initial commit

.gitignore

@@ -0,0 +1,163 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.artifacts/
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/

Dockerfile

@@ -0,0 +1,21 @@
+FROM python:3.8-slim-buster 
+
+# Set working directory 
+WORKDIR /app 
+
+# Copy your application code 
+
+COPY . . 
+# Copy requirements.txt and install dependencies 
+
+COPY requirements.txt ./ 
+RUN pip3 install -r requirements.txt 
+RUN pip3 install gunicorn 
+
+# Expose port that Flask app uses 
+
+EXPOSE 7860 
+
+# Set the entrypoint to run your Flask app 
+
+ENTRYPOINT ["python", "app.py"]

app.py

@@ -0,0 +1,45 @@
+from flask import Flask,request,render_template
+import numpy as np
+import pandas as pd
+
+from sklearn.preprocessing import StandardScaler
+from src.pipeline.predict_pipeline import CustomData,PredictPipeline
+
+application=Flask(__name__)
+
+app=application
+
+## Route for a home page
+
+@app.route('/')
+def index():
+    return render_template('index.html') 
+
+@app.route('/predictdata',methods=['GET','POST'])
+def predict_datapoint():
+    if request.method=='GET':
+        return render_template('home.html')
+    else:
+        data=CustomData(
+            gender=request.form.get('gender'),
+            race_ethnicity=request.form.get('ethnicity'),
+            parental_level_of_education=request.form.get('parental_level_of_education'),
+            lunch=request.form.get('lunch'),
+            test_preparation_course=request.form.get('test_preparation_course'),
+            reading_score=float(request.form.get('writing_score')),
+            writing_score=float(request.form.get('reading_score'))
+
+        )
+        pred_df=data.get_data_as_data_frame()
+        print(pred_df)
+        print("Before Prediction")
+
+        predict_pipeline=PredictPipeline()
+        print("Mid Prediction")
+        results=predict_pipeline.predict(pred_df)
+        print("after Prediction")
+        return render_template('home.html',results=results[0])
+    
+
+if __name__=="__main__":
+    app.run(debug=True,port=7860,host="0.0.0.0")        

artifacts/data.csv

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

artifacts/model.pkl

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artifacts/proprocessor.pkl

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artifacts/test.csv

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+gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score
+female,group C,associate's degree,standard,none,91,86,84
+female,group B,some college,free/reduced,completed,53,66,73
+male,group D,bachelor's degree,standard,none,80,73,72
+male,group C,some college,free/reduced,none,74,77,73
+male,group E,some college,standard,completed,84,83,78
+male,group D,associate's degree,free/reduced,none,81,75,78
+male,group B,associate's degree,free/reduced,completed,69,70,63
+female,group B,some high school,standard,completed,54,61,62
+male,group C,associate's degree,free/reduced,none,87,73,72
+male,group B,some high school,standard,completed,51,54,41
+male,group A,high school,free/reduced,none,45,47,49
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+female,group B,high school,free/reduced,completed,67,80,81
+female,group D,some college,free/reduced,none,49,65,61
+male,group D,some college,standard,completed,85,81,85
+female,group D,some high school,standard,completed,65,78,82
+male,group D,high school,standard,none,53,52,42
+male,group D,bachelor's degree,free/reduced,none,55,46,44
+female,group D,some high school,standard,none,48,58,54
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+male,group C,master's degree,standard,none,79,72,69
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+female,group B,some college,free/reduced,none,74,81,76
+female,group C,associate's degree,standard,none,65,77,74
+female,group D,some high school,standard,completed,61,74,72

artifacts/train.csv

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

requirements.txt

@@ -0,0 +1,9 @@
+pandas
+numpy
+seaborn
+matplotlib
+scikit-learn
+catboost
+xgboost
+Flask
+-e .

setup.py

@@ -0,0 +1,27 @@
+from setuptools import find_packages,setup
+from typing import List
+
+HYPEN_E_DOT='-e .'
+def get_requirements(file_path:str)->List[str]:
+    '''
+    this function will return the list of requirements
+    '''
+    requirements=[]
+    with open(file_path) as file_obj:
+        requirements=file_obj.readlines()
+        requirements=[req.replace("\n","") for req in requirements]
+
+        if HYPEN_E_DOT in requirements:
+            requirements.remove(HYPEN_E_DOT)
+    
+    return requirements
+
+setup(
+name='mlproject',
+version='0.0.1',
+author='adarsh',
+author_email='[email protected]',
+packages=find_packages(),
+install_requires=get_requirements('requirements.txt')
+
+)

src/components/__init__.py

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

src/components/data_ingestion.py

@@ -0,0 +1,64 @@
+import os
+import sys
+import time
+from src.exception import CustomException
+from src.logger import logging
+import pandas as pd
+
+from sklearn.model_selection import train_test_split
+from dataclasses import dataclass
+
+from src.components.data_transformation import DataTransformation
+from src.components.data_transformation import DataTransformationConfig
+
+from src.components.model_trainer import ModelTrainerConfig
+from src.components.model_trainer import ModelTrainer
+
+
+@dataclass
+class DataIngestionConfig:
+    train_data_path: str=os.path.join('artifacts',"train.csv")
+    test_data_path: str=os.path.join('artifacts',"test.csv")
+    raw_data_path: str=os.path.join('artifacts',"data.csv")
+
+class DataIngestion:
+    def __init__(self):
+        self.ingestion_config=DataIngestionConfig()
+
+    def initiate_data_ingestion(self):
+        logging.info("Entered the data ingestion method or component")
+        try:
+            df=pd.read_csv('notebook/data/stud.csv')
+            logging.info('Read the dataset as dataframe')
+
+            os.makedirs(os.path.dirname(self.ingestion_config.train_data_path),exist_ok=True)
+
+            df.to_csv(self.ingestion_config.raw_data_path,index=False,header=True)
+
+            logging.info("Train test split initiated")
+            train_set,test_set=train_test_split(df,test_size=0.2,random_state=42)
+
+            train_set.to_csv(self.ingestion_config.train_data_path,index=False,header=True)
+
+            test_set.to_csv(self.ingestion_config.test_data_path,index=False,header=True)
+
+            logging.info("Inmgestion of the data iss completed")
+
+            return(
+                self.ingestion_config.train_data_path,
+                self.ingestion_config.test_data_path
+
+            )
+        except Exception as e:
+            raise CustomException(e,sys)
+        
+if __name__=="__main__":
+    obj=DataIngestion()
+    train_data,test_data=obj.initiate_data_ingestion()
+
+    data_transformation=DataTransformation()
+    train_arr,test_arr,_=data_transformation.initiate_data_transformation(train_data,test_data)
+
+    modeltrainer=ModelTrainer()
+    print(modeltrainer.initiate_model_trainer(train_arr,test_arr))
+    

src/components/data_transformation.py

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

src/components/model_trainer.py

@@ -0,0 +1,116 @@
+import os
+import sys
+from dataclasses import dataclass
+
+from catboost import CatBoostRegressor
+from sklearn.ensemble import (
+    AdaBoostRegressor,
+    GradientBoostingRegressor,
+    RandomForestRegressor,
+)
+from sklearn.linear_model import LinearRegression
+from sklearn.metrics import r2_score
+from sklearn.neighbors import KNeighborsRegressor
+from sklearn.tree import DecisionTreeRegressor
+from xgboost import XGBRegressor
+
+from src.exception import CustomException
+from src.logger import logging
+
+from src.utils import save_object,evaluate_models
+
+@dataclass
+class ModelTrainerConfig:
+    trained_model_file_path=os.path.join("artifacts","model.pkl")
+
+class ModelTrainer:
+    def __init__(self):
+        self.model_trainer_config=ModelTrainerConfig()
+
+
+    def initiate_model_trainer(self,train_array,test_array):
+        try:
+            logging.info("Split training and test input data")
+            X_train,y_train,X_test,y_test=(
+                train_array[:,:-1],
+                train_array[:,-1],
+                test_array[:,:-1],
+                test_array[:,-1]
+            )
+            models = {
+                "Random Forest": RandomForestRegressor(),
+                "Decision Tree": DecisionTreeRegressor(),
+                "Gradient Boosting": GradientBoostingRegressor(),
+                "Linear Regression": LinearRegression(),
+                "XGBRegressor": XGBRegressor(),
+                "CatBoosting Regressor": CatBoostRegressor(verbose=False),
+                "AdaBoost Regressor": AdaBoostRegressor(),
+            }
+            params={
+                "Decision Tree": {
+                    'criterion':['squared_error', 'friedman_mse', 'absolute_error', 'poisson'],
+                    # 'splitter':['best','random'],
+                    # 'max_features':['sqrt','log2'],
+                },
+                "Random Forest":{
+                    # 'criterion':['squared_error', 'friedman_mse', 'absolute_error', 'poisson'],
+                 
+                    # 'max_features':['sqrt','log2',None],
+                    'n_estimators': [8,16,32,64,128,256]
+                },
+                "Gradient Boosting":{
+                    # 'loss':['squared_error', 'huber', 'absolute_error', 'quantile'],
+                    'learning_rate':[.1,.01,.05,.001],
+                    'subsample':[0.6,0.7,0.75,0.8,0.85,0.9],
+                    # 'criterion':['squared_error', 'friedman_mse'],
+                    # 'max_features':['auto','sqrt','log2'],
+                    'n_estimators': [8,16,32,64,128,256]
+                },
+                "Linear Regression":{},
+                "XGBRegressor":{
+                    'learning_rate':[.1,.01,.05,.001],
+                    'n_estimators': [8,16,32,64,128,256]
+                },
+                "CatBoosting Regressor":{
+                    'depth': [6,8,10],
+                    'learning_rate': [0.01, 0.05, 0.1],
+                    'iterations': [30, 50, 100]
+                },
+                "AdaBoost Regressor":{
+                    'learning_rate':[.1,.01,0.5,.001],
+                    # 'loss':['linear','square','exponential'],
+                    'n_estimators': [8,16,32,64,128,256]
+                }
+                
+            }
+
+            model_report:dict=evaluate_models(X_train=X_train,y_train=y_train,X_test=X_test,y_test=y_test,
+                                             models=models,param=params)
+            
+            ## To get best model score from dict
+            best_model_score = max(sorted(model_report.values()))
+
+            ## To get best model name from dict
+
+            best_model_name = list(model_report.keys())[
+                list(model_report.values()).index(best_model_score)
+            ]
+            best_model = models[best_model_name]
+
+            if best_model_score<0.6:
+                raise CustomException("No best model found")
+            logging.info(f"Best found model on both training and testing dataset")
+
+            save_object(
+                file_path=self.model_trainer_config.trained_model_file_path,
+                obj=best_model
+            )
+
+            predicted=best_model.predict(X_test)
+
+            r2_square = r2_score(y_test, predicted)
+            return r2_square
+        
+            
+        except Exception as e:
+            raise CustomException(e,sys)

src/exception.py

@@ -0,0 +1,27 @@
+import sys
+from src.logger import logging
+
+def error_message_detail(error,error_detail:sys):
+    _,_,exc_tb=error_detail.exc_info()
+    file_name=exc_tb.tb_frame.f_code.co_filename
+    error_message="Error occured in python script name [{0}] line number [{1}] error message[{2}]".format(
+     file_name,exc_tb.tb_lineno,str(error))
+
+    return error_message
+
+    
+
+class CustomException(Exception):
+    def __init__(self,error_message,error_detail:sys):
+        super().__init__(error_message)
+        self.error_message=error_message_detail(error_message,error_detail=error_detail)
+    
+    def __str__(self):
+        return self.error_message
+    
+if __name__=='__main__':
+    try:
+        a=1/0
+    except Exception as e:
+        logging.info('logging tarted')
+        raise CustomException(e,sys)

src/logger.py

@@ -0,0 +1,20 @@
+import logging
+import os
+from datetime import datetime
+
+LOG_FILE=f"{datetime.now().strftime('%m_%d_%Y_%H_%M_%S')}.log"
+logs_path=os.path.join(os.getcwd(),"logs",LOG_FILE)
+os.makedirs(logs_path,exist_ok=True)
+
+LOG_FILE_PATH=os.path.join(logs_path,LOG_FILE)
+
+logging.basicConfig(
+    filename=LOG_FILE_PATH,
+    format="[ %(asctime)s ] %(lineno)d %(name)s - %(levelname)s - %(message)s",
+    level=logging.INFO,
+
+
+)
+if __name__=='__main__':
+    logging.info('logging tarted')
+

src/pipeline/predict_pipeline.py

@@ -0,0 +1,68 @@
+import sys
+import os
+import pandas as pd
+from src.exception import CustomException
+from src.utils import load_object
+
+
+class PredictPipeline:
+    def __init__(self):
+        pass
+
+    def predict(self,features):
+        try:
+            model_path=os.path.join("artifacts","model.pkl")
+            preprocessor_path=os.path.join('artifacts','proprocessor.pkl')
+            print("Before Loading")
+            model=load_object(file_path=model_path)
+            preprocessor=load_object(file_path=preprocessor_path)
+            print("After Loading")
+            data_scaled=preprocessor.transform(features)
+            preds=model.predict(data_scaled)
+            return preds
+        
+        except Exception as e:
+            raise CustomException(e,sys)
+
+
+
+class CustomData:
+    def __init__(  self,
+        gender: str,
+        race_ethnicity: str,
+        parental_level_of_education,
+        lunch: str,
+        test_preparation_course: str,
+        reading_score: int,
+        writing_score: int):
+
+        self.gender = gender
+
+        self.race_ethnicity = race_ethnicity
+
+        self.parental_level_of_education = parental_level_of_education
+
+        self.lunch = lunch
+
+        self.test_preparation_course = test_preparation_course
+
+        self.reading_score = reading_score
+
+        self.writing_score = writing_score
+
+    def get_data_as_data_frame(self):
+        try:
+            custom_data_input_dict = {
+                "gender": [self.gender],
+                "race_ethnicity": [self.race_ethnicity],
+                "parental_level_of_education": [self.parental_level_of_education],
+                "lunch": [self.lunch],
+                "test_preparation_course": [self.test_preparation_course],
+                "reading_score": [self.reading_score],
+                "writing_score": [self.writing_score],
+            }
+
+            return pd.DataFrame(custom_data_input_dict)
+
+        except Exception as e:
+            raise CustomException(e, sys)

src/utils.py

@@ -0,0 +1,60 @@
+import os
+import sys
+
+import numpy as np 
+import pandas as pd
+import dill
+from sklearn.metrics import r2_score
+from sklearn.model_selection import GridSearchCV
+
+from src.exception import CustomException
+
+def save_object(file_path, obj):
+    try:
+        dir_path = os.path.dirname(file_path)
+
+        os.makedirs(dir_path, exist_ok=True)
+
+        with open(file_path, "wb") as file_obj:
+            dill.dump(obj, file_obj)
+
+    except Exception as e:
+        raise CustomException(e, sys)
+    
+def evaluate_models(X_train,y_train,X_test,y_test,models,param):
+    try:
+        report={}
+        
+        for i in range(len(list(models))):
+            model=list(models.values())[i]
+            para=param[list(models.keys())[i]]
+            
+            gs = GridSearchCV(model,para,cv=3)
+            gs.fit(X_train,y_train)
+            
+            model.set_params(**gs.best_params_)
+            model.fit(X_train,y_train)
+            
+            y_train_pred=model.predict(X_train)
+            
+            y_test_pred=model.predict(X_test)
+            
+            train_model_score=r2_score(y_train,y_train_pred)
+            
+            test_model_score=r2_score(y_test,y_test_pred)
+            
+            report[list(models.keys())[i]]=test_model_score
+            
+        return report    
+        
+    except Exception as e:
+        raise CustomException(e, sys)
+    
+def load_object(file_path):
+    try:
+        with open(file_path, "rb") as file_obj:
+            return dill.load(file_obj)
+
+    except Exception as e:
+        raise CustomException(e, sys)
+    

templates/home.html

@@ -0,0 +1,112 @@
+
+<html>
+<body>
+    <div class="login">
+       <h1>Student Exam Performance Indicator</h1>
+   
+       <form action="{{ url_for('predict_datapoint')}}" method="post">
+        <h1>
+            <legend>Student Exam Performance Prediction</legend>
+        </h1>
+        <div class="mb-3">
+            <label class="form-label">Gender</label>
+            <select class="form-control" name="gender" placeholder="Enter you Gender" required>
+                <option class="placeholder" selected disabled value="">Select your Gender</option>
+                <option value="male">
+                    Male
+                </option>
+                <option value="female">
+                    Female
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Race or Ethnicity</label>
+            <select class="form-control" name="ethnicity" placeholder="Enter you ethnicity" required>
+                <option class="placeholder" selected disabled value="">Select Ethnicity</option>
+                <option value="group A">
+                    Group A
+                </option>
+                <option value="group B">
+                    Group B
+                </option>
+                <option value="group C">
+                    Group C
+                </option>
+                <option value="group D">
+                    Group D
+                </option>
+                <option value="group E">
+                    Group E
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Parental Level of Education</label>
+            <select class="form-control" name="parental_level_of_education"
+                placeholder="Enter you Parent Education" required>
+                <option class="placeholder" selected disabled value="">Select Parent Education</option>
+                <option value="associate's degree">
+                    associate's degree
+                </option>
+                <option value="bachelor's degree">
+                    bachelor's degree
+                </option>
+                <option value="high school">
+                    high school
+                </option>
+                <option value="master's degree">
+                    master's degree
+                </option>
+                <option value="some college">
+                    some college
+                </option>
+                <option value="some high school">
+                    some high school
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Lunch Type</label>
+            <select class="form-control" name="lunch" placeholder="Enter you Lunch" required>
+                <option class="placeholder" selected disabled value="">Select Lunch Type</option>
+                <option value="free/reduced">
+                    free/reduced
+                </option>
+                <option value="standard">
+                    standard
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Test preparation Course</label>
+            <select class="form-control" name="test_preparation_course" placeholder="Enter you Course"
+                required>
+                <option class="placeholder" selected disabled value="">Select Test_course</option>
+                <option value="none">
+                    None
+                </option>
+                <option value="completed">
+                    Completed
+                </option>
+            </select>
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Writing Score out of 100</label>
+            <input class="form-control" type="number" name="reading_score"
+                placeholder="Enter your Reading score" min='0' max='100' />
+        </div>
+        <div class="mb-3">
+            <label class="form-label">Reading Score out of 100</label>
+            <input class="form-control" type="number" name="writing_score"
+                placeholder="Enter your Reading Score" min='0' max='100' />
+        </div>
+        <div class="mb-3">
+            <input class="btn btn-primary" type="submit" value="Predict your Maths Score" required />
+        </div>
+    </form>
+    <h2>
+       THE  prediction is {{results}}
+    </h2>
+   <body>
+</html>

templates/index.html

@@ -0,0 +1 @@
+<h1>Welcome to the home page</h1>