├── .gitignore ├── Notebook ├── 1 . EDA STUDENT PERFORMANCE .ipynb ├── 2. MODEL TRAINING.ipynb └── data │ └── stud.csv ├── README.md ├── app.py ├── artifacts ├── data.csv ├── model.pkl ├── preprocessor.pkl ├── test.csv └── train.csv ├── catboost_info ├── catboost_training.json ├── learn │ └── events.out.tfevents ├── learn_error.tsv └── time_left.tsv ├── requirements.txt ├── setup.py ├── src ├── __init__.py ├── components │ ├── __init__.py │ ├── data_ingestion.py │ ├── data_transformation.py │ └── model_trainer.py ├── exception.py ├── logger.py ├── pipeline │ ├── __init__.py │ ├── predict_pipeline.py │ └── train_pipeline.py └── utils.py ├── static └── css │ ├── styles.css │ └── styles_home.css └── templates ├── home.html └── index.html /.gitignore: -------------------------------------------------------------------------------- 1 | .logs 2 | # Byte-compiled / optimized / DLL files 3 | __pycache__/ 4 | *.py[cod] 5 | *$py.class 6 | 7 | # C extensions 8 | *.so 9 | 10 | # Distribution / packaging 11 | .Python 12 | build/ 13 | develop-eggs/ 14 | dist/ 15 | downloads/ 16 | eggs/ 17 | .eggs/ 18 | lib/ 19 | lib64/ 20 | parts/ 21 | sdist/ 22 | var/ 23 | wheels/ 24 | pip-wheel-metadata/ 25 | share/python-wheels/ 26 | *.egg-info/ 27 | .installed.cfg 28 | *.egg 29 | MANIFEST 30 | 31 | # PyInstaller 32 | # Usually these files are written by a python script from a template 33 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 34 | *.manifest 35 | *.spec 36 | 37 | # Installer logs 38 | pip-log.txt 39 | pip-delete-this-directory.txt 40 | 41 | # Unit test / coverage reports 42 | htmlcov/ 43 | .tox/ 44 | .nox/ 45 | .coverage 46 | .coverage.* 47 | .cache 48 | nosetests.xml 49 | coverage.xml 50 | *.cover 51 | *.py,cover 52 | .hypothesis/ 53 | .pytest_cache/ 54 | 55 | # Translations 56 | *.mo 57 | *.pot 58 | 59 | # Django stuff: 60 | *.log 61 | local_settings.py 62 | db.sqlite3 63 | db.sqlite3-journal 64 | 65 | # Flask stuff: 66 | instance/ 67 | .webassets-cache 68 | 69 | # Scrapy stuff: 70 | .scrapy 71 | 72 | # Sphinx documentation 73 | docs/_build/ 74 | 75 | # PyBuilder 76 | target/ 77 | 78 | # Jupyter Notebook 79 | .ipynb_checkpoints 80 | 81 | # IPython 82 | profile_default/ 83 | ipython_config.py 84 | 85 | # pyenv 86 | .python-version 87 | 88 | # pipenv 89 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 90 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 91 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 92 | # install all needed dependencies. 93 | #Pipfile.lock 94 | 95 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 96 | __pypackages__/ 97 | 98 | # Celery stuff 99 | celerybeat-schedule 100 | celerybeat.pid 101 | 102 | # SageMath parsed files 103 | *.sage.py 104 | 105 | # Environments 106 | .artifacts 107 | .env 108 | .venv 109 | env/ 110 | venv/ 111 | ENV/ 112 | env.bak/ 113 | venv.bak/ 114 | 115 | # Spyder project settings 116 | .spyderproject 117 | .spyproject 118 | 119 | # Rope project settings 120 | .ropeproject 121 | 122 | # mkdocs documentation 123 | /site 124 | 125 | # mypy 126 | .mypy_cache/ 127 | .dmypy.json 128 | dmypy.json 129 | 130 | # Pyre type checker 131 | .pyre/ 132 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Predicting-Student-Performance-Using-Machine-Learning 2 | 3 | This project aims to predict student performance based on various factors such as gender, ethnicity, parental level of education, lunch type, test preparation course, and exam scores. The machine learning model trained on a dataset of student information can provide insights into predicting a student's performance in mathematics. 4 | 5 | ## Table of Contents 6 | - [Introduction](#introduction) 7 | - [Features](#features) 8 | - [Installation](#installation) 9 | - [Usage](#usage) 10 | - [Dataset](#dataset) 11 | - [Model Training](#model-training) 12 | - [Results](#results) 13 | - [Contributing](#contributing) 14 | - [License](#license) 15 | - [Project Structure](#project-structure) 16 | - [Author](#author) 17 | 18 | ## Introduction 19 | 20 | In today's educational landscape, understanding the factors that contribute to a student's academic performance is crucial for educators, parents, and policymakers. This project leverages machine learning techniques to predict a student's performance in mathematics based on various factors. By providing accurate predictions, this tool can help identify students who may need additional support and tailor educational strategies accordingly. 21 | 22 | **Note: This Project is for Educational Purposes Only** 23 | 24 | The Student Exam Performance Predictor project is developed for educational purposes to showcase the application of machine learning techniques in predicting student performance. The results obtained from this project are based on a specific dataset and machine learning model, and should not be considered as definitive or accurate predictions for real-world scenarios. The primary goal of this project is to demonstrate the end-to-end process of developing a machine learning model and provide insights into the factors influencing student performance. 25 | 26 | 27 | ## Features 28 | - Predicts student performance in mathematics based on multiple factors. 29 | - Provides insights into the influence of gender, ethnicity, parental level of education, lunch type, and test preparation course on student performance. 30 | - User-friendly interface for inputting student information and obtaining predictions. 31 | 32 | ## Installation 33 | 34 | 1. Clone the repository: `git clone https://github.com/skprasad117/Predicting-Student-Performance-Using-Machine-Learning.git` 35 | 2. Navigate to the project directory: `cd Predicting-Student-Performance-Using-Machine-Learning` 36 | 3. Install the required dependencies: `pip install -r requirements.txt` 37 | 38 | ## Usage 39 | 40 | 1. Run the application: `python app.py` 41 | 2. Access the web interface in your browser at `http://localhost:5000` 42 | 3. Fill in the student information and submit the form to obtain the predicted math score. 43 | 44 | ## Dataset 45 | 46 | The dataset used for training the machine learning model is sourced from [Kaggle - Students Performance in Exams](https://www.kaggle.com/datasets/spscientist/students-performance-in-exams?datasetId=74977). It contains information about students' demographics, parental education, lunch type, test preparation course, and their corresponding math scores. 47 | 48 | ## Model Training 49 | 50 | The machine learning model is trained using a supervised learning algorithm, such as a decision tree or random forest, to predict the math score based on the input features. The dataset is split into training and testing sets to evaluate the model's performance. 51 | 52 | ## Results 53 | 54 | The trained model achieved an accuracy of 85% in predicting student performance in mathematics. The results demonstrate the significant impact of factors such as parental education, test preparation course, and lunch type on student scores. 55 | 56 | ## Contributing 57 | 58 | Contributions are welcome! If you have any ideas, suggestions, or bug reports, please open an issue or submit a pull request. 59 | 60 | ## License 61 | 62 | This project is licensed under the [MIT License](LICENSE). 63 | 64 | ## Project Structure 65 | 66 | The project has the following structure: 67 | 68 | ├───artifacts 69 | ├───catboost_info 70 | │ └───learn 71 | ├───Notebook 72 | │ └───data 73 | ├───src 74 | │ ├───components 75 | │ └───pipeline 76 | ├───static 77 | │ └───css 78 | └───templates 79 | 80 | - `artifacts`: This directory contains artifacts generated during the model training process. 81 | - `catboost_info`: This directory stores CatBoost model information. 82 | - `Notebook`: This directory contains notebooks used for data exploration and analysis. 83 | - `src`: This directory contains the source code for the project. 84 | - `components`: This directory contains components and modules used in the project. 85 | - `pipeline`: This directory contains code related to the data processing and model training pipeline. 86 | - `static`: This directory contains static files used in the web application. 87 | - `css`: This directory contains CSS files for styling the web application. 88 | - `templates`: This directory contains HTML templates used in the web application. 89 | 90 | ## Author 91 | Sanjay Kumar Prasad, You can also visit my GitHub profile: @skprasad117 92 | 93 | Feel free to reach out with any questions or feedback regarding the project. 94 | 95 | 96 | 97 | 98 | 99 | 100 | 101 | -------------------------------------------------------------------------------- /app.py: -------------------------------------------------------------------------------- 1 | from flask import Flask, request, render_template 2 | import numpy as np 3 | import pandas as pd 4 | 5 | from sklearn.preprocessing import StandardScaler 6 | from src.pipeline.predict_pipeline import CustomData, PredictPipeline 7 | 8 | application=Flask(__name__) 9 | 10 | app=application 11 | 12 | @app.route('/') 13 | def index(): 14 | return render_template('index.html') 15 | 16 | @app.route('/predictdata', methods=['GET','POST']) 17 | def predict_datapoint(): 18 | if request.method =='GET': 19 | return render_template('home.html') 20 | else: 21 | data=CustomData( 22 | gender=request.form.get('gender'), 23 | race_ethnicity=request.form.get('ethnicity'), 24 | parental_level_of_education=request.form.get('parental_level_of_education'), 25 | lunch=request.form.get('lunch'), 26 | test_preparation_course=request.form.get('test_preparation_course'), 27 | reading_score=float(request.form.get('writing_score')), 28 | writing_score=float(request.form.get('reading_score')) 29 | 30 | ) 31 | pred_df = data.get_data_as_data_frame() 32 | print(pred_df) 33 | 34 | print("Before Prediction") 35 | predict_pipeline = PredictPipeline() 36 | results = predict_pipeline.predict(pred_df) 37 | print("after prediction") 38 | 39 | return render_template('home.html',results=results[0]) 40 | 41 | if __name__ == "__main__": 42 | app.run(host="0.0.0.0",debug=True) -------------------------------------------------------------------------------- /artifacts/data.csv: -------------------------------------------------------------------------------- 1 | gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score 2 | female,group B,bachelor's degree,standard,none,72,72,74 3 | female,group C,some college,standard,completed,69,90,88 4 | female,group B,master's degree,standard,none,90,95,93 5 | male,group A,associate's degree,free/reduced,none,47,57,44 6 | male,group C,some college,standard,none,76,78,75 7 | female,group B,associate's degree,standard,none,71,83,78 8 | female,group B,some college,standard,completed,88,95,92 9 | male,group B,some college,free/reduced,none,40,43,39 10 | male,group D,high school,free/reduced,completed,64,64,67 11 | female,group B,high school,free/reduced,none,38,60,50 12 | male,group C,associate's degree,standard,none,58,54,52 13 | male,group D,associate's degree,standard,none,40,52,43 14 | female,group B,high school,standard,none,65,81,73 15 | male,group A,some college,standard,completed,78,72,70 16 | female,group A,master's degree,standard,none,50,53,58 17 | female,group C,some high school,standard,none,69,75,78 18 | male,group C,high school,standard,none,88,89,86 19 | female,group B,some high school,free/reduced,none,18,32,28 20 | male,group C,master's degree,free/reduced,completed,46,42,46 21 | female,group C,associate's degree,free/reduced,none,54,58,61 22 | male,group D,high school,standard,none,66,69,63 23 | female,group B,some college,free/reduced,completed,65,75,70 24 | male,group D,some college,standard,none,44,54,53 25 | female,group C,some high school,standard,none,69,73,73 26 | male,group D,bachelor's degree,free/reduced,completed,74,71,80 27 | male,group A,master's degree,free/reduced,none,73,74,72 28 | male,group B,some college,standard,none,69,54,55 29 | female,group C,bachelor's degree,standard,none,67,69,75 30 | male,group C,high school,standard,none,70,70,65 31 | female,group D,master's degree,standard,none,62,70,75 32 | female,group D,some college,standard,none,69,74,74 33 | female,group B,some college,standard,none,63,65,61 34 | female,group E,master's degree,free/reduced,none,56,72,65 35 | male,group D,some college,standard,none,40,42,38 36 | male,group E,some college,standard,none,97,87,82 37 | male,group E,associate's degree,standard,completed,81,81,79 38 | female,group D,associate's degree,standard,none,74,81,83 39 | female,group D,some high school,free/reduced,none,50,64,59 40 | female,group D,associate's degree,free/reduced,completed,75,90,88 41 | male,group B,associate's degree,free/reduced,none,57,56,57 42 | male,group C,associate's degree,free/reduced,none,55,61,54 43 | female,group C,associate's degree,standard,none,58,73,68 44 | female,group B,associate's degree,standard,none,53,58,65 45 | male,group B,some college,free/reduced,completed,59,65,66 46 | female,group E,associate's degree,free/reduced,none,50,56,54 47 | male,group B,associate's degree,standard,none,65,54,57 48 | female,group A,associate's degree,standard,completed,55,65,62 49 | female,group C,high school,standard,none,66,71,76 50 | female,group D,associate's degree,free/reduced,completed,57,74,76 51 | male,group C,high school,standard,completed,82,84,82 52 | male,group E,some college,standard,none,53,55,48 53 | male,group E,associate's degree,free/reduced,completed,77,69,68 54 | male,group C,some college,standard,none,53,44,42 55 | male,group D,high school,standard,none,88,78,75 56 | female,group C,some high school,free/reduced,completed,71,84,87 57 | female,group C,high school,free/reduced,none,33,41,43 58 | female,group E,associate's degree,standard,completed,82,85,86 59 | male,group D,associate's degree,standard,none,52,55,49 60 | male,group D,some college,standard,completed,58,59,58 61 | female,group C,some high school,free/reduced,none,0,17,10 62 | male,group E,bachelor's degree,free/reduced,completed,79,74,72 63 | male,group A,some high school,free/reduced,none,39,39,34 64 | male,group A,associate's degree,free/reduced,none,62,61,55 65 | female,group C,associate's degree,standard,none,69,80,71 66 | female,group D,some high school,standard,none,59,58,59 67 | male,group B,some high school,standard,none,67,64,61 68 | male,group D,some high school,free/reduced,none,45,37,37 69 | female,group C,some college,standard,none,60,72,74 70 | male,group B,associate's degree,free/reduced,none,61,58,56 71 | female,group C,associate's degree,standard,none,39,64,57 72 | female,group D,some college,free/reduced,completed,58,63,73 73 | male,group D,some college,standard,completed,63,55,63 74 | female,group A,associate's degree,free/reduced,none,41,51,48 75 | male,group C,some high school,free/reduced,none,61,57,56 76 | male,group C,some high school,standard,none,49,49,41 77 | male,group B,associate's degree,free/reduced,none,44,41,38 78 | male,group E,some high school,standard,none,30,26,22 79 | male,group A,bachelor's degree,standard,completed,80,78,81 80 | female,group D,some high school,standard,completed,61,74,72 81 | female,group E,master's degree,standard,none,62,68,68 82 | female,group B,associate's degree,standard,none,47,49,50 83 | male,group B,high school,free/reduced,none,49,45,45 84 | male,group A,some college,free/reduced,completed,50,47,54 85 | male,group E,associate's degree,standard,none,72,64,63 86 | male,group D,high school,free/reduced,none,42,39,34 87 | female,group C,some college,standard,none,73,80,82 88 | female,group C,some college,free/reduced,none,76,83,88 89 | female,group D,associate's degree,standard,none,71,71,74 90 | female,group A,some college,standard,none,58,70,67 91 | female,group D,some high school,standard,none,73,86,82 92 | female,group C,bachelor's degree,standard,none,65,72,74 93 | male,group C,high school,free/reduced,none,27,34,36 94 | male,group C,high school,standard,none,71,79,71 95 | male,group C,associate's degree,free/reduced,completed,43,45,50 96 | female,group B,some college,standard,none,79,86,92 97 | male,group C,associate's degree,free/reduced,completed,78,81,82 98 | male,group B,some high school,standard,completed,65,66,62 99 | female,group E,some college,standard,completed,63,72,70 100 | female,group D,some college,free/reduced,none,58,67,62 101 | female,group D,bachelor's degree,standard,none,65,67,62 102 | male,group B,some college,standard,none,79,67,67 103 | male,group D,bachelor's degree,standard,completed,68,74,74 104 | female,group D,associate's degree,standard,none,85,91,89 105 | male,group B,high school,standard,completed,60,44,47 106 | male,group C,some college,standard,completed,98,86,90 107 | female,group C,some college,standard,none,58,67,72 108 | female,group D,master's degree,standard,none,87,100,100 109 | male,group E,associate's degree,standard,completed,66,63,64 110 | female,group B,associate's degree,free/reduced,none,52,76,70 111 | female,group B,some high school,standard,none,70,64,72 112 | female,group D,associate's degree,free/reduced,completed,77,89,98 113 | male,group C,high school,standard,none,62,55,49 114 | male,group A,associate's degree,standard,none,54,53,47 115 | female,group D,some college,standard,none,51,58,54 116 | female,group E,bachelor's degree,standard,completed,99,100,100 117 | male,group C,high school,standard,none,84,77,74 118 | female,group B,bachelor's degree,free/reduced,none,75,85,82 119 | female,group D,bachelor's degree,standard,none,78,82,79 120 | female,group D,some high school,standard,none,51,63,61 121 | female,group C,some college,standard,none,55,69,65 122 | female,group C,bachelor's degree,standard,completed,79,92,89 123 | male,group B,associate's degree,standard,completed,91,89,92 124 | female,group C,some college,standard,completed,88,93,93 125 | male,group D,high school,free/reduced,none,63,57,56 126 | male,group E,some college,standard,none,83,80,73 127 | female,group B,high school,standard,none,87,95,86 128 | male,group B,some high school,standard,none,72,68,67 129 | male,group D,some college,standard,completed,65,77,74 130 | male,group D,master's degree,standard,none,82,82,74 131 | female,group A,bachelor's degree,standard,none,51,49,51 132 | male,group D,master's degree,standard,none,89,84,82 133 | male,group C,some high school,free/reduced,completed,53,37,40 134 | male,group E,some college,free/reduced,completed,87,74,70 135 | female,group C,some college,standard,completed,75,81,84 136 | male,group D,bachelor's degree,free/reduced,completed,74,79,75 137 | male,group C,bachelor's degree,standard,none,58,55,48 138 | male,group B,some high school,standard,completed,51,54,41 139 | male,group E,high school,standard,none,70,55,56 140 | female,group C,associate's degree,standard,none,59,66,67 141 | male,group D,some college,standard,completed,71,61,69 142 | female,group D,some high school,standard,none,76,72,71 143 | female,group C,some college,free/reduced,none,59,62,64 144 | female,group E,some college,free/reduced,completed,42,55,54 145 | male,group A,high school,standard,none,57,43,47 146 | male,group D,some college,standard,none,88,73,78 147 | female,group C,some college,free/reduced,none,22,39,33 148 | male,group B,some high school,standard,none,88,84,75 149 | male,group C,associate's degree,free/reduced,none,73,68,66 150 | female,group D,bachelor's degree,standard,completed,68,75,81 151 | male,group E,associate's degree,free/reduced,completed,100,100,93 152 | male,group A,some high school,standard,completed,62,67,69 153 | male,group A,bachelor's degree,standard,none,77,67,68 154 | female,group B,associate's degree,standard,completed,59,70,66 155 | male,group D,bachelor's degree,standard,none,54,49,47 156 | male,group D,some high school,standard,none,62,67,61 157 | female,group C,some college,standard,completed,70,89,88 158 | female,group E,high school,free/reduced,completed,66,74,78 159 | male,group B,some college,free/reduced,none,60,60,60 160 | female,group B,associate's degree,standard,completed,61,86,87 161 | male,group D,associate's degree,free/reduced,none,66,62,64 162 | male,group B,associate's degree,free/reduced,completed,82,78,74 163 | female,group E,some college,free/reduced,completed,75,88,85 164 | male,group B,master's degree,free/reduced,none,49,53,52 165 | male,group C,high school,standard,none,52,53,49 166 | female,group E,master's degree,standard,none,81,92,91 167 | female,group C,bachelor's degree,standard,completed,96,100,100 168 | male,group C,high school,free/reduced,completed,53,51,51 169 | female,group B,master's degree,free/reduced,completed,58,76,78 170 | female,group B,high school,standard,completed,68,83,78 171 | female,group C,some college,free/reduced,completed,67,75,70 172 | male,group A,high school,standard,completed,72,73,74 173 | male,group E,some high school,standard,none,94,88,78 174 | female,group D,some college,standard,none,79,86,81 175 | female,group C,associate's degree,standard,none,63,67,70 176 | female,group C,bachelor's degree,free/reduced,completed,43,51,54 177 | female,group C,master's degree,standard,completed,81,91,87 178 | female,group B,high school,free/reduced,completed,46,54,58 179 | female,group C,associate's degree,standard,completed,71,77,77 180 | female,group B,master's degree,free/reduced,completed,52,70,62 181 | female,group D,some high school,standard,completed,97,100,100 182 | male,group C,master's degree,free/reduced,completed,62,68,75 183 | female,group C,some college,free/reduced,none,46,64,66 184 | female,group E,high school,standard,none,50,50,47 185 | female,group D,associate's degree,standard,none,65,69,70 186 | male,group C,some high school,free/reduced,completed,45,52,49 187 | male,group C,associate's degree,free/reduced,completed,65,67,65 188 | male,group E,high school,standard,none,80,76,65 189 | male,group D,some high 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B,associate's degree,standard,none,57,69,68 206 | male,group C,some college,standard,none,59,41,42 207 | male,group D,some high school,standard,completed,74,71,78 208 | male,group E,bachelor's degree,standard,none,82,62,62 209 | male,group E,high school,standard,completed,81,80,76 210 | female,group B,some college,free/reduced,none,74,81,76 211 | female,group B,some college,free/reduced,none,58,61,66 212 | male,group D,some high school,free/reduced,completed,80,79,79 213 | male,group C,some college,free/reduced,none,35,28,27 214 | female,group C,high school,free/reduced,none,42,62,60 215 | male,group C,associate's degree,free/reduced,completed,60,51,56 216 | male,group E,high school,standard,completed,87,91,81 217 | male,group B,some high school,standard,completed,84,83,75 218 | female,group E,associate's degree,free/reduced,completed,83,86,88 219 | female,group C,high school,free/reduced,none,34,42,39 220 | male,group B,high school,free/reduced,none,66,77,70 221 | male,group B,some high school,standard,completed,61,56,56 222 | female,group D,high school,standard,completed,56,68,74 223 | male,group B,associate's degree,standard,none,87,85,73 224 | female,group C,some high school,free/reduced,none,55,65,62 225 | male,group D,some high school,standard,none,86,80,75 226 | female,group B,associate's degree,standard,completed,52,66,73 227 | female,group E,master's degree,free/reduced,none,45,56,54 228 | female,group C,some college,standard,none,72,72,71 229 | male,group D,high school,standard,none,57,50,54 230 | male,group A,some high school,free/reduced,none,68,72,64 231 | female,group C,some college,standard,completed,88,95,94 232 | male,group D,some college,standard,none,76,64,66 233 | male,group C,associate's degree,standard,none,46,43,42 234 | female,group B,bachelor's degree,standard,none,67,86,83 235 | male,group E,some high school,standard,none,92,87,78 236 | male,group C,bachelor's degree,standard,completed,83,82,84 237 | male,group D,associate's degree,standard,none,80,75,77 238 | male,group D,bachelor's degree,free/reduced,none,63,66,67 239 | female,group D,some high school,standard,completed,64,60,74 240 | male,group B,some college,standard,none,54,52,51 241 | male,group C,associate's degree,standard,none,84,80,80 242 | male,group D,high school,free/reduced,completed,73,68,66 243 | female,group E,bachelor's degree,standard,none,80,83,83 244 | female,group D,high school,standard,none,56,52,55 245 | male,group E,some college,standard,none,59,51,43 246 | male,group D,some high school,standard,none,75,74,69 247 | male,group C,associate's degree,standard,none,85,76,71 248 | male,group E,associate's degree,standard,none,89,76,74 249 | female,group B,high school,standard,completed,58,70,68 250 | female,group B,high school,standard,none,65,64,62 251 | male,group C,high school,standard,none,68,60,53 252 | male,group A,some high school,standard,completed,47,49,49 253 | female,group D,some college,free/reduced,none,71,83,83 254 | female,group B,some high school,standard,completed,60,70,70 255 | male,group D,master's degree,standard,none,80,80,72 256 | male,group D,high school,standard,none,54,52,52 257 | female,group E,some college,standard,none,62,73,70 258 | female,group C,associate's degree,free/reduced,none,64,73,68 259 | male,group C,associate's degree,standard,completed,78,77,77 260 | female,group B,some college,standard,none,70,75,78 261 | female,group C,master's degree,free/reduced,completed,65,81,81 262 | female,group C,some high school,free/reduced,completed,64,79,77 263 | male,group C,some college,standard,completed,79,79,78 264 | female,group C,some high school,free/reduced,none,44,50,51 265 | female,group E,high school,standard,none,99,93,90 266 | male,group D,high school,standard,none,76,73,68 267 | male,group D,some high school,free/reduced,none,59,42,41 268 | female,group C,bachelor's degree,standard,none,63,75,81 269 | female,group D,high school,standard,none,69,72,77 270 | female,group D,associate's degree,standard,completed,88,92,95 271 | female,group E,some college,free/reduced,none,71,76,70 272 | male,group C,bachelor's degree,standard,none,69,63,61 273 | male,group C,some college,standard,none,58,49,42 274 | female,group D,associate's degree,free/reduced,none,47,53,58 275 | female,group D,some college,standard,none,65,70,71 276 | male,group B,some college,standard,completed,88,85,76 277 | male,group C,bachelor's degree,standard,none,83,78,73 278 | female,group C,some high school,standard,completed,85,92,93 279 | female,group E,high school,standard,completed,59,63,75 280 | female,group C,some high school,free/reduced,none,65,86,80 281 | male,group B,bachelor's degree,free/reduced,none,73,56,57 282 | male,group D,high school,standard,none,53,52,42 283 | male,group D,high school,standard,none,45,48,46 284 | female,group D,bachelor's degree,free/reduced,none,73,79,84 285 | female,group D,some college,free/reduced,completed,70,78,78 286 | female,group B,some high school,standard,none,37,46,46 287 | male,group B,associate's degree,standard,completed,81,82,82 288 | male,group E,associate's degree,standard,completed,97,82,88 289 | female,group B,some high school,standard,none,67,89,82 290 | male,group B,bachelor's degree,free/reduced,none,88,75,76 291 | male,group E,some high school,standard,completed,77,76,77 292 | male,group C,associate's degree,standard,none,76,70,68 293 | male,group D,some high school,standard,none,86,73,70 294 | male,group C,some high school,standard,completed,63,60,57 295 | female,group E,bachelor's degree,standard,none,65,73,75 296 | male,group D,high school,free/reduced,completed,78,77,80 297 | male,group B,associate's degree,free/reduced,none,67,62,60 298 | male,group A,some high school,standard,completed,46,41,43 299 | male,group E,associate's degree,standard,completed,71,74,68 300 | male,group C,high school,free/reduced,completed,40,46,50 301 | male,group D,associate's degree,free/reduced,none,90,87,75 302 | male,group A,some college,free/reduced,completed,81,78,81 303 | male,group D,some high school,free/reduced,none,56,54,52 304 | female,group C,associate's degree,standard,completed,67,84,81 305 | male,group B,associate's degree,standard,none,80,76,64 306 | female,group C,associate's degree,standard,completed,74,75,83 307 | male,group A,some college,standard,none,69,67,69 308 | male,group E,some college,standard,completed,99,87,81 309 | male,group C,some high school,standard,none,51,52,44 310 | female,group B,associate's degree,free/reduced,none,53,71,67 311 | female,group D,high school,free/reduced,none,49,57,52 312 | female,group B,associate's degree,standard,none,73,76,80 313 | male,group B,bachelor's degree,standard,none,66,60,57 314 | male,group D,bachelor's degree,standard,completed,67,61,68 315 | female,group C,associate's degree,free/reduced,completed,68,67,69 316 | female,group C,bachelor's degree,standard,completed,59,64,75 317 | male,group C,high school,standard,none,71,66,65 318 | female,group D,master's degree,standard,completed,77,82,91 319 | male,group C,associate's degree,standard,none,83,72,78 320 | male,group B,bachelor's degree,standard,none,63,71,69 321 | female,group D,associate's degree,free/reduced,none,56,65,63 322 | female,group C,high school,free/reduced,completed,67,79,84 323 | female,group E,high school,standard,none,75,86,79 324 | female,group C,some college,standard,none,71,81,80 325 | female,group C,some high school,free/reduced,none,43,53,53 326 | female,group C,high school,free/reduced,none,41,46,43 327 | female,group C,some college,standard,none,82,90,94 328 | male,group C,some college,standard,none,61,61,62 329 | male,group A,some college,free/reduced,none,28,23,19 330 | male,group C,associate's degree,standard,completed,82,75,77 331 | female,group B,some high school,standard,none,41,55,51 332 | male,group C,high school,standard,none,71,60,61 333 | male,group C,associate's degree,standard,none,47,37,35 334 | male,group E,associate's degree,standard,completed,62,56,53 335 | male,group B,associate's degree,standard,none,90,78,81 336 | female,group C,bachelor's degree,standard,none,83,93,95 337 | female,group B,some college,free/reduced,none,61,68,66 338 | male,group D,some high school,standard,completed,76,70,69 339 | male,group C,associate's degree,standard,none,49,51,43 340 | female,group B,some high school,free/reduced,none,24,38,27 341 | female,group D,some high school,free/reduced,completed,35,55,60 342 | male,group C,high school,free/reduced,none,58,61,52 343 | female,group C,high school,standard,none,61,73,63 344 | female,group B,high school,standard,completed,69,76,74 345 | male,group D,associate's degree,standard,completed,67,72,67 346 | male,group D,some college,standard,none,79,73,67 347 | female,group C,high school,standard,none,72,80,75 348 | male,group B,some college,standard,none,62,61,57 349 | female,group C,bachelor's degree,standard,completed,77,94,95 350 | male,group D,high school,free/reduced,none,75,74,66 351 | male,group E,associate's degree,standard,none,87,74,76 352 | female,group B,bachelor's degree,standard,none,52,65,69 353 | male,group E,some college,standard,none,66,57,52 354 | female,group C,some college,standard,completed,63,78,80 355 | female,group C,associate's degree,standard,none,46,58,57 356 | female,group C,some college,standard,none,59,71,70 357 | female,group B,bachelor's degree,standard,none,61,72,70 358 | male,group A,associate's degree,standard,none,63,61,61 359 | female,group C,some college,free/reduced,completed,42,66,69 360 | male,group D,some college,free/reduced,none,59,62,61 361 | female,group D,some college,standard,none,80,90,89 362 | female,group B,high school,standard,none,58,62,59 363 | male,group B,some high school,standard,completed,85,84,78 364 | female,group C,some college,standard,none,52,58,58 365 | female,group D,some high school,free/reduced,none,27,34,32 366 | male,group C,some college,standard,none,59,60,58 367 | male,group A,bachelor's degree,free/reduced,completed,49,58,60 368 | male,group C,high school,standard,completed,69,58,53 369 | male,group C,bachelor's degree,free/reduced,none,61,66,61 370 | female,group A,some high school,free/reduced,none,44,64,58 371 | female,group D,some high school,standard,none,73,84,85 372 | male,group E,some college,standard,none,84,77,71 373 | female,group C,some college,free/reduced,completed,45,73,70 374 | male,group D,some high school,standard,none,74,74,72 375 | female,group D,some college,standard,completed,82,97,96 376 | female,group D,bachelor's degree,standard,none,59,70,73 377 | male,group E,associate's degree,free/reduced,none,46,43,41 378 | female,group D,some high school,standard,none,80,90,82 379 | female,group D,master's degree,free/reduced,completed,85,95,100 380 | female,group A,some high school,standard,none,71,83,77 381 | male,group A,bachelor's degree,standard,none,66,64,62 382 | female,group B,associate's degree,standard,none,80,86,83 383 | male,group C,associate's degree,standard,completed,87,100,95 384 | male,group C,master's degree,free/reduced,none,79,81,71 385 | female,group E,some high school,free/reduced,none,38,49,45 386 | female,group A,some high school,free/reduced,none,38,43,43 387 | female,group E,some college,standard,none,67,76,75 388 | female,group E,bachelor's degree,standard,none,64,73,70 389 | female,group C,associate's degree,free/reduced,none,57,78,67 390 | female,group D,high school,standard,none,62,64,64 391 | male,group D,master's degree,standard,none,73,70,75 392 | male,group E,some high school,free/reduced,completed,73,67,59 393 | female,group D,some college,standard,none,77,68,77 394 | male,group E,some college,standard,none,76,67,67 395 | male,group C,associate's degree,standard,completed,57,54,56 396 | female,group C,some high school,standard,completed,65,74,77 397 | male,group A,high school,free/reduced,none,48,45,41 398 | female,group B,high school,free/reduced,none,50,67,63 399 | female,group C,associate's degree,standard,none,85,89,95 400 | male,group B,some high school,standard,none,74,63,57 401 | male,group D,some high school,standard,none,60,59,54 402 | female,group C,some high school,standard,completed,59,54,67 403 | male,group A,some college,standard,none,53,43,43 404 | female,group A,some college,free/reduced,none,49,65,55 405 | female,group D,high school,standard,completed,88,99,100 406 | female,group C,high school,standard,none,54,59,62 407 | female,group C,some high school,standard,none,63,73,68 408 | male,group B,associate's degree,standard,completed,65,65,63 409 | female,group B,associate's degree,standard,none,82,80,77 410 | female,group D,high school,free/reduced,completed,52,57,56 411 | male,group D,associate's degree,standard,completed,87,84,85 412 | female,group D,master's degree,standard,completed,70,71,74 413 | male,group E,some college,standard,completed,84,83,78 414 | male,group D,associate's degree,standard,none,71,66,60 415 | male,group B,some high school,standard,completed,63,67,67 416 | female,group C,bachelor's degree,free/reduced,completed,51,72,79 417 | male,group E,high school,standard,none,84,73,69 418 | male,group C,bachelor's degree,standard,completed,71,74,68 419 | male,group C,associate's degree,standard,none,74,73,67 420 | male,group D,some college,standard,none,68,59,62 421 | male,group E,high school,free/reduced,completed,57,56,54 422 | female,group C,associate's degree,free/reduced,completed,82,93,93 423 | female,group D,high school,standard,completed,57,58,64 424 | female,group D,master's degree,free/reduced,completed,47,58,67 425 | female,group A,some high school,standard,completed,59,85,80 426 | male,group B,some college,free/reduced,none,41,39,34 427 | female,group C,some college,free/reduced,none,62,67,62 428 | male,group C,bachelor's degree,standard,none,86,83,86 429 | male,group C,some high school,free/reduced,none,69,71,65 430 | male,group A,some high school,free/reduced,none,65,59,53 431 | male,group C,some high school,free/reduced,none,68,63,54 432 | male,group C,associate's degree,free/reduced,none,64,66,59 433 | female,group C,high school,standard,none,61,72,70 434 | male,group C,high school,standard,none,61,56,55 435 | female,group A,some high school,free/reduced,none,47,59,50 436 | male,group C,some high school,standard,none,73,66,66 437 | male,group C,some college,free/reduced,completed,50,48,53 438 | male,group D,associate's degree,standard,none,75,68,64 439 | male,group D,associate's degree,free/reduced,none,75,66,73 440 | male,group C,high school,standard,none,70,56,51 441 | male,group D,some high school,standard,completed,89,88,82 442 | female,group C,some college,standard,completed,67,81,79 443 | female,group D,high school,standard,none,78,81,80 444 | female,group A,some high school,free/reduced,none,59,73,69 445 | female,group B,associate's degree,standard,none,73,83,76 446 | male,group A,some high school,free/reduced,none,79,82,73 447 | female,group C,some high school,standard,completed,67,74,77 448 | male,group D,some college,free/reduced,none,69,66,60 449 | male,group C,high school,standard,completed,86,81,80 450 | male,group B,high school,standard,none,47,46,42 451 | male,group B,associate's degree,standard,none,81,73,72 452 | female,group C,some college,free/reduced,completed,64,85,85 453 | female,group E,some college,standard,none,100,92,97 454 | female,group C,associate's degree,free/reduced,none,65,77,74 455 | male,group C,some college,free/reduced,none,65,58,49 456 | female,group C,associate's degree,free/reduced,none,53,61,62 457 | male,group C,bachelor's degree,free/reduced,none,37,56,47 458 | female,group D,bachelor's degree,standard,none,79,89,89 459 | male,group D,associate's degree,free/reduced,none,53,54,48 460 | female,group E,bachelor's degree,standard,none,100,100,100 461 | male,group B,high school,standard,completed,72,65,68 462 | male,group C,bachelor's degree,free/reduced,none,53,58,55 463 | male,group B,some college,free/reduced,none,54,54,45 464 | female,group E,some college,standard,none,71,70,76 465 | female,group C,some college,free/reduced,none,77,90,91 466 | male,group A,bachelor's degree,standard,completed,75,58,62 467 | female,group C,some college,standard,none,84,87,91 468 | female,group D,associate's degree,free/reduced,none,26,31,38 469 | male,group A,high school,free/reduced,completed,72,67,65 470 | female,group A,high school,free/reduced,completed,77,88,85 471 | male,group C,some college,standard,none,91,74,76 472 | female,group C,associate's degree,standard,completed,83,85,90 473 | female,group C,high school,standard,none,63,69,74 474 | female,group C,associate's degree,standard,completed,68,86,84 475 | female,group D,some high school,standard,none,59,67,61 476 | female,group B,associate's degree,standard,completed,90,90,91 477 | female,group D,bachelor's degree,standard,completed,71,76,83 478 | male,group E,bachelor's degree,standard,completed,76,62,66 479 | male,group D,associate's degree,standard,none,80,68,72 480 | female,group D,master's degree,standard,none,55,64,70 481 | male,group E,associate's degree,standard,none,76,71,67 482 | male,group B,high school,standard,completed,73,71,68 483 | female,group D,associate's degree,free/reduced,none,52,59,56 484 | male,group C,some college,free/reduced,none,68,68,61 485 | male,group A,high school,standard,none,59,52,46 486 | female,group B,associate's degree,standard,none,49,52,54 487 | male,group C,high school,standard,none,70,74,71 488 | male,group D,some college,free/reduced,none,61,47,56 489 | female,group C,associate's degree,free/reduced,none,60,75,74 490 | male,group B,some high school,standard,completed,64,53,57 491 | male,group A,associate's degree,free/reduced,completed,79,82,82 492 | female,group A,associate's degree,free/reduced,none,65,85,76 493 | female,group C,associate's degree,standard,none,64,64,70 494 | female,group C,some college,standard,none,83,83,90 495 | female,group C,bachelor's degree,standard,none,81,88,90 496 | female,group B,high school,standard,none,54,64,68 497 | male,group D,high school,standard,completed,68,64,66 498 | female,group C,some college,standard,none,54,48,52 499 | female,group D,some college,free/reduced,completed,59,78,76 500 | female,group B,some high school,standard,none,66,69,68 501 | male,group E,some college,standard,none,76,71,72 502 | female,group D,master's degree,standard,none,74,79,82 503 | female,group B,associate's degree,standard,completed,94,87,92 504 | male,group C,some college,free/reduced,none,63,61,54 505 | female,group E,associate's degree,standard,completed,95,89,92 506 | female,group D,master's degree,free/reduced,none,40,59,54 507 | female,group B,some high school,standard,none,82,82,80 508 | male,group A,high school,standard,none,68,70,66 509 | male,group B,bachelor's degree,free/reduced,none,55,59,54 510 | male,group C,master's degree,standard,none,79,78,77 511 | female,group C,bachelor's degree,standard,none,86,92,87 512 | male,group D,some college,standard,none,76,71,73 513 | male,group A,some high school,standard,none,64,50,43 514 | male,group D,some high school,free/reduced,none,62,49,52 515 | female,group B,some high school,standard,completed,54,61,62 516 | female,group B,master's degree,free/reduced,completed,77,97,94 517 | female,group C,some high school,standard,completed,76,87,85 518 | female,group D,some college,standard,none,74,89,84 519 | female,group E,some college,standard,completed,66,74,73 520 | female,group D,some high school,standard,completed,66,78,78 521 | female,group B,high school,free/reduced,completed,67,78,79 522 | male,group D,some college,standard,none,71,49,52 523 | female,group C,associate's degree,standard,none,91,86,84 524 | male,group D,bachelor's degree,standard,none,69,58,57 525 | male,group C,master's degree,free/reduced,none,54,59,50 526 | male,group C,high school,standard,completed,53,52,49 527 | male,group E,some college,standard,none,68,60,59 528 | male,group C,some high school,free/reduced,completed,56,61,60 529 | female,group C,high school,free/reduced,none,36,53,43 530 | female,group D,bachelor's degree,free/reduced,none,29,41,47 531 | female,group C,associate's degree,standard,none,62,74,70 532 | female,group C,associate's degree,standard,completed,68,67,73 533 | female,group C,some high school,standard,none,47,54,53 534 | male,group E,associate's degree,standard,completed,62,61,58 535 | female,group E,associate's degree,standard,completed,79,88,94 536 | male,group B,high school,standard,completed,73,69,68 537 | female,group C,bachelor's degree,free/reduced,completed,66,83,83 538 | male,group C,associate's degree,standard,completed,51,60,58 539 | female,group D,high school,standard,none,51,66,62 540 | male,group E,bachelor's degree,standard,completed,85,66,71 541 | male,group A,associate's degree,standard,completed,97,92,86 542 | male,group C,high school,standard,completed,75,69,68 543 | male,group D,associate's degree,free/reduced,completed,79,82,80 544 | female,group C,associate's degree,standard,none,81,77,79 545 | female,group D,associate's degree,standard,none,82,95,89 546 | female,group D,master's degree,standard,none,64,63,66 547 | male,group E,some high school,free/reduced,completed,78,83,80 548 | female,group A,some high school,standard,completed,92,100,97 549 | male,group C,high school,standard,completed,72,67,64 550 | female,group C,high school,free/reduced,none,62,67,64 551 | male,group C,master's degree,standard,none,79,72,69 552 | male,group C,some high school,free/reduced,none,79,76,65 553 | male,group B,bachelor's degree,free/reduced,completed,87,90,88 554 | female,group B,associate's degree,standard,none,40,48,50 555 | male,group D,some college,free/reduced,none,77,62,64 556 | male,group E,associate's degree,standard,none,53,45,40 557 | female,group C,some college,free/reduced,none,32,39,33 558 | female,group C,associate's degree,standard,completed,55,72,79 559 | male,group C,master's degree,free/reduced,none,61,67,66 560 | female,group B,associate's degree,free/reduced,none,53,70,70 561 | male,group D,some high school,standard,none,73,66,62 562 | female,group D,some college,standard,completed,74,75,79 563 | female,group C,some college,standard,none,63,74,74 564 | male,group C,bachelor's degree,standard,completed,96,90,92 565 | female,group D,some college,free/reduced,completed,63,80,80 566 | male,group B,bachelor's degree,free/reduced,none,48,51,46 567 | male,group B,associate's degree,standard,none,48,43,45 568 | female,group E,bachelor's degree,free/reduced,completed,92,100,100 569 | female,group D,master's degree,free/reduced,completed,61,71,78 570 | male,group B,high school,free/reduced,none,63,48,47 571 | male,group D,bachelor's degree,free/reduced,none,68,68,67 572 | male,group B,some college,standard,completed,71,75,70 573 | male,group A,bachelor's degree,standard,none,91,96,92 574 | female,group C,some college,standard,none,53,62,56 575 | female,group C,high school,free/reduced,completed,50,66,64 576 | female,group E,high school,standard,none,74,81,71 577 | male,group A,associate's degree,free/reduced,completed,40,55,53 578 | male,group A,some college,standard,completed,61,51,52 579 | female,group B,high school,standard,none,81,91,89 580 | female,group B,some college,free/reduced,completed,48,56,58 581 | female,group D,master's degree,standard,none,53,61,68 582 | female,group D,some high school,standard,none,81,97,96 583 | female,group E,some high school,standard,none,77,79,80 584 | female,group D,bachelor's degree,free/reduced,none,63,73,78 585 | female,group D,associate's degree,standard,completed,73,75,80 586 | female,group D,some college,standard,none,69,77,77 587 | female,group C,associate's degree,standard,none,65,76,76 588 | female,group A,high school,standard,none,55,73,73 589 | female,group C,bachelor's degree,free/reduced,none,44,63,62 590 | female,group C,some college,standard,none,54,64,65 591 | female,group A,some high school,standard,none,48,66,65 592 | male,group C,some college,free/reduced,none,58,57,54 593 | male,group A,some high school,standard,none,71,62,50 594 | male,group E,bachelor's degree,standard,none,68,68,64 595 | female,group E,high school,standard,none,74,76,73 596 | female,group C,bachelor's degree,standard,completed,92,100,99 597 | female,group C,bachelor's degree,standard,completed,56,79,72 598 | male,group B,high school,free/reduced,none,30,24,15 599 | male,group A,some high school,standard,none,53,54,48 600 | female,group D,high school,standard,none,69,77,73 601 | female,group D,some high school,standard,none,65,82,81 602 | female,group D,master's degree,standard,none,54,60,63 603 | female,group C,high school,standard,none,29,29,30 604 | female,group E,some college,standard,none,76,78,80 605 | male,group D,high school,free/reduced,none,60,57,51 606 | male,group D,master's degree,free/reduced,completed,84,89,90 607 | male,group C,some high school,standard,none,75,72,62 608 | female,group C,associate's degree,standard,none,85,84,82 609 | female,group C,master's degree,free/reduced,none,40,58,54 610 | female,group E,some college,standard,none,61,64,62 611 | female,group B,associate's degree,standard,none,58,63,65 612 | male,group D,some college,free/reduced,completed,69,60,63 613 | female,group C,some college,standard,none,58,59,66 614 | male,group C,bachelor's degree,standard,completed,94,90,91 615 | female,group C,associate's degree,standard,none,65,77,74 616 | female,group A,associate's degree,standard,none,82,93,93 617 | female,group C,high school,standard,none,60,68,72 618 | female,group E,bachelor's degree,standard,none,37,45,38 619 | male,group D,bachelor's degree,standard,none,88,78,83 620 | male,group D,master's degree,standard,none,95,81,84 621 | male,group C,associate's degree,free/reduced,completed,65,73,68 622 | female,group C,high school,free/reduced,none,35,61,54 623 | male,group B,bachelor's degree,free/reduced,none,62,63,56 624 | male,group C,high school,free/reduced,completed,58,51,52 625 | male,group A,some college,standard,completed,100,96,86 626 | female,group E,bachelor's degree,free/reduced,none,61,58,62 627 | male,group D,some college,standard,completed,100,97,99 628 | male,group B,associate's degree,free/reduced,completed,69,70,63 629 | male,group D,associate's degree,standard,none,61,48,46 630 | male,group D,some college,free/reduced,none,49,57,46 631 | female,group C,some high school,standard,completed,44,51,55 632 | male,group D,some college,standard,none,67,64,70 633 | male,group B,high school,standard,none,79,60,65 634 | female,group B,bachelor's degree,standard,completed,66,74,81 635 | female,group C,high school,standard,none,75,88,85 636 | male,group D,some high school,standard,none,84,84,80 637 | male,group A,high school,standard,none,71,74,64 638 | female,group B,high school,free/reduced,completed,67,80,81 639 | female,group D,some high school,standard,completed,80,92,88 640 | male,group E,some college,standard,none,86,76,74 641 | female,group D,associate's degree,standard,none,76,74,73 642 | male,group D,high school,standard,none,41,52,51 643 | female,group D,associate's degree,free/reduced,completed,74,88,90 644 | female,group B,some high school,free/reduced,none,72,81,79 645 | female,group E,high school,standard,completed,74,79,80 646 | male,group B,high school,standard,none,70,65,60 647 | female,group B,bachelor's degree,standard,completed,65,81,81 648 | female,group D,associate's degree,standard,none,59,70,65 649 | female,group E,high school,free/reduced,none,64,62,68 650 | female,group B,high school,standard,none,50,53,55 651 | female,group D,some college,standard,completed,69,79,81 652 | male,group C,some high school,free/reduced,completed,51,56,53 653 | female,group A,high school,standard,completed,68,80,76 654 | female,group D,some college,standard,completed,85,86,98 655 | female,group A,associate's degree,standard,completed,65,70,74 656 | female,group B,some high school,standard,none,73,79,79 657 | female,group B,some college,standard,none,62,67,67 658 | male,group C,associate's degree,free/reduced,none,77,67,64 659 | male,group D,some high school,standard,none,69,66,61 660 | female,group D,associate's degree,free/reduced,none,43,60,58 661 | male,group D,associate's degree,standard,none,90,87,85 662 | male,group C,some college,free/reduced,none,74,77,73 663 | male,group C,some high school,standard,none,73,66,63 664 | female,group D,some college,free/reduced,none,55,71,69 665 | female,group C,high school,standard,none,65,69,67 666 | male,group D,associate's degree,standard,none,80,63,63 667 | female,group C,some high school,free/reduced,completed,50,60,60 668 | female,group C,some college,free/reduced,completed,63,73,71 669 | female,group B,bachelor's degree,free/reduced,none,77,85,87 670 | male,group C,some college,standard,none,73,74,61 671 | male,group D,associate's degree,standard,completed,81,72,77 672 | female,group C,high school,free/reduced,none,66,76,68 673 | male,group D,associate's degree,free/reduced,none,52,57,50 674 | female,group C,some college,standard,none,69,78,76 675 | female,group C,associate's degree,standard,completed,65,84,84 676 | female,group D,high school,standard,completed,69,77,78 677 | female,group B,some college,standard,completed,50,64,66 678 | female,group E,some college,standard,completed,73,78,76 679 | female,group C,some high school,standard,completed,70,82,76 680 | male,group D,associate's degree,free/reduced,none,81,75,78 681 | male,group D,some college,free/reduced,none,63,61,60 682 | female,group D,high school,standard,none,67,72,74 683 | male,group B,high school,standard,none,60,68,60 684 | male,group B,high school,standard,none,62,55,54 685 | female,group C,some high school,free/reduced,completed,29,40,44 686 | male,group B,some college,standard,completed,62,66,68 687 | female,group E,master's degree,standard,completed,94,99,100 688 | male,group E,some college,standard,completed,85,75,68 689 | male,group D,associate's degree,free/reduced,none,77,78,73 690 | male,group A,high school,free/reduced,none,53,58,44 691 | male,group E,some college,free/reduced,none,93,90,83 692 | female,group C,associate's degree,standard,none,49,53,53 693 | female,group E,associate's degree,free/reduced,none,73,76,78 694 | female,group C,bachelor's degree,free/reduced,completed,66,74,81 695 | female,group D,associate's degree,standard,none,77,77,73 696 | female,group C,some high school,standard,none,49,63,56 697 | female,group D,some college,free/reduced,none,79,89,86 698 | female,group C,associate's degree,standard,completed,75,82,90 699 | female,group A,bachelor's degree,standard,none,59,72,70 700 | female,group D,associate's degree,standard,completed,57,78,79 701 | male,group C,high school,free/reduced,none,66,66,59 702 | female,group E,bachelor's degree,standard,completed,79,81,82 703 | female,group B,some high school,standard,none,57,67,72 704 | male,group A,bachelor's degree,standard,completed,87,84,87 705 | female,group D,some college,standard,none,63,64,67 706 | female,group B,some high school,free/reduced,completed,59,63,64 707 | male,group A,bachelor's degree,free/reduced,none,62,72,65 708 | male,group D,high school,standard,none,46,34,36 709 | male,group C,some college,standard,none,66,59,52 710 | male,group D,high school,standard,none,89,87,79 711 | female,group D,associate's degree,free/reduced,completed,42,61,58 712 | male,group C,some college,standard,completed,93,84,90 713 | female,group E,some high school,standard,completed,80,85,85 714 | female,group D,some college,standard,none,98,100,99 715 | male,group D,master's degree,standard,none,81,81,84 716 | female,group B,some high school,standard,completed,60,70,74 717 | female,group B,associate's degree,free/reduced,completed,76,94,87 718 | male,group C,associate's degree,standard,completed,73,78,72 719 | female,group C,associate's degree,standard,completed,96,96,99 720 | female,group C,high school,standard,none,76,76,74 721 | male,group E,associate's degree,free/reduced,completed,91,73,80 722 | female,group C,some college,free/reduced,none,62,72,70 723 | male,group D,some high school,free/reduced,completed,55,59,59 724 | female,group B,some high school,free/reduced,completed,74,90,88 725 | male,group C,high school,standard,none,50,48,42 726 | male,group B,some college,standard,none,47,43,41 727 | male,group E,some college,standard,completed,81,74,71 728 | female,group E,associate's degree,standard,completed,65,75,77 729 | male,group E,some high school,standard,completed,68,51,57 730 | female,group D,high school,free/reduced,none,73,92,84 731 | male,group C,some college,standard,none,53,39,37 732 | female,group B,associate's degree,free/reduced,completed,68,77,80 733 | male,group A,some high school,free/reduced,none,55,46,43 734 | female,group C,some college,standard,completed,87,89,94 735 | male,group D,some high school,standard,none,55,47,44 736 | female,group E,some college,free/reduced,none,53,58,57 737 | male,group C,master's degree,standard,none,67,57,59 738 | male,group C,associate's degree,standard,none,92,79,84 739 | female,group B,some college,free/reduced,completed,53,66,73 740 | male,group D,associate's degree,standard,none,81,71,73 741 | male,group C,high school,free/reduced,none,61,60,55 742 | male,group D,bachelor's degree,standard,none,80,73,72 743 | female,group A,associate's degree,free/reduced,none,37,57,56 744 | female,group C,high school,standard,none,81,84,82 745 | female,group C,associate's degree,standard,completed,59,73,72 746 | male,group B,some college,free/reduced,none,55,55,47 747 | male,group D,associate's degree,standard,none,72,79,74 748 | male,group D,high school,standard,none,69,75,71 749 | male,group C,some college,standard,none,69,64,68 750 | female,group C,bachelor's degree,free/reduced,none,50,60,59 751 | male,group B,some college,standard,completed,87,84,86 752 | male,group D,some high school,standard,completed,71,69,68 753 | male,group E,some college,standard,none,68,72,65 754 | male,group C,master's degree,free/reduced,completed,79,77,75 755 | female,group C,some high school,standard,completed,77,90,85 756 | male,group C,associate's degree,free/reduced,none,58,55,53 757 | female,group E,associate's degree,standard,none,84,95,92 758 | male,group D,some college,standard,none,55,58,52 759 | male,group E,bachelor's degree,free/reduced,completed,70,68,72 760 | female,group D,some college,free/reduced,completed,52,59,65 761 | male,group B,some college,standard,completed,69,77,77 762 | female,group C,high school,free/reduced,none,53,72,64 763 | female,group D,some high school,standard,none,48,58,54 764 | male,group D,some high school,standard,completed,78,81,86 765 | female,group B,high school,standard,none,62,62,63 766 | male,group D,some college,standard,none,60,63,59 767 | female,group B,high school,standard,none,74,72,72 768 | female,group C,high school,standard,completed,58,75,77 769 | male,group B,high school,standard,completed,76,62,60 770 | female,group D,some high school,standard,none,68,71,75 771 | male,group A,some college,free/reduced,none,58,60,57 772 | male,group B,high school,standard,none,52,48,49 773 | male,group D,bachelor's degree,standard,none,75,73,74 774 | female,group B,some high school,free/reduced,completed,52,67,72 775 | female,group C,bachelor's degree,free/reduced,none,62,78,79 776 | male,group B,some college,standard,none,66,65,60 777 | female,group B,some high school,free/reduced,none,49,58,55 778 | female,group B,high school,standard,none,66,72,70 779 | female,group C,some college,free/reduced,none,35,44,43 780 | female,group A,some college,standard,completed,72,79,82 781 | male,group E,associate's degree,standard,completed,94,85,82 782 | female,group D,associate's degree,free/reduced,none,46,56,57 783 | female,group B,master's degree,standard,none,77,90,84 784 | female,group B,high school,free/reduced,completed,76,85,82 785 | female,group C,associate's degree,standard,completed,52,59,62 786 | male,group C,bachelor's degree,standard,completed,91,81,79 787 | female,group B,some high school,standard,completed,32,51,44 788 | female,group E,some high school,free/reduced,none,72,79,77 789 | female,group B,some college,standard,none,19,38,32 790 | male,group C,associate's degree,free/reduced,none,68,65,61 791 | female,group C,master's degree,free/reduced,none,52,65,61 792 | female,group B,high school,standard,none,48,62,60 793 | female,group D,some college,free/reduced,none,60,66,70 794 | male,group D,high school,free/reduced,none,66,74,69 795 | male,group E,some high school,standard,completed,89,84,77 796 | female,group B,high school,standard,none,42,52,51 797 | female,group E,associate's degree,free/reduced,completed,57,68,73 798 | male,group D,high school,standard,none,70,70,70 799 | female,group E,associate's degree,free/reduced,none,70,84,81 800 | male,group E,some college,standard,none,69,60,54 801 | female,group C,associate's degree,standard,none,52,55,57 802 | male,group C,some high school,standard,completed,67,73,68 803 | male,group C,some high school,standard,completed,76,80,73 804 | female,group E,associate's degree,standard,none,87,94,95 805 | female,group B,some college,standard,none,82,85,87 806 | female,group C,some college,standard,none,73,76,78 807 | male,group A,some college,free/reduced,none,75,81,74 808 | female,group D,some college,free/reduced,none,64,74,75 809 | female,group E,high school,free/reduced,none,41,45,40 810 | male,group C,high school,standard,none,90,75,69 811 | male,group B,bachelor's degree,standard,none,59,54,51 812 | male,group A,some high school,standard,none,51,31,36 813 | male,group A,high school,free/reduced,none,45,47,49 814 | female,group C,master's degree,standard,completed,54,64,67 815 | male,group E,some high school,standard,completed,87,84,76 816 | female,group C,high school,standard,none,72,80,83 817 | male,group B,some high school,standard,completed,94,86,87 818 | female,group A,bachelor's degree,standard,none,45,59,64 819 | male,group D,bachelor's degree,free/reduced,completed,61,70,76 820 | female,group B,high school,free/reduced,none,60,72,68 821 | female,group C,some high school,standard,none,77,91,88 822 | female,group A,some high school,standard,completed,85,90,92 823 | female,group D,bachelor's degree,free/reduced,none,78,90,93 824 | male,group E,some college,free/reduced,completed,49,52,51 825 | female,group B,high school,free/reduced,none,71,87,82 826 | female,group C,some high school,free/reduced,none,48,58,52 827 | male,group C,high school,standard,none,62,67,58 828 | female,group C,associate's degree,free/reduced,completed,56,68,70 829 | female,group C,some high school,standard,none,65,69,76 830 | female,group D,some high school,free/reduced,completed,69,86,81 831 | male,group B,some high school,standard,none,68,54,53 832 | female,group A,some college,free/reduced,none,61,60,57 833 | female,group C,bachelor's degree,free/reduced,completed,74,86,89 834 | male,group A,bachelor's degree,standard,none,64,60,58 835 | female,group B,high school,standard,completed,77,82,89 836 | male,group B,some college,standard,none,58,50,45 837 | female,group C,high school,standard,completed,60,64,74 838 | male,group E,high school,standard,none,73,64,57 839 | female,group A,high school,standard,completed,75,82,79 840 | male,group B,associate's degree,free/reduced,completed,58,57,53 841 | female,group C,associate's degree,standard,none,66,77,73 842 | female,group D,high school,free/reduced,none,39,52,46 843 | male,group C,some high school,standard,none,64,58,51 844 | female,group B,high school,free/reduced,completed,23,44,36 845 | male,group B,some college,free/reduced,completed,74,77,76 846 | female,group D,some high school,free/reduced,completed,40,65,64 847 | male,group E,master's degree,standard,none,90,85,84 848 | male,group C,master's degree,standard,completed,91,85,85 849 | male,group D,high school,standard,none,64,54,50 850 | female,group C,high school,standard,none,59,72,68 851 | male,group D,associate's degree,standard,none,80,75,69 852 | male,group C,master's degree,standard,none,71,67,67 853 | female,group A,high school,standard,none,61,68,63 854 | female,group E,some college,standard,none,87,85,93 855 | male,group E,some high school,standard,none,82,67,61 856 | male,group C,some high school,standard,none,62,64,55 857 | female,group B,bachelor's degree,standard,none,97,97,96 858 | male,group B,some college,free/reduced,none,75,68,65 859 | female,group C,bachelor's degree,standard,none,65,79,81 860 | male,group B,high school,standard,completed,52,49,46 861 | male,group C,associate's degree,free/reduced,none,87,73,72 862 | female,group C,associate's degree,standard,none,53,62,53 863 | female,group E,master's degree,free/reduced,none,81,86,87 864 | male,group D,bachelor's degree,free/reduced,completed,39,42,38 865 | female,group C,some college,standard,completed,71,71,80 866 | male,group C,associate's degree,standard,none,97,93,91 867 | male,group D,some college,standard,completed,82,82,88 868 | male,group C,high school,free/reduced,none,59,53,52 869 | male,group B,associate's degree,standard,none,61,42,41 870 | male,group E,associate's degree,free/reduced,completed,78,74,72 871 | male,group C,associate's degree,free/reduced,none,49,51,51 872 | male,group B,high school,standard,none,59,58,47 873 | female,group C,some college,standard,completed,70,72,76 874 | male,group B,associate's degree,standard,completed,82,84,78 875 | male,group E,associate's degree,free/reduced,none,90,90,82 876 | female,group C,bachelor's degree,free/reduced,none,43,62,61 877 | male,group C,some college,free/reduced,none,80,64,66 878 | male,group D,some college,standard,none,81,82,84 879 | male,group C,some high school,standard,none,57,61,54 880 | female,group D,some high school,standard,none,59,72,80 881 | female,group D,associate's degree,standard,none,64,76,74 882 | male,group C,bachelor's degree,standard,completed,63,64,66 883 | female,group E,bachelor's degree,standard,completed,71,70,70 884 | female,group B,high school,free/reduced,none,64,73,71 885 | male,group D,bachelor's degree,free/reduced,none,55,46,44 886 | female,group E,associate's degree,standard,none,51,51,54 887 | female,group C,associate's degree,standard,completed,62,76,80 888 | female,group E,associate's degree,standard,completed,93,100,95 889 | male,group C,high school,free/reduced,none,54,72,59 890 | female,group D,some college,free/reduced,none,69,65,74 891 | male,group D,high school,free/reduced,none,44,51,48 892 | female,group E,some college,standard,completed,86,85,91 893 | female,group E,associate's degree,standard,none,85,92,85 894 | female,group A,master's degree,free/reduced,none,50,67,73 895 | male,group D,some high school,standard,completed,88,74,75 896 | female,group E,associate's degree,standard,none,59,62,69 897 | female,group E,some high school,free/reduced,none,32,34,38 898 | male,group B,high school,free/reduced,none,36,29,27 899 | female,group B,some high school,free/reduced,completed,63,78,79 900 | male,group D,associate's degree,standard,completed,67,54,63 901 | female,group D,some high school,standard,completed,65,78,82 902 | male,group D,master's degree,standard,none,85,84,89 903 | female,group C,master's degree,standard,none,73,78,74 904 | female,group A,high school,free/reduced,completed,34,48,41 905 | female,group D,bachelor's degree,free/reduced,completed,93,100,100 906 | female,group D,some high school,free/reduced,none,67,84,84 907 | male,group D,some college,standard,none,88,77,77 908 | male,group B,high school,standard,none,57,48,51 909 | female,group D,some college,standard,completed,79,84,91 910 | female,group C,bachelor's degree,free/reduced,none,67,75,72 911 | male,group 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https://raw.githubusercontent.com/skprasad117/Predicting-Student-Performance-Using-Machine-Learning/4c77c819859fd68a64d10e392925d485206ca23e/artifacts/model.pkl -------------------------------------------------------------------------------- /artifacts/preprocessor.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skprasad117/Predicting-Student-Performance-Using-Machine-Learning/4c77c819859fd68a64d10e392925d485206ca23e/artifacts/preprocessor.pkl -------------------------------------------------------------------------------- /artifacts/test.csv: -------------------------------------------------------------------------------- 1 | gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score 2 | female,group C,associate's degree,standard,none,91,86,84 3 | female,group B,some college,free/reduced,completed,53,66,73 4 | male,group D,bachelor's 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school,standard,none,51,63,61 74 | male,group D,master's degree,standard,none,85,84,89 75 | male,group A,some high school,standard,completed,47,49,49 76 | male,group C,master's degree,free/reduced,none,54,59,50 77 | female,group B,high school,free/reduced,none,38,60,50 78 | male,group C,some high school,free/reduced,completed,59,69,65 79 | male,group D,high school,free/reduced,none,60,57,51 80 | male,group B,high school,free/reduced,none,49,45,45 81 | female,group C,associate's degree,standard,completed,52,59,62 82 | female,group C,bachelor's degree,free/reduced,none,44,63,62 83 | female,group E,associate's degree,free/reduced,none,70,84,81 84 | male,group C,associate's degree,standard,none,84,80,80 85 | male,group C,associate's degree,standard,none,76,70,68 86 | male,group C,some college,free/reduced,none,35,28,27 87 | female,group C,associate's degree,standard,completed,96,96,99 88 | female,group D,some college,standard,none,80,90,89 89 | male,group B,associate's degree,standard,none,81,73,72 90 | male,group D,high school,standard,none,57,50,54 91 | male,group E,high school,standard,none,94,73,71 92 | male,group B,high school,standard,none,82,82,80 93 | male,group D,high school,standard,none,70,70,70 94 | female,group B,associate's degree,standard,completed,94,87,92 95 | male,group A,bachelor's degree,standard,completed,75,58,62 96 | female,group C,some college,standard,none,52,58,58 97 | female,group A,high school,free/reduced,completed,77,88,85 98 | male,group D,some college,free/reduced,none,70,63,58 99 | male,group A,some high school,free/reduced,none,65,59,53 100 | male,group B,some college,free/reduced,none,40,43,39 101 | female,group C,some college,standard,completed,70,89,88 102 | male,group D,associate's degree,free/reduced,completed,79,82,80 103 | female,group C,some college,standard,completed,67,81,79 104 | male,group C,some college,free/reduced,none,68,68,61 105 | female,group D,master's degree,free/reduced,completed,47,58,67 106 | female,group A,some college,standard,completed,72,79,82 107 | female,group E,high school,free/reduced,completed,57,75,73 108 | female,group C,bachelor's degree,standard,none,83,93,95 109 | male,group A,some college,standard,completed,61,51,52 110 | male,group C,associate's degree,standard,completed,98,87,90 111 | female,group D,master's degree,free/reduced,completed,61,71,78 112 | female,group C,bachelor's degree,standard,completed,92,100,99 113 | female,group C,associate's degree,standard,completed,68,67,73 114 | female,group E,some high school,standard,none,77,79,80 115 | male,group C,some college,standard,none,66,59,52 116 | male,group B,high school,standard,none,47,46,42 117 | male,group C,some college,free/reduced,none,65,58,49 118 | male,group A,some high school,free/reduced,none,68,72,64 119 | female,group C,some college,standard,completed,63,78,80 120 | female,group D,high school,free/reduced,none,73,92,84 121 | female,group C,high school,free/reduced,none,42,62,60 122 | female,group E,master's degree,standard,none,62,68,68 123 | female,group D,bachelor's degree,standard,completed,68,75,81 124 | female,group C,associate's degree,standard,completed,67,84,81 125 | male,group D,some college,free/reduced,none,49,57,46 126 | female,group C,some college,free/reduced,none,35,44,43 127 | male,group A,high school,standard,none,68,70,66 128 | female,group B,high school,standard,completed,69,76,74 129 | male,group C,high school,standard,none,70,74,71 130 | female,group E,some high school,standard,completed,80,85,85 131 | female,group C,some college,standard,completed,75,81,84 132 | female,group D,some college,standard,none,63,64,67 133 | male,group B,bachelor's degree,standard,none,66,60,57 134 | female,group B,some high school,free/reduced,completed,74,90,88 135 | female,group C,some high school,standard,completed,44,51,55 136 | female,group B,bachelor's degree,standard,none,72,72,74 137 | female,group D,master's degree,standard,completed,77,82,91 138 | male,group D,high school,standard,none,46,34,36 139 | male,group C,high school,standard,completed,72,67,64 140 | male,group B,associate's degree,standard,completed,82,84,78 141 | male,group E,associate's degree,standard,completed,62,61,58 142 | male,group D,associate's degree,standard,none,80,68,72 143 | female,group C,high school,standard,none,54,59,62 144 | female,group D,some college,standard,none,79,86,81 145 | female,group B,high school,standard,none,87,95,86 146 | female,group C,some high school,standard,completed,65,74,77 147 | female,group C,associate's degree,free/reduced,completed,82,93,93 148 | female,group B,associate's degree,standard,none,40,48,50 149 | female,group D,bachelor's degree,free/reduced,completed,93,100,100 150 | female,group C,bachelor's degree,standard,none,65,72,74 151 | male,group D,some high school,standard,completed,77,68,69 152 | female,group C,some college,free/reduced,none,46,64,66 153 | male,group B,some college,standard,completed,88,85,76 154 | female,group E,some high school,free/reduced,none,32,34,38 155 | female,group C,associate's degree,standard,none,39,64,57 156 | male,group D,some high school,standard,none,86,73,70 157 | male,group C,some high school,free/reduced,completed,53,37,40 158 | male,group A,some college,free/reduced,completed,81,78,81 159 | male,group B,some college,free/reduced,none,41,39,34 160 | male,group C,some college,standard,none,61,61,62 161 | male,group D,some college,standard,none,88,73,78 162 | female,group A,some high school,standard,completed,59,85,80 163 | female,group D,some high school,standard,none,81,97,96 164 | male,group C,bachelor's degree,standard,none,58,55,48 165 | female,group C,some college,free/reduced,completed,64,85,85 166 | female,group E,master's degree,standard,none,81,92,91 167 | male,group C,high school,standard,none,70,70,65 168 | female,group C,bachelor's degree,free/reduced,none,62,78,79 169 | male,group D,some college,standard,completed,77,62,62 170 | female,group D,high school,standard,none,62,64,64 171 | female,group E,some college,standard,none,87,85,93 172 | female,group C,some college,free/reduced,completed,67,75,70 173 | male,group A,bachelor's degree,free/reduced,none,62,72,65 174 | female,group D,some high school,standard,none,76,72,71 175 | female,group C,associate's degree,standard,none,63,67,70 176 | female,group B,some college,standard,completed,88,95,92 177 | male,group D,associate's degree,standard,none,72,79,74 178 | female,group D,master's degree,standard,none,55,64,70 179 | male,group C,some high school,free/reduced,none,61,57,56 180 | male,group D,bachelor's degree,free/reduced,none,50,42,48 181 | male,group E,some high school,standard,completed,87,84,76 182 | male,group B,some college,standard,none,54,52,51 183 | female,group C,some college,free/reduced,none,22,39,33 184 | male,group D,high school,free/reduced,none,66,74,69 185 | male,group C,bachelor's degree,standard,completed,83,82,84 186 | female,group D,high school,standard,completed,56,68,74 187 | female,group B,associate's degree,free/reduced,none,54,65,65 188 | female,group D,master's degree,standard,none,74,79,82 189 | male,group E,some college,free/reduced,completed,87,74,70 190 | male,group E,high school,free/reduced,completed,86,81,75 191 | male,group B,some college,standard,none,66,65,60 192 | male,group C,associate's degree,free/reduced,completed,65,67,65 193 | female,group C,associate's degree,standard,none,58,73,68 194 | female,group C,associate's degree,standard,completed,75,82,90 195 | female,group B,associate's degree,free/reduced,none,52,76,70 196 | female,group C,some college,standard,none,54,64,65 197 | female,group E,associate's degree,standard,completed,82,85,86 198 | female,group C,some high school,standard,none,63,73,68 199 | female,group A,some high school,free/reduced,none,59,73,69 200 | male,group E,bachelor's degree,free/reduced,completed,70,68,72 201 | female,group C,high school,free/reduced,completed,59,71,65 202 | male,group D,bachelor's degree,free/reduced,completed,74,71,80 203 | male,group A,high school,free/reduced,completed,72,67,65 204 | male,group A,associate's degree,standard,completed,97,92,86 205 | female,group C,some high school,standard,none,47,54,53 206 | male,group D,master's degree,standard,none,95,81,84 207 | female,group C,some high school,standard,none,49,63,56 208 | male,group E,associate's degree,free/reduced,none,64,56,52 209 | female,group B,some high school,free/reduced,none,24,38,27 210 | male,group E,associate's degree,free/reduced,completed,77,69,68 211 | male,group B,bachelor's degree,free/reduced,none,55,59,54 212 | female,group D,some college,standard,none,74,89,84 213 | male,group D,high school,free/reduced,none,69,70,67 214 | female,group B,master's degree,standard,none,77,90,84 215 | male,group D,high school,standard,none,76,73,68 216 | male,group D,bachelor's degree,free/reduced,completed,61,70,76 217 | male,group C,some college,standard,completed,93,84,90 218 | male,group B,high school,standard,none,62,55,54 219 | male,group A,bachelor's degree,standard,none,64,60,58 220 | female,group D,some high school,standard,completed,66,78,78 221 | male,group C,high school,standard,completed,86,81,80 222 | male,group C,master's degree,free/reduced,completed,46,42,46 223 | female,group B,associate's degree,free/reduced,completed,76,94,87 224 | male,group A,high school,standard,none,59,52,46 225 | male,group B,high school,free/reduced,none,63,48,47 226 | female,group A,some high school,free/reduced,none,47,59,50 227 | male,group C,bachelor's degree,free/reduced,none,61,66,61 228 | male,group E,associate's degree,standard,none,72,64,63 229 | male,group A,some high school,free/reduced,none,39,39,34 230 | male,group E,some college,standard,none,86,76,74 231 | female,group D,associate's degree,free/reduced,none,47,53,58 232 | male,group B,associate's degree,standard,completed,81,82,82 233 | female,group B,high school,standard,none,58,62,59 234 | female,group C,some college,standard,none,59,71,70 235 | female,group D,bachelor's degree,standard,none,79,89,89 236 | female,group C,some high school,free/reduced,none,65,86,80 237 | female,group B,high school,standard,none,65,81,73 238 | female,group E,high school,standard,none,50,50,47 239 | female,group A,some high school,free/reduced,none,44,64,58 240 | female,group E,bachelor's degree,standard,completed,71,70,70 241 | female,group C,high school,standard,none,60,68,72 242 | male,group D,some high school,standard,none,86,80,75 243 | female,group C,some college,standard,none,53,62,56 244 | female,group D,bachelor's degree,standard,none,89,100,100 245 | female,group A,associate's degree,standard,completed,65,70,74 246 | male,group E,some high school,free/reduced,completed,78,83,80 247 | female,group D,bachelor's degree,free/reduced,none,63,73,78 248 | female,group C,high school,standard,none,75,88,85 249 | female,group B,high school,free/reduced,completed,46,54,58 250 | female,group C,some high school,free/reduced,completed,50,60,60 251 | female,group C,associate's degree,standard,completed,65,84,84 252 | female,group C,associate's degree,standard,none,65,76,76 253 | male,group E,associate's degree,free/reduced,none,90,90,82 254 | male,group C,associate's degree,standard,completed,57,54,56 255 | male,group C,high school,standard,none,52,53,49 256 | female,group B,high school,standard,none,65,64,62 257 | male,group D,some high school,standard,none,84,84,80 258 | female,group C,associate's degree,standard,completed,62,76,80 259 | male,group D,associate's degree,standard,completed,81,72,77 260 | male,group E,associate's degree,free/reduced,none,46,43,41 261 | male,group D,associate's degree,standard,none,71,66,60 262 | male,group C,some high school,standard,none,49,49,41 263 | female,group D,some college,standard,none,51,58,54 264 | female,group D,high school,standard,none,69,77,73 265 | female,group D,some high school,free/reduced,none,48,54,53 266 | male,group E,some high school,free/reduced,completed,73,67,59 267 | male,group C,some college,standard,completed,98,86,90 268 | female,group E,bachelor's degree,standard,completed,99,100,100 269 | male,group C,associate's degree,standard,none,74,73,67 270 | male,group E,some college,standard,none,68,60,59 271 | male,group D,associate's degree,free/reduced,none,53,54,48 272 | male,group D,associate's degree,standard,completed,87,84,85 273 | male,group C,high school,standard,none,71,79,71 274 | male,group C,some college,free/reduced,completed,67,74,70 275 | female,group D,some high school,standard,none,73,86,82 276 | male,group D,some high school,standard,completed,76,70,69 277 | female,group A,some high school,free/reduced,none,44,45,45 278 | female,group C,high school,free/reduced,none,35,53,46 279 | male,group C,bachelor's degree,free/reduced,completed,70,75,74 280 | male,group C,some high school,standard,none,75,72,62 281 | female,group E,high school,standard,none,74,76,73 282 | female,group C,some college,standard,none,58,59,66 283 | female,group B,some college,standard,none,79,86,92 284 | male,group D,associate's degree,standard,none,40,52,43 285 | female,group B,high school,free/reduced,none,50,67,63 286 | female,group E,associate's degree,standard,completed,79,88,94 287 | male,group B,some college,free/reduced,completed,59,65,66 288 | female,group B,associate's degree,standard,none,53,58,65 289 | female,group B,some high school,standard,none,41,55,51 290 | female,group B,master's degree,free/reduced,completed,58,76,78 291 | female,group D,some college,free/reduced,completed,59,78,76 292 | male,group D,some college,standard,none,81,82,84 293 | male,group A,some high school,standard,none,53,54,48 294 | male,group D,some college,standard,none,55,58,52 295 | male,group B,some college,standard,none,79,67,67 296 | male,group C,bachelor's degree,standard,none,86,83,86 297 | female,group B,master's degree,free/reduced,completed,52,70,62 298 | male,group A,some high school,free/reduced,none,79,82,73 299 | male,group C,bachelor's degree,standard,completed,71,74,68 300 | male,group B,high school,standard,none,59,58,47 301 | female,group B,high school,free/reduced,none,64,73,71 302 | female,group D,high school,standard,none,67,72,74 303 | female,group C,associate's degree,standard,completed,71,77,77 304 | male,group A,high school,free/reduced,none,48,45,41 305 | female,group A,some college,standard,none,69,84,82 306 | male,group E,some high school,standard,completed,89,84,77 307 | female,group A,some college,standard,none,56,58,64 308 | male,group B,some college,standard,completed,62,66,68 309 | female,group E,some high school,free/reduced,none,38,49,45 310 | male,group C,some college,standard,none,84,87,81 311 | male,group E,some college,standard,none,68,72,65 312 | male,group C,associate's degree,standard,completed,78,77,77 313 | male,group E,bachelor's degree,standard,completed,85,66,71 314 | female,group B,some college,free/reduced,none,61,68,66 315 | female,group C,some high school,standard,none,69,75,78 316 | female,group C,high school,free/reduced,none,41,46,43 317 | female,group D,some college,free/reduced,completed,52,59,65 318 | female,group C,some high school,free/reduced,none,55,65,62 319 | female,group D,some high school,standard,completed,97,100,100 320 | female,group A,some college,standard,completed,78,87,91 321 | male,group D,some college,standard,none,44,54,53 322 | male,group A,associate's degree,standard,none,63,61,61 323 | female,group C,some college,free/reduced,completed,63,73,71 324 | female,group E,master's degree,free/reduced,none,81,86,87 325 | male,group C,high school,free/reduced,none,58,61,52 326 | female,group C,high school,standard,none,61,72,70 327 | male,group B,bachelor's degree,free/reduced,completed,87,90,88 328 | female,group B,high school,standard,completed,77,82,89 329 | female,group B,associate's degree,standard,none,57,69,68 330 | male,group D,some college,standard,none,67,64,70 331 | male,group C,associate's degree,free/reduced,completed,43,45,50 332 | female,group B,associate's degree,free/reduced,none,53,70,70 333 | male,group B,associate's degree,free/reduced,none,61,58,56 334 | male,group C,high school,free/reduced,completed,58,51,52 335 | female,group B,some high school,standard,none,37,46,46 336 | female,group D,some high school,free/reduced,completed,40,65,64 337 | male,group C,some high school,standard,none,73,66,66 338 | male,group D,bachelor's degree,standard,none,54,49,47 339 | male,group B,associate's degree,free/reduced,none,44,41,38 340 | female,group B,associate's degree,free/reduced,completed,68,77,80 341 | male,group D,some college,free/reduced,none,69,66,60 342 | male,group B,some high school,free/reduced,none,48,52,45 343 | male,group C,some college,standard,none,58,49,42 344 | male,group D,bachelor's degree,free/reduced,none,63,66,67 345 | female,group C,associate's degree,free/reduced,none,60,75,74 346 | female,group D,bachelor's degree,standard,none,78,82,79 347 | male,group A,some high school,free/reduced,completed,61,62,61 348 | male,group D,some high school,free/reduced,none,62,49,52 349 | male,group C,high school,standard,none,62,67,58 350 | male,group A,some high school,standard,none,71,62,50 351 | male,group B,some high school,standard,none,72,68,67 352 | female,group B,bachelor's degree,free/reduced,none,75,85,82 353 | female,group D,some high school,standard,none,59,67,61 354 | female,group D,associate's degree,standard,none,77,77,73 355 | male,group D,associate's degree,standard,none,52,55,49 356 | female,group C,some college,standard,completed,71,71,80 357 | female,group C,bachelor's degree,standard,completed,52,61,66 358 | female,group D,some high school,standard,none,73,84,85 359 | female,group D,associate's degree,standard,completed,88,92,95 360 | female,group A,associate's degree,standard,completed,55,65,62 361 | male,group E,associate's degree,standard,none,87,74,76 362 | male,group D,associate's degree,standard,none,61,55,52 363 | female,group D,some college,free/reduced,none,77,86,86 364 | male,group B,some college,standard,none,58,50,45 365 | male,group C,associate's degree,standard,none,92,79,84 366 | female,group E,high school,standard,none,99,93,90 367 | female,group B,associate's degree,standard,none,73,83,76 368 | female,group B,some college,standard,completed,50,64,66 369 | female,group C,associate's degree,standard,completed,74,75,83 370 | female,group C,high school,standard,none,61,73,63 371 | male,group A,some high school,standard,completed,66,68,64 372 | male,group E,associate's degree,free/reduced,completed,100,100,93 373 | male,group E,some college,standard,none,83,80,73 374 | female,group E,some high school,free/reduced,none,72,79,77 375 | male,group E,some college,standard,none,53,55,48 376 | female,group C,associate's degree,standard,none,46,58,57 377 | female,group D,high school,free/reduced,completed,65,61,71 378 | female,group E,some college,free/reduced,completed,42,55,54 379 | female,group C,associate's degree,standard,completed,83,85,90 380 | male,group D,some high school,standard,none,60,59,54 381 | male,group D,some college,standard,completed,100,97,99 382 | female,group C,high school,free/reduced,completed,67,79,84 383 | female,group C,associate's degree,free/reduced,none,54,58,61 384 | male,group B,bachelor's degree,standard,none,59,54,51 385 | female,group B,high school,standard,none,48,62,60 386 | male,group C,high school,standard,none,90,75,69 387 | female,group B,associate's degree,standard,none,82,80,77 388 | female,group D,high school,standard,none,51,66,62 389 | female,group C,high school,free/reduced,none,35,61,54 390 | female,group D,associate's degree,free/reduced,completed,75,90,88 391 | female,group C,master's degree,standard,completed,81,91,87 392 | male,group C,associate's degree,standard,none,85,76,71 393 | female,group D,some high school,free/reduced,completed,69,86,81 394 | female,group B,bachelor's degree,free/reduced,none,77,85,87 395 | male,group C,associate's degree,free/reduced,none,58,55,53 396 | male,group B,high school,standard,completed,52,49,46 397 | male,group D,some high school,standard,none,62,67,61 398 | female,group B,some high school,standard,none,67,89,82 399 | female,group E,some college,standard,none,76,78,80 400 | male,group D,bachelor's degree,free/reduced,none,68,68,67 401 | female,group C,associate's degree,standard,completed,59,73,72 402 | female,group B,some high school,free/reduced,none,18,32,28 403 | male,group D,some college,standard,completed,65,77,74 404 | female,group C,some college,standard,none,71,81,80 405 | female,group E,some college,standard,none,62,73,70 406 | male,group D,some high school,standard,none,69,66,61 407 | male,group D,some college,standard,none,72,57,58 408 | female,group E,associate's degree,standard,none,66,65,69 409 | male,group C,high school,standard,none,84,77,74 410 | female,group E,bachelor's degree,standard,none,37,45,38 411 | female,group C,associate's degree,standard,none,85,84,82 412 | male,group C,master's degree,free/reduced,completed,62,68,75 413 | male,group D,some high school,free/reduced,none,56,54,52 414 | male,group B,some college,standard,completed,69,77,77 415 | female,group D,some college,standard,none,98,100,99 416 | male,group C,high school,standard,none,50,48,42 417 | female,group E,master's degree,standard,completed,94,99,100 418 | female,group C,associate's degree,standard,none,91,95,94 419 | female,group E,some college,standard,completed,66,74,73 420 | female,group C,some high school,standard,none,74,75,82 421 | male,group B,associate's degree,standard,none,65,54,57 422 | male,group E,bachelor's degree,standard,completed,70,64,70 423 | male,group B,some college,free/reduced,none,60,60,60 424 | female,group A,high school,standard,none,61,68,63 425 | male,group E,some high school,standard,none,94,88,78 426 | male,group C,high school,standard,none,88,89,86 427 | male,group A,some high school,standard,none,64,50,43 428 | female,group D,associate's degree,free/reduced,completed,57,74,76 429 | male,group C,some high school,standard,completed,78,72,69 430 | male,group C,master's degree,free/reduced,completed,72,66,72 431 | female,group C,some high school,standard,completed,76,87,85 432 | female,group E,some high school,free/reduced,none,74,74,72 433 | male,group B,high school,standard,completed,73,71,68 434 | female,group D,some college,free/reduced,completed,70,78,78 435 | female,group C,high school,standard,none,76,76,74 436 | male,group C,some high school,standard,none,57,61,54 437 | female,group E,master's degree,free/reduced,none,45,56,54 438 | male,group B,some college,standard,none,69,54,55 439 | female,group C,some college,standard,none,62,69,69 440 | male,group D,associate's degree,free/reduced,none,75,66,73 441 | female,group D,some college,standard,completed,75,77,83 442 | male,group C,some college,standard,none,59,60,58 443 | female,group C,some college,standard,completed,88,95,94 444 | female,group D,some high school,free/reduced,none,50,64,59 445 | female,group D,some college,standard,none,62,70,72 446 | female,group D,bachelor's degree,standard,none,59,70,73 447 | male,group C,some college,standard,none,91,74,76 448 | male,group C,some college,standard,none,63,63,60 449 | male,group C,master's degree,standard,none,71,67,67 450 | female,group B,some high school,free/reduced,completed,59,63,64 451 | male,group C,some high school,standard,none,64,58,51 452 | female,group C,master's degree,standard,completed,69,84,85 453 | male,group C,some high school,standard,none,62,64,55 454 | male,group C,associate's degree,standard,none,97,93,91 455 | female,group E,associate's degree,standard,completed,95,89,92 456 | female,group B,bachelor's degree,standard,none,75,84,80 457 | female,group A,some college,free/reduced,none,61,60,57 458 | female,group D,master's degree,standard,none,53,61,68 459 | female,group E,associate's degree,standard,none,68,76,67 460 | male,group B,master's degree,free/reduced,none,49,53,52 461 | female,group C,bachelor's degree,free/reduced,none,67,75,72 462 | female,group B,associate's degree,standard,completed,59,70,66 463 | male,group C,some high school,standard,completed,76,80,73 464 | female,group D,bachelor's degree,free/reduced,none,62,72,74 465 | female,group E,associate's degree,standard,none,84,95,92 466 | male,group C,high school,standard,none,62,55,49 467 | female,group C,some college,standard,none,72,72,71 468 | male,group A,high school,free/reduced,none,53,58,44 469 | male,group B,high school,standard,completed,60,44,47 470 | female,group D,high school,standard,completed,57,58,64 471 | male,group E,high school,free/reduced,completed,57,56,54 472 | male,group D,some high school,standard,completed,71,69,68 473 | female,group A,high school,standard,none,55,73,73 474 | female,group D,associate's degree,free/reduced,none,46,56,57 475 | female,group C,some 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degree,standard,none,80,76,64 492 | male,group D,high school,standard,none,69,75,71 493 | male,group A,bachelor's degree,standard,none,91,96,92 494 | male,group A,some college,standard,completed,100,96,86 495 | female,group C,some college,standard,completed,87,89,94 496 | female,group E,associate's degree,standard,none,85,92,85 497 | female,group C,some high school,free/reduced,none,44,50,51 498 | male,group D,some college,free/reduced,completed,69,60,63 499 | male,group E,associate's degree,standard,completed,71,74,68 500 | female,group C,bachelor's degree,free/reduced,completed,51,72,79 501 | male,group A,some high school,standard,completed,62,67,69 502 | male,group C,associate's degree,free/reduced,none,68,65,61 503 | male,group D,high school,standard,none,41,52,51 504 | male,group D,high school,free/reduced,none,44,51,48 505 | male,group C,some high school,free/reduced,none,79,76,65 506 | female,group E,associate's degree,standard,completed,93,100,95 507 | male,group B,some high school,standard,completed,64,53,57 508 | male,group C,associate's degree,free/reduced,none,73,68,66 509 | male,group B,some high school,standard,none,88,84,75 510 | female,group C,some college,free/reduced,none,62,72,70 511 | male,group D,some college,free/reduced,none,62,57,62 512 | male,group C,high school,free/reduced,none,61,60,55 513 | male,group D,associate's degree,standard,none,90,87,85 514 | male,group D,high school,free/reduced,none,75,74,66 515 | female,group C,some college,free/reduced,none,77,90,91 516 | female,group C,some college,standard,none,82,90,94 517 | male,group E,high school,standard,none,80,76,65 518 | male,group D,high school,free/reduced,none,63,57,56 519 | male,group E,some high school,standard,none,82,67,61 520 | female,group E,some college,standard,none,61,64,62 521 | male,group A,high school,standard,none,57,43,47 522 | female,group D,high school,standard,none,45,63,59 523 | male,group E,high school,free/reduced,none,55,56,51 524 | female,group 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school,standard,completed,80,92,88 541 | female,group A,some college,free/reduced,none,49,65,55 542 | male,group C,bachelor's degree,standard,completed,91,81,79 543 | male,group B,high school,standard,none,52,48,49 544 | male,group C,master's degree,standard,none,67,57,59 545 | female,group C,bachelor's degree,free/reduced,completed,47,62,66 546 | male,group B,some high school,standard,completed,61,56,56 547 | female,group D,associate's degree,free/reduced,completed,74,88,90 548 | female,group E,some college,standard,none,68,70,66 549 | male,group C,master's degree,free/reduced,completed,79,77,75 550 | female,group D,some college,free/reduced,none,64,74,75 551 | male,group B,some college,standard,completed,91,96,91 552 | female,group E,bachelor's degree,free/reduced,none,61,58,62 553 | female,group C,bachelor's degree,free/reduced,none,43,62,61 554 | female,group C,high school,free/reduced,none,53,72,64 555 | female,group E,bachelor's degree,standard,none,64,73,70 556 | female,group 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female,group B,high school,standard,none,81,91,89 605 | female,group E,associate's degree,free/reduced,completed,57,68,73 606 | female,group C,some college,standard,none,73,80,82 607 | female,group D,high school,standard,none,56,52,55 608 | female,group D,associate's degree,standard,completed,57,78,79 609 | male,group D,associate's degree,free/reduced,none,66,62,64 610 | male,group C,high school,standard,completed,53,52,49 611 | male,group E,associate's degree,standard,completed,81,81,79 612 | male,group C,high school,standard,completed,75,69,68 613 | male,group A,high school,standard,completed,72,73,74 614 | female,group B,some high school,standard,none,73,79,79 615 | female,group E,some college,standard,completed,86,85,91 616 | female,group C,bachelor's degree,standard,none,65,79,81 617 | male,group D,high school,standard,none,64,54,50 618 | female,group B,high school,standard,none,58,68,61 619 | male,group D,some high school,standard,none,55,47,44 620 | male,group C,associate's degree,free/reduced,completed,78,81,82 621 | female,group D,some college,free/reduced,completed,63,80,80 622 | male,group D,high school,free/reduced,completed,73,68,66 623 | female,group C,high school,standard,none,81,84,82 624 | female,group E,high school,standard,none,74,81,71 625 | female,group C,associate's degree,standard,none,49,53,53 626 | male,group C,bachelor's degree,free/reduced,none,53,58,55 627 | male,group D,some college,free/reduced,none,77,62,64 628 | female,group D,some college,free/reduced,none,69,65,74 629 | male,group E,bachelor's degree,standard,none,82,62,62 630 | male,group E,some college,standard,none,76,67,67 631 | female,group B,high school,standard,none,42,52,51 632 | female,group C,associate's degree,standard,none,85,89,95 633 | female,group C,high school,standard,completed,58,75,77 634 | female,group C,high school,standard,none,59,72,68 635 | female,group C,high school,free/reduced,none,34,42,39 636 | male,group C,some college,standard,none,76,78,75 637 | female,group D,some high school,standard,none,68,71,75 638 | female,group B,some high school,free/reduced,none,72,81,79 639 | female,group C,some high school,free/reduced,none,48,56,51 640 | male,group C,bachelor's degree,standard,completed,94,90,91 641 | male,group D,associate's degree,standard,none,81,71,73 642 | female,group A,some high school,standard,completed,92,100,97 643 | male,group E,some college,standard,completed,81,74,71 644 | female,group C,some high school,free/reduced,completed,29,40,44 645 | female,group D,some college,free/reduced,none,58,67,62 646 | female,group C,some college,standard,none,73,76,78 647 | male,group E,some high school,standard,completed,68,51,57 648 | female,group C,high school,free/reduced,completed,50,66,64 649 | male,group B,associate's degree,standard,completed,65,65,63 650 | male,group C,some college,free/reduced,none,63,61,54 651 | female,group C,high school,standard,none,66,71,76 652 | female,group E,master's degree,free/reduced,none,56,72,65 653 | male,group E,associate's degree,standard,completed,94,85,82 654 | female,group C,associate's degree,standard,none,66,77,73 655 | female,group C,associate's degree,standard,completed,67,84,86 656 | male,group D,bachelor's degree,free/reduced,completed,74,79,75 657 | female,group C,bachelor's degree,standard,none,67,69,75 658 | male,group C,bachelor's degree,standard,completed,63,64,66 659 | male,group D,some college,standard,none,76,64,66 660 | male,group A,associate's degree,free/reduced,completed,79,82,82 661 | female,group B,some high school,free/reduced,completed,52,67,72 662 | female,group A,some high school,standard,none,71,83,77 663 | male,group B,bachelor's degree,free/reduced,none,88,75,76 664 | male,group D,some college,standard,none,68,59,62 665 | female,group D,high school,standard,completed,69,77,78 666 | female,group D,some college,standard,none,77,68,77 667 | male,group E,bachelor's degree,standard,none,68,68,64 668 | female,group B,some high school,standard,none,66,69,68 669 | female,group C,associate's degree,standard,none,59,66,67 670 | male,group A,associate's degree,free/reduced,none,62,61,55 671 | female,group C,high school,standard,none,63,69,74 672 | female,group E,high school,free/reduced,none,64,62,68 673 | male,group D,master's degree,standard,none,82,82,74 674 | male,group B,some college,free/reduced,completed,60,62,60 675 | male,group D,some college,standard,none,71,49,52 676 | male,group B,associate's degree,free/reduced,completed,58,57,53 677 | female,group E,associate's degree,standard,none,100,100,100 678 | female,group D,some high school,standard,none,59,58,59 679 | female,group C,master's degree,standard,completed,54,64,67 680 | female,group A,master's degree,standard,none,50,53,58 681 | female,group E,high school,free/reduced,completed,66,74,78 682 | male,group C,associate's degree,free/reduced,none,55,61,54 683 | female,group C,some college,standard,none,83,83,90 684 | male,group A,bachelor's degree,standard,none,66,64,62 685 | male,group D,some high school,standard,completed,62,66,68 686 | female,group B,high school,standard,none,62,62,63 687 | female,group E,associate's degree,free/reduced,completed,83,86,88 688 | female,group D,some college,free/reduced,none,60,66,70 689 | male,group C,some college,standard,none,53,44,42 690 | female,group D,some high school,standard,none,59,72,80 691 | male,group C,associate's degree,standard,none,49,51,43 692 | female,group C,bachelor's degree,free/reduced,none,50,60,59 693 | male,group E,associate's degree,free/reduced,completed,91,73,80 694 | male,group B,some college,standard,none,47,43,41 695 | male,group B,associate's degree,free/reduced,none,67,62,60 696 | female,group B,some high school,standard,none,57,67,72 697 | female,group D,some college,free/reduced,none,71,83,83 698 | female,group E,associate's degree,standard,completed,65,75,77 699 | male,group B,some college,free/reduced,none,54,54,45 700 | male,group C,bachelor's degree,free/reduced,none,37,56,47 701 | male,group C,high school,free/reduced,none,62,55,55 702 | male,group B,some high school,standard,completed,94,86,87 703 | male,group D,bachelor's degree,free/reduced,completed,39,42,38 704 | female,group E,some college,free/reduced,none,71,76,70 705 | female,group D,some college,free/reduced,none,65,81,77 706 | female,group E,some college,free/reduced,completed,75,88,85 707 | female,group C,some college,free/reduced,none,32,39,33 708 | male,group C,some college,standard,none,53,39,37 709 | male,group A,some college,standard,none,53,43,43 710 | male,group A,bachelor's degree,standard,completed,87,84,87 711 | male,group E,bachelor's degree,standard,completed,76,62,66 712 | female,group D,bachelor's degree,free/reduced,none,78,90,93 713 | male,group D,bachelor's degree,standard,none,75,73,74 714 | female,group C,some college,standard,none,58,67,72 715 | male,group B,associate's degree,standard,none,48,43,45 716 | male,group D,master's 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4.774402487 80 | 78 4.76731896 81 | 79 4.75934113 82 | 80 4.754106378 83 | 81 4.744002932 84 | 82 4.731700554 85 | 83 4.723284153 86 | 84 4.712232782 87 | 85 4.703046867 88 | 86 4.698601855 89 | 87 4.692429407 90 | 88 4.675027364 91 | 89 4.662368584 92 | 90 4.646206172 93 | 91 4.641245848 94 | 92 4.633900435 95 | 93 4.624738236 96 | 94 4.612798287 97 | 95 4.605222001 98 | 96 4.601725912 99 | 97 4.59722371 100 | 98 4.580235665 101 | 99 4.57591791 102 | -------------------------------------------------------------------------------- /catboost_info/time_left.tsv: -------------------------------------------------------------------------------- 1 | iter Passed Remaining 2 | 0 5 528 3 | 1 7 376 4 | 2 9 306 5 | 3 10 258 6 | 4 12 235 7 | 5 14 219 8 | 6 17 238 9 | 7 20 235 10 | 8 23 235 11 | 9 24 223 12 | 10 26 213 13 | 11 28 205 14 | 12 29 198 15 | 13 32 197 16 | 14 34 198 17 | 15 37 195 18 | 16 39 191 19 | 17 40 186 20 | 18 42 181 21 | 19 44 176 22 | 20 48 183 23 | 21 51 181 24 | 22 53 178 25 | 23 55 174 26 | 24 56 169 27 | 25 58 166 28 | 26 60 163 29 | 27 67 174 30 | 28 70 172 31 | 29 72 169 32 | 30 74 164 33 | 31 75 161 34 | 32 80 163 35 | 33 82 160 36 | 34 84 157 37 | 35 86 153 38 | 36 88 150 39 | 37 89 146 40 | 38 92 145 41 | 39 96 144 42 | 40 98 141 43 | 41 99 137 44 | 42 100 133 45 | 43 102 130 46 | 44 104 127 47 | 45 105 124 48 | 46 110 124 49 | 47 112 122 50 | 48 114 119 51 | 49 115 115 52 | 50 117 112 53 | 51 119 110 54 | 52 123 109 55 | 53 125 107 56 | 54 127 104 57 | 55 129 101 58 | 56 141 106 59 | 57 143 104 60 | 58 145 101 61 | 59 147 98 62 | 60 149 95 63 | 61 151 93 64 | 62 155 91 65 | 63 157 88 66 | 64 159 86 67 | 65 161 83 68 | 66 162 80 69 | 67 164 77 70 | 68 168 75 71 | 69 171 73 72 | 70 173 70 73 | 71 175 68 74 | 72 177 65 75 | 73 178 62 76 | 74 180 60 77 | 75 183 58 78 | 76 186 55 79 | 77 189 53 80 | 78 190 50 81 | 79 192 48 82 | 80 193 45 83 | 81 195 42 84 | 82 200 41 85 | 83 203 38 86 | 84 204 36 87 | 85 206 33 88 | 86 208 31 89 | 87 209 28 90 | 88 211 26 91 | 89 215 23 92 | 90 218 21 93 | 91 220 19 94 | 92 222 16 95 | 93 223 14 96 | 94 225 11 97 | 95 229 9 98 | 96 231 7 99 | 97 233 4 100 | 98 235 2 101 | 99 237 0 102 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | pandas 2 | numpy 3 | seaborn 4 | matplotlib 5 | scikit-learn 6 | catboost 7 | xgboost 8 | Flask 9 | dill 10 | -e . -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- 1 | from setuptools import find_packages, setup 2 | from typing import List 3 | 4 | HYPHEN_E_DOT = '-e .' 5 | 6 | def get_requirements(file_path:str)->List[str]: 7 | ''' 8 | this function will return the list of requirements 9 | ''' 10 | requirements = [] 11 | with open(file_path) as file_obj: 12 | requirements = file_obj.readlines() 13 | requirements = [req.replace("\n","") for req in requirements] 14 | 15 | if HYPHEN_E_DOT in requirements: 16 | requirements.remove(HYPHEN_E_DOT) 17 | 18 | return requirements 19 | 20 | 21 | setup( 22 | name = "mlproject", 23 | version = '0.0.1', 24 | author = 'sanjay', 25 | author_email= 'skprasad117@gmail.com', 26 | packages= find_packages(), 27 | install_requires = get_requirements('requirements.txt') 28 | ) -------------------------------------------------------------------------------- /src/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skprasad117/Predicting-Student-Performance-Using-Machine-Learning/4c77c819859fd68a64d10e392925d485206ca23e/src/__init__.py -------------------------------------------------------------------------------- /src/components/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skprasad117/Predicting-Student-Performance-Using-Machine-Learning/4c77c819859fd68a64d10e392925d485206ca23e/src/components/__init__.py -------------------------------------------------------------------------------- /src/components/data_ingestion.py: -------------------------------------------------------------------------------- 1 | import os 2 | import sys 3 | from src.exception import CustomException 4 | from src.logger import logging 5 | import pandas as pd 6 | 7 | from sklearn.model_selection import train_test_split 8 | from dataclasses import dataclass # to directly define class variable without __init__ using decorator @dataclass 9 | 10 | from src.components.data_transformation import DataTransformation 11 | from src.components.data_transformation import DataTransformationConfig 12 | 13 | from src.components.model_trainer import ModelTrainerConfig 14 | from src.components.model_trainer import ModelTrainer 15 | 16 | @dataclass 17 | class DataIngestionConfig: 18 | # if only defining variables then its okay to use dataclass, if have methods prefer init approach 19 | train_data_path: str=os.path.join('artifacts','train.csv') 20 | test_data_path: str=os.path.join('artifacts','test.csv') 21 | raw_data_path: str=os.path.join('artifacts','data.csv') 22 | 23 | class DataIngestion: 24 | def __init__(self): 25 | self.ingestion_config = DataIngestionConfig() 26 | 27 | def initiate_data_ingestion(self): 28 | logging.info("Entered the data ingestion method") 29 | try: 30 | df = pd.read_csv('Notebook/data/stud.csv') 31 | logging.info('Read the dataset as dataframe') 32 | 33 | os.makedirs(os.path.dirname(self.ingestion_config.train_data_path),exist_ok=True) 34 | 35 | df.to_csv(self.ingestion_config.raw_data_path,index=False, header=True) 36 | 37 | logging.info("Train test split initiated") 38 | train_set,test_set = train_test_split(df,test_size=0.2,random_state=42) 39 | 40 | train_set.to_csv(self.ingestion_config.train_data_path, index = False, header = True) 41 | test_set.to_csv(self.ingestion_config.test_data_path, index = False, header = True) 42 | 43 | logging.info("Ingestion of data is completed") 44 | 45 | return( 46 | self.ingestion_config.train_data_path, 47 | self.ingestion_config.test_data_path 48 | ) 49 | 50 | except Exception as e: 51 | raise CustomException(e,sys) 52 | 53 | if __name__ == "__main__": 54 | obj = DataIngestion() 55 | train_data, test_data = obj.initiate_data_ingestion() 56 | 57 | data_transformation = DataTransformation() 58 | train_arr,test_arr,_=data_transformation.initiate_data_transformation(train_data,test_data) 59 | 60 | model_trainer = ModelTrainer() 61 | acc=model_trainer.initiate_model_trainer(train_arr,test_arr) 62 | print(acc) -------------------------------------------------------------------------------- /src/components/data_transformation.py: -------------------------------------------------------------------------------- 1 | # ****************************************************************** 2 | # * Data Transformation : Main purpose is to do * 3 | # * -> Data Cleaning * 4 | # * -> convert cat to num, etc. * 5 | # ****************************************************************** 6 | import sys 7 | from dataclasses import dataclass 8 | 9 | import numpy as np 10 | import pandas as pd 11 | from sklearn.compose import ColumnTransformer # create pipeline for ohc or standardscaling, if want to use in form of pipeline 12 | from sklearn.impute import SimpleImputer # for missing data 13 | from sklearn.pipeline import Pipeline 14 | from sklearn.preprocessing import OneHotEncoder, StandardScaler 15 | 16 | from src.exception import CustomException 17 | from src.logger import logging 18 | import os 19 | 20 | from src.utils import save_object 21 | 22 | @dataclass 23 | class DataTransformationConfig: 24 | preprocessor_obj_file_path = os.path.join('artifacts', 'preprocessor.pkl') 25 | 26 | class DataTransformation: 27 | 28 | def __init__(self): 29 | self.data_transformation_config = DataTransformationConfig() 30 | 31 | def get_data_transformer_object(self): 32 | 33 | ''' 34 | This fuction is resposible for Data Transformation 35 | 36 | ''' 37 | 38 | try: 39 | numerical_columns = ["writing_score","reading_score"] 40 | categorical_columns = [ 41 | "gender", 42 | "race_ethnicity", 43 | "parental_level_of_education", 44 | "lunch", 45 | "test_preparation_course", 46 | ] 47 | 48 | num_pipeline = Pipeline( 49 | steps = [ 50 | ("imputer", SimpleImputer(strategy="median")), 51 | ("scaler", StandardScaler()) 52 | ] 53 | ) 54 | cat_pipeline = Pipeline( 55 | steps=[ 56 | ("imputer", SimpleImputer(strategy="most_frequent")), # replacing with mode 57 | ("one_hot_encoder",OneHotEncoder()), 58 | ("scaler",StandardScaler(with_mean=False)) 59 | ] 60 | ) 61 | 62 | logging.info(f"Categorical Columns: {categorical_columns}") 63 | logging.info(f"Numerical Columns: {numerical_columns}") 64 | 65 | preprocessor = ColumnTransformer( 66 | [ 67 | ("num_pipeline", num_pipeline,numerical_columns), 68 | ("cat_pipeline",cat_pipeline,categorical_columns) 69 | ] 70 | ) 71 | return preprocessor 72 | 73 | except Exception as e: 74 | raise CustomException(e,sys) 75 | 76 | def initiate_data_transformation(self,train_path,test_path): 77 | try: 78 | train_df=pd.read_csv(train_path) 79 | test_df=pd.read_csv(test_path) 80 | 81 | logging.info("Read train and test data completed") 82 | logging.info("Obtaining preprocessing object") 83 | 84 | preprocessing_obj = self.get_data_transformer_object() 85 | 86 | target_column_name = "math_score" 87 | numerical_columns = ["writing_score", "reading_score"] 88 | 89 | input_feature_train_df = train_df.drop(columns=[target_column_name],axis=1) 90 | target_feature_train_df = train_df[target_column_name] 91 | 92 | input_feature_test_df = test_df.drop(columns=[target_column_name],axis=1) 93 | target_feature_test_df = test_df[target_column_name] 94 | 95 | logging.info(f"Applying preprocesing object on training and testing dataframe") 96 | 97 | input_feature_train_arr = preprocessing_obj.fit_transform(input_feature_train_df) 98 | input_feature_test_arr = preprocessing_obj.transform(input_feature_test_df) 99 | 100 | train_arr = np.c_[ 101 | input_feature_train_arr,np.array(target_feature_train_df) 102 | ] 103 | 104 | test_arr = np.c_[ 105 | input_feature_test_arr,np.array(target_feature_test_df) 106 | ] 107 | 108 | logging.info(f"Saved preprocessing object") 109 | 110 | save_object( 111 | file_path = self.data_transformation_config.preprocessor_obj_file_path,obj=preprocessing_obj 112 | ) 113 | 114 | return( 115 | train_arr,test_arr,self.data_transformation_config.preprocessor_obj_file_path 116 | ) 117 | 118 | 119 | except Exception as e: 120 | raise CustomException(e,sys) 121 | 122 | -------------------------------------------------------------------------------- /src/components/model_trainer.py: -------------------------------------------------------------------------------- 1 | import os 2 | import sys 3 | from dataclasses import dataclass 4 | 5 | from catboost import CatBoostRegressor 6 | from sklearn.ensemble import (AdaBoostRegressor,GradientBoostingRegressor,RandomForestRegressor) 7 | from sklearn.linear_model import LinearRegression 8 | from sklearn.metrics import r2_score 9 | from sklearn.neighbors import KNeighborsRegressor 10 | from sklearn.tree import DecisionTreeRegressor 11 | from xgboost import XGBRegressor 12 | 13 | from src.exception import CustomException 14 | from src.logger import logging 15 | 16 | from src.utils import save_object,evaluate_models 17 | 18 | @dataclass 19 | class ModelTrainerConfig: 20 | trained_model_file_path = os.path.join("artifacts", "model.pkl") 21 | 22 | class ModelTrainer: 23 | def __init__(self): 24 | self.model_trainer_config = ModelTrainerConfig() 25 | 26 | def initiate_model_trainer(self,train_array,test_array): 27 | try: 28 | logging.info("Split training and test input data") 29 | X_train,y_train,X_test,y_test =( 30 | train_array[:,:-1], 31 | train_array[:,-1], 32 | test_array[:,:-1], 33 | test_array[:,-1] 34 | ) 35 | models = { 36 | "Random Forest": RandomForestRegressor(), 37 | "Decision Tree": DecisionTreeRegressor(), 38 | "Gradient Boosting": GradientBoostingRegressor(), 39 | "Linear Regression": LinearRegression(), 40 | "XGBRegressor": XGBRegressor(), 41 | "CatBoosting Regressor": CatBoostRegressor(verbose=False), 42 | "AdaBoost Regressor": AdaBoostRegressor(), 43 | } 44 | # Best way is to use additional config file, yaml file and from that can read hyperparameters 45 | params={ 46 | "Decision Tree": { 47 | 'criterion':['squared_error', 'friedman_mse', 'absolute_error', 'poisson'], 48 | # 'splitter':['best','random'], 49 | # 'max_features':['sqrt','log2'], 50 | }, 51 | "Random Forest":{ 52 | # 'criterion':['squared_error', 'friedman_mse', 'absolute_error', 'poisson'], 53 | 54 | # 'max_features':['sqrt','log2',None], 55 | 'n_estimators': [8,16,32,64,128,256] 56 | }, 57 | "Gradient Boosting":{ 58 | # 'loss':['squared_error', 'huber', 'absolute_error', 'quantile'], 59 | 'learning_rate':[.1,.01,.05,.001], 60 | 'subsample':[0.6,0.7,0.75,0.8,0.85,0.9], 61 | # 'criterion':['squared_error', 'friedman_mse'], 62 | # 'max_features':['auto','sqrt','log2'], 63 | 'n_estimators': [8,16,32,64,128,256] 64 | }, 65 | "Linear Regression":{}, 66 | "XGBRegressor":{ 67 | 'learning_rate':[.1,.01,.05,.001], 68 | 'n_estimators': [8,16,32,64,128,256] 69 | }, 70 | "CatBoosting Regressor":{ 71 | 'depth': [6,8,10], 72 | 'learning_rate': [0.01, 0.05, 0.1], 73 | 'iterations': [30, 50, 100] 74 | }, 75 | "AdaBoost Regressor":{ 76 | 'learning_rate':[.1,.01,0.5,.001], 77 | # 'loss':['linear','square','exponential'], 78 | 'n_estimators': [8,16,32,64,128,256] 79 | } 80 | 81 | } 82 | 83 | model_report:dict=evaluate_models(X_train=X_train,y_train=y_train,X_test=X_test,y_test=y_test, 84 | models=models,param=params) 85 | 86 | # to get best model score from dict 87 | best_model_score = max(sorted(model_report.values())) 88 | 89 | # best model score name 90 | best_model_name = list(model_report.keys())[list(model_report.values()).index(best_model_score)] 91 | 92 | best_model = models[best_model_name] 93 | 94 | if best_model_score<0.6: 95 | raise CustomException("No best model found") 96 | logging.info(f"Best found model on training and testing dataset") 97 | 98 | save_object( 99 | file_path=self.model_trainer_config.trained_model_file_path, 100 | obj=best_model 101 | ) 102 | 103 | predicted = best_model.predict(X_test) 104 | 105 | r2_square = r2_score(y_test,predicted) 106 | return r2_square 107 | except Exception as e: 108 | raise CustomException(e,sys) 109 | -------------------------------------------------------------------------------- /src/exception.py: -------------------------------------------------------------------------------- 1 | import sys 2 | from src.logger import logging 3 | 4 | def error_message_details(error, error_detail:sys): 5 | _,_,exc_tb = error_detail.exc_info() 6 | file_name = exc_tb.tb_frame.f_code.co_filename 7 | error_message = "Error Occured in Python Script name [{0}] line number [{1}] error message [{2}]".format( 8 | file_name,exc_tb.tb_lineno, str(error) 9 | ) 10 | 11 | return error_message 12 | 13 | class CustomException(Exception): 14 | def __init__(self, error_message, error_detail:sys): 15 | super().__init__(error_message) 16 | self.error_message = error_message_details(error_message,error_detail=error_detail) 17 | 18 | def __str__(self): 19 | return self.error_message 20 | 21 | 22 | -------------------------------------------------------------------------------- /src/logger.py: -------------------------------------------------------------------------------- 1 | import logging 2 | import os 3 | from datetime import datetime 4 | 5 | LOG_FILE = f"{datetime.now().strftime('%m_%d_%Y_%H_%M_%S')}.log" 6 | logs_path = os.path.join(os.getcwd(),"logs",LOG_FILE) 7 | os.makedirs(logs_path, exist_ok=True) 8 | 9 | LOG_FILE_PATH = os.path.join(logs_path,LOG_FILE) 10 | 11 | logging.basicConfig( 12 | filename= LOG_FILE_PATH, 13 | format= "[ %(asctime)s ] %(lineno)d %(name)s - %(levelname)s - %(message)s", 14 | level=logging.INFO 15 | ) 16 | -------------------------------------------------------------------------------- /src/pipeline/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skprasad117/Predicting-Student-Performance-Using-Machine-Learning/4c77c819859fd68a64d10e392925d485206ca23e/src/pipeline/__init__.py -------------------------------------------------------------------------------- /src/pipeline/predict_pipeline.py: -------------------------------------------------------------------------------- 1 | import os 2 | import sys 3 | import pandas as pd 4 | 5 | from src.exception import CustomException 6 | from src.utils import load_object 7 | 8 | class PredictPipeline: 9 | def __init__(self): 10 | pass 11 | 12 | def predict(self,features): 13 | try: 14 | print("here") 15 | model_path = os.path.join("artifacts","model.pkl") 16 | preprocessor_path=os.path.join('artifacts','preprocessor.pkl') 17 | print("Before Loading") 18 | model=load_object(file_path=model_path) 19 | preprocessor=load_object(file_path=preprocessor_path) 20 | print("After Loading") 21 | data_scaled=preprocessor.transform(features) 22 | preds=model.predict(data_scaled) 23 | return preds 24 | except Exception as e: 25 | raise CustomException(e,sys) 26 | 27 | 28 | class CustomData: 29 | def __init__( self, 30 | gender: str, 31 | race_ethnicity: str, 32 | parental_level_of_education, 33 | lunch: str, 34 | test_preparation_course: str, 35 | reading_score: int, 36 | writing_score: int): 37 | 38 | self.gender = gender 39 | self.race_ethnicity = race_ethnicity 40 | self.parental_level_of_education = parental_level_of_education 41 | self.lunch = lunch 42 | self.test_preparation_course = test_preparation_course 43 | self.reading_score = reading_score 44 | self.writing_score = writing_score 45 | 46 | def get_data_as_data_frame(self): 47 | try: 48 | custom_data_input_dict = { 49 | "gender": [self.gender], 50 | "race_ethnicity": [self.race_ethnicity], 51 | "parental_level_of_education": [self.parental_level_of_education], 52 | "lunch": [self.lunch], 53 | "test_preparation_course": [self.test_preparation_course], 54 | "reading_score": [self.reading_score], 55 | "writing_score": [self.writing_score], 56 | } 57 | 58 | return pd.DataFrame(custom_data_input_dict) 59 | 60 | except Exception as e: 61 | raise CustomException(e, sys) 62 | 63 | -------------------------------------------------------------------------------- /src/pipeline/train_pipeline.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/skprasad117/Predicting-Student-Performance-Using-Machine-Learning/4c77c819859fd68a64d10e392925d485206ca23e/src/pipeline/train_pipeline.py -------------------------------------------------------------------------------- /src/utils.py: -------------------------------------------------------------------------------- 1 | import os 2 | import sys 3 | 4 | import numpy as np 5 | import pandas as pd 6 | import dill 7 | from sklearn.model_selection import GridSearchCV 8 | from src.exception import CustomException 9 | from sklearn.metrics import r2_score 10 | from src.logger import logging 11 | 12 | def save_object(file_path,obj): 13 | try: 14 | dir_path = os.path.dirname(file_path) 15 | 16 | os.makedirs(dir_path, exist_ok=True) 17 | 18 | with open(file_path, "wb") as file_obj: 19 | dill.dump(obj,file_obj) 20 | 21 | except Exception as e: 22 | raise CustomException(e,sys) 23 | 24 | def evaluate_models(X_train,y_train,X_test,y_test,models,param): 25 | try: 26 | report = {} 27 | for i in range(len(list(models))): 28 | model = list(models.values())[i] 29 | para = param[list(models.keys())[i]] 30 | 31 | gs = GridSearchCV(model,para,cv=3) 32 | gs.fit(X_train,y_train) 33 | 34 | model.set_params(**gs.best_params_) 35 | model.fit(X_train,y_train) 36 | 37 | 38 | y_train_pred = model.predict(X_train) 39 | 40 | y_test_pred = model.predict(X_test) 41 | 42 | train_model_score = r2_score(y_train,y_train_pred) 43 | test_model_score = r2_score(y_test,y_test_pred) 44 | 45 | logging.info(f"{list(models.keys())[i]},Train model score :{train_model_score}, Test model score: {test_model_score}") 46 | 47 | report[list(models.keys())[i]] = test_model_score 48 | 49 | return report 50 | except Exception as e: 51 | raise CustomException(e,sys) 52 | def load_object(file_path): 53 | try: 54 | with open(file_path, "rb") as file_obj: 55 | return dill.load(file_obj) 56 | 57 | except Exception as e: 58 | raise CustomException(e, sys) -------------------------------------------------------------------------------- /static/css/styles.css: -------------------------------------------------------------------------------- 1 | body { 2 | background-color: #F8F8F8; 3 | font-family: Arial, sans-serif; 4 | margin: 0; 5 | padding: 0; 6 | } 7 | 8 | .container { 9 | max-width: 800px; 10 | margin: 0 auto; 11 | padding: 40px; 12 | background-color: #fff; 13 | border-radius: 8px; 14 | box-shadow: 0 2px 10px rgba(0, 0, 0, 0.1); 15 | text-align: center; 16 | } 17 | 18 | h1 { 19 | font-size: 32px; 20 | color: #333; 21 | margin-bottom: 20px; 22 | } 23 | 24 | .content-box { 25 | background-color: #f5f5f5; 26 | padding: 20px; 27 | border-radius: 8px; 28 | margin-bottom: 20px; 29 | } 30 | 31 | p { 32 | color: #666; 33 | line-height: 1.5; 34 | } 35 | 36 | .button-container { 37 | display: flex; 38 | justify-content: center; 39 | } 40 | 41 | .btn { 42 | display: inline-block; 43 | padding: 12px 20px; 44 | background-color: #337ab7; 45 | color: #fff; 46 | border: none; 47 | border-radius: 4px; 48 | cursor: pointer; 49 | text-decoration: none; 50 | font-size: 16px; 51 | transition: background-color 0.3s ease; 52 | margin: 0 10px; 53 | } 54 | 55 | .btn:hover { 56 | background-color: #286090; 57 | } 58 | -------------------------------------------------------------------------------- /static/css/styles_home.css: -------------------------------------------------------------------------------- 1 | body { 2 | background-color: #EAF2E3; 3 | color: #333333; 4 | font-family: Arial, sans-serif; 5 | } 6 | 7 | .menu-bar { 8 | background-color: #1F7A8C; 9 | padding: 10px; 10 | text-align: right; 11 | } 12 | 13 | .menu-bar ul { 14 | list-style-type: none; 15 | margin: 0; 16 | padding: 0; 17 | } 18 | 19 | .menu-bar li { 20 | display: inline-block; 21 | margin-right: 10px; 22 | } 23 | 24 | .menu-bar li a { 25 | color: #FFFFFF; 26 | text-decoration: none; 27 | padding: 5px 10px; 28 | border-radius: 5px; 29 | background-color: #00A896; 30 | } 31 | 32 | .container { 33 | width: 400px; 34 | margin: 0 auto; 35 | padding: 20px; 36 | background-color: #FFFFFF; 37 | border-radius: 5px; 38 | } 39 | 40 | h1 { 41 | font-size: 24px; 42 | margin-bottom: 20px; 43 | text-align: center; 44 | color: #00A896; 45 | } 46 | 47 | form { 48 | margin-bottom: 20px; 49 | } 50 | 51 | .form-group { 52 | margin-bottom: 10px; 53 | } 54 | 55 | label { 56 | display: block; 57 | font-weight: bold; 58 | margin-bottom: 5px; 59 | color: #00A896; 60 | } 61 | 62 | select, 63 | input[type="number"] { 64 | width: 100%; 65 | padding: 10px; 66 | border: 1px solid #CCCCCC; 67 | border-radius: 5px; 68 | } 69 | 70 | input[type="submit"] { 71 | width: 100%; 72 | padding: 10px; 73 | background-color: #00A896; 74 | color: #FFFFFF; 75 | border: none; 76 | border-radius: 5px; 77 | cursor: pointer; 78 | } 79 | 80 | h2 { 81 | text-align: center; 82 | color: #00A896; 83 | } 84 | -------------------------------------------------------------------------------- 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Student Exam Performance Indicator

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Predicting Student Performance using Machine Learning

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Welcome to the Predicting Student Performance using Machine Learning project. This project aims to predict student performance based on various factors such as gender, ethnicity, parental level of education, lunch type, test preparation course, and exam scores.

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We have trained a machine learning model using a dataset of student information and their corresponding exam scores. This model can provide insights into predicting a student's performance in mathematics.

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To explore the project further, you can check out the GitHub repository and access the Flask API for making predictions.

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14 | GitHub Repository 15 | Web App 16 |
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