Create pages/2 Data Understanding.py
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pages/2 Data Understanding.py
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import streamlit as st
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# 📥 Data Collection & Understanding
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st.markdown("""
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## 📥 Data Collection & Data Understanding
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### 📦 Data Collection:
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The dataset used in this project was sourced from a structured collection of industrial and residential project data.
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It includes various **environmental**, **team-related**, and **budget-related attributes** that influence the overall risk level of a project.
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### 🔑 Dataset Features:
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- **Project Type**: Type of the project (e.g., Construction, IT, Manufacturing, etc.)
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- **Team Size**: Number of people working on the project
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- **Project Budget (USD)**: Total budget allocated to the project in U.S. dollars
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- **Estimated Timeline (Months)**: Duration estimated to complete the project
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- **Complexity Score**: A numerical value representing the technical and operational complexity of the project
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- **Stakeholder Count**: Number of stakeholders involved in decision-making
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- **Methodology Used**: Project management approach adopted (e.g., Agile, Waterfall)
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- **Team Experience Level88: Average experience level of the team (e.g., Junior, Mid, Senior)
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- **External Dependencies Count**: Number of third-party or external factors the project relies on
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- **Requirement Stability**: Indicates how frequently the project requirements change (e.g., Stable, Unstable)
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- **Current Phase Duration (Months)**: Time spent in the current project phase
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- **Risk Level (Target)**: The overall predicted risk level of the project (Low, Medium, High)
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### 📚 Key Understanding:
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- **Data Type**: A mix of **categorical** and **numerical** features
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- **Data Size**: Moderate-sized dataset suitable for training classification models
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- **Target Variable**: **Risk Level** — classified as **Low**, **Medium**, or **High** based on the input attributes
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""")
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if st.button('Next'):
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st.switch_page(r"pages\3.EDA.py")
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if st.button('Back'):
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st.switch_page(r"pages\1.Problem Statement.py")
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