Upload 17 files

projects/DL_CatDog/DL_CatDog.py

@@ -0,0 +1,21 @@
+import tensorflow as tf
+from fastapi import UploadFile
+import numpy as np
+from PIL import Image
+from io import BytesIO
+
+# Load your pre-trained model
+MODEL_PATH = "./projects/DL_CatDog/model_catdog1.h5"
+model_DL_CatDog = tf.keras.models.load_model(MODEL_PATH)
+
+# Helper function to read and convert the uploaded image
+def read_image(file: UploadFile) -> Image.Image:
+  image = Image.open(BytesIO(file.file.read())).convert('RGB')
+  return image
+
+# Helper function to preprocess the image
+def preprocess_image(image: Image.Image):
+  image = image.resize((128, 128))  # Adjust to the size expected by your model
+  image = np.array(image) / 255.0  # Normalize the image
+  image = np.expand_dims(image, axis=0)  # Add batch dimension
+  return image

projects/DL_CatDog/model_catdog1.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:956cef8f4cf0df8ca83adaa35a3fbf4dcb4f73dc0a274f47588f860abc5dca9f
+size 103517544

projects/ML_StudentPerformance/ML_StudentPerformace.py

@@ -0,0 +1,34 @@
+from projects.ML_StudentPerformance.src.pipelines.predict_pipeline import CustomData, PredictPipeline
+from pydantic import BaseModel
+
+# Function to handle the prediction logic
+def predict_student_performance(data):
+    # Convert the incoming form data to a DataFrame
+    pred_df = data.get_data_as_dataframe()
+
+    # Initialize the prediction pipeline
+    predict_pipeline = PredictPipeline()
+    results = predict_pipeline.predict(pred_df)
+
+    return results[0]  # Return the first prediction result
+
+# Function to handle form data conversion
+def create_custom_data(gender, ethnicity, parental_level_of_education, lunch, test_preparation_course, reading_score, writing_score):
+    return CustomData(
+        gender=gender,
+        race_ethnicity=ethnicity,
+        parental_level_of_education=parental_level_of_education,
+        lunch=lunch,
+        test_preparation_course=test_preparation_course,
+        reading_score=float(reading_score),
+        writing_score=float(writing_score)
+    )
+
+class form1(BaseModel):
+    gender: str
+    ethnicity: str
+    parental_level_of_education: str
+    lunch: str
+    test_preparation_course: str
+    reading_score: float
+    writing_score: float

projects/ML_StudentPerformance/app.py

@@ -0,0 +1,39 @@
+from flask import Flask, request, render_template
+import numpy as np
+import pandas as pd
+from sklearn.preprocessing import StandardScaler
+from src.pipelines.predict_pipeline import CustomData, PredictPipeline
+
+application = Flask(__name__)
+
+app = application
+
+# Route for 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_dataframe()
+        print(pred_df)
+
+        predict_pipeline = PredictPipeline()
+        results = predict_pipeline.predict(pred_df)
+
+        return render_template('home.html',results = results[0])
+
+if __name__=='__main__':
+    app.run('0.0.0.0')

projects/ML_StudentPerformance/artifacts/model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:30bd28ee945639f3b19299b9cbc5b9a5516c5d2478e31225933b22a13876ea6a
+size 752

projects/ML_StudentPerformance/artifacts/preprocessor.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfd80dac7595b9cf58527581249a188046b1fd4f224a1491570473955752e434
+size 3539

projects/ML_StudentPerformance/artifacts/raw_data.csv

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

projects/ML_StudentPerformance/artifacts/test.csv

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

projects/ML_StudentPerformance/artifacts/train.csv

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

@@ -0,0 +1,1001 @@
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projects/ML_StudentPerformance/src/exception.py

@@ -0,0 +1,19 @@
+import sys
+from projects.ML_StudentPerformance.src.logger import logging
+
+def error_message_detail(error, error_detail : sys) :
+    _,_,exc_tb = error_detail.exc_info()        #This will give us the information in which file the exception has occured and on which line number it has occured
+    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
+

projects/ML_StudentPerformance/src/logger.py

@@ -0,0 +1,15 @@
+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
+)

projects/ML_StudentPerformance/src/pipelines/predict_pipeline.py

@@ -0,0 +1,47 @@
+import sys
+import pandas as pd
+from projects.ML_StudentPerformance.src.exception import CustomException
+from projects.ML_StudentPerformance.src.utils import load_object
+
+model_path = 'projects\\ML_StudentPerformance\\artifacts\\model.pkl'
+preprocessor_path = 'projects\\ML_StudentPerformance\\artifacts\\preprocessor.pkl'
+
+class PredictPipeline():
+    def __init__(self):
+        pass
+    def predict(self, features):
+        try:
+            model = load_object(file_path = model_path)
+            preprocessor = load_object(file_path=preprocessor_path)
+            data_scaled = preprocessor.transform(features)
+            prediction = model.predict(data_scaled)
+
+            return prediction
+        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_dataframe(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)

projects/ML_StudentPerformance/src/utils.py

@@ -0,0 +1,47 @@
+import os
+import sys
+import numpy as np
+import pandas as pd
+from projects.ML_StudentPerformance.src.exception import CustomException
+from sklearn.metrics import r2_score
+import dill
+
+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):
+    try:
+        report = {}
+        for i in range(len(list(models))):
+            model = list(models.values())[i]
+
+            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)