingface Political Ideologies dataset. The analysis involves data preprocessing, mapping ideological labels, and visualizing political statements through Word2Vec embeddings and t-SNE projections. Additionally, an interactive tool is created for exploring political ideologies and their related issue types in a 2D space.
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You can install the necessary dependencies with:
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```bash
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pip install -r requirements.txt
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```
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