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"SocialScope harnesses the power of data science to Instagram's vast content, providing insightful analytics and trend predictions for informed decision-making."

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r-a-j/Social-Scope

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Requirements:


🔍 Planned Tasks:

  • Sentiment Analysis: 💬 Understand user opinions from comments and captions.
  • Image Recognition: 🖼️ Identify objects, scenes, and people in images.
  • Content Trend Analysis: 📈 Track trending topics and hashtags.
  • User Engagement Prediction: 🚀 Predict high-engagement posts.
  • Community Detection: 🌐 Identify user communities.
  • Hashtag Analysis: #️⃣ Determine hashtag popularity and relevance.
  • Influencer Identification: 👑 Find influential users in specific niches.
  • Recommender Systems: 🎯 Suggest content based on user preferences.
  • Time Series Analysis: ⏰ Analyze trends over time for various metrics.
  • Network Analysis: 🤝 Study user connections and interactions.

🏗️ Structure:

  1. Data Collection: 📥 Set up scraping tools to gather Instagram data.
  2. Data Preprocessing: 🧹 Clean and format the data for analysis.
  3. Exploratory Data Analysis: 🔍 Explore data characteristics and relationships.
  4. Modeling: 🤖 Develop machine learning models for various tasks.
  5. Evaluation: 📊 Assess model performance using appropriate metrics.
  6. Visualization: 📊 Create engaging visualizations to present insights.
  7. Deployment: 🚀 Deploy models and visualizations in a user-friendly interface.

Installing development requirements


pip install -r requirements.txt

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"SocialScope harnesses the power of data science to Instagram's vast content, providing insightful analytics and trend predictions for informed decision-making."

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