Upload 45 files

.dockerignore

@@ -0,0 +1,64 @@
+# Git files
+.git
+.gitignore
+.gitattributes
+
+# Python cache
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+.Python
+*.so
+.pytest_cache/
+
+# Virtual environments
+venv/
+env/
+ENV/
+
+# IDE files
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+
+# OS generated files
+.DS_Store
+.DS_Store?
+._*
+.Spotlight-V100
+.Trashes
+ehthumbs.db
+Thumbs.db
+
+# Documentation
+*.md
+!README.md
+
+# Logs (they will be created in container)
+logs/
+*.log
+
+# Jupyter notebook checkpoints
+.ipynb_checkpoints/
+
+# Model artifacts that will be recreated
+# (Remove these lines if you want to include pre-trained models)
+# artifacts/*.pkl
+
+# Build artifacts
+build/
+dist/
+*.egg-info/
+
+# Coverage reports
+htmlcov/
+.coverage
+.coverage.*
+coverage.xml
+
+# Docker files
+.dockerignore
+Dockerfile*

.gitignore

@@ -0,0 +1,207 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[codz]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py.cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+#poetry.toml
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#   pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
+#   https://pdm-project.org/en/latest/usage/project/#working-with-version-control
+#pdm.lock
+#pdm.toml
+.pdm-python
+.pdm-build/
+
+# pixi
+#   Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
+#pixi.lock
+#   Pixi creates a virtual environment in the .pixi directory, just like venv module creates one
+#   in the .venv directory. It is recommended not to include this directory in version control.
+.pixi
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.envrc
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+# Abstra
+# Abstra is an AI-powered process automation framework.
+# Ignore directories containing user credentials, local state, and settings.
+# Learn more at https://abstra.io/docs
+.abstra/
+
+# Visual Studio Code
+#  Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore 
+#  that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
+#  and can be added to the global gitignore or merged into this file. However, if you prefer, 
+#  you could uncomment the following to ignore the entire vscode folder
+# .vscode/
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
+
+# Cursor
+#  Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to
+#  exclude from AI features like autocomplete and code analysis. Recommended for sensitive data
+#  refer to https://docs.cursor.com/context/ignore-files
+.cursorignore
+.cursorindexingignore
+
+# Marimo
+marimo/_static/
+marimo/_lsp/
+__marimo__/

Dockerfile

@@ -0,0 +1,43 @@
+# Use Python 3.11 slim image for better performance and smaller size
+FROM python:3.11-slim
+
+# Set working directory
+WORKDIR /app
+
+# Set environment variables
+ENV PYTHONDONTWRITEBYTECODE=1 \
+    PYTHONUNBUFFERED=1 \
+    FLASK_APP=app.py \
+    FLASK_ENV=production
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y \
+    gcc \
+    g++ \
+    curl \
+    && rm -rf /var/lib/apt/lists/*
+
+# Copy requirements first for better Docker layer caching
+COPY requirements.txt .
+
+# Install Python dependencies
+RUN pip install --no-cache-dir --upgrade pip && \
+    pip install --no-cache-dir -r requirements.txt
+
+# Copy the entire project
+COPY . .
+
+# Create necessary directories with full permissions for HF Spaces
+RUN mkdir -p /app/logs /app/artifacts /tmp/logs && \
+    chmod -R 777 /app/logs /app/artifacts /tmp/logs && \
+    chmod -R 755 /app
+
+# Expose port 7860 (Hugging Face Spaces standard)
+EXPOSE 7860
+
+# Health check
+HEALTHCHECK --interval=30s --timeout=30s --start-period=5s --retries=3 \
+    CMD curl -f http://localhost:7860/ || exit 1
+
+# Run the application
+CMD ["python", "app.py"]

README.md

@@ -1,10 +1,342 @@
----
-title: Ml Project
-emoji: 🚀
-colorFrom: gray
-colorTo: pink
-sdk: docker
-pinned: false
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+---
+title: Student Performance Predictor
+emoji: 🎓
+colorFrom: blue
+colorTo: purple
+sdk: docker
+sdk_version: "latest"
+app_file: app.py
+pinned: false
+license: mit
+---
+
+# 🎓 Student Performance Prediction System
+
+[![Python](https://img.shields.io/badge/Python-3.11+-blue.svg)](https://www.python.org/)
+[![Flask](https://img.shields.io/badge/Flask-2.3+-green.svg)](https://flask.palletsprojects.com/)
+[![scikit-learn](https://img.shields.io/badge/scikit--learn-1.2.1-orange.svg)](https://scikit-learn.org/)
+[![License](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
+
+> A comprehensive machine learning solution that predicts student math performance based on demographic and academic factors using ensemble learning techniques.
+
+## 📋 Table of Contents
+- [Overview](#-overview)
+- [Problem Statement](#-problem-statement)
+- [Dataset](#-dataset)
+- [Architecture](#-architecture)
+- [Features](#-features)
+- [Installation](#-installation)
+- [Usage](#-usage)
+- [Model Performance](#-model-performance)
+- [API Endpoints](#-api-endpoints)
+- [Project Structure](#-project-structure)
+- [Technologies Used](#-technologies-used)
+- [Contributing](#-contributing)
+- [License](#-license)
+- [Author](#-author)
+
+## 🎯 Overview
+
+This project implements an end-to-end machine learning pipeline to predict student mathematics performance based on various socio-economic and educational factors. The system uses advanced ensemble learning algorithms and provides a user-friendly web interface for real-time predictions.
+
+### 🔍 Problem Statement
+
+Understanding how student performance in mathematics is influenced by various factors such as:
+- **Demographic factors**: Gender, Race/Ethnicity
+- **Socio-economic factors**: Lunch type (indicator of economic status)
+- **Educational background**: Parental education level, Test preparation course completion
+- **Academic performance**: Reading and Writing scores
+
+The goal is to build a robust prediction model that can help educators and institutions identify students who might need additional support.
+
+## 📊 Dataset
+
+**Source**: [Kaggle - Students Performance in Exams](https://www.kaggle.com/datasets/spscientist/students-performance-in-exams)
+
+### Dataset Characteristics:
+- **Size**: 1,000 student records
+- **Features**: 8 columns (5 categorical, 3 numerical)
+- **Target Variable**: `math_score` (0-100)
+
+### Feature Description:
+| Feature | Type | Description |
+|---------|------|-------------|
+| `gender` | Categorical | Student's gender (male/female) |
+| `race_ethnicity` | Categorical | Student's ethnic group (A, B, C, D, E) |
+| `parental_level_of_education` | Categorical | Highest education level of parents |
+| `lunch` | Categorical | Lunch type (standard/free or reduced) |
+| `test_preparation_course` | Categorical | Test prep course completion status |
+| `reading_score` | Numerical | Reading test score (0-100) |
+| `writing_score` | Numerical | Writing test score (0-100) |
+| `math_score` | Numerical | **Target** - Mathematics test score (0-100) |
+
+## 🏗️ Architecture
+
+The project follows a modular, production-ready architecture:
+
+```
+┌─────────────────┐    ┌──────────────────┐    ┌─────────────────┐
+│   Data Source   │───▶│  Data Ingestion  │───▶│ Data Transform  │
+│   (CSV File)    │    │   Component      │    │   Component     │
+└─────────────────┘    └──────────────────┘    └─────────────────┘
+                                                         │
+┌─────────────────┐    ┌──────────────────┐            │
+│  Web Interface  │◀───│  Flask App       │            │
+│   (HTML/CSS)    │    │  (Prediction)    │            │
+└─────────────────┘    └──────────────────┘            │
+                                ▲                       │
+                                │                       ▼
+┌─────────────────┐    ┌──────────────────┐    ┌─────────────────┐
+│   Artifacts     │◀───│  Model Trainer   │◀───│  Preprocessed   │
+│ (model.pkl,     │    │   Component      │    │     Data        │
+│ preprocessor.pkl)│    │                  │    │                 ���
+└─────────────────┘    └──────────────────┘    └─────────────────┘
+```
+
+## ✨ Features
+
+### 🤖 Machine Learning Pipeline
+- **Data Ingestion**: Automated data loading and train-test splitting
+- **Data Transformation**: 
+  - Numerical features: Median imputation + Standard scaling
+  - Categorical features: Mode imputation + One-hot encoding + Scaling
+- **Model Training**: Multi-algorithm comparison with hyperparameter tuning
+- **Model Selection**: Automated best model selection based on R² score
+
+### 🧠 Advanced Algorithms
+- **Random Forest Regressor**
+- **Gradient Boosting Regressor**
+- **XGBoost Regressor**
+- **CatBoost Regressor**
+- **AdaBoost Regressor**
+- **Decision Tree Regressor**
+- **Linear Regression**
+
+### 🌐 Web Application
+- **Modern UI/UX**: Responsive design with gradient styling
+- **Real-time Predictions**: Instant math score predictions
+- **Form Validation**: Client-side and server-side validation
+- **Error Handling**: Comprehensive exception handling with custom logging
+
+### 🔧 Production Features
+- **Custom Exception Handling**: Detailed error tracking and logging
+- **Logging System**: Timestamped logs for debugging and monitoring
+- **Modular Design**: Reusable components for easy maintenance
+- **Configuration Management**: Centralized configuration using dataclasses
+
+## 🚀 Installation
+
+### Prerequisites
+- Python 3.11+
+- pip package manager
+
+### Setup Instructions
+
+1. **Clone the repository**
+   ```bash
+   git clone https://github.com/yashpinjarkar10/mlproject.git
+   cd mlproject
+   ```
+
+2. **Create virtual environment**
+   ```bash
+   python -m venv venv
+   
+   # Windows
+   venv\\Scripts\\activate
+   
+   # Linux/Mac
+   source venv/bin/activate
+   ```
+
+3. **Install dependencies**
+   ```bash
+   pip install -r requirements.txt
+   ```
+
+4. **Install the project in development mode**
+   ```bash
+   pip install -e .
+   ```
+
+## 💻 Usage
+
+### 🎯 Training the Model
+
+Run the complete ML pipeline (data ingestion → transformation → model training):
+
+```bash
+python src/components/data_ingestion.py
+```
+
+This will:
+- Load and split the dataset (80% train, 20% test)
+- Apply data transformations
+- Train multiple models with hyperparameter tuning
+- Save the best model and preprocessor
+
+### 🌐 Running the Web Application
+
+```bash
+python app.py
+```
+
+Access the application at: `http://localhost:5000`
+
+### 📝 Making Predictions
+
+1. Navigate to the prediction page
+2. Fill in the student information:
+   - Personal details (Gender, Ethnicity)
+   - Educational background (Parent education, Test prep)
+   - Academic scores (Reading & Writing)
+3. Click \"Predict Math Score\"
+4. View the predicted mathematics score
+
+## 📈 Model Performance
+
+The system automatically selects the best-performing model based on R² score evaluation:
+
+- **Minimum Acceptable Performance**: R² ≥ 0.6
+- **Cross-validation**: 3-fold CV during hyperparameter tuning
+- **Evaluation Metrics**: R² Score on test set
+- **Model Comparison**: Comprehensive evaluation of 7 different algorithms
+
+### Hyperparameter Optimization
+
+Each algorithm undergoes GridSearchCV with algorithm-specific parameter grids:
+
+| Algorithm | Key Parameters Tuned |
+|-----------|---------------------|
+| Random Forest | `n_estimators`, `max_features` |
+| Gradient Boosting | `learning_rate`, `n_estimators`, `subsample` |
+| XGBoost | `learning_rate`, `n_estimators` |
+| CatBoost | `depth`, `learning_rate`, `iterations` |
+
+## 🔌 API Endpoints
+
+| Endpoint | Method | Description |
+|----------|--------|-------------|
+| `/` | GET | Landing page with project overview |
+| `/predictdata` | GET | Display prediction form |
+| `/predictdata` | POST | Process prediction request and return result |
+
+### Request Format (POST /predictdata)
+```json
+{
+  \"gender\": \"male\",
+  \"ethnicity\": \"group B\",
+  \"parental_level_of_education\": \"bachelor's degree\",
+  \"lunch\": \"standard\",
+  \"test_preparation_course\": \"completed\",
+  \"reading_score\": 85,
+  \"writing_score\": 78
+}
+```
+
+## 📁 Project Structure
+
+```
+mlproject/
+├── 📱 app.py                          # Flask web application
+├── 📋 requirements.txt                # Project dependencies  
+├── ⚙️ setup.py                        # Package configuration
+├── 📚 README.md                       # Project documentation
+│
+├── 📊 artifacts/                      # Generated model artifacts
+│   ├── 📈 data.csv                   # Raw dataset
+│   ├── 🔧 preprocessor.pkl           # Data transformation pipeline
+│   ├── 🤖 model.pkl                  # Trained best model
+│   ├── 📝 train.csv                  # Training dataset
+��   └── ✅ test.csv                   # Testing dataset
+│
+├── 📓 notebook/                       # Jupyter notebooks
+│   ├── 🔍 1. EDA STUDENT PERFORMANCE.ipynb   # Exploratory Data Analysis
+│   ├── 🎯 2. MODEL TRAINING.ipynb            # Model development
+│   └── 📁 data/
+│       └── 📊 stud.csv               # Original dataset
+│
+├── 🎨 templates/                      # HTML templates
+│   ├── 🏠 index.html                # Landing page
+│   └── 📋 home.html                 # Prediction form
+│
+├── 📦 src/                           # Source code package
+│   ├── 🔧 components/               # ML pipeline components
+│   │   ├── 📥 data_ingestion.py     # Data loading and splitting
+│   │   ├── 🔄 data_transformation.py # Feature engineering
+│   │   └── 🎯 model_trainer.py      # Model training and selection
+│   │
+│   ├── 🔀 pipeline/                 # Prediction pipelines
+│   │   ├── 🚀 predict_pipeline.py   # Inference pipeline
+│   │   └── 🎓 train_pipeline.py     # Training pipeline
+│   │
+│   ├── 🛠️ utils.py                  # Utility functions
+│   ├── ⚠️ exception.py              # Custom exception handling
+│   └── 📝 logger.py                 # Logging configuration
+│
+└── 📋 logs/                         # Application logs
+    └── 📅 [timestamp].log          # Timestamped log files
+```
+
+## 🛠️ Technologies Used
+
+### Core Framework
+- **Python 3.11+**: Main programming language
+- **Flask**: Web framework for the user interface
+- **scikit-learn 1.2.1**: Machine learning algorithms and preprocessing
+
+### Data Science Stack
+- **pandas**: Data manipulation and analysis
+- **numpy**: Numerical computing
+- **matplotlib & seaborn**: Data visualization
+
+### Machine Learning Libraries
+- **XGBoost**: Gradient boosting framework
+- **CatBoost**: Categorical feature boosting
+- **dill**: Advanced object serialization
+
+### Development Tools
+- **setuptools**: Package management
+- **Custom logging**: Application monitoring
+- **Exception handling**: Error management
+
+### Frontend
+- **HTML5 & CSS3**: Modern responsive web interface
+- **Jinja2**: Template engine for dynamic content
+
+## 🤝 Contributing
+
+Contributions are welcome! Please feel free to submit a Pull Request.
+
+### Development Setup
+1. Fork the repository
+2. Create a feature branch (`git checkout -b feature/AmazingFeature`)
+3. Commit your changes (`git commit -m 'Add some AmazingFeature'`)
+4. Push to the branch (`git push origin feature/AmazingFeature`)
+5. Open a Pull Request
+
+### Areas for Contribution
+- 🔧 Additional ML algorithms
+- 📊 Enhanced data visualization
+- 🌐 API improvements
+- 📱 Mobile responsiveness
+- 🧪 Unit testing
+- 📚 Documentation improvements
+
+## 📄 License
+
+This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
+
+## 👨‍💻 Author
+
+**Yash Pinjarkar**
+- 📧 Email: yashpinjarkar2003@gmail.com
+- 🐙 GitHub: [@yashpinjarkar10](https://github.com/yashpinjarkar10)
+- 🔗 LinkedIn: [Connect with me](https://linkedin.com/in/yashpinjarkar)
+
+---
+
+<div align=\"center\">
+  <p><strong>⭐ If you found this project helpful, please consider giving it a star!</strong></p>
+  <p>Built with ❤️ for the ML community</p>
+</div>

app.py

@@ -0,0 +1,50 @@
+from flask import Flask,request,render_template
+import numpy as np
+import pandas as pd
+
+from sklearn.preprocessing import StandardScaler
+from src.pipeline.predict_pipeline import CustomData,PredictPipeline
+
+application=Flask(__name__)
+
+app=application
+
+## Route for a home page
+
+@app.route('/')
+def index():
+    return render_template('index.html') 
+
+@app.route('/predictdata',methods=['GET','POST'])
+def predict_datapoint():
+    if request.method=='GET':
+        return render_template('home.html')
+    else:
+        data=CustomData(
+            gender=request.form.get('gender'),
+            race_ethnicity=request.form.get('ethnicity'),
+            parental_level_of_education=request.form.get('parental_level_of_education'),
+            lunch=request.form.get('lunch'),
+            test_preparation_course=request.form.get('test_preparation_course'),
+            reading_score=float(request.form.get('reading_score')),
+            writing_score=float(request.form.get('writing_score'))
+
+        )
+        pred_df=data.get_data_as_data_frame()
+        print(pred_df)
+        print("Before Prediction")
+
+        predict_pipeline=PredictPipeline()
+        print("Mid Prediction")
+        results=predict_pipeline.predict(pred_df)
+        print("after Prediction")
+        return render_template('home.html',results=results[0])
+    
+
+if __name__=="__main__":
+    # Use port 7860 for Hugging Face Spaces, fallback to 5000 for local development
+    import os
+    port = int(os.environ.get("PORT", 7860))
+    app.run(host="0.0.0.0", port=port, debug=False)        
+
+

artifacts/data.csv

@@ -0,0 +1,1001 @@
+gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score
+female,group B,bachelor's degree,standard,none,72,72,74
+female,group C,some college,standard,completed,69,90,88
+female,group B,master's degree,standard,none,90,95,93
+male,group A,associate's degree,free/reduced,none,47,57,44
+male,group C,some college,standard,none,76,78,75
+female,group B,associate's degree,standard,none,71,83,78
+female,group B,some college,standard,completed,88,95,92
+male,group B,some college,free/reduced,none,40,43,39
+male,group D,high school,free/reduced,completed,64,64,67
+female,group B,high school,free/reduced,none,38,60,50
+male,group C,associate's degree,standard,none,58,54,52
+male,group D,associate's degree,standard,none,40,52,43
+female,group B,high school,standard,none,65,81,73
+male,group A,some college,standard,completed,78,72,70
+female,group A,master's degree,standard,none,50,53,58
+female,group C,some high school,standard,none,69,75,78
+male,group C,high school,standard,none,88,89,86
+female,group B,some high school,free/reduced,none,18,32,28
+male,group C,master's degree,free/reduced,completed,46,42,46
+female,group C,associate's degree,free/reduced,none,54,58,61
+male,group D,high school,standard,none,66,69,63
+female,group B,some college,free/reduced,completed,65,75,70
+male,group D,some college,standard,none,44,54,53
+female,group C,some high school,standard,none,69,73,73
+male,group D,bachelor's degree,free/reduced,completed,74,71,80
+male,group A,master's degree,free/reduced,none,73,74,72
+male,group B,some college,standard,none,69,54,55
+female,group C,bachelor's degree,standard,none,67,69,75
+male,group C,high school,standard,none,70,70,65
+female,group D,master's degree,standard,none,62,70,75
+female,group D,some college,standard,none,69,74,74
+female,group B,some college,standard,none,63,65,61
+female,group E,master's degree,free/reduced,none,56,72,65
+male,group D,some college,standard,none,40,42,38
+male,group E,some college,standard,none,97,87,82
+male,group E,associate's degree,standard,completed,81,81,79
+female,group D,associate's degree,standard,none,74,81,83
+female,group D,some high school,free/reduced,none,50,64,59
+female,group D,associate's degree,free/reduced,completed,75,90,88
+male,group B,associate's degree,free/reduced,none,57,56,57
+male,group C,associate's degree,free/reduced,none,55,61,54
+female,group C,associate's degree,standard,none,58,73,68
+female,group B,associate's degree,standard,none,53,58,65
+male,group B,some college,free/reduced,completed,59,65,66
+female,group E,associate's degree,free/reduced,none,50,56,54
+male,group B,associate's degree,standard,none,65,54,57
+female,group A,associate's degree,standard,completed,55,65,62
+female,group C,high school,standard,none,66,71,76
+female,group D,associate's degree,free/reduced,completed,57,74,76
+male,group C,high school,standard,completed,82,84,82
+male,group E,some college,standard,none,53,55,48
+male,group E,associate's degree,free/reduced,completed,77,69,68
+male,group C,some college,standard,none,53,44,42
+male,group D,high school,standard,none,88,78,75
+female,group C,some high school,free/reduced,completed,71,84,87
+female,group C,high school,free/reduced,none,33,41,43
+female,group E,associate's degree,standard,completed,82,85,86
+male,group D,associate's degree,standard,none,52,55,49
+male,group D,some college,standard,completed,58,59,58
+female,group C,some high school,free/reduced,none,0,17,10
+male,group E,bachelor's degree,free/reduced,completed,79,74,72
+male,group A,some high school,free/reduced,none,39,39,34
+male,group A,associate's degree,free/reduced,none,62,61,55
+female,group C,associate's degree,standard,none,69,80,71
+female,group D,some high school,standard,none,59,58,59
+male,group B,some high school,standard,none,67,64,61
+male,group D,some high school,free/reduced,none,45,37,37
+female,group C,some college,standard,none,60,72,74
+male,group B,associate's degree,free/reduced,none,61,58,56
+female,group C,associate's degree,standard,none,39,64,57
+female,group D,some college,free/reduced,completed,58,63,73
+male,group D,some college,standard,completed,63,55,63
+female,group A,associate's degree,free/reduced,none,41,51,48
+male,group C,some high school,free/reduced,none,61,57,56
+male,group C,some high school,standard,none,49,49,41
+male,group B,associate's degree,free/reduced,none,44,41,38
+male,group E,some high school,standard,none,30,26,22
+male,group A,bachelor's degree,standard,completed,80,78,81
+female,group D,some high school,standard,completed,61,74,72
+female,group E,master's degree,standard,none,62,68,68
+female,group B,associate's degree,standard,none,47,49,50
+male,group B,high school,free/reduced,none,49,45,45
+male,group A,some college,free/reduced,completed,50,47,54
+male,group E,associate's degree,standard,none,72,64,63
+male,group D,high school,free/reduced,none,42,39,34
+female,group C,some college,standard,none,73,80,82
+female,group C,some college,free/reduced,none,76,83,88
+female,group D,associate's degree,standard,none,71,71,74
+female,group A,some college,standard,none,58,70,67
+female,group D,some high school,standard,none,73,86,82
+female,group C,bachelor's degree,standard,none,65,72,74
+male,group C,high school,free/reduced,none,27,34,36
+male,group C,high school,standard,none,71,79,71
+male,group C,associate's degree,free/reduced,completed,43,45,50
+female,group B,some college,standard,none,79,86,92
+male,group C,associate's degree,free/reduced,completed,78,81,82
+male,group B,some high school,standard,completed,65,66,62
+female,group E,some college,standard,completed,63,72,70
+female,group D,some college,free/reduced,none,58,67,62
+female,group D,bachelor's degree,standard,none,65,67,62
+male,group B,some college,standard,none,79,67,67
+male,group D,bachelor's degree,standard,completed,68,74,74
+female,group D,associate's degree,standard,none,85,91,89
+male,group B,high school,standard,completed,60,44,47
+male,group C,some college,standard,completed,98,86,90
+female,group C,some college,standard,none,58,67,72
+female,group D,master's degree,standard,none,87,100,100
+male,group E,associate's degree,standard,completed,66,63,64
+female,group B,associate's degree,free/reduced,none,52,76,70
+female,group B,some high school,standard,none,70,64,72
+female,group D,associate's degree,free/reduced,completed,77,89,98
+male,group C,high school,standard,none,62,55,49
+male,group A,associate's degree,standard,none,54,53,47
+female,group D,some college,standard,none,51,58,54
+female,group E,bachelor's degree,standard,completed,99,100,100
+male,group C,high school,standard,none,84,77,74
+female,group B,bachelor's degree,free/reduced,none,75,85,82
+female,group D,bachelor's degree,standard,none,78,82,79
+female,group D,some high school,standard,none,51,63,61
+female,group C,some college,standard,none,55,69,65
+female,group C,bachelor's degree,standard,completed,79,92,89
+male,group B,associate's degree,standard,completed,91,89,92
+female,group C,some college,standard,completed,88,93,93
+male,group D,high school,free/reduced,none,63,57,56
+male,group E,some college,standard,none,83,80,73
+female,group B,high school,standard,none,87,95,86
+male,group B,some high school,standard,none,72,68,67
+male,group D,some college,standard,completed,65,77,74
+male,group D,master's degree,standard,none,82,82,74
+female,group A,bachelor's degree,standard,none,51,49,51
+male,group D,master's degree,standard,none,89,84,82
+male,group C,some high school,free/reduced,completed,53,37,40
+male,group E,some college,free/reduced,completed,87,74,70
+female,group C,some college,standard,completed,75,81,84
+male,group D,bachelor's degree,free/reduced,completed,74,79,75
+male,group C,bachelor's degree,standard,none,58,55,48
+male,group B,some high school,standard,completed,51,54,41
+male,group E,high school,standard,none,70,55,56
+female,group C,associate's degree,standard,none,59,66,67
+male,group D,some college,standard,completed,71,61,69
+female,group D,some high school,standard,none,76,72,71
+female,group C,some college,free/reduced,none,59,62,64
+female,group E,some college,free/reduced,completed,42,55,54
+male,group A,high school,standard,none,57,43,47
+male,group D,some college,standard,none,88,73,78
+female,group C,some college,free/reduced,none,22,39,33
+male,group B,some high school,standard,none,88,84,75
+male,group C,associate's degree,free/reduced,none,73,68,66
+female,group D,bachelor's degree,standard,completed,68,75,81
+male,group E,associate's degree,free/reduced,completed,100,100,93
+male,group A,some high school,standard,completed,62,67,69
+male,group A,bachelor's degree,standard,none,77,67,68
+female,group B,associate's degree,standard,completed,59,70,66
+male,group D,bachelor's degree,standard,none,54,49,47
+male,group D,some high school,standard,none,62,67,61
+female,group C,some college,standard,completed,70,89,88
+female,group E,high school,free/reduced,completed,66,74,78
+male,group B,some college,free/reduced,none,60,60,60
+female,group B,associate's degree,standard,completed,61,86,87
+male,group D,associate's degree,free/reduced,none,66,62,64
+male,group B,associate's degree,free/reduced,completed,82,78,74
+female,group E,some college,free/reduced,completed,75,88,85
+male,group B,master's degree,free/reduced,none,49,53,52
+male,group C,high school,standard,none,52,53,49
+female,group E,master's degree,standard,none,81,92,91
+female,group C,bachelor's degree,standard,completed,96,100,100
+male,group C,high school,free/reduced,completed,53,51,51
+female,group B,master's degree,free/reduced,completed,58,76,78
+female,group B,high school,standard,completed,68,83,78
+female,group C,some college,free/reduced,completed,67,75,70
+male,group A,high school,standard,completed,72,73,74
+male,group E,some high school,standard,none,94,88,78
+female,group D,some college,standard,none,79,86,81
+female,group C,associate's degree,standard,none,63,67,70
+female,group C,bachelor's degree,free/reduced,completed,43,51,54
+female,group C,master's degree,standard,completed,81,91,87
+female,group B,high school,free/reduced,completed,46,54,58
+female,group C,associate's degree,standard,completed,71,77,77
+female,group B,master's degree,free/reduced,completed,52,70,62
+female,group D,some high school,standard,completed,97,100,100
+male,group C,master's degree,free/reduced,completed,62,68,75
+female,group C,some college,free/reduced,none,46,64,66
+female,group E,high school,standard,none,50,50,47
+female,group D,associate's degree,standard,none,65,69,70
+male,group C,some high school,free/reduced,completed,45,52,49
+male,group C,associate's degree,free/reduced,completed,65,67,65
+male,group E,high school,standard,none,80,76,65
+male,group D,some high school,standard,completed,62,66,68
+male,group B,some high school,free/reduced,none,48,52,45
+female,group C,bachelor's degree,standard,none,77,88,87
+female,group E,associate's degree,standard,none,66,65,69
+male,group D,some college,standard,completed,76,83,79
+female,group B,some high school,standard,none,62,64,66
+male,group D,some college,standard,completed,77,62,62
+female,group C,master's degree,standard,completed,69,84,85
+male,group D,associate's degree,standard,none,61,55,52
+male,group C,some high school,free/reduced,completed,59,69,65
+male,group E,high school,free/reduced,none,55,56,51
+female,group B,some college,free/reduced,none,45,53,55
+female,group B,bachelor's degree,free/reduced,none,78,79,76
+female,group C,associate's degree,standard,completed,67,84,86
+female,group D,some college,free/reduced,none,65,81,77
+male,group C,associate's degree,standard,none,69,77,69
+female,group B,associate's degree,standard,none,57,69,68
+male,group C,some college,standard,none,59,41,42
+male,group D,some high school,standard,completed,74,71,78
+male,group E,bachelor's degree,standard,none,82,62,62
+male,group E,high school,standard,completed,81,80,76
+female,group B,some college,free/reduced,none,74,81,76
+female,group B,some college,free/reduced,none,58,61,66
+male,group D,some high school,free/reduced,completed,80,79,79
+male,group C,some college,free/reduced,none,35,28,27
+female,group C,high school,free/reduced,none,42,62,60
+male,group C,associate's degree,free/reduced,completed,60,51,56
+male,group E,high school,standard,completed,87,91,81
+male,group B,some high school,standard,completed,84,83,75
+female,group E,associate's degree,free/reduced,completed,83,86,88
+female,group C,high school,free/reduced,none,34,42,39
+male,group B,high school,free/reduced,none,66,77,70
+male,group B,some high school,standard,completed,61,56,56
+female,group D,high school,standard,completed,56,68,74
+male,group B,associate's degree,standard,none,87,85,73
+female,group C,some high school,free/reduced,none,55,65,62
+male,group D,some high school,standard,none,86,80,75
+female,group B,associate's degree,standard,completed,52,66,73
+female,group E,master's degree,free/reduced,none,45,56,54
+female,group C,some college,standard,none,72,72,71
+male,group D,high school,standard,none,57,50,54
+male,group A,some high school,free/reduced,none,68,72,64
+female,group C,some college,standard,completed,88,95,94
+male,group D,some college,standard,none,76,64,66
+male,group C,associate's degree,standard,none,46,43,42
+female,group B,bachelor's degree,standard,none,67,86,83
+male,group E,some high school,standard,none,92,87,78
+male,group C,bachelor's degree,standard,completed,83,82,84
+male,group D,associate's degree,standard,none,80,75,77
+male,group D,bachelor's degree,free/reduced,none,63,66,67
+female,group D,some high school,standard,completed,64,60,74
+male,group B,some college,standard,none,54,52,51
+male,group C,associate's degree,standard,none,84,80,80
+male,group D,high school,free/reduced,completed,73,68,66
+female,group E,bachelor's degree,standard,none,80,83,83
+female,group D,high school,standard,none,56,52,55
+male,group E,some college,standard,none,59,51,43
+male,group D,some high school,standard,none,75,74,69
+male,group C,associate's degree,standard,none,85,76,71
+male,group E,associate's degree,standard,none,89,76,74
+female,group B,high school,standard,completed,58,70,68
+female,group B,high school,standard,none,65,64,62
+male,group C,high school,standard,none,68,60,53
+male,group A,some high school,standard,completed,47,49,49
+female,group D,some college,free/reduced,none,71,83,83
+female,group B,some high school,standard,completed,60,70,70
+male,group D,master's degree,standard,none,80,80,72
+male,group D,high school,standard,none,54,52,52
+female,group E,some college,standard,none,62,73,70
+female,group C,associate's degree,free/reduced,none,64,73,68
+male,group C,associate's degree,standard,completed,78,77,77
+female,group B,some college,standard,none,70,75,78
+female,group C,master's degree,free/reduced,completed,65,81,81
+female,group C,some high school,free/reduced,completed,64,79,77
+male,group C,some college,standard,completed,79,79,78
+female,group C,some high school,free/reduced,none,44,50,51
+female,group E,high school,standard,none,99,93,90
+male,group D,high school,standard,none,76,73,68
+male,group D,some high school,free/reduced,none,59,42,41
+female,group C,bachelor's degree,standard,none,63,75,81
+female,group D,high school,standard,none,69,72,77
+female,group D,associate's degree,standard,completed,88,92,95
+female,group E,some college,free/reduced,none,71,76,70
+male,group C,bachelor's degree,standard,none,69,63,61
+male,group C,some college,standard,none,58,49,42
+female,group D,associate's degree,free/reduced,none,47,53,58
+female,group D,some college,standard,none,65,70,71
+male,group B,some college,standard,completed,88,85,76
+male,group C,bachelor's degree,standard,none,83,78,73
+female,group C,some high school,standard,completed,85,92,93
+female,group E,high school,standard,completed,59,63,75
+female,group C,some high school,free/reduced,none,65,86,80
+male,group B,bachelor's degree,free/reduced,none,73,56,57
+male,group D,high school,standard,none,53,52,42
+male,group D,high school,standard,none,45,48,46
+female,group D,bachelor's degree,free/reduced,none,73,79,84
+female,group D,some college,free/reduced,completed,70,78,78
+female,group B,some high school,standard,none,37,46,46
+male,group B,associate's degree,standard,completed,81,82,82
+male,group E,associate's degree,standard,completed,97,82,88
+female,group B,some high school,standard,none,67,89,82
+male,group B,bachelor's degree,free/reduced,none,88,75,76
+male,group E,some high school,standard,completed,77,76,77
+male,group C,associate's degree,standard,none,76,70,68
+male,group D,some high school,standard,none,86,73,70
+male,group C,some high school,standard,completed,63,60,57
+female,group E,bachelor's degree,standard,none,65,73,75
+male,group D,high school,free/reduced,completed,78,77,80
+male,group B,associate's degree,free/reduced,none,67,62,60
+male,group A,some high school,standard,completed,46,41,43
+male,group E,associate's degree,standard,completed,71,74,68
+male,group C,high school,free/reduced,completed,40,46,50
+male,group D,associate's degree,free/reduced,none,90,87,75
+male,group A,some college,free/reduced,completed,81,78,81
+male,group D,some high school,free/reduced,none,56,54,52
+female,group C,associate's degree,standard,completed,67,84,81
+male,group B,associate's degree,standard,none,80,76,64
+female,group C,associate's degree,standard,completed,74,75,83
+male,group A,some college,standard,none,69,67,69
+male,group E,some college,standard,completed,99,87,81
+male,group C,some high school,standard,none,51,52,44
+female,group B,associate's degree,free/reduced,none,53,71,67
+female,group D,high school,free/reduced,none,49,57,52
+female,group B,associate's degree,standard,none,73,76,80
+male,group B,bachelor's degree,standard,none,66,60,57
+male,group D,bachelor's degree,standard,completed,67,61,68
+female,group C,associate's degree,free/reduced,completed,68,67,69
+female,group C,bachelor's degree,standard,completed,59,64,75
+male,group C,high school,standard,none,71,66,65
+female,group D,master's degree,standard,completed,77,82,91
+male,group C,associate's degree,standard,none,83,72,78
+male,group B,bachelor's degree,standard,none,63,71,69
+female,group D,associate's degree,free/reduced,none,56,65,63
+female,group C,high school,free/reduced,completed,67,79,84
+female,group E,high school,standard,none,75,86,79
+female,group C,some college,standard,none,71,81,80
+female,group C,some high school,free/reduced,none,43,53,53
+female,group C,high school,free/reduced,none,41,46,43
+female,group C,some college,standard,none,82,90,94
+male,group C,some college,standard,none,61,61,62
+male,group A,some college,free/reduced,none,28,23,19
+male,group C,associate's degree,standard,completed,82,75,77
+female,group B,some high school,standard,none,41,55,51
+male,group C,high school,standard,none,71,60,61
+male,group C,associate's degree,standard,none,47,37,35
+male,group E,associate's degree,standard,completed,62,56,53
+male,group B,associate's degree,standard,none,90,78,81
+female,group C,bachelor's degree,standard,none,83,93,95
+female,group B,some college,free/reduced,none,61,68,66
+male,group D,some high school,standard,completed,76,70,69
+male,group C,associate's degree,standard,none,49,51,43
+female,group B,some high school,free/reduced,none,24,38,27
+female,group D,some high school,free/reduced,completed,35,55,60
+male,group C,high school,free/reduced,none,58,61,52
+female,group C,high school,standard,none,61,73,63
+female,group B,high school,standard,completed,69,76,74
+male,group D,associate's degree,standard,completed,67,72,67
+male,group D,some college,standard,none,79,73,67
+female,group C,high school,standard,none,72,80,75
+male,group B,some college,standard,none,62,61,57
+female,group C,bachelor's degree,standard,completed,77,94,95
+male,group D,high school,free/reduced,none,75,74,66
+male,group E,associate's degree,standard,none,87,74,76
+female,group B,bachelor's degree,standard,none,52,65,69
+male,group E,some college,standard,none,66,57,52
+female,group C,some college,standard,completed,63,78,80
+female,group C,associate's degree,standard,none,46,58,57
+female,group C,some college,standard,none,59,71,70
+female,group B,bachelor's degree,standard,none,61,72,70
+male,group A,associate's degree,standard,none,63,61,61
+female,group C,some college,free/reduced,completed,42,66,69
+male,group D,some college,free/reduced,none,59,62,61
+female,group D,some college,standard,none,80,90,89
+female,group B,high school,standard,none,58,62,59
+male,group B,some high school,standard,completed,85,84,78
+female,group C,some college,standard,none,52,58,58
+female,group D,some high school,free/reduced,none,27,34,32
+male,group C,some college,standard,none,59,60,58
+male,group A,bachelor's degree,free/reduced,completed,49,58,60
+male,group C,high school,standard,completed,69,58,53
+male,group C,bachelor's degree,free/reduced,none,61,66,61
+female,group A,some high school,free/reduced,none,44,64,58
+female,group D,some high school,standard,none,73,84,85
+male,group E,some college,standard,none,84,77,71
+female,group C,some college,free/reduced,completed,45,73,70
+male,group D,some high school,standard,none,74,74,72
+female,group D,some college,standard,completed,82,97,96
+female,group D,bachelor's degree,standard,none,59,70,73
+male,group E,associate's degree,free/reduced,none,46,43,41
+female,group D,some high school,standard,none,80,90,82
+female,group D,master's degree,free/reduced,completed,85,95,100
+female,group A,some high school,standard,none,71,83,77
+male,group A,bachelor's degree,standard,none,66,64,62
+female,group B,associate's degree,standard,none,80,86,83
+male,group C,associate's degree,standard,completed,87,100,95
+male,group C,master's degree,free/reduced,none,79,81,71
+female,group E,some high school,free/reduced,none,38,49,45
+female,group A,some high school,free/reduced,none,38,43,43
+female,group E,some college,standard,none,67,76,75
+female,group E,bachelor's degree,standard,none,64,73,70
+female,group C,associate's degree,free/reduced,none,57,78,67
+female,group D,high school,standard,none,62,64,64
+male,group D,master's degree,standard,none,73,70,75
+male,group E,some high school,free/reduced,completed,73,67,59
+female,group D,some college,standard,none,77,68,77
+male,group E,some college,standard,none,76,67,67
+male,group C,associate's degree,standard,completed,57,54,56
+female,group C,some high school,standard,completed,65,74,77
+male,group A,high school,free/reduced,none,48,45,41
+female,group B,high school,free/reduced,none,50,67,63
+female,group C,associate's degree,standard,none,85,89,95
+male,group B,some high school,standard,none,74,63,57
+male,group D,some high school,standard,none,60,59,54
+female,group C,some high school,standard,completed,59,54,67
+male,group A,some college,standard,none,53,43,43
+female,group A,some college,free/reduced,none,49,65,55
+female,group D,high school,standard,completed,88,99,100
+female,group C,high school,standard,none,54,59,62
+female,group C,some high school,standard,none,63,73,68
+male,group B,associate's degree,standard,completed,65,65,63
+female,group B,associate's degree,standard,none,82,80,77
+female,group D,high school,free/reduced,completed,52,57,56
+male,group D,associate's degree,standard,completed,87,84,85
+female,group D,master's degree,standard,completed,70,71,74
+male,group E,some college,standard,completed,84,83,78
+male,group D,associate's degree,standard,none,71,66,60
+male,group B,some high school,standard,completed,63,67,67
+female,group C,bachelor's degree,free/reduced,completed,51,72,79
+male,group E,high school,standard,none,84,73,69
+male,group C,bachelor's degree,standard,completed,71,74,68
+male,group C,associate's degree,standard,none,74,73,67
+male,group D,some college,standard,none,68,59,62
+male,group E,high school,free/reduced,completed,57,56,54
+female,group C,associate's degree,free/reduced,completed,82,93,93
+female,group D,high school,standard,completed,57,58,64
+female,group D,master's degree,free/reduced,completed,47,58,67
+female,group A,some high school,standard,completed,59,85,80
+male,group B,some college,free/reduced,none,41,39,34
+female,group C,some college,free/reduced,none,62,67,62
+male,group C,bachelor's degree,standard,none,86,83,86
+male,group C,some high school,free/reduced,none,69,71,65
+male,group A,some high school,free/reduced,none,65,59,53
+male,group C,some high school,free/reduced,none,68,63,54
+male,group C,associate's degree,free/reduced,none,64,66,59
+female,group C,high school,standard,none,61,72,70
+male,group C,high school,standard,none,61,56,55
+female,group A,some high school,free/reduced,none,47,59,50
+male,group C,some high school,standard,none,73,66,66
+male,group C,some college,free/reduced,completed,50,48,53
+male,group D,associate's degree,standard,none,75,68,64
+male,group D,associate's degree,free/reduced,none,75,66,73
+male,group C,high school,standard,none,70,56,51
+male,group D,some high school,standard,completed,89,88,82
+female,group C,some college,standard,completed,67,81,79
+female,group D,high school,standard,none,78,81,80
+female,group A,some high school,free/reduced,none,59,73,69
+female,group B,associate's degree,standard,none,73,83,76
+male,group A,some high school,free/reduced,none,79,82,73
+female,group C,some high school,standard,completed,67,74,77
+male,group D,some college,free/reduced,none,69,66,60
+male,group C,high school,standard,completed,86,81,80
+male,group B,high school,standard,none,47,46,42
+male,group B,associate's degree,standard,none,81,73,72
+female,group C,some college,free/reduced,completed,64,85,85
+female,group E,some college,standard,none,100,92,97
+female,group C,associate's degree,free/reduced,none,65,77,74
+male,group C,some college,free/reduced,none,65,58,49
+female,group C,associate's degree,free/reduced,none,53,61,62
+male,group C,bachelor's degree,free/reduced,none,37,56,47
+female,group D,bachelor's degree,standard,none,79,89,89
+male,group D,associate's degree,free/reduced,none,53,54,48
+female,group E,bachelor's degree,standard,none,100,100,100
+male,group B,high school,standard,completed,72,65,68
+male,group C,bachelor's degree,free/reduced,none,53,58,55
+male,group B,some college,free/reduced,none,54,54,45
+female,group E,some college,standard,none,71,70,76
+female,group C,some college,free/reduced,none,77,90,91
+male,group A,bachelor's degree,standard,completed,75,58,62
+female,group C,some college,standard,none,84,87,91
+female,group D,associate's degree,free/reduced,none,26,31,38
+male,group A,high school,free/reduced,completed,72,67,65
+female,group A,high school,free/reduced,completed,77,88,85
+male,group C,some college,standard,none,91,74,76
+female,group C,associate's degree,standard,completed,83,85,90
+female,group C,high school,standard,none,63,69,74
+female,group C,associate's degree,standard,completed,68,86,84
+female,group D,some high school,standard,none,59,67,61
+female,group B,associate's degree,standard,completed,90,90,91
+female,group D,bachelor's degree,standard,completed,71,76,83
+male,group E,bachelor's degree,standard,completed,76,62,66
+male,group D,associate's degree,standard,none,80,68,72
+female,group D,master's degree,standard,none,55,64,70
+male,group E,associate's degree,standard,none,76,71,67
+male,group B,high school,standard,completed,73,71,68
+female,group D,associate's degree,free/reduced,none,52,59,56
+male,group C,some college,free/reduced,none,68,68,61
+male,group A,high school,standard,none,59,52,46
+female,group B,associate's degree,standard,none,49,52,54
+male,group C,high school,standard,none,70,74,71
+male,group D,some college,free/reduced,none,61,47,56
+female,group C,associate's degree,free/reduced,none,60,75,74
+male,group B,some high school,standard,completed,64,53,57
+male,group A,associate's degree,free/reduced,completed,79,82,82
+female,group A,associate's degree,free/reduced,none,65,85,76
+female,group C,associate's degree,standard,none,64,64,70
+female,group C,some college,standard,none,83,83,90
+female,group C,bachelor's degree,standard,none,81,88,90
+female,group B,high school,standard,none,54,64,68
+male,group D,high school,standard,completed,68,64,66
+female,group C,some college,standard,none,54,48,52
+female,group D,some college,free/reduced,completed,59,78,76
+female,group B,some high school,standard,none,66,69,68
+male,group E,some college,standard,none,76,71,72
+female,group D,master's degree,standard,none,74,79,82
+female,group B,associate's degree,standard,completed,94,87,92
+male,group C,some college,free/reduced,none,63,61,54
+female,group E,associate's degree,standard,completed,95,89,92
+female,group D,master's degree,free/reduced,none,40,59,54
+female,group B,some high school,standard,none,82,82,80
+male,group A,high school,standard,none,68,70,66
+male,group B,bachelor's degree,free/reduced,none,55,59,54
+male,group C,master's degree,standard,none,79,78,77
+female,group C,bachelor's degree,standard,none,86,92,87
+male,group D,some college,standard,none,76,71,73
+male,group A,some high school,standard,none,64,50,43
+male,group D,some high school,free/reduced,none,62,49,52
+female,group B,some high school,standard,completed,54,61,62
+female,group B,master's degree,free/reduced,completed,77,97,94
+female,group C,some high school,standard,completed,76,87,85
+female,group D,some college,standard,none,74,89,84
+female,group E,some college,standard,completed,66,74,73
+female,group D,some high school,standard,completed,66,78,78
+female,group B,high school,free/reduced,completed,67,78,79
+male,group D,some college,standard,none,71,49,52
+female,group C,associate's degree,standard,none,91,86,84
+male,group D,bachelor's degree,standard,none,69,58,57
+male,group C,master's degree,free/reduced,none,54,59,50
+male,group C,high school,standard,completed,53,52,49
+male,group E,some college,standard,none,68,60,59
+male,group C,some high school,free/reduced,completed,56,61,60
+female,group C,high school,free/reduced,none,36,53,43
+female,group D,bachelor's degree,free/reduced,none,29,41,47
+female,group C,associate's degree,standard,none,62,74,70
+female,group C,associate's degree,standard,completed,68,67,73
+female,group C,some high school,standard,none,47,54,53
+male,group E,associate's degree,standard,completed,62,61,58
+female,group E,associate's degree,standard,completed,79,88,94
+male,group B,high school,standard,completed,73,69,68
+female,group C,bachelor's degree,free/reduced,completed,66,83,83
+male,group C,associate's degree,standard,completed,51,60,58
+female,group D,high school,standard,none,51,66,62
+male,group E,bachelor's degree,standard,completed,85,66,71
+male,group A,associate's degree,standard,completed,97,92,86
+male,group C,high school,standard,completed,75,69,68
+male,group D,associate's degree,free/reduced,completed,79,82,80
+female,group C,associate's degree,standard,none,81,77,79
+female,group D,associate's degree,standard,none,82,95,89
+female,group D,master's degree,standard,none,64,63,66
+male,group E,some high school,free/reduced,completed,78,83,80
+female,group A,some high school,standard,completed,92,100,97
+male,group C,high school,standard,completed,72,67,64
+female,group C,high school,free/reduced,none,62,67,64
+male,group C,master's degree,standard,none,79,72,69
+male,group C,some high school,free/reduced,none,79,76,65
+male,group B,bachelor's degree,free/reduced,completed,87,90,88
+female,group B,associate's degree,standard,none,40,48,50
+male,group D,some college,free/reduced,none,77,62,64
+male,group E,associate's degree,standard,none,53,45,40
+female,group C,some college,free/reduced,none,32,39,33
+female,group C,associate's degree,standard,completed,55,72,79
+male,group C,master's degree,free/reduced,none,61,67,66
+female,group B,associate's degree,free/reduced,none,53,70,70
+male,group D,some high school,standard,none,73,66,62
+female,group D,some college,standard,completed,74,75,79
+female,group C,some college,standard,none,63,74,74
+male,group C,bachelor's degree,standard,completed,96,90,92
+female,group D,some college,free/reduced,completed,63,80,80
+male,group B,bachelor's degree,free/reduced,none,48,51,46
+male,group B,associate's degree,standard,none,48,43,45
+female,group E,bachelor's degree,free/reduced,completed,92,100,100
+female,group D,master's degree,free/reduced,completed,61,71,78
+male,group B,high school,free/reduced,none,63,48,47
+male,group D,bachelor's degree,free/reduced,none,68,68,67
+male,group B,some college,standard,completed,71,75,70
+male,group A,bachelor's degree,standard,none,91,96,92
+female,group C,some college,standard,none,53,62,56
+female,group C,high school,free/reduced,completed,50,66,64
+female,group E,high school,standard,none,74,81,71
+male,group A,associate's degree,free/reduced,completed,40,55,53
+male,group A,some college,standard,completed,61,51,52
+female,group B,high school,standard,none,81,91,89
+female,group B,some college,free/reduced,completed,48,56,58
+female,group D,master's degree,standard,none,53,61,68
+female,group D,some high school,standard,none,81,97,96
+female,group E,some high school,standard,none,77,79,80
+female,group D,bachelor's degree,free/reduced,none,63,73,78
+female,group D,associate's degree,standard,completed,73,75,80
+female,group D,some college,standard,none,69,77,77
+female,group C,associate's degree,standard,none,65,76,76
+female,group A,high school,standard,none,55,73,73
+female,group C,bachelor's degree,free/reduced,none,44,63,62
+female,group C,some college,standard,none,54,64,65
+female,group A,some high school,standard,none,48,66,65
+male,group C,some college,free/reduced,none,58,57,54
+male,group A,some high school,standard,none,71,62,50
+male,group E,bachelor's degree,standard,none,68,68,64
+female,group E,high school,standard,none,74,76,73
+female,group C,bachelor's degree,standard,completed,92,100,99
+female,group C,bachelor's degree,standard,completed,56,79,72
+male,group B,high school,free/reduced,none,30,24,15
+male,group A,some high school,standard,none,53,54,48
+female,group D,high school,standard,none,69,77,73
+female,group D,some high school,standard,none,65,82,81
+female,group D,master's degree,standard,none,54,60,63
+female,group C,high school,standard,none,29,29,30
+female,group E,some college,standard,none,76,78,80
+male,group D,high school,free/reduced,none,60,57,51
+male,group D,master's degree,free/reduced,completed,84,89,90
+male,group C,some high school,standard,none,75,72,62
+female,group C,associate's degree,standard,none,85,84,82
+female,group C,master's degree,free/reduced,none,40,58,54
+female,group E,some college,standard,none,61,64,62
+female,group B,associate's degree,standard,none,58,63,65
+male,group D,some college,free/reduced,completed,69,60,63
+female,group C,some college,standard,none,58,59,66
+male,group C,bachelor's degree,standard,completed,94,90,91
+female,group C,associate's degree,standard,none,65,77,74
+female,group A,associate's degree,standard,none,82,93,93
+female,group C,high school,standard,none,60,68,72
+female,group E,bachelor's degree,standard,none,37,45,38
+male,group D,bachelor's degree,standard,none,88,78,83
+male,group D,master's degree,standard,none,95,81,84
+male,group C,associate's degree,free/reduced,completed,65,73,68
+female,group C,high school,free/reduced,none,35,61,54
+male,group B,bachelor's degree,free/reduced,none,62,63,56
+male,group C,high school,free/reduced,completed,58,51,52
+male,group A,some college,standard,completed,100,96,86
+female,group E,bachelor's degree,free/reduced,none,61,58,62
+male,group D,some college,standard,completed,100,97,99
+male,group B,associate's degree,free/reduced,completed,69,70,63
+male,group D,associate's degree,standard,none,61,48,46
+male,group D,some college,free/reduced,none,49,57,46
+female,group C,some high school,standard,completed,44,51,55
+male,group D,some college,standard,none,67,64,70
+male,group B,high school,standard,none,79,60,65
+female,group B,bachelor's degree,standard,completed,66,74,81
+female,group C,high school,standard,none,75,88,85
+male,group D,some high school,standard,none,84,84,80
+male,group A,high school,standard,none,71,74,64
+female,group B,high school,free/reduced,completed,67,80,81
+female,group D,some high school,standard,completed,80,92,88
+male,group E,some college,standard,none,86,76,74
+female,group D,associate's degree,standard,none,76,74,73
+male,group D,high school,standard,none,41,52,51
+female,group D,associate's degree,free/reduced,completed,74,88,90
+female,group B,some high school,free/reduced,none,72,81,79
+female,group E,high school,standard,completed,74,79,80
+male,group B,high school,standard,none,70,65,60
+female,group B,bachelor's degree,standard,completed,65,81,81
+female,group D,associate's degree,standard,none,59,70,65
+female,group E,high school,free/reduced,none,64,62,68
+female,group B,high school,standard,none,50,53,55
+female,group D,some college,standard,completed,69,79,81
+male,group C,some high school,free/reduced,completed,51,56,53
+female,group A,high school,standard,completed,68,80,76
+female,group D,some college,standard,completed,85,86,98
+female,group A,associate's degree,standard,completed,65,70,74
+female,group B,some high school,standard,none,73,79,79
+female,group B,some college,standard,none,62,67,67
+male,group C,associate's degree,free/reduced,none,77,67,64
+male,group D,some high school,standard,none,69,66,61
+female,group D,associate's degree,free/reduced,none,43,60,58
+male,group D,associate's degree,standard,none,90,87,85
+male,group C,some college,free/reduced,none,74,77,73
+male,group C,some high school,standard,none,73,66,63
+female,group D,some college,free/reduced,none,55,71,69
+female,group C,high school,standard,none,65,69,67
+male,group D,associate's degree,standard,none,80,63,63
+female,group C,some high school,free/reduced,completed,50,60,60
+female,group C,some college,free/reduced,completed,63,73,71
+female,group B,bachelor's degree,free/reduced,none,77,85,87
+male,group C,some college,standard,none,73,74,61
+male,group D,associate's degree,standard,completed,81,72,77
+female,group C,high school,free/reduced,none,66,76,68
+male,group D,associate's degree,free/reduced,none,52,57,50
+female,group C,some college,standard,none,69,78,76
+female,group C,associate's degree,standard,completed,65,84,84
+female,group D,high school,standard,completed,69,77,78
+female,group B,some college,standard,completed,50,64,66
+female,group E,some college,standard,completed,73,78,76
+female,group C,some high school,standard,completed,70,82,76
+male,group D,associate's degree,free/reduced,none,81,75,78
+male,group D,some college,free/reduced,none,63,61,60
+female,group D,high school,standard,none,67,72,74
+male,group B,high school,standard,none,60,68,60
+male,group B,high school,standard,none,62,55,54
+female,group C,some high school,free/reduced,completed,29,40,44
+male,group B,some college,standard,completed,62,66,68
+female,group E,master's degree,standard,completed,94,99,100
+male,group E,some college,standard,completed,85,75,68
+male,group D,associate's degree,free/reduced,none,77,78,73
+male,group A,high school,free/reduced,none,53,58,44
+male,group E,some college,free/reduced,none,93,90,83
+female,group C,associate's degree,standard,none,49,53,53
+female,group E,associate's degree,free/reduced,none,73,76,78
+female,group C,bachelor's degree,free/reduced,completed,66,74,81
+female,group D,associate's degree,standard,none,77,77,73
+female,group C,some high school,standard,none,49,63,56
+female,group D,some college,free/reduced,none,79,89,86
+female,group C,associate's degree,standard,completed,75,82,90
+female,group A,bachelor's degree,standard,none,59,72,70
+female,group D,associate's degree,standard,completed,57,78,79
+male,group C,high school,free/reduced,none,66,66,59
+female,group E,bachelor's degree,standard,completed,79,81,82
+female,group B,some high school,standard,none,57,67,72
+male,group A,bachelor's degree,standard,completed,87,84,87
+female,group D,some college,standard,none,63,64,67
+female,group B,some high school,free/reduced,completed,59,63,64
+male,group A,bachelor's degree,free/reduced,none,62,72,65
+male,group D,high school,standard,none,46,34,36
+male,group C,some college,standard,none,66,59,52
+male,group D,high school,standard,none,89,87,79
+female,group D,associate's degree,free/reduced,completed,42,61,58
+male,group C,some college,standard,completed,93,84,90
+female,group E,some high school,standard,completed,80,85,85
+female,group D,some college,standard,none,98,100,99
+male,group D,master's degree,standard,none,81,81,84
+female,group B,some high school,standard,completed,60,70,74
+female,group B,associate's degree,free/reduced,completed,76,94,87
+male,group C,associate's degree,standard,completed,73,78,72
+female,group C,associate's degree,standard,completed,96,96,99
+female,group C,high school,standard,none,76,76,74
+male,group E,associate's degree,free/reduced,completed,91,73,80
+female,group C,some college,free/reduced,none,62,72,70
+male,group D,some high school,free/reduced,completed,55,59,59
+female,group B,some high school,free/reduced,completed,74,90,88
+male,group C,high school,standard,none,50,48,42
+male,group B,some college,standard,none,47,43,41
+male,group E,some college,standard,completed,81,74,71
+female,group E,associate's degree,standard,completed,65,75,77
+male,group E,some high school,standard,completed,68,51,57
+female,group D,high school,free/reduced,none,73,92,84
+male,group C,some college,standard,none,53,39,37
+female,group B,associate's degree,free/reduced,completed,68,77,80
+male,group A,some high school,free/reduced,none,55,46,43
+female,group C,some college,standard,completed,87,89,94
+male,group D,some high school,standard,none,55,47,44
+female,group E,some college,free/reduced,none,53,58,57
+male,group C,master's degree,standard,none,67,57,59
+male,group C,associate's degree,standard,none,92,79,84
+female,group B,some college,free/reduced,completed,53,66,73
+male,group D,associate's degree,standard,none,81,71,73
+male,group C,high school,free/reduced,none,61,60,55
+male,group D,bachelor's degree,standard,none,80,73,72
+female,group A,associate's degree,free/reduced,none,37,57,56
+female,group C,high school,standard,none,81,84,82
+female,group C,associate's degree,standard,completed,59,73,72
+male,group B,some college,free/reduced,none,55,55,47
+male,group D,associate's degree,standard,none,72,79,74
+male,group D,high school,standard,none,69,75,71
+male,group C,some college,standard,none,69,64,68
+female,group C,bachelor's degree,free/reduced,none,50,60,59
+male,group B,some college,standard,completed,87,84,86
+male,group D,some high school,standard,completed,71,69,68
+male,group E,some college,standard,none,68,72,65
+male,group C,master's degree,free/reduced,completed,79,77,75
+female,group C,some high school,standard,completed,77,90,85
+male,group C,associate's degree,free/reduced,none,58,55,53
+female,group E,associate's degree,standard,none,84,95,92
+male,group D,some college,standard,none,55,58,52
+male,group E,bachelor's degree,free/reduced,completed,70,68,72
+female,group D,some college,free/reduced,completed,52,59,65
+male,group B,some college,standard,completed,69,77,77
+female,group C,high school,free/reduced,none,53,72,64
+female,group D,some high school,standard,none,48,58,54
+male,group D,some high school,standard,completed,78,81,86
+female,group B,high school,standard,none,62,62,63
+male,group D,some college,standard,none,60,63,59
+female,group B,high school,standard,none,74,72,72
+female,group C,high school,standard,completed,58,75,77
+male,group B,high school,standard,completed,76,62,60
+female,group D,some high school,standard,none,68,71,75
+male,group A,some college,free/reduced,none,58,60,57
+male,group B,high school,standard,none,52,48,49
+male,group D,bachelor's degree,standard,none,75,73,74
+female,group B,some high school,free/reduced,completed,52,67,72
+female,group C,bachelor's degree,free/reduced,none,62,78,79
+male,group B,some college,standard,none,66,65,60
+female,group B,some high school,free/reduced,none,49,58,55
+female,group B,high school,standard,none,66,72,70
+female,group C,some college,free/reduced,none,35,44,43
+female,group A,some college,standard,completed,72,79,82
+male,group E,associate's degree,standard,completed,94,85,82
+female,group D,associate's degree,free/reduced,none,46,56,57
+female,group B,master's degree,standard,none,77,90,84
+female,group B,high school,free/reduced,completed,76,85,82
+female,group C,associate's degree,standard,completed,52,59,62
+male,group C,bachelor's degree,standard,completed,91,81,79
+female,group B,some high school,standard,completed,32,51,44
+female,group E,some high school,free/reduced,none,72,79,77
+female,group B,some college,standard,none,19,38,32
+male,group C,associate's degree,free/reduced,none,68,65,61
+female,group C,master's degree,free/reduced,none,52,65,61
+female,group B,high school,standard,none,48,62,60
+female,group D,some college,free/reduced,none,60,66,70
+male,group D,high school,free/reduced,none,66,74,69
+male,group E,some high school,standard,completed,89,84,77
+female,group B,high school,standard,none,42,52,51
+female,group E,associate's degree,free/reduced,completed,57,68,73
+male,group D,high school,standard,none,70,70,70
+female,group E,associate's degree,free/reduced,none,70,84,81
+male,group E,some college,standard,none,69,60,54
+female,group C,associate's degree,standard,none,52,55,57
+male,group C,some high school,standard,completed,67,73,68
+male,group C,some high school,standard,completed,76,80,73
+female,group E,associate's degree,standard,none,87,94,95
+female,group B,some college,standard,none,82,85,87
+female,group C,some college,standard,none,73,76,78
+male,group A,some college,free/reduced,none,75,81,74
+female,group D,some college,free/reduced,none,64,74,75
+female,group E,high school,free/reduced,none,41,45,40
+male,group C,high school,standard,none,90,75,69
+male,group B,bachelor's degree,standard,none,59,54,51
+male,group A,some high school,standard,none,51,31,36
+male,group A,high school,free/reduced,none,45,47,49
+female,group C,master's degree,standard,completed,54,64,67
+male,group E,some high school,standard,completed,87,84,76
+female,group C,high school,standard,none,72,80,83
+male,group B,some high school,standard,completed,94,86,87
+female,group A,bachelor's degree,standard,none,45,59,64
+male,group D,bachelor's degree,free/reduced,completed,61,70,76
+female,group B,high school,free/reduced,none,60,72,68
+female,group C,some high school,standard,none,77,91,88
+female,group A,some high school,standard,completed,85,90,92
+female,group D,bachelor's degree,free/reduced,none,78,90,93
+male,group E,some college,free/reduced,completed,49,52,51
+female,group B,high school,free/reduced,none,71,87,82
+female,group C,some high school,free/reduced,none,48,58,52
+male,group C,high school,standard,none,62,67,58
+female,group C,associate's degree,free/reduced,completed,56,68,70
+female,group C,some high school,standard,none,65,69,76
+female,group D,some high school,free/reduced,completed,69,86,81
+male,group B,some high school,standard,none,68,54,53
+female,group A,some college,free/reduced,none,61,60,57
+female,group C,bachelor's degree,free/reduced,completed,74,86,89
+male,group A,bachelor's degree,standard,none,64,60,58
+female,group B,high school,standard,completed,77,82,89
+male,group B,some college,standard,none,58,50,45
+female,group C,high school,standard,completed,60,64,74
+male,group E,high school,standard,none,73,64,57
+female,group A,high school,standard,completed,75,82,79
+male,group B,associate's degree,free/reduced,completed,58,57,53
+female,group C,associate's degree,standard,none,66,77,73
+female,group D,high school,free/reduced,none,39,52,46
+male,group C,some high school,standard,none,64,58,51
+female,group B,high school,free/reduced,completed,23,44,36
+male,group B,some college,free/reduced,completed,74,77,76
+female,group D,some high school,free/reduced,completed,40,65,64
+male,group E,master's degree,standard,none,90,85,84
+male,group C,master's degree,standard,completed,91,85,85
+male,group D,high school,standard,none,64,54,50
+female,group C,high school,standard,none,59,72,68
+male,group D,associate's degree,standard,none,80,75,69
+male,group C,master's degree,standard,none,71,67,67
+female,group A,high school,standard,none,61,68,63
+female,group E,some college,standard,none,87,85,93
+male,group E,some high school,standard,none,82,67,61
+male,group C,some high school,standard,none,62,64,55
+female,group B,bachelor's degree,standard,none,97,97,96
+male,group B,some college,free/reduced,none,75,68,65
+female,group C,bachelor's degree,standard,none,65,79,81
+male,group B,high school,standard,completed,52,49,46
+male,group C,associate's degree,free/reduced,none,87,73,72
+female,group C,associate's degree,standard,none,53,62,53
+female,group E,master's degree,free/reduced,none,81,86,87
+male,group D,bachelor's degree,free/reduced,completed,39,42,38
+female,group C,some college,standard,completed,71,71,80
+male,group C,associate's degree,standard,none,97,93,91
+male,group D,some college,standard,completed,82,82,88
+male,group C,high school,free/reduced,none,59,53,52
+male,group B,associate's degree,standard,none,61,42,41
+male,group E,associate's degree,free/reduced,completed,78,74,72
+male,group C,associate's degree,free/reduced,none,49,51,51
+male,group B,high school,standard,none,59,58,47
+female,group C,some college,standard,completed,70,72,76
+male,group B,associate's degree,standard,completed,82,84,78
+male,group E,associate's degree,free/reduced,none,90,90,82
+female,group C,bachelor's degree,free/reduced,none,43,62,61
+male,group C,some college,free/reduced,none,80,64,66
+male,group D,some college,standard,none,81,82,84
+male,group C,some high school,standard,none,57,61,54
+female,group D,some high school,standard,none,59,72,80
+female,group D,associate's degree,standard,none,64,76,74
+male,group C,bachelor's degree,standard,completed,63,64,66
+female,group E,bachelor's degree,standard,completed,71,70,70
+female,group B,high school,free/reduced,none,64,73,71
+male,group D,bachelor's degree,free/reduced,none,55,46,44
+female,group E,associate's degree,standard,none,51,51,54
+female,group C,associate's degree,standard,completed,62,76,80
+female,group E,associate's degree,standard,completed,93,100,95
+male,group C,high school,free/reduced,none,54,72,59
+female,group D,some college,free/reduced,none,69,65,74
+male,group D,high school,free/reduced,none,44,51,48
+female,group E,some college,standard,completed,86,85,91
+female,group E,associate's degree,standard,none,85,92,85
+female,group A,master's degree,free/reduced,none,50,67,73
+male,group D,some high school,standard,completed,88,74,75
+female,group E,associate's degree,standard,none,59,62,69
+female,group E,some high school,free/reduced,none,32,34,38
+male,group B,high school,free/reduced,none,36,29,27
+female,group B,some high school,free/reduced,completed,63,78,79
+male,group D,associate's degree,standard,completed,67,54,63
+female,group D,some high school,standard,completed,65,78,82
+male,group D,master's degree,standard,none,85,84,89
+female,group C,master's degree,standard,none,73,78,74
+female,group A,high school,free/reduced,completed,34,48,41
+female,group D,bachelor's degree,free/reduced,completed,93,100,100
+female,group D,some high school,free/reduced,none,67,84,84
+male,group D,some college,standard,none,88,77,77
+male,group B,high school,standard,none,57,48,51
+female,group D,some college,standard,completed,79,84,91
+female,group C,bachelor's degree,free/reduced,none,67,75,72
+male,group E,bachelor's degree,standard,completed,70,64,70
+male,group D,bachelor's degree,free/reduced,none,50,42,48
+female,group A,some college,standard,none,69,84,82
+female,group C,bachelor's degree,standard,completed,52,61,66
+female,group C,bachelor's degree,free/reduced,completed,47,62,66
+female,group B,associate's degree,free/reduced,none,46,61,55
+female,group E,some college,standard,none,68,70,66
+male,group E,bachelor's degree,standard,completed,100,100,100
+female,group C,high school,standard,none,44,61,52
+female,group C,associate's degree,standard,completed,57,77,80
+male,group B,some college,standard,completed,91,96,91
+male,group D,high school,free/reduced,none,69,70,67
+female,group C,high school,free/reduced,none,35,53,46
+male,group D,high school,standard,none,72,66,66
+female,group B,associate's degree,free/reduced,none,54,65,65
+male,group D,high school,free/reduced,none,74,70,69
+male,group E,some high school,standard,completed,74,64,60
+male,group E,associate's degree,free/reduced,none,64,56,52
+female,group D,high school,free/reduced,completed,65,61,71
+male,group E,associate's degree,free/reduced,completed,46,43,44
+female,group C,some high school,free/reduced,none,48,56,51
+male,group C,some college,free/reduced,completed,67,74,70
+male,group D,some college,free/reduced,none,62,57,62
+male,group D,associate's degree,free/reduced,completed,61,71,73
+male,group C,bachelor's degree,free/reduced,completed,70,75,74
+male,group C,associate's degree,standard,completed,98,87,90
+male,group D,some college,free/reduced,none,70,63,58
+male,group A,associate's degree,standard,none,67,57,53
+female,group E,high school,free/reduced,none,57,58,57
+male,group D,some college,standard,completed,85,81,85
+male,group D,some high school,standard,completed,77,68,69
+male,group C,master's degree,free/reduced,completed,72,66,72
+female,group D,master's degree,standard,none,78,91,96
+male,group C,high school,standard,none,81,66,64
+male,group A,some high school,free/reduced,completed,61,62,61
+female,group B,high school,standard,none,58,68,61
+female,group C,associate's degree,standard,none,54,61,58
+male,group B,high school,standard,none,82,82,80
+female,group D,some college,free/reduced,none,49,58,60
+male,group B,some high school,free/reduced,completed,49,50,52
+female,group E,high school,free/reduced,completed,57,75,73
+male,group E,high school,standard,none,94,73,71
+female,group D,some college,standard,completed,75,77,83
+female,group E,some high school,free/reduced,none,74,74,72
+male,group C,high school,standard,completed,58,52,54
+female,group C,some college,standard,none,62,69,69
+male,group E,associate's degree,standard,none,72,57,62
+male,group C,some college,standard,none,84,87,81
+female,group D,master's degree,standard,none,92,100,100
+female,group D,high school,standard,none,45,63,59
+male,group C,high school,standard,none,75,81,71
+female,group A,some college,standard,none,56,58,64
+female,group D,some high school,free/reduced,none,48,54,53
+female,group E,associate's degree,standard,none,100,100,100
+female,group C,some high school,free/reduced,completed,65,76,75
+male,group D,some college,standard,none,72,57,58
+female,group D,some college,standard,none,62,70,72
+male,group A,some high school,standard,completed,66,68,64
+male,group C,some college,standard,none,63,63,60
+female,group E,associate's degree,standard,none,68,76,67
+female,group B,bachelor's degree,standard,none,75,84,80
+female,group D,bachelor's degree,standard,none,89,100,100
+male,group C,some high school,standard,completed,78,72,69
+female,group A,high school,free/reduced,completed,53,50,60
+female,group D,some college,free/reduced,none,49,65,61
+female,group A,some college,standard,none,54,63,67
+female,group C,some college,standard,completed,64,82,77
+male,group B,some college,free/reduced,completed,60,62,60
+male,group C,associate's degree,standard,none,62,65,58
+male,group D,high school,standard,completed,55,41,48
+female,group C,associate's degree,standard,none,91,95,94
+female,group B,high school,free/reduced,none,8,24,23
+male,group D,some high school,standard,none,81,78,78
+male,group B,some high school,standard,completed,79,85,86
+female,group A,some college,standard,completed,78,87,91
+female,group C,some high school,standard,none,74,75,82
+male,group A,high school,standard,none,57,51,54
+female,group C,associate's degree,standard,none,40,59,51
+male,group E,some high school,standard,completed,81,75,76
+female,group A,some high school,free/reduced,none,44,45,45
+female,group D,some college,free/reduced,completed,67,86,83
+male,group E,high school,free/reduced,completed,86,81,75
+female,group B,some high school,standard,completed,65,82,78
+female,group D,associate's degree,free/reduced,none,55,76,76
+female,group D,bachelor's degree,free/reduced,none,62,72,74
+male,group A,high school,standard,none,63,63,62
+female,group E,master's degree,standard,completed,88,99,95
+male,group C,high school,free/reduced,none,62,55,55
+female,group C,high school,free/reduced,completed,59,71,65
+female,group D,some college,standard,completed,68,78,77
+female,group D,some college,free/reduced,none,77,86,86

artifacts/model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61e2a2748357f410e7357da00581ff5daa09e090e0d6b081e79e6f1758ddfc29
+size 746

artifacts/preprocessor.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f892f36e7cf2eed2164b4e3f4e31153d2f9ce730b9dcf1566ca598cfe428f34e
+size 3559

artifacts/test.csv

@@ -0,0 +1,201 @@
+gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score
+female,group C,associate's degree,standard,none,91,86,84
+female,group B,some college,free/reduced,completed,53,66,73
+male,group D,bachelor's degree,standard,none,80,73,72
+male,group C,some college,free/reduced,none,74,77,73
+male,group E,some college,standard,completed,84,83,78
+male,group D,associate's degree,free/reduced,none,81,75,78
+male,group B,associate's degree,free/reduced,completed,69,70,63
+female,group B,some high school,standard,completed,54,61,62
+male,group C,associate's degree,free/reduced,none,87,73,72
+male,group B,some high school,standard,completed,51,54,41
+male,group A,high school,free/reduced,none,45,47,49
+male,group E,some high school,standard,none,30,26,22
+female,group B,high school,free/reduced,completed,67,80,81
+female,group D,some college,free/reduced,none,49,65,61
+male,group D,some college,standard,completed,85,81,85
+female,group D,some high school,standard,completed,65,78,82
+male,group D,high school,standard,none,53,52,42
+male,group D,bachelor's degree,free/reduced,none,55,46,44
+female,group D,some high school,standard,none,48,58,54
+female,group D,associate's degree,free/reduced,none,56,65,63
+male,group C,master's degree,standard,none,79,72,69
+female,group C,bachelor's degree,free/reduced,completed,43,51,54
+female,group C,some college,free/reduced,completed,45,73,70
+female,group C,high school,free/reduced,none,36,53,43
+male,group D,some high school,free/reduced,completed,80,79,79
+male,group D,associate's degree,standard,none,80,75,77
+male,group D,bachelor's degree,standard,completed,68,74,74
+female,group C,associate's degree,standard,none,40,59,51
+female,group A,high school,free/reduced,completed,34,48,41
+female,group D,some college,free/reduced,none,49,58,60
+male,group B,some college,standard,none,62,61,57
+male,group D,some college,standard,completed,71,61,69
+male,group B,bachelor's degree,free/reduced,none,62,63,56
+male,group E,some college,standard,none,76,71,72
+male,group E,some college,standard,none,84,77,71
+female,group B,some college,free/reduced,none,45,53,55
+male,group D,associate's degree,free/reduced,none,77,78,73
+female,group D,some college,standard,none,69,77,77
+female,group C,master's degree,standard,none,73,78,74
+female,group C,some high school,free/reduced,none,0,17,10
+male,group C,associate's degree,standard,completed,82,75,77
+male,group B,some high school,standard,completed,65,66,62
+male,group D,bachelor's degree,standard,completed,67,61,68
+female,group A,some college,standard,none,54,63,67
+male,group D,associate's degree,free/reduced,none,90,87,75
+female,group E,high school,standard,completed,59,63,75
+male,group D,high school,free/reduced,none,74,70,69
+female,group C,high school,standard,none,29,29,30
+male,group D,some high school,standard,completed,89,88,82
+female,group A,high school,standard,completed,75,82,79
+male,group B,some college,standard,completed,71,75,70
+female,group D,associate's degree,standard,none,64,76,74
+male,group C,some college,standard,completed,79,79,78
+female,group B,some college,free/reduced,completed,48,56,58
+female,group C,some high school,standard,none,69,73,73
+female,group D,some college,standard,none,69,74,74
+male,group D,bachelor's degree,standard,none,88,78,83
+male,group C,associate's degree,standard,none,58,54,52
+male,group B,associate's degree,standard,none,87,85,73
+female,group A,some high school,standard,completed,85,90,92
+male,group A,some high school,standard,completed,46,41,43
+female,group C,some high school,free/reduced,completed,71,84,87
+female,group C,associate's degree,standard,none,81,77,79
+female,group B,some college,free/reduced,none,58,61,66
+male,group D,master's degree,free/reduced,completed,84,89,90
+female,group C,bachelor's degree,free/reduced,completed,66,74,81
+female,group D,some college,free/reduced,none,55,71,69
+male,group C,high school,free/reduced,none,59,53,52
+female,group D,some college,free/reduced,completed,58,63,73
+female,group D,associate's degree,standard,none,82,95,89
+male,group E,associate's degree,standard,completed,66,63,64
+female,group C,bachelor's degree,standard,none,81,88,90
+male,group C,some college,free/reduced,none,58,57,54
+female,group A,associate's degree,free/reduced,none,37,57,56
+male,group C,some high school,standard,completed,63,60,57
+male,group E,some high school,standard,completed,77,76,77
+female,group D,some college,standard,completed,85,86,98
+male,group B,associate's degree,free/reduced,none,57,56,57
+female,group A,some high school,standard,none,48,66,65
+male,group C,some high school,standard,none,51,52,44
+male,group D,some college,free/reduced,none,63,61,60
+male,group D,some high school,free/reduced,none,45,37,37
+male,group C,bachelor's degree,standard,none,83,78,73
+female,group C,some college,standard,none,60,72,74
+male,group B,bachelor's degree,standard,none,63,71,69
+female,group C,high school,free/reduced,none,62,67,64
+female,group D,some college,standard,completed,68,78,77
+female,group B,some high school,standard,completed,60,70,74
+female,group C,some high school,standard,completed,77,90,85
+male,group A,some college,free/reduced,none,28,23,19
+male,group C,master's degree,free/reduced,none,79,81,71
+female,group E,some college,standard,none,100,92,97
+male,group D,bachelor's degree,standard,none,69,58,57
+male,group B,high school,free/reduced,none,66,77,70
+female,group B,some college,standard,none,19,38,32
+male,group D,associate's degree,standard,none,75,68,64
+male,group D,some college,standard,none,60,63,59
+female,group A,some college,standard,none,58,70,67
+female,group C,associate's degree,standard,none,69,80,71
+female,group C,associate's degree,free/reduced,completed,56,68,70
+male,group C,associate's degree,standard,completed,73,78,72
+male,group E,some college,standard,none,66,57,52
+male,group A,associate's degree,standard,none,67,57,53
+female,group C,associate's degree,free/reduced,none,64,73,68
+male,group A,high school,standard,none,71,74,64
+male,group B,high school,standard,none,70,65,60
+male,group E,associate's degree,standard,none,53,45,40
+male,group C,high school,standard,none,75,81,71
+female,group B,high school,standard,completed,68,83,78
+female,group C,high school,standard,none,44,61,52
+female,group D,bachelor's degree,free/reduced,none,29,41,47
+female,group B,high school,free/reduced,none,71,87,82
+male,group A,high school,standard,none,57,51,54
+female,group A,bachelor's degree,standard,none,45,59,64
+female,group C,some college,free/reduced,none,76,83,88
+male,group C,high school,standard,none,61,56,55
+male,group C,some high school,free/reduced,completed,45,52,49
+male,group D,high school,standard,completed,55,41,48
+male,group B,high school,standard,completed,73,69,68
+male,group D,high school,free/reduced,completed,78,77,80
+female,group A,master's degree,free/reduced,none,50,67,73
+female,group C,some college,free/reduced,none,62,67,62
+male,group D,master's degree,standard,none,81,81,84
+female,group C,some high school,free/reduced,completed,64,79,77
+female,group D,some high school,standard,completed,64,60,74
+male,group D,some high school,standard,none,73,66,62
+female,group D,associate's degree,standard,completed,73,75,80
+female,group C,some high school,standard,completed,67,74,77
+male,group B,associate's degree,standard,none,61,42,41
+male,group C,some high school,standard,completed,67,73,68
+female,group D,some high school,standard,none,65,82,81
+male,group D,associate's degree,standard,none,80,75,69
+male,group D,some high school,free/reduced,none,59,42,41
+female,group E,master's degree,standard,completed,88,99,95
+female,group C,associate's degree,standard,none,62,74,70
+female,group C,high school,free/reduced,none,33,41,43
+female,group C,bachelor's degree,standard,completed,79,92,89
+male,group B,some high school,standard,completed,84,83,75
+male,group A,master's degree,free/reduced,none,73,74,72
+female,group A,associate's degree,free/reduced,none,41,51,48
+female,group E,associate's degree,free/reduced,none,50,56,54
+female,group B,high school,standard,completed,58,70,68
+male,group D,some high school,free/reduced,completed,55,59,59
+male,group D,high school,standard,none,45,48,46
+male,group D,some high school,standard,completed,88,74,75
+female,group B,associate's degree,free/reduced,none,46,61,55
+male,group A,some high school,standard,none,51,31,36
+male,group D,some high school,standard,none,75,74,69
+male,group E,some college,free/reduced,completed,49,52,51
+female,group E,high school,standard,none,75,86,79
+female,group E,high school,standard,completed,74,79,80
+female,group B,associate's degree,standard,completed,61,86,87
+male,group C,associate's degree,standard,none,62,65,58
+male,group C,some high school,free/reduced,none,68,63,54
+female,group D,master's degree,standard,none,78,91,96
+female,group E,some college,standard,none,71,70,76
+female,group D,high school,free/reduced,none,49,57,52
+female,group A,bachelor's degree,standard,none,59,72,70
+male,group E,bachelor's degree,free/reduced,completed,79,74,72
+female,group E,associate's degree,standard,none,51,51,54
+female,group C,bachelor's degree,standard,completed,56,79,72
+male,group B,high school,standard,completed,76,62,60
+female,group D,some college,standard,completed,69,79,81
+male,group C,some high school,free/reduced,completed,51,56,53
+male,group D,some college,standard,completed,82,82,88
+male,group C,some college,standard,none,73,74,61
+male,group C,high school,free/reduced,completed,40,46,50
+male,group E,some college,free/reduced,none,93,90,83
+female,group C,bachelor's degree,standard,completed,59,64,75
+female,group B,associate's degree,standard,none,73,76,80
+male,group B,some high school,standard,completed,85,84,78
+male,group E,associate's degree,standard,none,76,71,67
+female,group D,associate's degree,free/reduced,completed,77,89,98
+female,group D,some college,free/reduced,completed,67,86,83
+male,group D,some college,free/reduced,none,61,47,56
+female,group D,some high school,free/reduced,none,27,34,32
+male,group D,high school,standard,none,54,52,52
+female,group C,master's degree,free/reduced,completed,65,81,81
+female,group E,associate's degree,standard,none,87,94,95
+female,group C,some high school,standard,completed,70,82,76
+female,group B,high school,standard,none,54,64,68
+female,group C,high school,free/reduced,none,66,76,68
+female,group D,master's degree,free/reduced,completed,85,95,100
+male,group C,some high school,free/reduced,completed,56,61,60
+male,group E,master's degree,standard,none,90,85,84
+male,group E,high school,standard,none,70,55,56
+female,group B,bachelor's degree,standard,none,61,72,70
+male,group A,bachelor's degree,free/reduced,completed,49,58,60
+male,group C,high school,standard,none,81,66,64
+male,group B,some college,standard,completed,87,84,86
+male,group B,some high school,free/reduced,completed,49,50,52
+male,group B,some high school,standard,none,68,54,53
+male,group C,associate's degree,free/reduced,none,77,67,64
+female,group B,bachelor's degree,free/reduced,none,78,79,76
+male,group C,associate's degree,free/reduced,completed,60,51,56
+female,group D,high school,free/reduced,completed,52,57,56
+male,group E,associate's degree,standard,completed,62,56,53
+female,group B,some college,free/reduced,none,74,81,76
+female,group C,associate's degree,standard,none,65,77,74
+female,group D,some high school,standard,completed,61,74,72

artifacts/train.csv

@@ -0,0 +1,801 @@
+gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score
+female,group D,master's degree,standard,none,62,70,75
+female,group C,bachelor's degree,free/reduced,completed,66,83,83
+female,group D,some college,free/reduced,none,79,89,86
+male,group C,master's degree,free/reduced,none,61,67,66
+male,group E,high school,standard,none,73,64,57
+male,group B,high school,free/reduced,none,30,24,15
+female,group C,bachelor's degree,standard,completed,96,100,100
+female,group C,associate's degree,standard,completed,57,77,80
+male,group D,high school,standard,completed,68,64,66
+female,group C,some high school,free/reduced,none,48,58,52
+male,group B,some high school,standard,none,67,64,61
+female,group C,some college,free/reduced,none,59,62,64
+male,group E,some high school,standard,completed,74,64,60
+female,group C,some high school,standard,none,65,69,76
+female,group B,some college,standard,none,62,67,67
+male,group C,associate's degree,standard,none,47,37,35
+male,group D,associate's degree,standard,none,80,63,63
+male,group C,high school,standard,none,68,60,53
+female,group D,some college,standard,completed,79,84,91
+male,group D,high school,standard,none,89,87,79
+male,group A,some college,standard,none,69,67,69
+female,group E,some college,free/reduced,none,53,58,57
+female,group C,some college,standard,completed,64,82,77
+male,group C,high school,standard,completed,82,84,82
+male,group B,high school,free/reduced,none,36,29,27
+female,group B,master's degree,standard,none,90,95,93
+female,group D,master's degree,standard,none,64,63,66
+female,group B,bachelor's degree,standard,none,52,65,69
+female,group D,some high school,free/reduced,none,67,84,84
+male,group C,associate's degree,standard,completed,51,60,58
+male,group D,some college,standard,none,79,73,67
+male,group A,high school,standard,none,63,63,62
+female,group D,associate's degree,free/reduced,none,52,59,56
+male,group A,associate's degree,free/reduced,completed,40,55,53
+male,group D,some college,standard,none,40,42,38
+female,group B,some college,standard,none,63,65,61
+male,group C,associate's degree,standard,none,46,43,42
+female,group C,some high school,free/reduced,completed,65,76,75
+female,group B,some high school,standard,none,62,64,66
+male,group B,associate's degree,standard,none,90,78,81
+male,group A,associate's degree,free/reduced,none,47,57,44
+male,group C,some college,standard,none,59,41,42
+female,group B,master's degree,free/reduced,completed,77,97,94
+female,group C,associate's degree,standard,none,52,55,57
+male,group E,some college,standard,completed,99,87,81
+female,group B,some high school,standard,none,70,64,72
+male,group C,associate's degree,free/reduced,none,64,66,59
+male,group A,bachelor's degree,standard,completed,80,78,81
+male,group D,high school,free/reduced,none,42,39,34
+male,group E,associate's degree,standard,completed,97,82,88
+male,group A,some college,free/reduced,completed,50,47,54
+female,group B,some high school,standard,completed,65,82,78
+female,group C,master's degree,free/reduced,none,52,65,61
+female,group E,associate's degree,standard,none,59,62,69
+male,group B,some high school,standard,none,74,63,57
+female,group C,some high school,free/reduced,none,43,53,53
+female,group B,high school,free/reduced,completed,67,78,79
+male,group E,bachelor's degree,standard,completed,100,100,100
+male,group D,high school,standard,none,72,66,66
+female,group B,associate's degree,standard,none,71,83,78
+male,group A,some high school,free/reduced,none,55,46,43
+female,group C,some college,standard,none,84,87,91
+female,group E,some college,standard,completed,63,72,70
+female,group C,bachelor's degree,standard,none,63,75,81
+female,group C,some college,free/reduced,completed,42,66,69
+male,group E,associate's degree,free/reduced,completed,78,74,72
+male,group E,some college,standard,none,69,60,54
+female,group B,associate's degree,standard,none,80,86,83
+male,group B,high school,standard,none,79,60,65
+male,group C,associate's degree,standard,completed,87,100,95
+female,group A,associate's degree,free/reduced,none,65,85,76
+female,group D,some high school,standard,none,51,63,61
+male,group D,master's degree,standard,none,85,84,89
+male,group A,some high school,standard,completed,47,49,49
+male,group C,master's degree,free/reduced,none,54,59,50
+female,group B,high school,free/reduced,none,38,60,50
+male,group C,some high school,free/reduced,completed,59,69,65
+male,group D,high school,free/reduced,none,60,57,51
+male,group B,high school,free/reduced,none,49,45,45
+female,group C,associate's degree,standard,completed,52,59,62
+female,group C,bachelor's degree,free/reduced,none,44,63,62
+female,group E,associate's degree,free/reduced,none,70,84,81
+male,group C,associate's degree,standard,none,84,80,80
+male,group C,associate's degree,standard,none,76,70,68
+male,group C,some college,free/reduced,none,35,28,27
+female,group C,associate's degree,standard,completed,96,96,99
+female,group D,some college,standard,none,80,90,89
+male,group B,associate's degree,standard,none,81,73,72
+male,group D,high school,standard,none,57,50,54
+male,group E,high school,standard,none,94,73,71
+male,group B,high school,standard,none,82,82,80
+male,group D,high school,standard,none,70,70,70
+female,group B,associate's degree,standard,completed,94,87,92
+male,group A,bachelor's degree,standard,completed,75,58,62
+female,group C,some college,standard,none,52,58,58
+female,group A,high school,free/reduced,completed,77,88,85
+male,group D,some college,free/reduced,none,70,63,58
+male,group A,some high school,free/reduced,none,65,59,53
+male,group B,some college,free/reduced,none,40,43,39
+female,group C,some college,standard,completed,70,89,88
+male,group D,associate's degree,free/reduced,completed,79,82,80
+female,group C,some college,standard,completed,67,81,79
+male,group C,some college,free/reduced,none,68,68,61
+female,group D,master's degree,free/reduced,completed,47,58,67
+female,group A,some college,standard,completed,72,79,82
+female,group E,high school,free/reduced,completed,57,75,73
+female,group C,bachelor's degree,standard,none,83,93,95
+male,group A,some college,standard,completed,61,51,52
+male,group C,associate's degree,standard,completed,98,87,90
+female,group D,master's degree,free/reduced,completed,61,71,78
+female,group C,bachelor's degree,standard,completed,92,100,99
+female,group C,associate's degree,standard,completed,68,67,73
+female,group E,some high school,standard,none,77,79,80
+male,group C,some college,standard,none,66,59,52
+male,group B,high school,standard,none,47,46,42
+male,group C,some college,free/reduced,none,65,58,49
+male,group A,some high school,free/reduced,none,68,72,64
+female,group C,some college,standard,completed,63,78,80
+female,group D,high school,free/reduced,none,73,92,84
+female,group C,high school,free/reduced,none,42,62,60
+female,group E,master's degree,standard,none,62,68,68
+female,group D,bachelor's degree,standard,completed,68,75,81
+female,group C,associate's degree,standard,completed,67,84,81
+male,group D,some college,free/reduced,none,49,57,46
+female,group C,some college,free/reduced,none,35,44,43
+male,group A,high school,standard,none,68,70,66
+female,group B,high school,standard,completed,69,76,74
+male,group C,high school,standard,none,70,74,71
+female,group E,some high school,standard,completed,80,85,85
+female,group C,some college,standard,completed,75,81,84
+female,group D,some college,standard,none,63,64,67
+male,group B,bachelor's degree,standard,none,66,60,57
+female,group B,some high school,free/reduced,completed,74,90,88
+female,group C,some high school,standard,completed,44,51,55
+female,group B,bachelor's degree,standard,none,72,72,74
+female,group D,master's degree,standard,completed,77,82,91
+male,group D,high school,standard,none,46,34,36
+male,group C,high school,standard,completed,72,67,64
+male,group B,associate's degree,standard,completed,82,84,78
+male,group E,associate's degree,standard,completed,62,61,58
+male,group D,associate's degree,standard,none,80,68,72
+female,group C,high school,standard,none,54,59,62
+female,group D,some college,standard,none,79,86,81
+female,group B,high school,standard,none,87,95,86
+female,group C,some high school,standard,completed,65,74,77
+female,group C,associate's degree,free/reduced,completed,82,93,93
+female,group B,associate's degree,standard,none,40,48,50
+female,group D,bachelor's degree,free/reduced,completed,93,100,100
+female,group C,bachelor's degree,standard,none,65,72,74
+male,group D,some high school,standard,completed,77,68,69
+female,group C,some college,free/reduced,none,46,64,66
+male,group B,some college,standard,completed,88,85,76
+female,group E,some high school,free/reduced,none,32,34,38
+female,group C,associate's degree,standard,none,39,64,57
+male,group D,some high school,standard,none,86,73,70
+male,group C,some high school,free/reduced,completed,53,37,40
+male,group A,some college,free/reduced,completed,81,78,81
+male,group B,some college,free/reduced,none,41,39,34
+male,group C,some college,standard,none,61,61,62
+male,group D,some college,standard,none,88,73,78
+female,group A,some high school,standard,completed,59,85,80
+female,group D,some high school,standard,none,81,97,96
+male,group C,bachelor's degree,standard,none,58,55,48
+female,group C,some college,free/reduced,completed,64,85,85
+female,group E,master's degree,standard,none,81,92,91
+male,group C,high school,standard,none,70,70,65
+female,group C,bachelor's degree,free/reduced,none,62,78,79
+male,group D,some college,standard,completed,77,62,62
+female,group D,high school,standard,none,62,64,64
+female,group E,some college,standard,none,87,85,93
+female,group C,some college,free/reduced,completed,67,75,70
+male,group A,bachelor's degree,free/reduced,none,62,72,65
+female,group D,some high school,standard,none,76,72,71
+female,group C,associate's degree,standard,none,63,67,70
+female,group B,some college,standard,completed,88,95,92
+male,group D,associate's degree,standard,none,72,79,74
+female,group D,master's degree,standard,none,55,64,70
+male,group C,some high school,free/reduced,none,61,57,56
+male,group D,bachelor's degree,free/reduced,none,50,42,48
+male,group E,some high school,standard,completed,87,84,76
+male,group B,some college,standard,none,54,52,51
+female,group C,some college,free/reduced,none,22,39,33
+male,group D,high school,free/reduced,none,66,74,69
+male,group C,bachelor's degree,standard,completed,83,82,84
+female,group D,high school,standard,completed,56,68,74
+female,group B,associate's degree,free/reduced,none,54,65,65
+female,group D,master's degree,standard,none,74,79,82
+male,group E,some college,free/reduced,completed,87,74,70
+male,group E,high school,free/reduced,completed,86,81,75
+male,group B,some college,standard,none,66,65,60
+male,group C,associate's degree,free/reduced,completed,65,67,65
+female,group C,associate's degree,standard,none,58,73,68
+female,group C,associate's degree,standard,completed,75,82,90
+female,group B,associate's degree,free/reduced,none,52,76,70
+female,group C,some college,standard,none,54,64,65
+female,group E,associate's degree,standard,completed,82,85,86
+female,group C,some high school,standard,none,63,73,68
+female,group A,some high school,free/reduced,none,59,73,69
+male,group E,bachelor's degree,free/reduced,completed,70,68,72
+female,group C,high school,free/reduced,completed,59,71,65
+male,group D,bachelor's degree,free/reduced,completed,74,71,80
+male,group A,high school,free/reduced,completed,72,67,65
+male,group A,associate's degree,standard,completed,97,92,86
+female,group C,some high school,standard,none,47,54,53
+male,group D,master's degree,standard,none,95,81,84
+female,group C,some high school,standard,none,49,63,56
+male,group E,associate's degree,free/reduced,none,64,56,52
+female,group B,some high school,free/reduced,none,24,38,27
+male,group E,associate's degree,free/reduced,completed,77,69,68
+male,group B,bachelor's degree,free/reduced,none,55,59,54
+female,group D,some college,standard,none,74,89,84
+male,group D,high school,free/reduced,none,69,70,67
+female,group B,master's degree,standard,none,77,90,84
+male,group D,high school,standard,none,76,73,68
+male,group D,bachelor's degree,free/reduced,completed,61,70,76
+male,group C,some college,standard,completed,93,84,90
+male,group B,high school,standard,none,62,55,54
+male,group A,bachelor's degree,standard,none,64,60,58
+female,group D,some high school,standard,completed,66,78,78
+male,group C,high school,standard,completed,86,81,80
+male,group C,master's degree,free/reduced,completed,46,42,46
+female,group B,associate's degree,free/reduced,completed,76,94,87
+male,group A,high school,standard,none,59,52,46
+male,group B,high school,free/reduced,none,63,48,47
+female,group A,some high school,free/reduced,none,47,59,50
+male,group C,bachelor's degree,free/reduced,none,61,66,61
+male,group E,associate's degree,standard,none,72,64,63
+male,group A,some high school,free/reduced,none,39,39,34
+male,group E,some college,standard,none,86,76,74
+female,group D,associate's degree,free/reduced,none,47,53,58
+male,group B,associate's degree,standard,completed,81,82,82
+female,group B,high school,standard,none,58,62,59
+female,group C,some college,standard,none,59,71,70
+female,group D,bachelor's degree,standard,none,79,89,89
+female,group C,some high school,free/reduced,none,65,86,80
+female,group B,high school,standard,none,65,81,73
+female,group E,high school,standard,none,50,50,47
+female,group A,some high school,free/reduced,none,44,64,58
+female,group E,bachelor's degree,standard,completed,71,70,70
+female,group C,high school,standard,none,60,68,72
+male,group D,some high school,standard,none,86,80,75
+female,group C,some college,standard,none,53,62,56
+female,group D,bachelor's degree,standard,none,89,100,100
+female,group A,associate's degree,standard,completed,65,70,74
+male,group E,some high school,free/reduced,completed,78,83,80
+female,group D,bachelor's degree,free/reduced,none,63,73,78
+female,group C,high school,standard,none,75,88,85
+female,group B,high school,free/reduced,completed,46,54,58
+female,group C,some high school,free/reduced,completed,50,60,60
+female,group C,associate's degree,standard,completed,65,84,84
+female,group C,associate's degree,standard,none,65,76,76
+male,group E,associate's degree,free/reduced,none,90,90,82
+male,group C,associate's degree,standard,completed,57,54,56
+male,group C,high school,standard,none,52,53,49
+female,group B,high school,standard,none,65,64,62
+male,group D,some high school,standard,none,84,84,80
+female,group C,associate's degree,standard,completed,62,76,80
+male,group D,associate's degree,standard,completed,81,72,77
+male,group E,associate's degree,free/reduced,none,46,43,41
+male,group D,associate's degree,standard,none,71,66,60
+male,group C,some high school,standard,none,49,49,41
+female,group D,some college,standard,none,51,58,54
+female,group D,high school,standard,none,69,77,73
+female,group D,some high school,free/reduced,none,48,54,53
+male,group E,some high school,free/reduced,completed,73,67,59
+male,group C,some college,standard,completed,98,86,90
+female,group E,bachelor's degree,standard,completed,99,100,100
+male,group C,associate's degree,standard,none,74,73,67
+male,group E,some college,standard,none,68,60,59
+male,group D,associate's degree,free/reduced,none,53,54,48
+male,group D,associate's degree,standard,completed,87,84,85
+male,group C,high school,standard,none,71,79,71
+male,group C,some college,free/reduced,completed,67,74,70
+female,group D,some high school,standard,none,73,86,82
+male,group D,some high school,standard,completed,76,70,69
+female,group A,some high school,free/reduced,none,44,45,45
+female,group C,high school,free/reduced,none,35,53,46
+male,group C,bachelor's degree,free/reduced,completed,70,75,74
+male,group C,some high school,standard,none,75,72,62
+female,group E,high school,standard,none,74,76,73
+female,group C,some college,standard,none,58,59,66
+female,group B,some college,standard,none,79,86,92
+male,group D,associate's degree,standard,none,40,52,43
+female,group B,high school,free/reduced,none,50,67,63
+female,group E,associate's degree,standard,completed,79,88,94
+male,group B,some college,free/reduced,completed,59,65,66
+female,group B,associate's degree,standard,none,53,58,65
+female,group B,some high school,standard,none,41,55,51
+female,group B,master's degree,free/reduced,completed,58,76,78
+female,group D,some college,free/reduced,completed,59,78,76
+male,group D,some college,standard,none,81,82,84
+male,group A,some high school,standard,none,53,54,48
+male,group D,some college,standard,none,55,58,52
+male,group B,some college,standard,none,79,67,67
+male,group C,bachelor's degree,standard,none,86,83,86
+female,group B,master's degree,free/reduced,completed,52,70,62
+male,group A,some high school,free/reduced,none,79,82,73
+male,group C,bachelor's degree,standard,completed,71,74,68
+male,group B,high school,standard,none,59,58,47
+female,group B,high school,free/reduced,none,64,73,71
+female,group D,high school,standard,none,67,72,74
+female,group C,associate's degree,standard,completed,71,77,77
+male,group A,high school,free/reduced,none,48,45,41
+female,group A,some college,standard,none,69,84,82
+male,group E,some high school,standard,completed,89,84,77
+female,group A,some college,standard,none,56,58,64
+male,group B,some college,standard,completed,62,66,68
+female,group E,some high school,free/reduced,none,38,49,45
+male,group C,some college,standard,none,84,87,81
+male,group E,some college,standard,none,68,72,65
+male,group C,associate's degree,standard,completed,78,77,77
+male,group E,bachelor's degree,standard,completed,85,66,71
+female,group B,some college,free/reduced,none,61,68,66
+female,group C,some high school,standard,none,69,75,78
+female,group C,high school,free/reduced,none,41,46,43
+female,group D,some college,free/reduced,completed,52,59,65
+female,group C,some high school,free/reduced,none,55,65,62
+female,group D,some high school,standard,completed,97,100,100
+female,group A,some college,standard,completed,78,87,91
+male,group D,some college,standard,none,44,54,53
+male,group A,associate's degree,standard,none,63,61,61
+female,group C,some college,free/reduced,completed,63,73,71
+female,group E,master's degree,free/reduced,none,81,86,87
+male,group C,high school,free/reduced,none,58,61,52
+female,group C,high school,standard,none,61,72,70
+male,group B,bachelor's degree,free/reduced,completed,87,90,88
+female,group B,high school,standard,completed,77,82,89
+female,group B,associate's degree,standard,none,57,69,68
+male,group D,some college,standard,none,67,64,70
+male,group C,associate's degree,free/reduced,completed,43,45,50
+female,group B,associate's degree,free/reduced,none,53,70,70
+male,group B,associate's degree,free/reduced,none,61,58,56
+male,group C,high school,free/reduced,completed,58,51,52
+female,group B,some high school,standard,none,37,46,46
+female,group D,some high school,free/reduced,completed,40,65,64
+male,group C,some high school,standard,none,73,66,66
+male,group D,bachelor's degree,standard,none,54,49,47
+male,group B,associate's degree,free/reduced,none,44,41,38
+female,group B,associate's degree,free/reduced,completed,68,77,80
+male,group D,some college,free/reduced,none,69,66,60
+male,group B,some high school,free/reduced,none,48,52,45
+male,group C,some college,standard,none,58,49,42
+male,group D,bachelor's degree,free/reduced,none,63,66,67
+female,group C,associate's degree,free/reduced,none,60,75,74
+female,group D,bachelor's degree,standard,none,78,82,79
+male,group A,some high school,free/reduced,completed,61,62,61
+male,group D,some high school,free/reduced,none,62,49,52
+male,group C,high school,standard,none,62,67,58
+male,group A,some high school,standard,none,71,62,50
+male,group B,some high school,standard,none,72,68,67
+female,group B,bachelor's degree,free/reduced,none,75,85,82
+female,group D,some high school,standard,none,59,67,61
+female,group D,associate's degree,standard,none,77,77,73
+male,group D,associate's degree,standard,none,52,55,49
+female,group C,some college,standard,completed,71,71,80
+female,group C,bachelor's degree,standard,completed,52,61,66
+female,group D,some high school,standard,none,73,84,85
+female,group D,associate's degree,standard,completed,88,92,95
+female,group A,associate's degree,standard,completed,55,65,62
+male,group E,associate's degree,standard,none,87,74,76
+male,group D,associate's degree,standard,none,61,55,52
+female,group D,some college,free/reduced,none,77,86,86
+male,group B,some college,standard,none,58,50,45
+male,group C,associate's degree,standard,none,92,79,84
+female,group E,high school,standard,none,99,93,90
+female,group B,associate's degree,standard,none,73,83,76
+female,group B,some college,standard,completed,50,64,66
+female,group C,associate's degree,standard,completed,74,75,83
+female,group C,high school,standard,none,61,73,63
+male,group A,some high school,standard,completed,66,68,64
+male,group E,associate's degree,free/reduced,completed,100,100,93
+male,group E,some college,standard,none,83,80,73
+female,group E,some high school,free/reduced,none,72,79,77
+male,group E,some college,standard,none,53,55,48
+female,group C,associate's degree,standard,none,46,58,57
+female,group D,high school,free/reduced,completed,65,61,71
+female,group E,some college,free/reduced,completed,42,55,54
+female,group C,associate's degree,standard,completed,83,85,90
+male,group D,some high school,standard,none,60,59,54
+male,group D,some college,standard,completed,100,97,99
+female,group C,high school,free/reduced,completed,67,79,84
+female,group C,associate's degree,free/reduced,none,54,58,61
+male,group B,bachelor's degree,standard,none,59,54,51
+female,group B,high school,standard,none,48,62,60
+male,group C,high school,standard,none,90,75,69
+female,group B,associate's degree,standard,none,82,80,77
+female,group D,high school,standard,none,51,66,62
+female,group C,high school,free/reduced,none,35,61,54
+female,group D,associate's degree,free/reduced,completed,75,90,88
+female,group C,master's degree,standard,completed,81,91,87
+male,group C,associate's degree,standard,none,85,76,71
+female,group D,some high school,free/reduced,completed,69,86,81
+female,group B,bachelor's degree,free/reduced,none,77,85,87
+male,group C,associate's degree,free/reduced,none,58,55,53
+male,group B,high school,standard,completed,52,49,46
+male,group D,some high school,standard,none,62,67,61
+female,group B,some high school,standard,none,67,89,82
+female,group E,some college,standard,none,76,78,80
+male,group D,bachelor's degree,free/reduced,none,68,68,67
+female,group C,associate's degree,standard,completed,59,73,72
+female,group B,some high school,free/reduced,none,18,32,28
+male,group D,some college,standard,completed,65,77,74
+female,group C,some college,standard,none,71,81,80
+female,group E,some college,standard,none,62,73,70
+male,group D,some high school,standard,none,69,66,61
+male,group D,some college,standard,none,72,57,58
+female,group E,associate's degree,standard,none,66,65,69
+male,group C,high school,standard,none,84,77,74
+female,group E,bachelor's degree,standard,none,37,45,38
+female,group C,associate's degree,standard,none,85,84,82
+male,group C,master's degree,free/reduced,completed,62,68,75
+male,group D,some high school,free/reduced,none,56,54,52
+male,group B,some college,standard,completed,69,77,77
+female,group D,some college,standard,none,98,100,99
+male,group C,high school,standard,none,50,48,42
+female,group E,master's degree,standard,completed,94,99,100
+female,group C,associate's degree,standard,none,91,95,94
+female,group E,some college,standard,completed,66,74,73
+female,group C,some high school,standard,none,74,75,82
+male,group B,associate's degree,standard,none,65,54,57
+male,group E,bachelor's degree,standard,completed,70,64,70
+male,group B,some college,free/reduced,none,60,60,60
+female,group A,high school,standard,none,61,68,63
+male,group E,some high school,standard,none,94,88,78
+male,group C,high school,standard,none,88,89,86
+male,group A,some high school,standard,none,64,50,43
+female,group D,associate's degree,free/reduced,completed,57,74,76
+male,group C,some high school,standard,completed,78,72,69
+male,group C,master's degree,free/reduced,completed,72,66,72
+female,group C,some high school,standard,completed,76,87,85
+female,group E,some high school,free/reduced,none,74,74,72
+male,group B,high school,standard,completed,73,71,68
+female,group D,some college,free/reduced,completed,70,78,78
+female,group C,high school,standard,none,76,76,74
+male,group C,some high school,standard,none,57,61,54
+female,group E,master's degree,free/reduced,none,45,56,54
+male,group B,some college,standard,none,69,54,55
+female,group C,some college,standard,none,62,69,69
+male,group D,associate's degree,free/reduced,none,75,66,73
+female,group D,some college,standard,completed,75,77,83
+male,group C,some college,standard,none,59,60,58
+female,group C,some college,standard,completed,88,95,94
+female,group D,some high school,free/reduced,none,50,64,59
+female,group D,some college,standard,none,62,70,72
+female,group D,bachelor's degree,standard,none,59,70,73
+male,group C,some college,standard,none,91,74,76
+male,group C,some college,standard,none,63,63,60
+male,group C,master's degree,standard,none,71,67,67
+female,group B,some high school,free/reduced,completed,59,63,64
+male,group C,some high school,standard,none,64,58,51
+female,group C,master's degree,standard,completed,69,84,85
+male,group C,some high school,standard,none,62,64,55
+male,group C,associate's degree,standard,none,97,93,91
+female,group E,associate's degree,standard,completed,95,89,92
+female,group B,bachelor's degree,standard,none,75,84,80
+female,group A,some college,free/reduced,none,61,60,57
+female,group D,master's degree,standard,none,53,61,68
+female,group E,associate's degree,standard,none,68,76,67
+male,group B,master's degree,free/reduced,none,49,53,52
+female,group C,bachelor's degree,free/reduced,none,67,75,72
+female,group B,associate's degree,standard,completed,59,70,66
+male,group C,some high school,standard,completed,76,80,73
+female,group D,bachelor's degree,free/reduced,none,62,72,74
+female,group E,associate's degree,standard,none,84,95,92
+male,group C,high school,standard,none,62,55,49
+female,group C,some college,standard,none,72,72,71
+male,group A,high school,free/reduced,none,53,58,44
+male,group B,high school,standard,completed,60,44,47
+female,group D,high school,standard,completed,57,58,64
+male,group E,high school,free/reduced,completed,57,56,54
+male,group D,some high school,standard,completed,71,69,68
+female,group A,high school,standard,none,55,73,73
+female,group D,associate's degree,free/reduced,none,46,56,57
+female,group C,some college,standard,none,69,78,76
+female,group C,some college,standard,none,55,69,65
+male,group D,high school,standard,none,88,78,75
+male,group A,bachelor's degree,standard,none,77,67,68
+female,group D,high school,standard,completed,88,99,100
+female,group C,associate's degree,standard,none,54,61,58
+male,group E,high school,standard,completed,81,80,76
+female,group D,associate's degree,free/reduced,none,43,60,58
+male,group B,some college,free/reduced,completed,74,77,76
+male,group D,some high school,standard,completed,78,81,86
+male,group D,high school,free/reduced,completed,64,64,67
+female,group E,high school,free/reduced,none,41,45,40
+female,group D,associate's degree,standard,none,74,81,83
+female,group C,associate's degree,free/reduced,none,65,77,74
+female,group A,high school,standard,completed,68,80,76
+male,group D,master's degree,standard,none,80,80,72
+male,group B,associate's degree,standard,none,80,76,64
+male,group D,high school,standard,none,69,75,71
+male,group A,bachelor's degree,standard,none,91,96,92
+male,group A,some college,standard,completed,100,96,86
+female,group C,some college,standard,completed,87,89,94
+female,group E,associate's degree,standard,none,85,92,85
+female,group C,some high school,free/reduced,none,44,50,51
+male,group D,some college,free/reduced,completed,69,60,63
+male,group E,associate's degree,standard,completed,71,74,68
+female,group C,bachelor's degree,free/reduced,completed,51,72,79
+male,group A,some high school,standard,completed,62,67,69
+male,group C,associate's degree,free/reduced,none,68,65,61
+male,group D,high school,standard,none,41,52,51
+male,group D,high school,free/reduced,none,44,51,48
+male,group C,some high school,free/reduced,none,79,76,65
+female,group E,associate's degree,standard,completed,93,100,95
+male,group B,some high school,standard,completed,64,53,57
+male,group C,associate's degree,free/reduced,none,73,68,66
+male,group B,some high school,standard,none,88,84,75
+female,group C,some college,free/reduced,none,62,72,70
+male,group D,some college,free/reduced,none,62,57,62
+male,group C,high school,free/reduced,none,61,60,55
+male,group D,associate's degree,standard,none,90,87,85
+male,group D,high school,free/reduced,none,75,74,66
+female,group C,some college,free/reduced,none,77,90,91
+female,group C,some college,standard,none,82,90,94
+male,group E,high school,standard,none,80,76,65
+male,group D,high school,free/reduced,none,63,57,56
+male,group E,some high school,standard,none,82,67,61
+female,group E,some college,standard,none,61,64,62
+male,group A,high school,standard,none,57,43,47
+female,group D,high school,standard,none,45,63,59
+male,group E,high school,free/reduced,none,55,56,51
+female,group B,associate's degree,standard,none,58,63,65
+male,group B,bachelor's degree,free/reduced,none,73,56,57
+female,group E,bachelor's degree,standard,none,65,73,75
+female,group C,some high school,standard,completed,59,54,67
+female,group C,some college,standard,completed,88,93,93
+female,group D,associate's degree,standard,none,65,69,70
+male,group C,associate's degree,standard,none,69,77,69
+male,group C,high school,standard,none,70,56,51
+male,group E,associate's degree,standard,none,89,76,74
+male,group E,high school,standard,none,84,73,69
+male,group D,associate's degree,free/reduced,completed,61,71,73
+female,group B,high school,standard,none,74,72,72
+male,group B,high school,standard,none,57,48,51
+female,group C,high school,standard,completed,60,64,74
+male,group C,high school,free/reduced,none,54,72,59
+female,group A,bachelor's degree,standard,none,51,49,51
+female,group D,some high school,standard,completed,80,92,88
+female,group A,some college,free/reduced,none,49,65,55
+male,group C,bachelor's degree,standard,completed,91,81,79
+male,group B,high school,standard,none,52,48,49
+male,group C,master's degree,standard,none,67,57,59
+female,group C,bachelor's degree,free/reduced,completed,47,62,66
+male,group B,some high school,standard,completed,61,56,56
+female,group D,associate's degree,free/reduced,completed,74,88,90
+female,group E,some college,standard,none,68,70,66
+male,group C,master's degree,free/reduced,completed,79,77,75
+female,group D,some college,free/reduced,none,64,74,75
+male,group B,some college,standard,completed,91,96,91
+female,group E,bachelor's degree,free/reduced,none,61,58,62
+female,group C,bachelor's degree,free/reduced,none,43,62,61
+female,group C,high school,free/reduced,none,53,72,64
+female,group E,bachelor's degree,standard,none,64,73,70
+female,group A,high school,free/reduced,completed,53,50,60
+female,group C,bachelor's degree,standard,none,86,92,87
+female,group D,high school,standard,none,69,72,77
+female,group C,some high school,standard,none,77,91,88
+female,group D,high school,standard,none,78,81,80
+female,group C,some college,standard,none,54,48,52
+male,group A,associate's degree,standard,none,54,53,47
+female,group E,associate's degree,free/reduced,none,73,76,78
+female,group B,bachelor's degree,standard,none,67,86,83
+male,group C,associate's degree,free/reduced,none,49,51,51
+female,group C,master's degree,free/reduced,none,40,58,54
+male,group D,associate's degree,free/reduced,none,52,57,50
+female,group D,some college,standard,completed,82,97,96
+male,group D,some high school,standard,none,81,78,78
+female,group B,high school,free/reduced,completed,23,44,36
+male,group E,some high school,standard,none,92,87,78
+female,group B,some high school,standard,completed,32,51,44
+female,group E,some college,standard,completed,73,78,76
+male,group C,associate's degree,standard,none,83,72,78
+female,group B,high school,standard,none,50,53,55
+female,group D,master's degree,standard,completed,70,71,74
+male,group D,associate's degree,standard,completed,67,54,63
+female,group D,associate's degree,free/reduced,completed,42,61,58
+male,group D,some college,free/reduced,none,59,62,61
+female,group B,some college,standard,none,70,75,78
+male,group B,some college,free/reduced,none,55,55,47
+male,group D,associate's degree,standard,none,61,48,46
+female,group B,bachelor's degree,standard,completed,66,74,81
+female,group D,bachelor's degree,free/reduced,none,73,79,84
+female,group D,some high school,standard,none,80,90,82
+female,group A,some high school,free/reduced,none,38,43,43
+female,group B,associate's degree,standard,completed,52,66,73
+male,group C,high school,standard,completed,58,52,54
+female,group C,high school,standard,none,72,80,83
+female,group C,associate's degree,standard,completed,68,86,84
+female,group C,bachelor's degree,standard,completed,77,94,95
+female,group B,some high school,standard,none,82,82,80
+female,group D,associate's degree,standard,none,76,74,73
+male,group E,some high school,standard,completed,81,75,76
+male,group E,associate's degree,free/reduced,completed,46,43,44
+male,group D,some college,standard,none,88,77,77
+male,group C,associate's degree,free/reduced,completed,65,73,68
+female,group B,bachelor's degree,standard,none,97,97,96
+female,group B,some college,standard,none,82,85,87
+female,group B,bachelor's degree,standard,completed,65,81,81
+male,group C,master's degree,standard,completed,91,85,85
+female,group C,associate's degree,standard,completed,55,72,79
+female,group D,master's degree,standard,none,92,100,100
+female,group B,high school,standard,none,81,91,89
+female,group E,associate's degree,free/reduced,completed,57,68,73
+female,group C,some college,standard,none,73,80,82
+female,group D,high school,standard,none,56,52,55
+female,group D,associate's degree,standard,completed,57,78,79
+male,group D,associate's degree,free/reduced,none,66,62,64
+male,group C,high school,standard,completed,53,52,49
+male,group E,associate's degree,standard,completed,81,81,79
+male,group C,high school,standard,completed,75,69,68
+male,group A,high school,standard,completed,72,73,74
+female,group B,some high school,standard,none,73,79,79
+female,group E,some college,standard,completed,86,85,91
+female,group C,bachelor's degree,standard,none,65,79,81
+male,group D,high school,standard,none,64,54,50
+female,group B,high school,standard,none,58,68,61
+male,group D,some high school,standard,none,55,47,44
+male,group C,associate's degree,free/reduced,completed,78,81,82
+female,group D,some college,free/reduced,completed,63,80,80
+male,group D,high school,free/reduced,completed,73,68,66
+female,group C,high school,standard,none,81,84,82
+female,group E,high school,standard,none,74,81,71
+female,group C,associate's degree,standard,none,49,53,53
+male,group C,bachelor's degree,free/reduced,none,53,58,55
+male,group D,some college,free/reduced,none,77,62,64
+female,group D,some college,free/reduced,none,69,65,74
+male,group E,bachelor's degree,standard,none,82,62,62
+male,group E,some college,standard,none,76,67,67
+female,group B,high school,standard,none,42,52,51
+female,group C,associate's degree,standard,none,85,89,95
+female,group C,high school,standard,completed,58,75,77
+female,group C,high school,standard,none,59,72,68
+female,group C,high school,free/reduced,none,34,42,39
+male,group C,some college,standard,none,76,78,75
+female,group D,some high school,standard,none,68,71,75
+female,group B,some high school,free/reduced,none,72,81,79
+female,group C,some high school,free/reduced,none,48,56,51
+male,group C,bachelor's degree,standard,completed,94,90,91
+male,group D,associate's degree,standard,none,81,71,73
+female,group A,some high school,standard,completed,92,100,97
+male,group E,some college,standard,completed,81,74,71
+female,group C,some high school,free/reduced,completed,29,40,44
+female,group D,some college,free/reduced,none,58,67,62
+female,group C,some college,standard,none,73,76,78
+male,group E,some high school,standard,completed,68,51,57
+female,group C,high school,free/reduced,completed,50,66,64
+male,group B,associate's degree,standard,completed,65,65,63
+male,group C,some college,free/reduced,none,63,61,54
+female,group C,high school,standard,none,66,71,76
+female,group E,master's degree,free/reduced,none,56,72,65
+male,group E,associate's degree,standard,completed,94,85,82
+female,group C,associate's degree,standard,none,66,77,73
+female,group C,associate's degree,standard,completed,67,84,86
+male,group D,bachelor's degree,free/reduced,completed,74,79,75
+female,group C,bachelor's degree,standard,none,67,69,75
+male,group C,bachelor's degree,standard,completed,63,64,66
+male,group D,some college,standard,none,76,64,66
+male,group A,associate's degree,free/reduced,completed,79,82,82
+female,group B,some high school,free/reduced,completed,52,67,72
+female,group A,some high school,standard,none,71,83,77
+male,group B,bachelor's degree,free/reduced,none,88,75,76
+male,group D,some college,standard,none,68,59,62
+female,group D,high school,standard,completed,69,77,78
+female,group D,some college,standard,none,77,68,77
+male,group E,bachelor's degree,standard,none,68,68,64
+female,group B,some high school,standard,none,66,69,68
+female,group C,associate's degree,standard,none,59,66,67
+male,group A,associate's degree,free/reduced,none,62,61,55
+female,group C,high school,standard,none,63,69,74
+female,group E,high school,free/reduced,none,64,62,68
+male,group D,master's degree,standard,none,82,82,74
+male,group B,some college,free/reduced,completed,60,62,60
+male,group D,some college,standard,none,71,49,52
+male,group B,associate's degree,free/reduced,completed,58,57,53
+female,group E,associate's degree,standard,none,100,100,100
+female,group D,some high school,standard,none,59,58,59
+female,group C,master's degree,standard,completed,54,64,67
+female,group A,master's degree,standard,none,50,53,58
+female,group E,high school,free/reduced,completed,66,74,78
+male,group C,associate's degree,free/reduced,none,55,61,54
+female,group C,some college,standard,none,83,83,90
+male,group A,bachelor's degree,standard,none,66,64,62
+male,group D,some high school,standard,completed,62,66,68
+female,group B,high school,standard,none,62,62,63
+female,group E,associate's degree,free/reduced,completed,83,86,88
+female,group D,some college,free/reduced,none,60,66,70
+male,group C,some college,standard,none,53,44,42
+female,group D,some high school,standard,none,59,72,80
+male,group C,associate's degree,standard,none,49,51,43
+female,group C,bachelor's degree,free/reduced,none,50,60,59
+male,group E,associate's degree,free/reduced,completed,91,73,80
+male,group B,some college,standard,none,47,43,41
+male,group B,associate's degree,free/reduced,none,67,62,60
+female,group B,some high school,standard,none,57,67,72
+female,group D,some college,free/reduced,none,71,83,83
+female,group E,associate's degree,standard,completed,65,75,77
+male,group B,some college,free/reduced,none,54,54,45
+male,group C,bachelor's degree,free/reduced,none,37,56,47
+male,group C,high school,free/reduced,none,62,55,55
+male,group B,some high school,standard,completed,94,86,87
+male,group D,bachelor's degree,free/reduced,completed,39,42,38
+female,group E,some college,free/reduced,none,71,76,70
+female,group D,some college,free/reduced,none,65,81,77
+female,group E,some college,free/reduced,completed,75,88,85
+female,group C,some college,free/reduced,none,32,39,33
+male,group C,some college,standard,none,53,39,37
+male,group A,some college,standard,none,53,43,43
+male,group A,bachelor's degree,standard,completed,87,84,87
+male,group E,bachelor's degree,standard,completed,76,62,66
+female,group D,bachelor's degree,free/reduced,none,78,90,93
+male,group D,bachelor's degree,standard,none,75,73,74
+female,group C,some college,standard,none,58,67,72
+male,group B,associate's degree,standard,none,48,43,45
+male,group D,master's degree,standard,none,73,70,75
+female,group C,some college,standard,completed,69,90,88
+female,group E,high school,free/reduced,none,57,58,57
+male,group B,some high school,standard,completed,79,85,86
+female,group C,some college,standard,none,63,74,74
+female,group B,associate's degree,standard,none,47,49,50
+male,group D,some high school,standard,completed,74,71,78
+male,group E,some college,standard,none,97,87,82
+female,group B,some high school,free/reduced,none,49,58,55
+male,group C,master's degree,standard,none,79,78,77
+male,group C,some high school,free/reduced,none,69,71,65
+female,group C,associate's degree,free/reduced,none,53,61,62
+male,group C,high school,standard,completed,69,58,53
+male,group C,high school,free/reduced,none,27,34,36
+female,group D,some high school,free/reduced,completed,35,55,60
+female,group B,some high school,free/reduced,completed,63,78,79
+male,group B,bachelor's degree,free/reduced,none,48,51,46
+female,group C,high school,standard,none,72,80,75
+female,group B,high school,standard,none,66,72,70
+female,group E,bachelor's degree,standard,none,80,83,83
+male,group A,some college,standard,completed,78,72,70
+male,group C,high school,standard,none,71,66,65
+female,group D,master's degree,standard,none,54,60,63
+female,group C,associate's degree,free/reduced,none,57,78,67
+female,group D,some college,standard,none,65,70,71
+male,group C,high school,free/reduced,completed,53,51,51
+female,group D,high school,free/reduced,none,39,52,46
+female,group D,associate's degree,free/reduced,none,55,76,76
+female,group D,associate's degree,standard,none,59,70,65
+female,group B,high school,free/reduced,none,60,72,68
+female,group B,associate's degree,standard,none,49,52,54
+female,group B,high school,free/reduced,none,8,24,23
+female,group D,master's degree,free/reduced,none,40,59,54
+female,group C,bachelor's degree,free/reduced,completed,74,86,89
+male,group E,some college,standard,none,59,51,43
+female,group E,bachelor's degree,free/reduced,completed,92,100,100
+male,group C,some college,free/reduced,none,80,64,66
+male,group C,bachelor's degree,standard,completed,96,90,92
+male,group E,some college,standard,completed,85,75,68
+female,group C,bachelor's degree,standard,none,77,88,87
+female,group B,high school,free/reduced,completed,76,85,82
+male,group C,high school,free/reduced,none,66,66,59
+female,group D,bachelor's degree,standard,completed,71,76,83
+male,group B,high school,standard,none,60,68,60
+male,group D,some college,standard,none,76,71,73
+male,group D,some college,standard,completed,58,59,58
+female,group B,associate's degree,standard,completed,90,90,91
+female,group D,some college,standard,completed,74,75,79
+male,group B,some college,free/reduced,none,75,68,65
+male,group C,some college,standard,none,69,64,68
+female,group B,some high school,standard,completed,60,70,70
+female,group B,some college,free/reduced,completed,65,75,70
+female,group C,associate's degree,free/reduced,completed,68,67,69
+male,group B,high school,standard,completed,72,65,68
+male,group B,associate's degree,free/reduced,completed,82,78,74
+female,group C,some high school,standard,completed,85,92,93
+male,group E,associate's degree,standard,none,72,57,62
+male,group D,some college,standard,completed,76,83,79
+female,group E,some college,standard,none,67,76,75
+male,group A,some college,free/reduced,none,75,81,74
+male,group B,some high school,standard,completed,63,67,67
+female,group C,associate's degree,standard,none,64,64,70
+male,group D,associate's degree,standard,completed,67,72,67
+male,group A,some college,free/reduced,none,58,60,57
+female,group B,associate's degree,free/reduced,none,53,71,67
+male,group C,some high school,standard,none,73,66,63
+male,group D,master's degree,standard,none,89,84,82
+female,group C,high school,standard,none,65,69,67
+female,group C,some college,standard,completed,70,72,76
+female,group D,bachelor's degree,standard,none,65,67,62
+male,group D,some high school,standard,none,74,74,72
+female,group D,associate's degree,standard,none,71,71,74
+female,group E,bachelor's degree,standard,none,100,100,100
+male,group C,high school,standard,none,71,60,61
+male,group E,high school,standard,completed,87,91,81
+female,group D,associate's degree,free/reduced,none,26,31,38
+male,group B,associate's degree,standard,completed,91,89,92
+female,group A,associate's degree,standard,none,82,93,93
+male,group D,high school,standard,none,66,69,63
+female,group E,bachelor's degree,standard,completed,79,81,82
+male,group D,some college,standard,completed,63,55,63
+female,group D,master's degree,standard,none,87,100,100
+male,group C,bachelor's degree,standard,none,69,63,61
+female,group C,associate's degree,standard,none,53,62,53
+male,group C,some college,free/reduced,completed,50,48,53
+female,group D,associate's degree,standard,none,85,91,89

catboost_info/catboost_training.json

@@ -0,0 +1,104 @@
+{
+"meta":{"test_sets":[],"test_metrics":[],"learn_metrics":[{"best_value":"Min","name":"RMSE"}],"launch_mode":"Train","parameters":"","iteration_count":100,"learn_sets":["learn"],"name":"experiment"},
+"iterations":[
+{"learn":[14.005006],"iteration":0,"passed_time":0.001155967773,"remaining_time":0.1144408095},
+{"learn":[13.14441192],"iteration":1,"passed_time":0.00209812756,"remaining_time":0.1028082504},
+{"learn":[12.34258257],"iteration":2,"passed_time":0.002867675776,"remaining_time":0.09272151675},
+{"learn":[11.64527793],"iteration":3,"passed_time":0.003718501413,"remaining_time":0.0892440339},
+{"learn":[11.02766183],"iteration":4,"passed_time":0.004482290558,"remaining_time":0.08516352061},
+{"learn":[10.43485794],"iteration":5,"passed_time":0.005222361165,"remaining_time":0.08181699158},
+{"learn":[9.890641275],"iteration":6,"passed_time":0.005940679743,"remaining_time":0.07892617373},
+{"learn":[9.492161212],"iteration":7,"passed_time":0.006659851146,"remaining_time":0.07658828818},
+{"learn":[9.105082953],"iteration":8,"passed_time":0.007381741552,"remaining_time":0.07463760903},
+{"learn":[8.674157135],"iteration":9,"passed_time":0.00811166857,"remaining_time":0.07300501713},
+{"learn":[8.341743544],"iteration":10,"passed_time":0.008856956452,"remaining_time":0.07166082948},
+{"learn":[8.049372916],"iteration":11,"passed_time":0.009699851829,"remaining_time":0.07113224675},
+{"learn":[7.757318612],"iteration":12,"passed_time":0.01049737267,"remaining_time":0.07025164788},
+{"learn":[7.522206899],"iteration":13,"passed_time":0.01132701989,"remaining_time":0.06958026506},
+{"learn":[7.297756655],"iteration":14,"passed_time":0.01217765662,"remaining_time":0.06900672085},
+{"learn":[7.088359431],"iteration":15,"passed_time":0.01291602158,"remaining_time":0.06780911329},
+{"learn":[6.882113791],"iteration":16,"passed_time":0.01364719272,"remaining_time":0.06663041149},
+{"learn":[6.704728832],"iteration":17,"passed_time":0.01443396798,"remaining_time":0.065754743},
+{"learn":[6.563881962],"iteration":18,"passed_time":0.01517455028,"remaining_time":0.06469150381},
+{"learn":[6.418790279],"iteration":19,"passed_time":0.01596208806,"remaining_time":0.06384835225},
+{"learn":[6.315756953],"iteration":20,"passed_time":0.01670797794,"remaining_time":0.06285382176},
+{"learn":[6.210157751],"iteration":21,"passed_time":0.01746381074,"remaining_time":0.06191714716},
+{"learn":[6.115058449],"iteration":22,"passed_time":0.01826827457,"remaining_time":0.06115900617},
+{"learn":[6.014819884],"iteration":23,"passed_time":0.01902590332,"remaining_time":0.06024869384},
+{"learn":[5.93117229],"iteration":24,"passed_time":0.01981168529,"remaining_time":0.05943505586},
+{"learn":[5.844857622],"iteration":25,"passed_time":0.02065741577,"remaining_time":0.05879418334},
+{"learn":[5.771145213],"iteration":26,"passed_time":0.02140851289,"remaining_time":0.05788227558},
+{"learn":[5.704018229],"iteration":27,"passed_time":0.02214313545,"remaining_time":0.05693949116},
+{"learn":[5.665806474],"iteration":28,"passed_time":0.02290262035,"remaining_time":0.05607193257},
+{"learn":[5.616500369],"iteration":29,"passed_time":0.02372577607,"remaining_time":0.05536014417},
+{"learn":[5.558023666],"iteration":30,"passed_time":0.02446166282,"remaining_time":0.05444692693},
+{"learn":[5.510080976],"iteration":31,"passed_time":0.02518132586,"remaining_time":0.05351031744},
+{"learn":[5.468747792],"iteration":32,"passed_time":0.02592668397,"remaining_time":0.05263902503},
+{"learn":[5.429275534],"iteration":33,"passed_time":0.02666405564,"remaining_time":0.05175963742},
+{"learn":[5.402117324],"iteration":34,"passed_time":0.02747279363,"remaining_time":0.05102090245},
+{"learn":[5.367635151],"iteration":35,"passed_time":0.02831041267,"remaining_time":0.05032962253},
+{"learn":[5.345181232],"iteration":36,"passed_time":0.02909663611,"remaining_time":0.04954292094},
+{"learn":[5.319151269],"iteration":37,"passed_time":0.02982756645,"remaining_time":0.04866602947},
+{"learn":[5.296134146],"iteration":38,"passed_time":0.03060457307,"remaining_time":0.04786869122},
+{"learn":[5.269629003],"iteration":39,"passed_time":0.03137595422,"remaining_time":0.04706393133},
+{"learn":[5.251147059],"iteration":40,"passed_time":0.03215406077,"remaining_time":0.0462704777},
+{"learn":[5.248003302],"iteration":41,"passed_time":0.03255819843,"remaining_time":0.04496132164},
+{"learn":[5.232376509],"iteration":42,"passed_time":0.03346883411,"remaining_time":0.04436566383},
+{"learn":[5.213524255],"iteration":43,"passed_time":0.03442849184,"remaining_time":0.04381808053},
+{"learn":[5.189691584],"iteration":44,"passed_time":0.03524899851,"remaining_time":0.04308210929},
+{"learn":[5.166052198],"iteration":45,"passed_time":0.036093826,"remaining_time":0.04237101313},
+{"learn":[5.140406659],"iteration":46,"passed_time":0.03689677482,"remaining_time":0.04160700139},
+{"learn":[5.118929684],"iteration":47,"passed_time":0.03765651427,"remaining_time":0.04079455712},
+{"learn":[5.108792602],"iteration":48,"passed_time":0.03840104593,"remaining_time":0.03996843556},
+{"learn":[5.098141225],"iteration":49,"passed_time":0.03921323592,"remaining_time":0.03921323592},
+{"learn":[5.085926393],"iteration":50,"passed_time":0.04004546139,"remaining_time":0.03847505114},
+{"learn":[5.067816804],"iteration":51,"passed_time":0.04086812549,"remaining_time":0.03772442353},
+{"learn":[5.049834901],"iteration":52,"passed_time":0.04166934859,"remaining_time":0.03695206385},
+{"learn":[5.03838627],"iteration":53,"passed_time":0.04247123389,"remaining_time":0.03617919924},
+{"learn":[5.033534248],"iteration":54,"passed_time":0.04301342927,"remaining_time":0.03519280577},
+{"learn":[5.023726885],"iteration":55,"passed_time":0.04376609157,"remaining_time":0.03438764338},
+{"learn":[5.01290392],"iteration":56,"passed_time":0.0444952661,"remaining_time":0.03356660425},
+{"learn":[5.005569127],"iteration":57,"passed_time":0.04534600745,"remaining_time":0.03283676402},
+{"learn":[4.989969032],"iteration":58,"passed_time":0.04616613315,"remaining_time":0.03208155015},
+{"learn":[4.976762446],"iteration":59,"passed_time":0.04694360761,"remaining_time":0.03129573841},
+{"learn":[4.967222715],"iteration":60,"passed_time":0.04768486214,"remaining_time":0.03048704301},
+{"learn":[4.954407599],"iteration":61,"passed_time":0.04846642012,"remaining_time":0.02970522524},
+{"learn":[4.942125056],"iteration":62,"passed_time":0.04916541471,"remaining_time":0.0288749261},
+{"learn":[4.930230716],"iteration":63,"passed_time":0.04991742485,"remaining_time":0.02807855148},
+{"learn":[4.921695642],"iteration":64,"passed_time":0.05066036496,"remaining_time":0.02727865806},
+{"learn":[4.906405625],"iteration":65,"passed_time":0.05145260833,"remaining_time":0.02650588914},
+{"learn":[4.894330248],"iteration":66,"passed_time":0.05225639994,"remaining_time":0.02573822683},
+{"learn":[4.88211557],"iteration":67,"passed_time":0.05308993002,"remaining_time":0.02498349648},
+{"learn":[4.877946398],"iteration":68,"passed_time":0.05387243112,"remaining_time":0.02420355601},
+{"learn":[4.863182126],"iteration":69,"passed_time":0.05461956512,"remaining_time":0.02340838505},
+{"learn":[4.84646533],"iteration":70,"passed_time":0.05535702709,"remaining_time":0.0226106167},
+{"learn":[4.838014752],"iteration":71,"passed_time":0.05610992015,"remaining_time":0.0218205245},
+{"learn":[4.82981137],"iteration":72,"passed_time":0.05682311175,"remaining_time":0.02101676736},
+{"learn":[4.817094767],"iteration":73,"passed_time":0.05755521598,"remaining_time":0.02022210291},
+{"learn":[4.808314151],"iteration":74,"passed_time":0.05826719356,"remaining_time":0.01942239785},
+{"learn":[4.796235023],"iteration":75,"passed_time":0.05901136776,"remaining_time":0.01863516877},
+{"learn":[4.784434534],"iteration":76,"passed_time":0.05983417232,"remaining_time":0.01787254498},
+{"learn":[4.774402487],"iteration":77,"passed_time":0.06065716752,"remaining_time":0.01710843186},
+{"learn":[4.76731896],"iteration":78,"passed_time":0.06136194124,"remaining_time":0.0163114021},
+{"learn":[4.75934113],"iteration":79,"passed_time":0.06208113845,"remaining_time":0.01552028461},
+{"learn":[4.754106378],"iteration":80,"passed_time":0.06281475798,"remaining_time":0.01473432595},
+{"learn":[4.744002932],"iteration":81,"passed_time":0.0635881019,"remaining_time":0.01395836383},
+{"learn":[4.731700554],"iteration":82,"passed_time":0.06435683743,"remaining_time":0.01318152092},
+{"learn":[4.723284153],"iteration":83,"passed_time":0.06507174127,"remaining_time":0.01239461739},
+{"learn":[4.712232782],"iteration":84,"passed_time":0.06582621959,"remaining_time":0.01161639169},
+{"learn":[4.703046867],"iteration":85,"passed_time":0.06661322561,"remaining_time":0.01084401347},
+{"learn":[4.698601855],"iteration":86,"passed_time":0.06735849343,"remaining_time":0.01006506224},
+{"learn":[4.692429407],"iteration":87,"passed_time":0.06812536621,"remaining_time":0.009289822665},
+{"learn":[4.675027364],"iteration":88,"passed_time":0.06895654537,"remaining_time":0.00852271909},
+{"learn":[4.662368584],"iteration":89,"passed_time":0.06971982282,"remaining_time":0.00774664698},
+{"learn":[4.646206172],"iteration":90,"passed_time":0.07044084033,"remaining_time":0.006966676516},
+{"learn":[4.641245848],"iteration":91,"passed_time":0.07122569925,"remaining_time":0.006193539065},
+{"learn":[4.633900435],"iteration":92,"passed_time":0.07198062906,"remaining_time":0.005417896811},
+{"learn":[4.624738236],"iteration":93,"passed_time":0.07274913324,"remaining_time":0.004643561696},
+{"learn":[4.612798287],"iteration":94,"passed_time":0.07358088744,"remaining_time":0.003872678287},
+{"learn":[4.605222001],"iteration":95,"passed_time":0.07432428965,"remaining_time":0.003096845402},
+{"learn":[4.601725912],"iteration":96,"passed_time":0.07510515506,"remaining_time":0.002322839847},
+{"learn":[4.59722371],"iteration":97,"passed_time":0.07584001842,"remaining_time":0.001547755478},
+{"learn":[4.580235665],"iteration":98,"passed_time":0.07659955348,"remaining_time":0.0007737328634},
+{"learn":[4.57591791],"iteration":99,"passed_time":0.07730090588,"remaining_time":0}
+]}

catboost_info/learn/events.out.tfevents

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:53f3a6bd6c4d84d33892995eb411864035c050790d9e8d92d6004a93531219b2
+size 4798

catboost_info/learn_error.tsv

@@ -0,0 +1,101 @@
+iter	RMSE
+0	14.005006
+1	13.14441192
+2	12.34258257
+3	11.64527793
+4	11.02766183
+5	10.43485794
+6	9.890641275
+7	9.492161212
+8	9.105082953
+9	8.674157135
+10	8.341743544
+11	8.049372916
+12	7.757318612
+13	7.522206899
+14	7.297756655
+15	7.088359431
+16	6.882113791
+17	6.704728832
+18	6.563881962
+19	6.418790279
+20	6.315756953
+21	6.210157751
+22	6.115058449
+23	6.014819884
+24	5.93117229
+25	5.844857622
+26	5.771145213
+27	5.704018229
+28	5.665806474
+29	5.616500369
+30	5.558023666
+31	5.510080976
+32	5.468747792
+33	5.429275534
+34	5.402117324
+35	5.367635151
+36	5.345181232
+37	5.319151269
+38	5.296134146
+39	5.269629003
+40	5.251147059
+41	5.248003302
+42	5.232376509
+43	5.213524255
+44	5.189691584
+45	5.166052198
+46	5.140406659
+47	5.118929684
+48	5.108792602
+49	5.098141225
+50	5.085926393
+51	5.067816804
+52	5.049834901
+53	5.03838627
+54	5.033534248
+55	5.023726885
+56	5.01290392
+57	5.005569127
+58	4.989969032
+59	4.976762446
+60	4.967222715
+61	4.954407599
+62	4.942125056
+63	4.930230716
+64	4.921695642
+65	4.906405625
+66	4.894330248
+67	4.88211557
+68	4.877946398
+69	4.863182126
+70	4.84646533
+71	4.838014752
+72	4.82981137
+73	4.817094767
+74	4.808314151
+75	4.796235023
+76	4.784434534
+77	4.774402487
+78	4.76731896
+79	4.75934113
+80	4.754106378
+81	4.744002932
+82	4.731700554
+83	4.723284153
+84	4.712232782
+85	4.703046867
+86	4.698601855
+87	4.692429407
+88	4.675027364
+89	4.662368584
+90	4.646206172
+91	4.641245848
+92	4.633900435
+93	4.624738236
+94	4.612798287
+95	4.605222001
+96	4.601725912
+97	4.59722371
+98	4.580235665
+99	4.57591791

catboost_info/time_left.tsv

@@ -0,0 +1,101 @@
+iter	Passed	Remaining
+0	1	114
+1	2	102
+2	2	92
+3	3	89
+4	4	85
+5	5	81
+6	5	78
+7	6	76
+8	7	74
+9	8	73
+10	8	71
+11	9	71
+12	10	70
+13	11	69
+14	12	69
+15	12	67
+16	13	66
+17	14	65
+18	15	64
+19	15	63
+20	16	62
+21	17	61
+22	18	61
+23	19	60
+24	19	59
+25	20	58
+26	21	57
+27	22	56
+28	22	56
+29	23	55
+30	24	54
+31	25	53
+32	25	52
+33	26	51
+34	27	51
+35	28	50
+36	29	49
+37	29	48
+38	30	47
+39	31	47
+40	32	46
+41	32	44
+42	33	44
+43	34	43
+44	35	43
+45	36	42
+46	36	41
+47	37	40
+48	38	39
+49	39	39
+50	40	38
+51	40	37
+52	41	36
+53	42	36
+54	43	35
+55	43	34
+56	44	33
+57	45	32
+58	46	32
+59	46	31
+60	47	30
+61	48	29
+62	49	28
+63	49	28
+64	50	27
+65	51	26
+66	52	25
+67	53	24
+68	53	24
+69	54	23
+70	55	22
+71	56	21
+72	56	21
+73	57	20
+74	58	19
+75	59	18
+76	59	17
+77	60	17
+78	61	16
+79	62	15
+80	62	14
+81	63	13
+82	64	13
+83	65	12
+84	65	11
+85	66	10
+86	67	10
+87	68	9
+88	68	8
+89	69	7
+90	70	6
+91	71	6
+92	71	5
+93	72	4
+94	73	3
+95	74	3
+96	75	2
+97	75	1
+98	76	0
+99	77	0

logs/09_13_2025_13_51_29.log/09_13_2025_13_51_29.log

@@ -0,0 +1,5 @@
+[ 2025-09-13 13:51:31,767 ] 97 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://192.168.1.4:5000
+[ 2025-09-13 13:51:31,769 ] 97 werkzeug - INFO - Press CTRL+C to quit

logs/09_13_2025_13_52_13.log/09_13_2025_13_52_13.log

@@ -0,0 +1,5 @@
+[ 2025-09-13 13:52:14,180 ] 97 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://192.168.1.4:5000
+[ 2025-09-13 13:52:14,180 ] 97 werkzeug - INFO - Press CTRL+C to quit

logs/09_13_2025_13_53_41.log/09_13_2025_13_53_41.log

@@ -0,0 +1,8 @@
+[ 2025-09-13 13:53:41,861 ] 97 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://192.168.1.4:5000
+[ 2025-09-13 13:53:41,861 ] 97 werkzeug - INFO - Press CTRL+C to quit
+[ 2025-09-13 13:53:41,863 ] 97 werkzeug - INFO -  * Restarting with stat
+[ 2025-09-13 13:57:33,728 ] 97 werkzeug - INFO -  * Restarting with stat
+[ 2025-09-13 13:58:01,994 ] 97 werkzeug - INFO -  * Restarting with stat

logs/09_13_2025_13_53_46.log/09_13_2025_13_53_46.log

@@ -0,0 +1,11 @@
+[ 2025-09-13 13:53:46,962 ] 97 werkzeug - WARNING -  * Debugger is active!
+[ 2025-09-13 13:53:46,983 ] 97 werkzeug - INFO -  * Debugger PIN: 100-969-082
+[ 2025-09-13 13:55:22,587 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 13:55:22] "GET / HTTP/1.1" 200 -
+[ 2025-09-13 13:55:22,846 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 13:55:22] "GET /favicon.ico HTTP/1.1" 404 -
+[ 2025-09-13 13:55:35,172 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 13:55:35] "GET /predictdata HTTP/1.1" 200 -
+[ 2025-09-13 13:55:56,820 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 13:55:56] "POST /predictdata HTTP/1.1" 500 -
+[ 2025-09-13 13:55:57,013 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 13:55:57] "GET /predictdata?__debugger__=yes&cmd=resource&f=style.css HTTP/1.1" 200 -
+[ 2025-09-13 13:55:57,013 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 13:55:57] "GET /predictdata?__debugger__=yes&cmd=resource&f=debugger.js HTTP/1.1" 200 -
+[ 2025-09-13 13:55:57,140 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 13:55:57] "GET /predictdata?__debugger__=yes&cmd=resource&f=console.png&s=UmApMHotS8Xx28EEY6u7 HTTP/1.1" 200 -
+[ 2025-09-13 13:55:57,236 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 13:55:57] "GET /predictdata?__debugger__=yes&cmd=resource&f=console.png HTTP/1.1" 200 -
+[ 2025-09-13 13:57:29,591 ] 97 werkzeug - INFO -  * Detected change in 'Y:\\Coding\\ML-Project-ETE\\app.py', reloading

logs/09_13_2025_13_57_43.log/09_13_2025_13_57_43.log

@@ -0,0 +1,3 @@
+[ 2025-09-13 13:57:43,783 ] 97 werkzeug - WARNING -  * Debugger is active!
+[ 2025-09-13 13:57:43,832 ] 97 werkzeug - INFO -  * Debugger PIN: 100-969-082
+[ 2025-09-13 13:58:00,318 ] 97 werkzeug - INFO -  * Detected change in 'Y:\\Coding\\ML-Project-ETE\\venv\\Lib\\site-packages\\sklearn\\_distributor_init.py', reloading

logs/09_13_2025_14_20_33.log/09_13_2025_14_20_33.log

@@ -0,0 +1,7 @@
+[ 2025-09-13 14:20:35,311 ] 97 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://192.168.1.4:5000
+[ 2025-09-13 14:20:35,311 ] 97 werkzeug - INFO - Press CTRL+C to quit
+[ 2025-09-13 14:20:35,317 ] 97 werkzeug - INFO -  * Restarting with stat
+[ 2025-09-13 14:21:40,365 ] 97 werkzeug - INFO -  * Restarting with stat

logs/09_13_2025_14_20_40.log/09_13_2025_14_20_40.log

@@ -0,0 +1,5 @@
+[ 2025-09-13 14:20:40,585 ] 97 werkzeug - WARNING -  * Debugger is active!
+[ 2025-09-13 14:20:40,605 ] 97 werkzeug - INFO -  * Debugger PIN: 100-969-082
+[ 2025-09-13 14:21:11,444 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 14:21:11] "POST /predictdata HTTP/1.1" 200 -
+[ 2025-09-13 14:21:30,960 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 14:21:30] "POST /predictdata HTTP/1.1" 200 -
+[ 2025-09-13 14:21:39,831 ] 97 werkzeug - INFO -  * Detected change in 'Y:\\Coding\\ML-Project-ETE\\app.py', reloading

logs/09_13_2025_14_21_44.log/09_13_2025_14_21_44.log

@@ -0,0 +1,6 @@
+[ 2025-09-13 14:21:44,992 ] 97 werkzeug - WARNING -  * Debugger is active!
+[ 2025-09-13 14:21:44,994 ] 97 werkzeug - INFO -  * Debugger PIN: 100-969-082
+[ 2025-09-13 14:24:01,493 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 14:24:01] "GET / HTTP/1.1" 200 -
+[ 2025-09-13 14:24:03,914 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 14:24:03] "GET /predictdata HTTP/1.1" 200 -
+[ 2025-09-13 14:24:23,705 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 14:24:23] "POST /predictdata HTTP/1.1" 200 -
+[ 2025-09-13 14:24:27,873 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 14:24:27] "GET / HTTP/1.1" 200 -

logs/09_13_2025_16_49_01.log/09_13_2025_16_49_01.log

@@ -0,0 +1,8 @@
+[ 2025-09-13 16:49:01,672 ] 97 werkzeug - INFO - WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:7860
+ * Running on http://192.168.1.4:7860
+[ 2025-09-13 16:49:01,672 ] 97 werkzeug - INFO - Press CTRL+C to quit
+[ 2025-09-13 16:49:11,268 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 16:49:11] "GET / HTTP/1.1" 200 -
+[ 2025-09-13 16:49:12,757 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 16:49:12] "GET /favicon.ico HTTP/1.1" 404 -
+[ 2025-09-13 16:49:13,992 ] 97 werkzeug - INFO - 127.0.0.1 - - [13/Sep/2025 16:49:13] "GET /predictdata HTTP/1.1" 200 -

requirements.txt

@@ -0,0 +1,21 @@
+# Core ML and Data Science
+pandas==2.0.3
+numpy==1.23.5
+scikit-learn==1.2.1
+scipy==1.10.1
+
+# ML Libraries
+catboost==1.2
+xgboost==1.7.6
+dill==0.3.7
+
+# Web Framework
+Flask==2.3.3
+Werkzeug==2.3.7
+
+# Visualization (optional, for notebooks)
+matplotlib==3.7.2
+seaborn==0.12.2
+
+# Additional utilities
+joblib==1.3.2

src/components/data_ingestion.py

@@ -0,0 +1,63 @@
+import os
+import sys
+from src.exception import CustomException
+from src.logger import logging
+import pandas as pd
+
+from sklearn.model_selection import train_test_split
+from dataclasses import dataclass
+
+from src.components.data_transformation import DataTransformation
+from src.components.data_transformation import DataTransformationConfig
+
+from src.components.model_trainer import ModelTrainerConfig
+from src.components.model_trainer import ModelTrainer
+@dataclass
+class DataIngestionConfig:
+    train_data_path: str=os.path.join('artifacts',"train.csv")
+    test_data_path: str=os.path.join('artifacts',"test.csv")
+    raw_data_path: str=os.path.join('artifacts',"data.csv")
+
+class DataIngestion:
+    def __init__(self):
+        self.ingestion_config=DataIngestionConfig()
+
+    def initiate_data_ingestion(self):
+        logging.info("Entered the data ingestion method or component")
+        try:
+            df=pd.read_csv('notebook\data\stud.csv')
+            logging.info('Read the dataset as dataframe')
+
+            os.makedirs(os.path.dirname(self.ingestion_config.train_data_path),exist_ok=True)
+
+            df.to_csv(self.ingestion_config.raw_data_path,index=False,header=True)
+
+            logging.info("Train test split initiated")
+            train_set,test_set=train_test_split(df,test_size=0.2,random_state=42)
+
+            train_set.to_csv(self.ingestion_config.train_data_path,index=False,header=True)
+
+            test_set.to_csv(self.ingestion_config.test_data_path,index=False,header=True)
+
+            logging.info("Inmgestion of the data iss completed")
+
+            return(
+                self.ingestion_config.train_data_path,
+                self.ingestion_config.test_data_path
+
+            )
+        except Exception as e:
+            raise CustomException(e,sys)
+        
+if __name__=="__main__":
+    obj=DataIngestion()
+    train_data,test_data=obj.initiate_data_ingestion()
+
+    data_transformation=DataTransformation()
+    train_arr,test_arr,_=data_transformation.initiate_data_transformation(train_data,test_data)
+
+    modeltrainer=ModelTrainer()
+    print(modeltrainer.initiate_model_trainer(train_arr,test_arr))
+
+
+

src/components/data_transformation.py

@@ -0,0 +1,124 @@
+import sys
+from dataclasses import dataclass
+
+import numpy as np 
+import pandas as pd
+from sklearn.compose import ColumnTransformer
+from sklearn.impute import SimpleImputer
+from sklearn.pipeline import Pipeline
+from sklearn.preprocessing import OneHotEncoder,StandardScaler
+
+from src.exception import CustomException
+from src.logger import logging
+import os
+
+from src.utils import save_object
+
+@dataclass
+class DataTransformationConfig:
+    preprocessor_obj_file_path=os.path.join('artifacts',"proprocessor.pkl")
+
+class DataTransformation:
+    def __init__(self):
+        self.data_transformation_config=DataTransformationConfig()
+
+    def get_data_transformer_object(self):
+        '''
+        This function si responsible for data trnasformation
+        
+        '''
+        try:
+            numerical_columns = ["writing_score", "reading_score"]
+            categorical_columns = [
+                "gender",
+                "race_ethnicity",
+                "parental_level_of_education",
+                "lunch",
+                "test_preparation_course",
+            ]
+
+            num_pipeline= Pipeline(
+                steps=[
+                ("imputer",SimpleImputer(strategy="median")),
+                ("scaler",StandardScaler())
+
+                ]
+            )
+
+            cat_pipeline=Pipeline(
+
+                steps=[
+                ("imputer",SimpleImputer(strategy="most_frequent")),
+                ("one_hot_encoder",OneHotEncoder()),
+                ("scaler",StandardScaler(with_mean=False))
+                ]
+
+            )
+
+            logging.info(f"Categorical columns: {categorical_columns}")
+            logging.info(f"Numerical columns: {numerical_columns}")
+
+            preprocessor=ColumnTransformer(
+                [
+                ("num_pipeline",num_pipeline,numerical_columns),
+                ("cat_pipelines",cat_pipeline,categorical_columns)
+
+                ]
+
+
+            )
+
+            return preprocessor
+        
+        except Exception as e:
+            raise CustomException(e,sys)
+        
+    def initiate_data_transformation(self,train_path,test_path):
+
+        try:
+            train_df=pd.read_csv(train_path)
+            test_df=pd.read_csv(test_path)
+
+            logging.info("Read train and test data completed")
+
+            logging.info("Obtaining preprocessing object")
+
+            preprocessing_obj=self.get_data_transformer_object()
+
+            target_column_name="math_score"
+            numerical_columns = ["writing_score", "reading_score"]
+
+            input_feature_train_df=train_df.drop(columns=[target_column_name],axis=1)
+            target_feature_train_df=train_df[target_column_name]
+
+            input_feature_test_df=test_df.drop(columns=[target_column_name],axis=1)
+            target_feature_test_df=test_df[target_column_name]
+
+            logging.info(
+                f"Applying preprocessing object on training dataframe and testing dataframe."
+            )
+
+            input_feature_train_arr=preprocessing_obj.fit_transform(input_feature_train_df)
+            input_feature_test_arr=preprocessing_obj.transform(input_feature_test_df)
+
+            train_arr = np.c_[
+                input_feature_train_arr, np.array(target_feature_train_df)
+            ]
+            test_arr = np.c_[input_feature_test_arr, np.array(target_feature_test_df)]
+
+            logging.info(f"Saved preprocessing object.")
+
+            save_object(
+
+                file_path=self.data_transformation_config.preprocessor_obj_file_path,
+                obj=preprocessing_obj
+
+            )
+
+            return (
+                train_arr,
+                test_arr,
+                self.data_transformation_config.preprocessor_obj_file_path,
+            )
+        except Exception as e:
+            raise CustomException(e,sys)

src/components/model_trainer.py

@@ -0,0 +1,119 @@
+import os
+import sys
+from dataclasses import dataclass
+
+from catboost import CatBoostRegressor
+from sklearn.ensemble import (
+    AdaBoostRegressor,
+    GradientBoostingRegressor,
+    RandomForestRegressor,
+)
+from sklearn.linear_model import LinearRegression
+from sklearn.metrics import r2_score
+from sklearn.neighbors import KNeighborsRegressor
+from sklearn.tree import DecisionTreeRegressor
+from xgboost import XGBRegressor
+
+from src.exception import CustomException
+from src.logger import logging
+
+from src.utils import save_object,evaluate_models
+
+@dataclass
+class ModelTrainerConfig:
+    trained_model_file_path=os.path.join("artifacts","model.pkl")
+
+class ModelTrainer:
+    def __init__(self):
+        self.model_trainer_config=ModelTrainerConfig()
+
+
+    def initiate_model_trainer(self,train_array,test_array):
+        try:
+            logging.info("Split training and test input data")
+            X_train,y_train,X_test,y_test=(
+                train_array[:,:-1],
+                train_array[:,-1],
+                test_array[:,:-1],
+                test_array[:,-1]
+            )
+            models = {
+                "Random Forest": RandomForestRegressor(),
+                "Decision Tree": DecisionTreeRegressor(),
+                "Gradient Boosting": GradientBoostingRegressor(),
+                "Linear Regression": LinearRegression(),
+                "XGBRegressor": XGBRegressor(),
+                "CatBoosting Regressor": CatBoostRegressor(verbose=False),
+                "AdaBoost Regressor": AdaBoostRegressor(),
+            }
+            params={
+                "Decision Tree": {
+                    'criterion':['squared_error', 'friedman_mse', 'absolute_error', 'poisson'],
+                    # 'splitter':['best','random'],
+                    # 'max_features':['sqrt','log2'],
+                },
+                "Random Forest":{
+                    # 'criterion':['squared_error', 'friedman_mse', 'absolute_error', 'poisson'],
+                 
+                    # 'max_features':['sqrt','log2',None],
+                    'n_estimators': [8,16,32,64,128,256]
+                },
+                "Gradient Boosting":{
+                    # 'loss':['squared_error', 'huber', 'absolute_error', 'quantile'],
+                    'learning_rate':[.1,.01,.05,.001],
+                    'subsample':[0.6,0.7,0.75,0.8,0.85,0.9],
+                    # 'criterion':['squared_error', 'friedman_mse'],
+                    # 'max_features':['auto','sqrt','log2'],
+                    'n_estimators': [8,16,32,64,128,256]
+                },
+                "Linear Regression":{},
+                "XGBRegressor":{
+                    'learning_rate':[.1,.01,.05,.001],
+                    'n_estimators': [8,16,32,64,128,256]
+                },
+                "CatBoosting Regressor":{
+                    'depth': [6,8,10],
+                    'learning_rate': [0.01, 0.05, 0.1],
+                    'iterations': [30, 50, 100]
+                },
+                "AdaBoost Regressor":{
+                    'learning_rate':[.1,.01,0.5,.001],
+                    # 'loss':['linear','square','exponential'],
+                    'n_estimators': [8,16,32,64,128,256]
+                }
+                
+            }
+
+            model_report:dict=evaluate_models(X_train=X_train,y_train=y_train,X_test=X_test,y_test=y_test,
+                                             models=models,param=params)
+            
+            ## To get best model score from dict
+            best_model_score = max(sorted(model_report.values()))
+
+            ## To get best model name from dict
+
+            best_model_name = list(model_report.keys())[
+                list(model_report.values()).index(best_model_score)
+            ]
+            best_model = models[best_model_name]
+
+            if best_model_score<0.6:
+                raise CustomException("No best model found")
+            logging.info(f"Best found model on both training and testing dataset")
+
+            save_object(
+                file_path=self.model_trainer_config.trained_model_file_path,
+                obj=best_model
+            )
+
+            predicted=best_model.predict(X_test)
+
+            r2_square = r2_score(y_test, predicted)
+            return r2_square
+            
+
+
+
+            
+        except Exception as e:
+            raise CustomException(e,sys)

src/exception.py

@@ -0,0 +1,34 @@
+import sys
+import logging
+
+# Try to import custom logger, fallback to basic logging if it fails
+try:
+    from src.logger import logging
+except Exception:
+    # Fallback to basic logging configuration
+    logging.basicConfig(
+        format="[ %(asctime)s ] %(lineno)d %(name)s - %(levelname)s - %(message)s",
+        level=logging.INFO,
+    )
+
+def error_message_detail(error,error_detail:sys):
+    _,_,exc_tb=error_detail.exc_info()
+    file_name=exc_tb.tb_frame.f_code.co_filename
+    error_message="Error occured in python script name [{0}] line number [{1}] error message[{2}]".format(
+     file_name,exc_tb.tb_lineno,str(error))
+
+    return error_message
+
+    
+
+class CustomException(Exception):
+    def __init__(self,error_message,error_detail:sys):
+        super().__init__(error_message)
+        self.error_message=error_message_detail(error_message,error_detail=error_detail)
+    
+    def __str__(self):
+        return self.error_message
+    
+
+
+        

src/logger.py

@@ -0,0 +1,37 @@
+import logging
+import os
+from datetime import datetime
+
+# Create log file name
+LOG_FILE = f"{datetime.now().strftime('%m_%d_%Y_%H_%M_%S')}.log"
+
+# Create logs directory path (not the file path)
+logs_dir = os.path.join(os.getcwd(), "logs")
+
+# Try to create logs directory with proper error handling
+try:
+    os.makedirs(logs_dir, exist_ok=True)
+except PermissionError:
+    # If we can't create in current directory, use /tmp for Docker
+    logs_dir = "/tmp/logs"
+    os.makedirs(logs_dir, exist_ok=True)
+except Exception:
+    # Fallback to /tmp if all else fails
+    logs_dir = "/tmp"
+
+# Create full log file path
+LOG_FILE_PATH = os.path.join(logs_dir, LOG_FILE)
+
+# Configure logging
+try:
+    logging.basicConfig(
+        filename=LOG_FILE_PATH,
+        format="[ %(asctime)s ] %(lineno)d %(name)s - %(levelname)s - %(message)s",
+        level=logging.INFO,
+    )
+except PermissionError:
+    # If file logging fails, use console logging
+    logging.basicConfig(
+        format="[ %(asctime)s ] %(lineno)d %(name)s - %(levelname)s - %(message)s",
+        level=logging.INFO,
+    )

src/pipeline/predict_pipeline.py

@@ -0,0 +1,69 @@
+import sys
+import os
+import pandas as pd
+from src.exception import CustomException
+from src.utils import load_object
+
+
+class PredictPipeline:
+    def __init__(self):
+        pass
+
+    def predict(self,features):
+        try:
+            model_path=os.path.join("artifacts","model.pkl")
+            preprocessor_path=os.path.join('artifacts','preprocessor.pkl')
+            print("Before Loading")
+            model=load_object(file_path=model_path)
+            preprocessor=load_object(file_path=preprocessor_path)
+            print("After Loading")
+            data_scaled=preprocessor.transform(features)
+            preds=model.predict(data_scaled)
+            return preds
+        
+        except Exception as e:
+            raise CustomException(e,sys)
+
+
+
+class CustomData:
+    def __init__(  self,
+        gender: str,
+        race_ethnicity: str,
+        parental_level_of_education,
+        lunch: str,
+        test_preparation_course: str,
+        reading_score: int,
+        writing_score: int):
+
+        self.gender = gender
+
+        self.race_ethnicity = race_ethnicity
+
+        self.parental_level_of_education = parental_level_of_education
+
+        self.lunch = lunch
+
+        self.test_preparation_course = test_preparation_course
+
+        self.reading_score = reading_score
+
+        self.writing_score = writing_score
+
+    def get_data_as_data_frame(self):
+        try:
+            custom_data_input_dict = {
+                "gender": [self.gender],
+                "race_ethnicity": [self.race_ethnicity],
+                "parental_level_of_education": [self.parental_level_of_education],
+                "lunch": [self.lunch],
+                "test_preparation_course": [self.test_preparation_course],
+                "reading_score": [self.reading_score],
+                "writing_score": [self.writing_score],
+            }
+
+            return pd.DataFrame(custom_data_input_dict)
+
+        except Exception as e:
+            raise CustomException(e, sys)
+

src/utils.py

@@ -0,0 +1,62 @@
+import os
+import sys
+
+import numpy as np 
+import pandas as pd
+import dill
+import pickle
+from sklearn.metrics import r2_score
+from sklearn.model_selection import GridSearchCV
+
+from src.exception import CustomException
+
+def save_object(file_path, obj):
+    try:
+        dir_path = os.path.dirname(file_path)
+
+        os.makedirs(dir_path, exist_ok=True)
+
+        with open(file_path, "wb") as file_obj:
+            pickle.dump(obj, file_obj)
+
+    except Exception as e:
+        raise CustomException(e, sys)
+    
+def evaluate_models(X_train, y_train,X_test,y_test,models,param):
+    try:
+        report = {}
+
+        for i in range(len(list(models))):
+            model = list(models.values())[i]
+            para=param[list(models.keys())[i]]
+
+            gs = GridSearchCV(model,para,cv=3)
+            gs.fit(X_train,y_train)
+
+            model.set_params(**gs.best_params_)
+            model.fit(X_train,y_train)
+
+            #model.fit(X_train, y_train)  # Train model
+
+            y_train_pred = model.predict(X_train)
+
+            y_test_pred = model.predict(X_test)
+
+            train_model_score = r2_score(y_train, y_train_pred)
+
+            test_model_score = r2_score(y_test, y_test_pred)
+
+            report[list(models.keys())[i]] = test_model_score
+
+        return report
+
+    except Exception as e:
+        raise CustomException(e, sys)
+    
+def load_object(file_path):
+    try:
+        with open(file_path, "rb") as file_obj:
+            return pickle.load(file_obj)
+
+    except Exception as e:
+        raise CustomException(e, sys)

templates/home.html

@@ -0,0 +1,332 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Student Performance Prediction</title>
+    <style>
+        * {
+            margin: 0;
+            padding: 0;
+            box-sizing: border-box;
+        }
+
+        body {
+            font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
+            background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+            min-height: 100vh;
+            padding: 20px;
+        }
+
+        .container {
+            max-width: 600px;
+            margin: 0 auto;
+            background: rgba(255, 255, 255, 0.95);
+            border-radius: 20px;
+            box-shadow: 0 20px 40px rgba(0, 0, 0, 0.1);
+            overflow: hidden;
+            backdrop-filter: blur(10px);
+        }
+
+        .header {
+            background: linear-gradient(45deg, #667eea, #764ba2);
+            color: white;
+            padding: 2rem;
+            text-align: center;
+        }
+
+        .header h1 {
+            font-size: 1.8rem;
+            font-weight: 300;
+            margin-bottom: 0.5rem;
+        }
+
+        .header p {
+            opacity: 0.9;
+            font-size: 1rem;
+        }
+
+        .form-container {
+            padding: 2rem;
+        }
+
+        .form-grid {
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
+            gap: 1.5rem;
+        }
+
+        .form-group {
+            margin-bottom: 1.5rem;
+        }
+
+        .form-label {
+            display: block;
+            margin-bottom: 0.5rem;
+            color: #333;
+            font-weight: 500;
+            font-size: 0.95rem;
+        }
+
+        .form-control {
+            width: 100%;
+            padding: 12px 16px;
+            border: 2px solid #e1e8ed;
+            border-radius: 10px;
+            font-size: 1rem;
+            transition: all 0.3s ease;
+            background: white;
+        }
+
+        .form-control:focus {
+            outline: none;
+            border-color: #667eea;
+            box-shadow: 0 0 0 3px rgba(102, 126, 234, 0.1);
+        }
+
+        .form-control:hover {
+            border-color: #667eea;
+        }
+
+        select.form-control {
+            cursor: pointer;
+        }
+
+        .btn {
+            background: linear-gradient(45deg, #667eea, #764ba2);
+            color: white;
+            padding: 15px 30px;
+            border: none;
+            border-radius: 50px;
+            font-size: 1.1rem;
+            font-weight: 500;
+            cursor: pointer;
+            transition: all 0.3s ease;
+            width: 100%;
+            margin-top: 1rem;
+            box-shadow: 0 5px 15px rgba(102, 126, 234, 0.3);
+        }
+
+        .btn:hover {
+            transform: translateY(-2px);
+            box-shadow: 0 8px 25px rgba(102, 126, 234, 0.4);
+        }
+
+        .btn:active {
+            transform: translateY(0);
+        }
+
+        .result {
+            margin-top: 2rem;
+            padding: 1.5rem;
+            background: linear-gradient(45deg, #4CAF50, #45a049);
+            color: white;
+            border-radius: 15px;
+            text-align: center;
+            font-size: 1.2rem;
+            font-weight: 500;
+            box-shadow: 0 5px 15px rgba(76, 175, 80, 0.3);
+            animation: slideIn 0.5s ease;
+        }
+
+        .result-label {
+            font-size: 1rem;
+            opacity: 0.9;
+            margin-bottom: 0.5rem;
+        }
+
+        .result-value {
+            font-size: 2rem;
+            font-weight: bold;
+        }
+
+        .back-btn {
+            display: inline-block;
+            margin-top: 1rem;
+            padding: 10px 20px;
+            background: rgba(255, 255, 255, 0.2);
+            color: white;
+            text-decoration: none;
+            border-radius: 25px;
+            transition: all 0.3s ease;
+            border: 1px solid rgba(255, 255, 255, 0.3);
+        }
+
+        .back-btn:hover {
+            background: rgba(255, 255, 255, 0.3);
+            transform: translateY(-1px);
+        }
+
+        @keyframes slideIn {
+            from {
+                opacity: 0;
+                transform: translateY(20px);
+            }
+            to {
+                opacity: 1;
+                transform: translateY(0);
+            }
+        }
+
+        .input-icon {
+            position: relative;
+        }
+
+        .input-icon::before {
+            content: attr(data-icon);
+            position: absolute;
+            left: 12px;
+            top: 50%;
+            transform: translateY(-50%);
+            color: #667eea;
+            font-size: 1.1rem;
+            z-index: 1;
+        }
+
+        .input-icon .form-control {
+            padding-left: 40px;
+        }
+
+        @media (max-width: 768px) {
+            .container {
+                margin: 10px;
+            }
+            
+            .header {
+                padding: 1.5rem;
+            }
+            
+            .header h1 {
+                font-size: 1.5rem;
+            }
+            
+            .form-container {
+                padding: 1.5rem;
+            }
+            
+            .form-grid {
+                grid-template-columns: 1fr;
+                gap: 1rem;
+            }
+        }
+
+        .form-section {
+            background: #f8f9fa;
+            padding: 1.5rem;
+            border-radius: 15px;
+            margin-bottom: 1.5rem;
+        }
+
+        .section-title {
+            color: #333;
+            font-size: 1.1rem;
+            font-weight: 600;
+            margin-bottom: 1rem;
+            display: flex;
+            align-items: center;
+            gap: 0.5rem;
+        }
+    </style>
+</head>
+<body>
+    <div class="container">
+        <div class="header">
+            <h1>🎓 Student Exam Performance Indicator</h1>
+            <p>Enter student details to predict math performance</p>
+        </div>
+        
+        <div class="form-container">
+            <form action="{{ url_for('predict_datapoint')}}" method="post">
+                <div class="form-section">
+                    <div class="section-title">
+                        👤 Personal Information
+                    </div>
+                    <div class="form-grid">
+                        <div class="form-group">
+                            <label class="form-label">Gender</label>
+                            <select class="form-control" name="gender" required>
+                                <option selected disabled value="">Select your Gender</option>
+                                <option value="male">Male</option>
+                                <option value="female">Female</option>
+                            </select>
+                        </div>
+                        <div class="form-group">
+                            <label class="form-label">Race or Ethnicity</label>
+                            <select class="form-control" name="ethnicity" required>
+                                <option selected disabled value="">Select Ethnicity</option>
+                                <option value="group A">Group A</option>
+                                <option value="group B">Group B</option>
+                                <option value="group C">Group C</option>
+                                <option value="group D">Group D</option>
+                                <option value="group E">Group E</option>
+                            </select>
+                        </div>
+                    </div>
+                </div>
+
+                <div class="form-section">
+                    <div class="section-title">
+                        🎒 Educational Background
+                    </div>
+                    <div class="form-grid">
+                        <div class="form-group">
+                            <label class="form-label">Parental Level of Education</label>
+                            <select class="form-control" name="parental_level_of_education" required>
+                                <option selected disabled value="">Select Parent Education</option>
+                                <option value="associate's degree">Associate's degree</option>
+                                <option value="bachelor's degree">Bachelor's degree</option>
+                                <option value="high school">High school</option>
+                                <option value="master's degree">Master's degree</option>
+                                <option value="some college">Some college</option>
+                                <option value="some high school">Some high school</option>
+                            </select>
+                        </div>
+                        <div class="form-group">
+                            <label class="form-label">Test Preparation Course</label>
+                            <select class="form-control" name="test_preparation_course" required>
+                                <option selected disabled value="">Select Test Course</option>
+                                <option value="none">None</option>
+                                <option value="completed">Completed</option>
+                            </select>
+                        </div>
+                    </div>
+                </div>
+
+                <div class="form-section">
+                    <div class="section-title">
+                        📊 Academic Performance & Background
+                    </div>
+                    <div class="form-grid">
+                        <div class="form-group">
+                            <label class="form-label">Lunch Type</label>
+                            <select class="form-control" name="lunch" required>
+                                <option selected disabled value="">Select Lunch Type</option>
+                                <option value="free/reduced">Free/Reduced</option>
+                                <option value="standard">Standard</option>
+                            </select>
+                        </div>
+                        <div class="form-group">
+                            <label class="form-label">📝 Writing Score (out of 100)</label>
+                            <input class="form-control" type="number" name="reading_score" placeholder="Enter writing score" min="0" max="100" required />
+                        </div>
+                        <div class="form-group">
+                            <label class="form-label">📖 Reading Score (out of 100)</label>
+                            <input class="form-control" type="number" name="writing_score" placeholder="Enter reading score" min="0" max="100" required />
+                        </div>
+                    </div>
+                </div>
+
+                <button class="btn" type="submit">🔮 Predict Math Score</button>
+            </form>
+            
+            {% if results %}
+            <div class="result">
+                <div class="result-label">Predicted Math Score</div>
+                <div class="result-value">{{ "%.2f" | format(results) }}%</div>
+                <a href="{{ url_for('index') }}" class="back-btn">← Back to Home</a>
+            </div>
+            {% endif %}
+        </div>
+    </div>
+</body>
+</html>

templates/index.html

@@ -0,0 +1,114 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Student Performance Predictor</title>
+    <style>
+        * {
+            margin: 0;
+            padding: 0;
+            box-sizing: border-box;
+        }
+
+        body {
+            font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
+            background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+            min-height: 100vh;
+            display: flex;
+            align-items: center;
+            justify-content: center;
+        }
+
+        .container {
+            background: rgba(255, 255, 255, 0.95);
+            padding: 3rem;
+            border-radius: 20px;
+            box-shadow: 0 20px 40px rgba(0, 0, 0, 0.1);
+            text-align: center;
+            max-width: 500px;
+            width: 90%;
+            backdrop-filter: blur(10px);
+        }
+
+        h1 {
+            color: #333;
+            margin-bottom: 1.5rem;
+            font-size: 2.5rem;
+            font-weight: 300;
+            line-height: 1.2;
+        }
+
+        .highlight {
+            color: #667eea;
+            font-weight: 600;
+        }
+
+        p {
+            color: #666;
+            margin-bottom: 2rem;
+            font-size: 1.1rem;
+            line-height: 1.6;
+        }
+
+        .btn {
+            background: linear-gradient(45deg, #667eea, #764ba2);
+            color: white;
+            padding: 15px 30px;
+            border: none;
+            border-radius: 50px;
+            font-size: 1.1rem;
+            font-weight: 500;
+            text-decoration: none;
+            display: inline-block;
+            transition: all 0.3s ease;
+            cursor: pointer;
+            box-shadow: 0 5px 15px rgba(102, 126, 234, 0.3);
+        }
+
+        .btn:hover {
+            transform: translateY(-2px);
+            box-shadow: 0 8px 25px rgba(102, 126, 234, 0.4);
+        }
+
+        .features {
+            margin-top: 2rem;
+            display: grid;
+            grid-template-columns: repeat(auto-fit, minmax(120px, 1fr));
+            gap: 1rem;
+        }
+
+        .feature {
+            background: rgba(102, 126, 234, 0.1);
+            padding: 1rem;
+            border-radius: 10px;
+            font-size: 0.9rem;
+            color: #555;
+        }
+
+        @media (max-width: 768px) {
+            .container {
+                padding: 2rem;
+            }
+            h1 {
+                font-size: 2rem;
+            }
+        }
+    </style>
+</head>
+<body>
+    <div class="container">
+        <h1>Welcome to <span class="highlight">Student Performance</span> Predictor</h1>
+        <p>Predict student math scores based on various demographic and academic factors using machine learning.</p>
+        
+        <a href="{{ url_for('predict_datapoint') }}" class="btn">Start Prediction</a>
+        
+        <div class="features">
+            <div class="feature">📊 ML Powered</div>
+            <div class="feature">🎯 Accurate</div>
+            <div class="feature">⚡ Fast</div>
+            <div class="feature">📱 Responsive</div>
+        </div>
+    </div>
+</body>
+</html>