💎 CrystalPearl Rising Team

Welcome to CrystalPearl Rising!

Like crystals formed under pressure and pearls created through transformation, We combine the clarity and strength of crystal with the wisdom and hidden beauty of pearl to tackle real-world problems through innovative data-driven insights and cross-cultural collaboration.

🌟 We don't just polish data, we transform raw potential into brilliant insights.

🎯 Project Overview

This repository documents our journey through a comprehensive data science project, from initial problem identification to final presentation. Our work emphasizes collaborative problem-solving, rigorous analysis, and effective communication of findings to drive actionable insights.

📋 Project Milestones

Milestone 0: Cross-Cultural Collaboration ✅

Status: Complete

• Established team communication frameworks
• Set up collaborative workflows and tools
• Set up communication channels for team coordination
• Agreed upon and established project constraints
• Defined group norms and working agreements
• Established individual and team learning goals

Milestone 1: Problem Identification 🔍

Status: Not Started

📁 Repository Structure

├── README.md                           # This file
├── 0_domain_study/                    # Initial domain research and exploration
├── 1_datasets/                        # Data storage and management
├── 2_data_preparation/                # Data cleaning and preprocessing
├── 3_data_exploration/                # Exploratory data analysis
├── 4_data_analysis/                   # Advanced analysis and modeling
├── 5_communication_strategy/          # Communication strategy for research findings
├── 6_final_presentation/              # Final deliverables and presentations
├── collaboration/                     # Team collaboration documents
├── notes/                             # Team notes on project process and learnings
└── requirements.txt                   # Project dependencies

👥 Team Members

Name	GitHub
Jola-Moses	@jola-ds
Karim Makie	@KarimMakki
Muqadsa Tahir	@MuqadsaT
Omer Dafaalla	@omerdafaalla
Omnia Mustafa Abdulgadir	@Omnia-Agabani
Robel Mengsteab	@robi-mengs

Prerequisites

• Python 3.8+
• Git
• Notebook environment (Jupyter, VS Code, Colab, etc.)

Setup

1. Clone this repository:

   git clone [repository-url]
   cd [repository-name]

2. Install dependencies:

   pip install -r requirements.txt

3. Set up your development environment following our contribution guidelines

🤝 Collaboration Framework

• 📋 Our Group Norms
• 🎯 Learning Goals
• 💬 Communication
• 🚧 Constraints
• 🔍 Retrospective

🏆 Success Metrics

• Technical Excellence: Robust analysis with appropriate methods
• Collaboration Quality: Effective cross-cultural teamwork
• Communication Impact: Clear, actionable insights for target audience
• Learning Outcomes: Demonstrated growth in data science skills
• Innovation Potential: Identification of future opportunities

📝 License

This project is licensed under the MIT License - see the LICENSE file for details.

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📋 Current Milestone: Cross-Cultural Collaboration

🗓️ Last Updated: 2nd June 2025