├── .gitignore ├── Dockerfile ├── README.md ├── app.py ├── artifacts ├── data.csv ├── model.pkl ├── preprocessor.pkl ├── test.csv └── train.csv ├── notebook ├── 1 . EDA STUDENT PERFORMANCE .ipynb ├── 2. MODEL TRAINING.ipynb ├── catboost_info │ ├── catboost_training.json │ ├── learn │ │ └── events.out.tfevents │ ├── learn_error.tsv │ └── time_left.tsv └── data │ └── stud.csv ├── 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 └── utils.py └── templates ├── home.html └── index.html /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[cod] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | pip-wheel-metadata/ 24 | share/python-wheels/ 25 | *.egg-info/ 26 | .installed.cfg 27 | *.egg 28 | MANIFEST 29 | 30 | # PyInstaller 31 | # Usually these files are written by a python script from a template 32 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 33 | *.manifest 34 | *.spec 35 | 36 | # Installer logs 37 | pip-log.txt 38 | pip-delete-this-directory.txt 39 | 40 | # Unit test / coverage reports 41 | htmlcov/ 42 | .tox/ 43 | .nox/ 44 | .coverage 45 | .coverage.* 46 | .cache 47 | nosetests.xml 48 | coverage.xml 49 | *.cover 50 | *.py,cover 51 | .hypothesis/ 52 | .pytest_cache/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # PyBuilder 75 | target/ 76 | 77 | # Jupyter Notebook 78 | .ipynb_checkpoints 79 | 80 | # IPython 81 | profile_default/ 82 | ipython_config.py 83 | 84 | # pyenv 85 | .python-version 86 | 87 | # pipenv 88 | # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. 89 | # However, in case of collaboration, if having platform-specific dependencies or dependencies 90 | # having no cross-platform support, pipenv may install dependencies that don't work, or not 91 | # install all needed dependencies. 92 | #Pipfile.lock 93 | 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow 95 | __pypackages__/ 96 | 97 | # Celery stuff 98 | celerybeat-schedule 99 | celerybeat.pid 100 | 101 | # SageMath parsed files 102 | *.sage.py 103 | 104 | # Environments 105 | .env 106 | .venv 107 | env/ 108 | venv/ 109 | ENV/ 110 | env.bak/ 111 | venv.bak/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | .dmypy.json 126 | dmypy.json 127 | 128 | # Pyre type checker 129 | .pyre/ 130 | 131 | mlproject.egg-info 132 | -------------------------------------------------------------------------------- /Dockerfile: -------------------------------------------------------------------------------- 1 | 2 | FROM python:3.7-slim-buster 3 | WORKDIR /app 4 | COPY . /app 5 | 6 | RUN apt update -y 7 | 8 | RUN apt-get update && pip install -r requirements.txt 9 | CMD ["python3", "app.py"] 10 | 11 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | ## End to End MAchine Learning Project 2 | 3 | 4 | 5 | ## Run from terminal: 6 | 7 | docker build -t testdockerkrish.azurecr.io/mltest:latest . 8 | 9 | docker login testdockerkrish.azurecr.io 10 | 11 | docker push testdockerkrish.azurecr.io/mltest:latest 12 | -------------------------------------------------------------------------------- /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 | ## Route for a home page 13 | 14 | @app.route('/') 15 | def index(): 16 | return render_template('index.html') 17 | 18 | @app.route('/predictdata',methods=['GET','POST']) 19 | def predict_datapoint(): 20 | if request.method=='GET': 21 | return render_template('home.html') 22 | else: 23 | data=CustomData( 24 | gender=request.form.get('gender'), 25 | race_ethnicity=request.form.get('ethnicity'), 26 | parental_level_of_education=request.form.get('parental_level_of_education'), 27 | lunch=request.form.get('lunch'), 28 | test_preparation_course=request.form.get('test_preparation_course'), 29 | reading_score=float(request.form.get('writing_score')), 30 | writing_score=float(request.form.get('reading_score'))) 31 | 32 | pred_df=data.get_data_as_data_frame() 33 | print(pred_df) 34 | 35 | predict_pipeline=PredictPipeline() 36 | results=predict_pipeline.predict(pred_df) 37 | return render_template('home.html',results=results[0]) 38 | 39 | 40 | 41 | if __name__=="__main__": 42 | app.run(host="0.0.0.0",port=80) 43 | 44 | 45 | -------------------------------------------------------------------------------- /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 school,standard,completed,62,66,68 190 | male,group B,some high school,free/reduced,none,48,52,45 191 | female,group C,bachelor's degree,standard,none,77,88,87 192 | female,group E,associate's degree,standard,none,66,65,69 193 | male,group D,some college,standard,completed,76,83,79 194 | female,group B,some high school,standard,none,62,64,66 195 | male,group D,some college,standard,completed,77,62,62 196 | female,group C,master's degree,standard,completed,69,84,85 197 | male,group D,associate's degree,standard,none,61,55,52 198 | male,group C,some high school,free/reduced,completed,59,69,65 199 | male,group E,high school,free/reduced,none,55,56,51 200 | female,group B,some college,free/reduced,none,45,53,55 201 | female,group B,bachelor's degree,free/reduced,none,78,79,76 202 | female,group C,associate's degree,standard,completed,67,84,86 203 | female,group D,some college,free/reduced,none,65,81,77 204 | male,group C,associate's degree,standard,none,69,77,69 205 | female,group 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 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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 degree,standard,none,80,73,72 5 | male,group C,some college,free/reduced,none,74,77,73 6 | male,group E,some college,standard,completed,84,83,78 7 | male,group D,associate's degree,free/reduced,none,81,75,78 8 | male,group B,associate's degree,free/reduced,completed,69,70,63 9 | female,group B,some high school,standard,completed,54,61,62 10 | male,group C,associate's degree,free/reduced,none,87,73,72 11 | male,group B,some high school,standard,completed,51,54,41 12 | male,group A,high school,free/reduced,none,45,47,49 13 | male,group E,some high school,standard,none,30,26,22 14 | female,group B,high school,free/reduced,completed,67,80,81 15 | female,group D,some college,free/reduced,none,49,65,61 16 | male,group D,some 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| 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 college,standard,none,69,78,76 476 | female,group C,some college,standard,none,55,69,65 477 | male,group D,high school,standard,none,88,78,75 478 | male,group A,bachelor's degree,standard,none,77,67,68 479 | female,group D,high school,standard,completed,88,99,100 480 | female,group C,associate's degree,standard,none,54,61,58 481 | male,group E,high school,standard,completed,81,80,76 482 | female,group D,associate's degree,free/reduced,none,43,60,58 483 | male,group B,some college,free/reduced,completed,74,77,76 484 | male,group D,some high school,standard,completed,78,81,86 485 | male,group D,high school,free/reduced,completed,64,64,67 486 | female,group E,high school,free/reduced,none,41,45,40 487 | female,group D,associate's degree,standard,none,74,81,83 488 | female,group C,associate's degree,free/reduced,none,65,77,74 489 | female,group A,high school,standard,completed,68,80,76 490 | male,group D,master's degree,standard,none,80,80,72 491 | male,group B,associate's 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 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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 B,associate's degree,standard,none,58,63,65 525 | male,group B,bachelor's degree,free/reduced,none,73,56,57 526 | female,group E,bachelor's degree,standard,none,65,73,75 527 | female,group C,some high school,standard,completed,59,54,67 528 | female,group C,some college,standard,completed,88,93,93 529 | female,group D,associate's degree,standard,none,65,69,70 530 | male,group C,associate's degree,standard,none,69,77,69 531 | male,group C,high school,standard,none,70,56,51 532 | male,group E,associate's degree,standard,none,89,76,74 533 | male,group E,high school,standard,none,84,73,69 534 | male,group D,associate's degree,free/reduced,completed,61,71,73 535 | female,group B,high school,standard,none,74,72,72 536 | male,group B,high 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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 A,high school,free/reduced,completed,53,50,60 557 | female,group C,bachelor's degree,standard,none,86,92,87 558 | female,group D,high school,standard,none,69,72,77 559 | female,group C,some high school,standard,none,77,91,88 560 | female,group D,high school,standard,none,78,81,80 561 | female,group C,some college,standard,none,54,48,52 562 | male,group A,associate's degree,standard,none,54,53,47 563 | female,group E,associate's degree,free/reduced,none,73,76,78 564 | female,group B,bachelor's degree,standard,none,67,86,83 565 | male,group C,associate's degree,free/reduced,none,49,51,51 566 | female,group C,master's degree,free/reduced,none,40,58,54 567 | male,group D,associate's degree,free/reduced,none,52,57,50 568 | female,group D,some college,standard,completed,82,97,96 569 | male,group D,some high school,standard,none,81,78,78 570 | female,group B,high school,free/reduced,completed,23,44,36 571 | male,group E,some high school,standard,none,92,87,78 572 | female,group B,some high school,standard,completed,32,51,44 573 | female,group E,some college,standard,completed,73,78,76 574 | male,group C,associate's degree,standard,none,83,72,78 575 | female,group B,high school,standard,none,50,53,55 576 | female,group D,master's degree,standard,completed,70,71,74 577 | male,group D,associate's degree,standard,completed,67,54,63 578 | female,group D,associate's degree,free/reduced,completed,42,61,58 579 | male,group D,some college,free/reduced,none,59,62,61 580 | female,group B,some college,standard,none,70,75,78 581 | male,group B,some college,free/reduced,none,55,55,47 582 | male,group D,associate's degree,standard,none,61,48,46 583 | female,group B,bachelor's degree,standard,completed,66,74,81 584 | female,group D,bachelor's degree,free/reduced,none,73,79,84 585 | female,group D,some high school,standard,none,80,90,82 586 | female,group A,some high school,free/reduced,none,38,43,43 587 | female,group B,associate's degree,standard,completed,52,66,73 588 | male,group C,high school,standard,completed,58,52,54 589 | female,group C,high school,standard,none,72,80,83 590 | female,group C,associate's degree,standard,completed,68,86,84 591 | female,group C,bachelor's degree,standard,completed,77,94,95 592 | female,group B,some high school,standard,none,82,82,80 593 | female,group D,associate's degree,standard,none,76,74,73 594 | male,group E,some high school,standard,completed,81,75,76 595 | male,group E,associate's degree,free/reduced,completed,46,43,44 596 | male,group D,some college,standard,none,88,77,77 597 | male,group C,associate's degree,free/reduced,completed,65,73,68 598 | female,group B,bachelor's degree,standard,none,97,97,96 599 | female,group B,some college,standard,none,82,85,87 600 | female,group B,bachelor's degree,standard,completed,65,81,81 601 | male,group C,master's degree,standard,completed,91,85,85 602 | female,group C,associate's degree,standard,completed,55,72,79 603 | female,group D,master's degree,standard,none,92,100,100 604 | 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 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| 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 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degree,standard,completed,91,89,92 793 | female,group A,associate's degree,standard,none,82,93,93 794 | male,group D,high school,standard,none,66,69,63 795 | female,group E,bachelor's degree,standard,completed,79,81,82 796 | male,group D,some college,standard,completed,63,55,63 797 | female,group D,master's degree,standard,none,87,100,100 798 | male,group C,bachelor's degree,standard,none,69,63,61 799 | female,group C,associate's degree,standard,none,53,62,53 800 | male,group C,some college,free/reduced,completed,50,48,53 801 | female,group D,associate's degree,standard,none,85,91,89 802 | -------------------------------------------------------------------------------- /notebook/catboost_info/learn/events.out.tfevents: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/krishnaik06/ML-Project-Azure/668364e48f51f51ec2d08fc8146d51601a4b0155/notebook/catboost_info/learn/events.out.tfevents -------------------------------------------------------------------------------- /notebook/catboost_info/learn_error.tsv: -------------------------------------------------------------------------------- 1 | iter RMSE 2 | 0 14.59871775 3 | 1 14.22518863 4 | 2 13.8866124 5 | 3 13.52356875 6 | 4 13.18870211 7 | 5 12.9124226 8 | 6 12.60003351 9 | 7 12.32990573 10 | 8 12.0660619 11 | 9 11.77309809 12 | 10 11.49227636 13 | 11 11.26264833 14 | 12 11.04260393 15 | 13 10.79916926 16 | 14 10.5541002 17 | 15 10.31918115 18 | 16 10.10004441 19 | 17 9.894556723 20 | 18 9.690174082 21 | 19 9.506034866 22 | 20 9.338524633 23 | 21 9.170203312 24 | 22 9.010299969 25 | 23 8.843866678 26 | 24 8.690548059 27 | 25 8.555307687 28 | 26 8.413851302 29 | 27 8.29256019 30 | 28 8.162193833 31 | 29 8.040736294 32 | 30 7.921220278 33 | 31 7.809589039 34 | 32 7.699675801 35 | 33 7.60645267 36 | 34 7.498880302 37 | 35 7.401158744 38 | 36 7.306431077 39 | 37 7.223863468 40 | 38 7.143477682 41 | 39 7.062817131 42 | 40 6.990793435 43 | 41 6.931862224 44 | 42 6.858296558 45 | 43 6.786268161 46 | 44 6.717118549 47 | 45 6.652948106 48 | 46 6.589686076 49 | 47 6.531283097 50 | 48 6.471368031 51 | 49 6.416481395 52 | 50 6.369870822 53 | 51 6.325678067 54 | 52 6.275766122 55 | 53 6.224773967 56 | 54 6.182249254 57 | 55 6.139904173 58 | 56 6.100525536 59 | 57 6.062568564 60 | 58 6.030559288 61 | 59 5.997931376 62 | 60 5.964103835 63 | 61 5.933729724 64 | 62 5.901932711 65 | 63 5.873727795 66 | 64 5.846485734 67 | 65 5.820630862 68 | 66 5.793646238 69 | 67 5.765388646 70 | 68 5.747073912 71 | 69 5.722315217 72 | 70 5.699970599 73 | 71 5.682732647 74 | 72 5.663525791 75 | 73 5.642381613 76 | 74 5.621404779 77 | 75 5.602460129 78 | 76 5.587337574 79 | 77 5.572393026 80 | 78 5.558425806 81 | 79 5.541518902 82 | 80 5.526157283 83 | 81 5.511746977 84 | 82 5.504975022 85 | 83 5.493980522 86 | 84 5.480745463 87 | 85 5.464052013 88 | 86 5.449143727 89 | 87 5.438255432 90 | 88 5.425927931 91 | 89 5.412331217 92 | 90 5.400691499 93 | 91 5.391618744 94 | 92 5.380766572 95 | 93 5.372207183 96 | 94 5.362918837 97 | 95 5.348292324 98 | 96 5.339772295 99 | 97 5.331515983 100 | 98 5.323861644 101 | 99 5.313277281 102 | 100 5.30685627 103 | 101 5.29652059 104 | 102 5.288350766 105 | 103 5.27993346 106 | 104 5.271789139 107 | 105 5.262684686 108 | 106 5.251619772 109 | 107 5.241012171 110 | 108 5.232684032 111 | 109 5.224267141 112 | 110 5.216324968 113 | 111 5.211102527 114 | 112 5.206364257 115 | 113 5.196937641 116 | 114 5.190746047 117 | 115 5.181885213 118 | 116 5.178293568 119 | 117 5.170991438 120 | 118 5.166257212 121 | 119 5.161421246 122 | 120 5.158223542 123 | 121 5.15470988 124 | 122 5.146388143 125 | 123 5.139529364 126 | 124 5.134276023 127 | 125 5.128536065 128 | 126 5.123300353 129 | 127 5.116200518 130 | 128 5.108728704 131 | 129 5.104075866 132 | 130 5.100317606 133 | 131 5.095814182 134 | 132 5.092146915 135 | 133 5.085258329 136 | 134 5.079219421 137 | 135 5.076476829 138 | 136 5.072133867 139 | 137 5.067031564 140 | 138 5.061358312 141 | 139 5.056759124 142 | 140 5.050254 143 | 141 5.048376474 144 | 142 5.042603751 145 | 143 5.037477349 146 | 144 5.03230489 147 | 145 5.025976187 148 | 146 5.01952451 149 | 147 5.017569424 150 | 148 5.008962367 151 | 149 5.003880266 152 | 150 4.996387564 153 | 151 4.993361683 154 | 152 4.99005752 155 | 153 4.986908764 156 | 154 4.985207175 157 | 155 4.979003494 158 | 156 4.973142217 159 | 157 4.967056696 160 | 158 4.961460696 161 | 159 4.954240363 162 | 160 4.952320707 163 | 161 4.948337777 164 | 162 4.943228639 165 | 163 4.938545759 166 | 164 4.935330572 167 | 165 4.932051543 168 | 166 4.928964153 169 | 167 4.922860227 170 | 168 4.917668772 171 | 169 4.910365386 172 | 170 4.906457206 173 | 171 4.901996508 174 | 172 4.896816173 175 | 173 4.891123132 176 | 174 4.887630202 177 | 175 4.885259712 178 | 176 4.880659728 179 | 177 4.877299723 180 | 178 4.874038772 181 | 179 4.86943698 182 | 180 4.861268711 183 | 181 4.858673056 184 | 182 4.854036207 185 | 183 4.85130244 186 | 184 4.847510084 187 | 185 4.845691673 188 | 186 4.842058646 189 | 187 4.838623675 190 | 188 4.834602161 191 | 189 4.830858976 192 | 190 4.827590511 193 | 191 4.822246226 194 | 192 4.816686395 195 | 193 4.814797121 196 | 194 4.811639392 197 | 195 4.804813432 198 | 196 4.80251613 199 | 197 4.800087884 200 | 198 4.794773135 201 | 199 4.791664833 202 | 200 4.785989873 203 | 201 4.782387142 204 | 202 4.778623704 205 | 203 4.775772178 206 | 204 4.77023101 207 | 205 4.764496689 208 | 206 4.763138716 209 | 207 4.758053283 210 | 208 4.755063788 211 | 209 4.752465267 212 | 210 4.748067377 213 | 211 4.744163298 214 | 212 4.736670896 215 | 213 4.73349255 216 | 214 4.731864595 217 | 215 4.728398311 218 | 216 4.723865975 219 | 217 4.723483365 220 | 218 4.72095416 221 | 219 4.716173382 222 | 220 4.710563974 223 | 221 4.707160263 224 | 222 4.70408351 225 | 223 4.702501831 226 | 224 4.700269738 227 | 225 4.695346302 228 | 226 4.689769299 229 | 227 4.687919514 230 | 228 4.682982074 231 | 229 4.679578702 232 | 230 4.675751423 233 | 231 4.672710726 234 | 232 4.6690533 235 | 233 4.667595702 236 | 234 4.664241291 237 | 235 4.662246999 238 | 236 4.658668443 239 | 237 4.658017572 240 | 238 4.657656705 241 | 239 4.653242871 242 | 240 4.6507302 243 | 241 4.647671336 244 | 242 4.645506007 245 | 243 4.641297906 246 | 244 4.63798107 247 | 245 4.635062318 248 | 246 4.631606017 249 | 247 4.630215494 250 | 248 4.62729814 251 | 249 4.624691756 252 | 250 4.621840053 253 | 251 4.619602091 254 | 252 4.613584029 255 | 253 4.6119388 256 | 254 4.60870702 257 | 255 4.604771557 258 | 256 4.604231277 259 | 257 4.600750354 260 | 258 4.596488253 261 | 259 4.59470784 262 | 260 4.588818005 263 | 261 4.585054174 264 | 262 4.581471435 265 | 263 4.577555199 266 | 264 4.57457145 267 | 265 4.573029224 268 | 266 4.571326203 269 | 267 4.571019224 270 | 268 4.565766631 271 | 269 4.563383471 272 | 270 4.558165805 273 | 271 4.55629209 274 | 272 4.549383848 275 | 273 4.546227503 276 | 274 4.540620977 277 | 275 4.532898237 278 | 276 4.529757367 279 | 277 4.52579294 280 | 278 4.521572155 281 | 279 4.518818099 282 | 280 4.514012334 283 | 281 4.508331416 284 | 282 4.506038537 285 | 283 4.505805643 286 | 284 4.501550352 287 | 285 4.494692643 288 | 286 4.489330245 289 | 287 4.484826955 290 | 288 4.478285428 291 | 289 4.475311671 292 | 290 4.471581298 293 | 291 4.469164956 294 | 292 4.462068024 295 | 293 4.458540976 296 | 294 4.455757458 297 | 295 4.453027414 298 | 296 4.450659338 299 | 297 4.444696901 300 | 298 4.442052813 301 | 299 4.440036756 302 | 300 4.435017051 303 | 301 4.429962125 304 | 302 4.427666256 305 | 303 4.425030004 306 | 304 4.422588771 307 | 305 4.418936667 308 | 306 4.416887976 309 | 307 4.413773354 310 | 308 4.411129391 311 | 309 4.40850819 312 | 310 4.404880292 313 | 311 4.404593827 314 | 312 4.402139942 315 | 313 4.400284725 316 | 314 4.395805521 317 | 315 4.392838833 318 | 316 4.389213061 319 | 317 4.3861981 320 | 318 4.385054234 321 | 319 4.379364607 322 | 320 4.378387619 323 | 321 4.375816727 324 | 322 4.374600202 325 | 323 4.37098897 326 | 324 4.367418484 327 | 325 4.363584638 328 | 326 4.360770706 329 | 327 4.358675808 330 | 328 4.354228195 331 | 329 4.353773425 332 | 330 4.351648009 333 | 331 4.348209927 334 | 332 4.345852733 335 | 333 4.34237339 336 | 334 4.340814362 337 | 335 4.339707068 338 | 336 4.335430786 339 | 337 4.33521887 340 | 338 4.328507238 341 | 339 4.326140732 342 | 340 4.323785636 343 | 341 4.320632534 344 | 342 4.31973724 345 | 343 4.318000924 346 | 344 4.312713628 347 | 345 4.308220789 348 | 346 4.305890947 349 | 347 4.305137856 350 | 348 4.304787172 351 | 349 4.30350134 352 | 350 4.30293809 353 | 351 4.299548459 354 | 352 4.294768408 355 | 353 4.294581479 356 | 354 4.292551604 357 | 355 4.288628894 358 | 356 4.287802767 359 | 357 4.284566905 360 | 358 4.27890232 361 | 359 4.276938023 362 | 360 4.273425094 363 | 361 4.269726505 364 | 362 4.265565857 365 | 363 4.262117173 366 | 364 4.259185148 367 | 365 4.257668507 368 | 366 4.253432436 369 | 367 4.250216667 370 | 368 4.24514828 371 | 369 4.244015772 372 | 370 4.240329192 373 | 371 4.236718014 374 | 372 4.233495944 375 | 373 4.230357491 376 | 374 4.227381215 377 | 375 4.226169067 378 | 376 4.225963861 379 | 377 4.224346548 380 | 378 4.222595381 381 | 379 4.219700938 382 | 380 4.216356207 383 | 381 4.214326494 384 | 382 4.212901398 385 | 383 4.211331091 386 | 384 4.208624791 387 | 385 4.204659106 388 | 386 4.202968852 389 | 387 4.197261935 390 | 388 4.196934403 391 | 389 4.192479929 392 | 390 4.190243116 393 | 391 4.185852431 394 | 392 4.180967944 395 | 393 4.178283162 396 | 394 4.176341157 397 | 395 4.176041504 398 | 396 4.175564513 399 | 397 4.170830274 400 | 398 4.167804808 401 | 399 4.165860548 402 | 400 4.160950571 403 | 401 4.158544115 404 | 402 4.154448767 405 | 403 4.15197457 406 | 404 4.149562679 407 | 405 4.149327961 408 | 406 4.147444889 409 | 407 4.147254809 410 | 408 4.144589165 411 | 409 4.141691034 412 | 410 4.138893468 413 | 411 4.136964597 414 | 412 4.133773523 415 | 413 4.131363444 416 | 414 4.130228592 417 | 415 4.12884186 418 | 416 4.12413494 419 | 417 4.119422508 420 | 418 4.117038244 421 | 419 4.116067631 422 | 420 4.110343455 423 | 421 4.105604544 424 | 422 4.103390131 425 | 423 4.096724402 426 | 424 4.093431279 427 | 425 4.091412744 428 | 426 4.091192901 429 | 427 4.088994581 430 | 428 4.087845355 431 | 429 4.083650279 432 | 430 4.079840652 433 | 431 4.075707828 434 | 432 4.071345409 435 | 433 4.067460475 436 | 434 4.064914749 437 | 435 4.063823175 438 | 436 4.058898471 439 | 437 4.054120355 440 | 438 4.052715901 441 | 439 4.052114167 442 | 440 4.051377267 443 | 441 4.049275336 444 | 442 4.047099198 445 | 443 4.044348685 446 | 444 4.042822379 447 | 445 4.041258611 448 | 446 4.040044254 449 | 447 4.036860137 450 | 448 4.036372284 451 | 449 4.03368231 452 | 450 4.032439519 453 | 451 4.032008634 454 | 452 4.030034932 455 | 453 4.028173412 456 | 454 4.023806097 457 | 455 4.020239186 458 | 456 4.017384838 459 | 457 4.016468229 460 | 458 4.014530169 461 | 459 4.012884822 462 | 460 4.008924707 463 | 461 4.008286778 464 | 462 4.006444202 465 | 463 4.003284363 466 | 464 3.999811484 467 | 465 3.997483319 468 | 466 3.99708333 469 | 467 3.995860263 470 | 468 3.994131111 471 | 469 3.993125499 472 | 470 3.992954084 473 | 471 3.990635743 474 | 472 3.986678254 475 | 473 3.986393291 476 | 474 3.986152671 477 | 475 3.985596662 478 | 476 3.983853457 479 | 477 3.983263928 480 | 478 3.980067202 481 | 479 3.978115407 482 | 480 3.972661644 483 | 481 3.969938254 484 | 482 3.968211434 485 | 483 3.966113368 486 | 484 3.962246044 487 | 485 3.961319703 488 | 486 3.96078191 489 | 487 3.958913633 490 | 488 3.957428286 491 | 489 3.952641965 492 | 490 3.951486786 493 | 491 3.94938344 494 | 492 3.947297924 495 | 493 3.946284886 496 | 494 3.943288204 497 | 495 3.943076488 498 | 496 3.942347078 499 | 497 3.940251541 500 | 498 3.939011019 501 | 499 3.938760512 502 | 500 3.934522727 503 | 501 3.930091193 504 | 502 3.927671752 505 | 503 3.927280041 506 | 504 3.925987561 507 | 505 3.921645957 508 | 506 3.920333743 509 | 507 3.918659461 510 | 508 3.916124385 511 | 509 3.913849268 512 | 510 3.912826119 513 | 511 3.910034145 514 | 512 3.90792379 515 | 513 3.907823851 516 | 514 3.904527401 517 | 515 3.903378283 518 | 516 3.902170135 519 | 517 3.899435429 520 | 518 3.897497505 521 | 519 3.896426119 522 | 520 3.896044669 523 | 521 3.892795942 524 | 522 3.892413888 525 | 523 3.891738985 526 | 524 3.88822057 527 | 525 3.883837053 528 | 526 3.881769742 529 | 527 3.880356898 530 | 528 3.879250273 531 | 529 3.877174493 532 | 530 3.875854201 533 | 531 3.873189396 534 | 532 3.871583368 535 | 533 3.869622679 536 | 534 3.866860164 537 | 535 3.864498444 538 | 536 3.861416322 539 | 537 3.860265769 540 | 538 3.859328725 541 | 539 3.858521278 542 | 540 3.85599111 543 | 541 3.852379816 544 | 542 3.851327537 545 | 543 3.847854898 546 | 544 3.847083414 547 | 545 3.845397429 548 | 546 3.841933528 549 | 547 3.840996474 550 | 548 3.838355966 551 | 549 3.83342799 552 | 550 3.828161535 553 | 551 3.823502399 554 | 552 3.820068862 555 | 553 3.817951642 556 | 554 3.815785958 557 | 555 3.81503012 558 | 556 3.813529315 559 | 557 3.808881326 560 | 558 3.808740434 561 | 559 3.80714352 562 | 560 3.80573346 563 | 561 3.803370052 564 | 562 3.803215211 565 | 563 3.801309667 566 | 564 3.800003847 567 | 565 3.798026138 568 | 566 3.794745847 569 | 567 3.794312041 570 | 568 3.792205926 571 | 569 3.788991061 572 | 570 3.787391572 573 | 571 3.7826445 574 | 572 3.781700331 575 | 573 3.780045374 576 | 574 3.775462644 577 | 575 3.773711943 578 | 576 3.772415806 579 | 577 3.770170875 580 | 578 3.765166479 581 | 579 3.763976102 582 | 580 3.760761708 583 | 581 3.758155662 584 | 582 3.756844548 585 | 583 3.753098923 586 | 584 3.751618946 587 | 585 3.751398464 588 | 586 3.749920103 589 | 587 3.748237465 590 | 588 3.746021536 591 | 589 3.74417648 592 | 590 3.738788389 593 | 591 3.736021611 594 | 592 3.734546151 595 | 593 3.733527479 596 | 594 3.733026392 597 | 595 3.730314752 598 | 596 3.727342596 599 | 597 3.725459604 600 | 598 3.723158842 601 | 599 3.722362756 602 | 600 3.721443615 603 | 601 3.720743486 604 | 602 3.720215334 605 | 603 3.719436563 606 | 604 3.715046574 607 | 605 3.71443396 608 | 606 3.712938941 609 | 607 3.712814764 610 | 608 3.71235348 611 | 609 3.711223749 612 | 610 3.710755648 613 | 611 3.708668039 614 | 612 3.705623591 615 | 613 3.704045802 616 | 614 3.699915209 617 | 615 3.696182221 618 | 616 3.694263278 619 | 617 3.693810229 620 | 618 3.690900932 621 | 619 3.688020895 622 | 620 3.685491894 623 | 621 3.684328128 624 | 622 3.680640153 625 | 623 3.678932783 626 | 624 3.674167041 627 | 625 3.672200976 628 | 626 3.670606604 629 | 627 3.665506042 630 | 628 3.664214007 631 | 629 3.66261643 632 | 630 3.662118449 633 | 631 3.660871366 634 | 632 3.656695243 635 | 633 3.654497801 636 | 634 3.654189134 637 | 635 3.653957699 638 | 636 3.651920725 639 | 637 3.65106705 640 | 638 3.650612844 641 | 639 3.649884732 642 | 640 3.646276182 643 | 641 3.645808194 644 | 642 3.645042989 645 | 643 3.639864499 646 | 644 3.637318478 647 | 645 3.636344905 648 | 646 3.634754643 649 | 647 3.630724975 650 | 648 3.629408252 651 | 649 3.62790646 652 | 650 3.627388973 653 | 651 3.625163557 654 | 652 3.623701985 655 | 653 3.622342639 656 | 654 3.621130639 657 | 655 3.619125665 658 | 656 3.618878783 659 | 657 3.616207429 660 | 658 3.61206486 661 | 659 3.611955873 662 | 660 3.610713743 663 | 661 3.610044025 664 | 662 3.607342669 665 | 663 3.602510618 666 | 664 3.600492392 667 | 665 3.597171065 668 | 666 3.594358798 669 | 667 3.593945251 670 | 668 3.593607748 671 | 669 3.592238714 672 | 670 3.590144654 673 | 671 3.587151536 674 | 672 3.586070865 675 | 673 3.585102746 676 | 674 3.584362847 677 | 675 3.581407561 678 | 676 3.57919422 679 | 677 3.577632204 680 | 678 3.573911195 681 | 679 3.573408216 682 | 680 3.571076482 683 | 681 3.568177107 684 | 682 3.564824621 685 | 683 3.562475026 686 | 684 3.561226889 687 | 685 3.559383467 688 | 686 3.555209766 689 | 687 3.55345383 690 | 688 3.552300968 691 | 689 3.551253986 692 | 690 3.549807725 693 | 691 3.547992926 694 | 692 3.545438607 695 | 693 3.543313763 696 | 694 3.542962896 697 | 695 3.539800465 698 | 696 3.53953187 699 | 697 3.536332425 700 | 698 3.534993327 701 | 699 3.531637011 702 | 700 3.531040284 703 | 701 3.529973872 704 | 702 3.527325183 705 | 703 3.527200815 706 | 704 3.523459911 707 | 705 3.522729934 708 | 706 3.522260582 709 | 707 3.518641591 710 | 708 3.516856405 711 | 709 3.515083413 712 | 710 3.514671214 713 | 711 3.512617621 714 | 712 3.510747971 715 | 713 3.508149266 716 | 714 3.504557165 717 | 715 3.501367208 718 | 716 3.497593362 719 | 717 3.496291169 720 | 718 3.49330374 721 | 719 3.490044385 722 | 720 3.488891789 723 | 721 3.486869081 724 | 722 3.486303638 725 | 723 3.486035862 726 | 724 3.482668951 727 | 725 3.47820549 728 | 726 3.474392283 729 | 727 3.472268163 730 | 728 3.471209164 731 | 729 3.470049971 732 | 730 3.469078654 733 | 731 3.468643292 734 | 732 3.468134848 735 | 733 3.467820182 736 | 734 3.465776156 737 | 735 3.463037608 738 | 736 3.45965637 739 | 737 3.457275091 740 | 738 3.455522955 741 | 739 3.451270508 742 | 740 3.450978947 743 | 741 3.450608492 744 | 742 3.448122004 745 | 743 3.445646714 746 | 744 3.44411263 747 | 745 3.443264164 748 | 746 3.439521363 749 | 747 3.436809225 750 | 748 3.435509465 751 | 749 3.434450277 752 | 750 3.431786753 753 | 751 3.430150302 754 | 752 3.42696281 755 | 753 3.426870334 756 | 754 3.425200309 757 | 755 3.423383783 758 | 756 3.422752979 759 | 757 3.420845924 760 | 758 3.418917862 761 | 759 3.417095735 762 | 760 3.414391848 763 | 761 3.41426711 764 | 762 3.411976013 765 | 763 3.408614844 766 | 764 3.407906721 767 | 765 3.407494015 768 | 766 3.406287128 769 | 767 3.404600442 770 | 768 3.404012662 771 | 769 3.400398762 772 | 770 3.399737714 773 | 771 3.399185251 774 | 772 3.397245411 775 | 773 3.396229831 776 | 774 3.394002836 777 | 775 3.389617243 778 | 776 3.385426488 779 | 777 3.385072258 780 | 778 3.383842366 781 | 779 3.380110746 782 | 780 3.378595218 783 | 781 3.377371219 784 | 782 3.375814782 785 | 783 3.374195887 786 | 784 3.373704309 787 | 785 3.372971757 788 | 786 3.371565136 789 | 787 3.3700309 790 | 788 3.368186663 791 | 789 3.366710398 792 | 790 3.364598042 793 | 791 3.36348442 794 | 792 3.362001759 795 | 793 3.361580401 796 | 794 3.359543675 797 | 795 3.35766119 798 | 796 3.354592969 799 | 797 3.350985986 800 | 798 3.349589624 801 | 799 3.349110856 802 | 800 3.345315441 803 | 801 3.34397474 804 | 802 3.343800902 805 | 803 3.342329465 806 | 804 3.34220347 807 | 805 3.341279219 808 | 806 3.337329521 809 | 807 3.336708453 810 | 808 3.333252703 811 | 809 3.332186769 812 | 810 3.330594851 813 | 811 3.327867442 814 | 812 3.327563111 815 | 813 3.326308994 816 | 814 3.326249879 817 | 815 3.322336238 818 | 816 3.320491154 819 | 817 3.320434271 820 | 818 3.319609638 821 | 819 3.316182682 822 | 820 3.313126612 823 | 821 3.311222803 824 | 822 3.309627335 825 | 823 3.307974895 826 | 824 3.307321505 827 | 825 3.306759087 828 | 826 3.30484037 829 | 827 3.30201994 830 | 828 3.299302297 831 | 829 3.298132671 832 | 830 3.296976183 833 | 831 3.293144745 834 | 832 3.290284404 835 | 833 3.288285745 836 | 834 3.286662667 837 | 835 3.285692682 838 | 836 3.284565611 839 | 837 3.283897383 840 | 838 3.280712855 841 | 839 3.280468341 842 | 840 3.277814895 843 | 841 3.276316385 844 | 842 3.27557063 845 | 843 3.27499628 846 | 844 3.273569958 847 | 845 3.269665595 848 | 846 3.267984685 849 | 847 3.267702508 850 | 848 3.266671924 851 | 849 3.265359825 852 | 850 3.2618983 853 | 851 3.260456253 854 | 852 3.258389147 855 | 853 3.258108469 856 | 854 3.256424936 857 | 855 3.254817983 858 | 856 3.253898449 859 | 857 3.253023652 860 | 858 3.252845542 861 | 859 3.252316026 862 | 860 3.24975301 863 | 861 3.249151075 864 | 862 3.246257135 865 | 863 3.243826471 866 | 864 3.243190653 867 | 865 3.24008797 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-------------------------------------------------------------------------------- /notebook/catboost_info/time_left.tsv: -------------------------------------------------------------------------------- 1 | iter Passed Remaining 2 | 0 147 147640 3 | 1 148 74209 4 | 2 149 49696 5 | 3 150 37425 6 | 4 151 30082 7 | 5 152 25201 8 | 6 153 21716 9 | 7 154 19099 10 | 8 154 17048 11 | 9 155 15408 12 | 10 156 14059 13 | 11 157 12935 14 | 12 157 11993 15 | 13 158 11186 16 | 14 159 10486 17 | 15 160 9875 18 | 16 161 9332 19 | 17 162 8844 20 | 18 162 8412 21 | 19 163 8035 22 | 20 165 7711 23 | 21 166 7395 24 | 22 167 7110 25 | 23 168 6842 26 | 24 169 6592 27 | 25 169 6361 28 | 26 170 6155 29 | 27 171 5962 30 | 28 172 5775 31 | 29 173 5600 32 | 30 174 5439 33 | 31 174 5289 34 | 32 175 5147 35 | 33 176 5012 36 | 34 177 4884 37 | 35 177 4766 38 | 36 178 4651 39 | 37 179 4542 40 | 38 180 4440 41 | 39 180 4342 42 | 40 181 4253 43 | 41 182 4170 44 | 42 184 4096 45 | 43 184 4017 46 | 44 185 3941 47 | 45 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365 652 | 650 679 364 653 | 651 679 362 654 | 652 680 361 655 | 653 681 360 656 | 654 682 359 657 | 655 682 358 658 | 656 683 356 659 | 657 684 355 660 | 658 685 354 661 | 659 686 353 662 | 660 687 352 663 | 661 687 351 664 | 662 688 350 665 | 663 689 348 666 | 664 690 348 667 | 665 691 346 668 | 666 692 345 669 | 667 693 344 670 | 668 694 343 671 | 669 695 342 672 | 670 695 341 673 | 671 696 340 674 | 672 697 338 675 | 673 698 337 676 | 674 699 336 677 | 675 699 335 678 | 676 700 334 679 | 677 701 333 680 | 678 702 331 681 | 679 702 330 682 | 680 703 329 683 | 681 704 328 684 | 682 705 327 685 | 683 705 326 686 | 684 706 325 687 | 685 707 323 688 | 686 708 322 689 | 687 709 321 690 | 688 710 320 691 | 689 711 319 692 | 690 711 318 693 | 691 712 317 694 | 692 713 316 695 | 693 714 315 696 | 694 715 313 697 | 695 716 312 698 | 696 716 311 699 | 697 717 310 700 | 698 718 309 701 | 699 719 308 702 | 700 720 307 703 | 701 720 306 704 | 702 721 304 705 | 703 722 303 706 | 704 723 302 707 | 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931 | 929 908 68 932 | 930 909 67 933 | 931 909 66 934 | 932 910 65 935 | 933 911 64 936 | 934 912 63 937 | 935 912 62 938 | 936 913 61 939 | 937 914 60 940 | 938 915 59 941 | 939 916 58 942 | 940 916 57 943 | 941 917 56 944 | 942 918 55 945 | 943 919 54 946 | 944 920 53 947 | 945 921 52 948 | 946 921 51 949 | 947 922 50 950 | 948 923 49 951 | 949 924 48 952 | 950 924 47 953 | 951 926 46 954 | 952 926 45 955 | 953 927 44 956 | 954 928 43 957 | 955 929 42 958 | 956 929 41 959 | 957 930 40 960 | 958 931 39 961 | 959 932 38 962 | 960 933 37 963 | 961 934 36 964 | 962 934 35 965 | 963 935 34 966 | 964 936 33 967 | 965 936 32 968 | 966 937 32 969 | 967 938 31 970 | 968 939 30 971 | 969 940 29 972 | 970 940 28 973 | 971 941 27 974 | 972 942 26 975 | 973 943 25 976 | 974 943 24 977 | 975 944 23 978 | 976 945 22 979 | 977 946 21 980 | 978 947 20 981 | 979 947 19 982 | 980 948 18 983 | 981 949 17 984 | 982 950 16 985 | 983 951 15 986 | 984 952 14 987 | 985 953 13 988 | 986 954 12 989 | 987 955 11 990 | 988 956 10 991 | 989 956 9 992 | 990 957 8 993 | 991 958 7 994 | 992 959 6 995 | 993 960 5 996 | 994 960 4 997 | 995 961 3 998 | 996 962 2 999 | 997 963 1 1000 | 998 963 0 1001 | 999 964 0 1002 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | pandas 2 | numpy 3 | seaborn 4 | matplotlib 5 | scikit-learn 6 | catboost 7 | xgboost 8 | dill 9 | Flask 10 | -e . 11 | 12 | -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- 1 | from setuptools import find_packages, setup 2 | 3 | setup( 4 | name="mlproject", 5 | version="0.0.1", 6 | author="Krish", 7 | author_email="krishnaik06@gmail.com", 8 | packages=find_packages(), 9 | install_requires=[], 10 | ) -------------------------------------------------------------------------------- /src/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/krishnaik06/ML-Project-Azure/668364e48f51f51ec2d08fc8146d51601a4b0155/src/__init__.py -------------------------------------------------------------------------------- /src/components/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/krishnaik06/ML-Project-Azure/668364e48f51f51ec2d08fc8146d51601a4b0155/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 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 | @dataclass 16 | class DataIngestionConfig: 17 | train_data_path: str=os.path.join('artifacts',"train.csv") 18 | test_data_path: str=os.path.join('artifacts',"test.csv") 19 | raw_data_path: str=os.path.join('artifacts',"data.csv") 20 | 21 | class DataIngestion: 22 | def __init__(self): 23 | self.ingestion_config=DataIngestionConfig() 24 | 25 | def initiate_data_ingestion(self): 26 | logging.info("Entered the data ingestion method or component") 27 | try: 28 | df=pd.read_csv('notebook\data\stud.csv') 29 | logging.info('Read the dataset as dataframe') 30 | 31 | os.makedirs(os.path.dirname(self.ingestion_config.train_data_path),exist_ok=True) 32 | 33 | df.to_csv(self.ingestion_config.raw_data_path,index=False,header=True) 34 | 35 | logging.info("Train test split initiated") 36 | train_set,test_set=train_test_split(df,test_size=0.2,random_state=42) 37 | 38 | train_set.to_csv(self.ingestion_config.train_data_path,index=False,header=True) 39 | 40 | test_set.to_csv(self.ingestion_config.test_data_path,index=False,header=True) 41 | 42 | logging.info("Inmgestion of the data iss completed") 43 | 44 | return( 45 | self.ingestion_config.train_data_path, 46 | self.ingestion_config.test_data_path 47 | 48 | ) 49 | except Exception as e: 50 | raise CustomException(e,sys) 51 | 52 | if __name__=="__main__": 53 | obj=DataIngestion() 54 | train_data,test_data=obj.initiate_data_ingestion() 55 | 56 | data_transformation=DataTransformation() 57 | train_arr,test_arr,_=data_transformation.initiate_data_transformation(train_data,test_data) 58 | 59 | modeltrainer=ModelTrainer() 60 | print(modeltrainer.initiate_model_trainer(train_arr,test_arr)) 61 | 62 | 63 | 64 | -------------------------------------------------------------------------------- /src/components/data_transformation.py: -------------------------------------------------------------------------------- 1 | import sys 2 | from dataclasses import dataclass 3 | 4 | import numpy as np 5 | import pandas as pd 6 | from sklearn.compose import ColumnTransformer 7 | from sklearn.impute import SimpleImputer 8 | from sklearn.pipeline import Pipeline 9 | from sklearn.preprocessing import OneHotEncoder,StandardScaler 10 | 11 | from src.exception import CustomException 12 | from src.logger import logging 13 | import os 14 | 15 | from src.utils import save_object 16 | 17 | @dataclass 18 | class DataTransformationConfig: 19 | preprocessor_obj_file_path=os.path.join('artifacts',"proprocessor.pkl") 20 | 21 | class DataTransformation: 22 | def __init__(self): 23 | self.data_transformation_config=DataTransformationConfig() 24 | 25 | def get_data_transformer_object(self): 26 | ''' 27 | This function si responsible for data trnasformation 28 | 29 | ''' 30 | try: 31 | numerical_columns = ["writing_score", "reading_score"] 32 | categorical_columns = [ 33 | "gender", 34 | "race_ethnicity", 35 | "parental_level_of_education", 36 | "lunch", 37 | "test_preparation_course", 38 | ] 39 | 40 | num_pipeline= Pipeline( 41 | steps=[ 42 | ("imputer",SimpleImputer(strategy="median")), 43 | ("scaler",StandardScaler()) 44 | 45 | ] 46 | ) 47 | 48 | cat_pipeline=Pipeline( 49 | 50 | steps=[ 51 | ("imputer",SimpleImputer(strategy="most_frequent")), 52 | ("one_hot_encoder",OneHotEncoder()), 53 | ("scaler",StandardScaler(with_mean=False)) 54 | ] 55 | 56 | ) 57 | 58 | logging.info(f"Categorical columns: {categorical_columns}") 59 | logging.info(f"Numerical columns: {numerical_columns}") 60 | 61 | preprocessor=ColumnTransformer( 62 | [ 63 | ("num_pipeline",num_pipeline,numerical_columns), 64 | ("cat_pipelines",cat_pipeline,categorical_columns) 65 | 66 | ] 67 | 68 | 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 | 78 | try: 79 | train_df=pd.read_csv(train_path) 80 | test_df=pd.read_csv(test_path) 81 | 82 | logging.info("Read train and test data completed") 83 | 84 | logging.info("Obtaining preprocessing object") 85 | 86 | preprocessing_obj=self.get_data_transformer_object() 87 | 88 | target_column_name="math_score" 89 | numerical_columns = ["writing_score", "reading_score"] 90 | 91 | input_feature_train_df=train_df.drop(columns=[target_column_name],axis=1) 92 | target_feature_train_df=train_df[target_column_name] 93 | 94 | input_feature_test_df=test_df.drop(columns=[target_column_name],axis=1) 95 | target_feature_test_df=test_df[target_column_name] 96 | 97 | logging.info( 98 | f"Applying preprocessing object on training dataframe and testing dataframe." 99 | ) 100 | 101 | input_feature_train_arr=preprocessing_obj.fit_transform(input_feature_train_df) 102 | input_feature_test_arr=preprocessing_obj.transform(input_feature_test_df) 103 | 104 | train_arr = np.c_[ 105 | input_feature_train_arr, np.array(target_feature_train_df) 106 | ] 107 | test_arr = np.c_[input_feature_test_arr, np.array(target_feature_test_df)] 108 | 109 | logging.info(f"Saved preprocessing object.") 110 | 111 | save_object( 112 | 113 | file_path=self.data_transformation_config.preprocessor_obj_file_path, 114 | obj=preprocessing_obj 115 | 116 | ) 117 | 118 | return ( 119 | train_arr, 120 | test_arr, 121 | self.data_transformation_config.preprocessor_obj_file_path, 122 | ) 123 | except Exception as e: 124 | raise CustomException(e,sys) 125 | -------------------------------------------------------------------------------- /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 ( 7 | AdaBoostRegressor, 8 | GradientBoostingRegressor, 9 | RandomForestRegressor, 10 | ) 11 | from sklearn.linear_model import LinearRegression 12 | from sklearn.metrics import r2_score 13 | from sklearn.neighbors import KNeighborsRegressor 14 | from sklearn.tree import DecisionTreeRegressor 15 | from xgboost import XGBRegressor 16 | 17 | from src.exception import CustomException 18 | from src.logger import logging 19 | 20 | from src.utils import save_object,evaluate_models 21 | 22 | @dataclass 23 | class ModelTrainerConfig: 24 | trained_model_file_path=os.path.join("artifacts","model.pkl") 25 | 26 | class ModelTrainer: 27 | def __init__(self): 28 | self.model_trainer_config=ModelTrainerConfig() 29 | 30 | 31 | def initiate_model_trainer(self,train_array,test_array): 32 | try: 33 | logging.info("Split training and test input data") 34 | X_train,y_train,X_test,y_test=( 35 | train_array[:,:-1], 36 | train_array[:,-1], 37 | test_array[:,:-1], 38 | test_array[:,-1] 39 | ) 40 | models = { 41 | "Random Forest": RandomForestRegressor(), 42 | "Decision Tree": DecisionTreeRegressor(), 43 | "Gradient Boosting": GradientBoostingRegressor(), 44 | "Linear Regression": LinearRegression(), 45 | "XGBRegressor": XGBRegressor(), 46 | "CatBoosting Regressor": CatBoostRegressor(verbose=False), 47 | "AdaBoost Regressor": AdaBoostRegressor(), 48 | } 49 | params={ 50 | "Decision Tree": { 51 | 'criterion':['squared_error', 'friedman_mse', 'absolute_error', 'poisson'], 52 | # 'splitter':['best','random'], 53 | # 'max_features':['sqrt','log2'], 54 | }, 55 | "Random Forest":{ 56 | # 'criterion':['squared_error', 'friedman_mse', 'absolute_error', 'poisson'], 57 | 58 | # 'max_features':['sqrt','log2',None], 59 | 'n_estimators': [8,16,32,64,128,256] 60 | }, 61 | "Gradient Boosting":{ 62 | # 'loss':['squared_error', 'huber', 'absolute_error', 'quantile'], 63 | 'learning_rate':[.1,.01,.05,.001], 64 | 'subsample':[0.6,0.7,0.75,0.8,0.85,0.9], 65 | # 'criterion':['squared_error', 'friedman_mse'], 66 | # 'max_features':['auto','sqrt','log2'], 67 | 'n_estimators': [8,16,32,64,128,256] 68 | }, 69 | "Linear Regression":{}, 70 | "XGBRegressor":{ 71 | 'learning_rate':[.1,.01,.05,.001], 72 | 'n_estimators': [8,16,32,64,128,256] 73 | }, 74 | "CatBoosting Regressor":{ 75 | 'depth': [6,8,10], 76 | 'learning_rate': [0.01, 0.05, 0.1], 77 | 'iterations': [30, 50, 100] 78 | }, 79 | "AdaBoost Regressor":{ 80 | 'learning_rate':[.1,.01,0.5,.001], 81 | # 'loss':['linear','square','exponential'], 82 | 'n_estimators': [8,16,32,64,128,256] 83 | } 84 | 85 | } 86 | 87 | model_report:dict=evaluate_models(X_train=X_train,y_train=y_train,X_test=X_test,y_test=y_test, 88 | models=models,param=params) 89 | 90 | ## To get best model score from dict 91 | best_model_score = max(sorted(model_report.values())) 92 | 93 | ## To get best model name from dict 94 | 95 | best_model_name = list(model_report.keys())[ 96 | list(model_report.values()).index(best_model_score) 97 | ] 98 | best_model = models[best_model_name] 99 | 100 | if best_model_score<0.6: 101 | raise CustomException("No best model found") 102 | logging.info(f"Best found model on both training and testing dataset") 103 | 104 | save_object( 105 | file_path=self.model_trainer_config.trained_model_file_path, 106 | obj=best_model 107 | ) 108 | 109 | predicted=best_model.predict(X_test) 110 | 111 | r2_square = r2_score(y_test, predicted) 112 | return r2_square 113 | 114 | 115 | 116 | 117 | 118 | except Exception as e: 119 | raise CustomException(e,sys) -------------------------------------------------------------------------------- /src/exception.py: -------------------------------------------------------------------------------- 1 | import sys 2 | from src.logger import logging 3 | 4 | def error_message_detail(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 | return error_message 11 | 12 | 13 | 14 | class CustomException(Exception): 15 | def __init__(self,error_message,error_detail:sys): 16 | super().__init__(error_message) 17 | self.error_message=error_message_detail(error_message,error_detail=error_detail) 18 | 19 | def __str__(self): 20 | return self.error_message 21 | 22 | 23 | 24 | -------------------------------------------------------------------------------- /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 | 17 | ) 18 | -------------------------------------------------------------------------------- /src/pipeline/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/krishnaik06/ML-Project-Azure/668364e48f51f51ec2d08fc8146d51601a4b0155/src/pipeline/__init__.py -------------------------------------------------------------------------------- /src/pipeline/predict_pipeline.py: -------------------------------------------------------------------------------- 1 | import sys 2 | import pandas as pd 3 | from src.exception import CustomException 4 | from src.utils import load_object 5 | import os 6 | 7 | 8 | class PredictPipeline: 9 | def __init__(self): 10 | pass 11 | 12 | def predict(self,features): 13 | try: 14 | model_path=os.path.join("artifacts","model.pkl") 15 | preprocessor_path=os.path.join('artifacts','preprocessor.pkl') 16 | model=load_object(file_path=model_path) 17 | preprocessor=load_object(file_path=preprocessor_path) 18 | data_scaled=preprocessor.transform(features) 19 | preds=model.predict(data_scaled) 20 | return preds 21 | 22 | except Exception as e: 23 | raise CustomException(e,sys) 24 | 25 | 26 | 27 | class CustomData: 28 | def __init__( self, 29 | gender: str, 30 | race_ethnicity: str, 31 | parental_level_of_education, 32 | lunch: str, 33 | test_preparation_course: str, 34 | reading_score: int, 35 | writing_score: int): 36 | 37 | self.gender = gender 38 | 39 | self.race_ethnicity = race_ethnicity 40 | 41 | self.parental_level_of_education = parental_level_of_education 42 | 43 | self.lunch = lunch 44 | 45 | self.test_preparation_course = test_preparation_course 46 | 47 | self.reading_score = reading_score 48 | 49 | self.writing_score = writing_score 50 | 51 | def get_data_as_data_frame(self): 52 | try: 53 | custom_data_input_dict = { 54 | "gender": [self.gender], 55 | "race_ethnicity": [self.race_ethnicity], 56 | "parental_level_of_education": [self.parental_level_of_education], 57 | "lunch": [self.lunch], 58 | "test_preparation_course": [self.test_preparation_course], 59 | "reading_score": [self.reading_score], 60 | "writing_score": [self.writing_score], 61 | } 62 | 63 | return pd.DataFrame(custom_data_input_dict) 64 | 65 | except Exception as e: 66 | raise CustomException(e, sys) 67 | 68 | -------------------------------------------------------------------------------- /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.metrics import r2_score 8 | from sklearn.model_selection import GridSearchCV 9 | 10 | from src.exception import CustomException 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 | 28 | for i in range(len(list(models))): 29 | model = list(models.values())[i] 30 | para=param[list(models.keys())[i]] 31 | 32 | gs = GridSearchCV(model,para,cv=3) 33 | gs.fit(X_train,y_train) 34 | 35 | model.set_params(**gs.best_params_) 36 | model.fit(X_train,y_train) 37 | 38 | #model.fit(X_train, y_train) # Train model 39 | 40 | y_train_pred = model.predict(X_train) 41 | 42 | y_test_pred = model.predict(X_test) 43 | 44 | train_model_score = r2_score(y_train, y_train_pred) 45 | 46 | test_model_score = r2_score(y_test, y_test_pred) 47 | 48 | report[list(models.keys())[i]] = test_model_score 49 | 50 | return report 51 | 52 | except Exception as e: 53 | raise CustomException(e, sys) 54 | 55 | def load_object(file_path): 56 | try: 57 | with open(file_path, "rb") as file_obj: 58 | return dill.load(file_obj) 59 | 60 | except Exception as e: 61 | raise CustomException(e, sys) -------------------------------------------------------------------------------- /templates/home.html: -------------------------------------------------------------------------------- 1 | 2 | 3 |
4 |

Student Exam Performance Indicator

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8 | Student Exam Performance Prediction 9 |

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108 | THE prediction is {{results}} 109 |

110 | 111 | -------------------------------------------------------------------------------- /templates/index.html: -------------------------------------------------------------------------------- 1 |

Welcome to the home page

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