Added pca

Img_Vars.py

@@ -42,7 +42,7 @@ archivePrefix = {arXiv},
 """
 
 _DESCRIPTION = """\
-Image descriptions for data science charts
+Image descriptions for charts
 """
 
 _URL = "https://huggingface.co/datasets/eduvedras/Img_Vars/resolve/main/images.tar.gz"

vars_dataset.csv

@@ -1,11 +1,13 @@
 Chart;description
 ObesityDataSet_decision_tree.png;FAF, Height
+ObesityDataSet_pca.png;8
 ObesityDataSet_correlation_heatmap.png;Age, Height, Weight, FCVC, NCP, CH2O, FAF, TUE
 ObesityDataSet_boxplots.png;Age, Height, Weight, FCVC, NCP, CH2O, FAF, TUE
 ObesityDataSet_histograms_symbolic.png;CAEC, CALC, MTRANS, Gender, family_history_with_overweight, FAVC, SMOKE, SCC
 ObesityDataSet_class_histogram.png;NObeyesdad
 ObesityDataSet_histograms_numeric.png;Age, Height, Weight, FCVC, NCP, CH2O, FAF, TUE
 customer_segmentation_decision_tree.png;Family_Size, Work_Experience
+customer_segmentation_pca.png;3
 customer_segmentation_correlation_heatmap.png;Age, Work_Experience, Family_Size
 customer_segmentation_boxplots.png;Age, Work_Experience, Family_Size
 customer_segmentation_histograms_symbolic.png;Profession, Spending_Score, Var_1, Gender, Ever_Married, Graduated
@@ -13,6 +15,7 @@ customer_segmentation_mv.png;Ever_Married, Graduated, Profession, Work_Experienc
 customer_segmentation_class_histogram.png;Segmentation
 customer_segmentation_histograms_numeric.png;Age, Work_Experience, Family_Size
 urinalysis_tests_decision_tree.png;Age, pH
+urinalysis_tests_pca.png;3
 urinalysis_tests_correlation_heatmap.png;Age, pH, Specific Gravity
 urinalysis_tests_boxplots.png;Age, pH, Specific Gravity
 urinalysis_tests_histograms_symbolic.png;Color, Transparency, Glucose, Protein, Epithelial Cells, Mucous Threads, Amorphous Urates, Bacteria, Gender
@@ -20,22 +23,26 @@ urinalysis_tests_mv.png;Color
 urinalysis_tests_class_histogram.png;Diagnosis
 urinalysis_tests_histograms_numeric.png;Age, pH, Specific Gravity
 detect_dataset_decision_tree.png;Ic, Vb
+detect_dataset_pca.png;6
 detect_dataset_correlation_heatmap.png;Ia, Ib, Ic, Va, Vb, Vc
 detect_dataset_boxplots.png;Ia, Ib, Ic, Va, Vb, Vc
 detect_dataset_class_histogram.png;Output
 detect_dataset_histograms_numeric.png;Ia, Ib, Ic, Va, Vb, Vc
 diabetes_decision_tree.png;BMI, Age
+diabetes_pca.png;8
 diabetes_correlation_heatmap.png;Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, BMI, DiabetesPedigreeFunction, Age
 diabetes_boxplots.png;Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, BMI, DiabetesPedigreeFunction, Age
 diabetes_class_histogram.png;Outcome
 diabetes_histograms_numeric.png;Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, BMI, DiabetesPedigreeFunction, Age
 Placement_decision_tree.png;ssc_p, hsc_p
+Placement_pca.png;5
 Placement_correlation_heatmap.png;ssc_p, hsc_p, degree_p, etest_p, mba_p
 Placement_boxplots.png;ssc_p, hsc_p, degree_p, etest_p, mba_p
 Placement_histograms_symbolic.png;hsc_s, degree_t, gender, ssc_b, hsc_b, workex, specialisation
 Placement_class_histogram.png;status
 Placement_histograms_numeric.png;ssc_p, hsc_p, degree_p, etest_p, mba_p
 Liver_Patient_decision_tree.png;Alkphos, Sgot
+Liver_Patient_pca.png;9
 Liver_Patient_correlation_heatmap.png;Age, TB, DB, Alkphos, Sgpt, Sgot, TP, ALB, AG_Ratio
 Liver_Patient_boxplots.png;Age, TB, DB, Alkphos, Sgpt, Sgot, TP, ALB, AG_Ratio
 Liver_Patient_histograms_symbolic.png;Gender
@@ -43,23 +50,27 @@ Liver_Patient_mv.png;AG_Ratio
 Liver_Patient_class_histogram.png;Selector
 Liver_Patient_histograms_numeric.png;Age, TB, DB, Alkphos, Sgpt, Sgot, TP, ALB, AG_Ratio
 Hotel_Reservations_decision_tree.png;lead_time, no_of_special_requests
+Hotel_Reservations_pca.png;9
 Hotel_Reservations_correlation_heatmap.png;no_of_adults, no_of_children, no_of_weekend_nights, no_of_week_nights, lead_time, arrival_month, arrival_date, avg_price_per_room, no_of_special_requests
 Hotel_Reservations_boxplots.png;no_of_adults, no_of_children, no_of_weekend_nights, no_of_week_nights, lead_time, arrival_month, arrival_date, avg_price_per_room, no_of_special_requests
 Hotel_Reservations_histograms_symbolic.png;type_of_meal_plan, room_type_reserved, required_car_parking_space, arrival_year, repeated_guest
 Hotel_Reservations_class_histogram.png;booking_status
 Hotel_Reservations_histograms_numeric.png;no_of_adults, no_of_children, no_of_weekend_nights, no_of_week_nights, lead_time, arrival_month, arrival_date, avg_price_per_room, no_of_special_requests
 StressLevelDataset_decision_tree.png;basic_needs, bullying
+StressLevelDataset_pca.png;10
 StressLevelDataset_correlation_heatmap.png;anxiety_level, self_esteem, depression, headache, sleep_quality, breathing_problem, living_conditions, basic_needs, study_load, bullying
 StressLevelDataset_boxplots.png;anxiety_level, self_esteem, depression, headache, sleep_quality, breathing_problem, living_conditions, basic_needs, study_load, bullying
 StressLevelDataset_histograms_symbolic.png;mental_health_history
 StressLevelDataset_class_histogram.png;stress_level
 StressLevelDataset_histograms_numeric.png;anxiety_level, self_esteem, depression, headache, sleep_quality, breathing_problem, living_conditions, basic_needs, study_load, bullying
 WineQT_decision_tree.png;density, chlorides
+WineQT_pca.png;11
 WineQT_correlation_heatmap.png;fixed acidity, volatile acidity, citric acid, residual sugar, chlorides, free sulfur dioxide, total sulfur dioxide, density, pH, sulphates, alcohol
 WineQT_boxplots.png;fixed acidity, volatile acidity, citric acid, residual sugar, chlorides, free sulfur dioxide, total sulfur dioxide, density, pH, sulphates, alcohol
 WineQT_class_histogram.png;quality
 WineQT_histograms_numeric.png;fixed acidity, volatile acidity, citric acid, residual sugar, chlorides, free sulfur dioxide, total sulfur dioxide, density, pH, sulphates, alcohol
 loan_data_decision_tree.png;Loan_Amount_Term, ApplicantIncome
+loan_data_pca.png;4
 loan_data_correlation_heatmap.png;ApplicantIncome, CoapplicantIncome, LoanAmount, Loan_Amount_Term
 loan_data_boxplots.png;ApplicantIncome, CoapplicantIncome, LoanAmount, Loan_Amount_Term
 loan_data_histograms_symbolic.png;Dependents, Property_Area, Gender, Married, Education, Self_Employed, Credit_History
@@ -67,17 +78,20 @@ loan_data_mv.png;Gender, Dependents, Self_Employed, Loan_Amount_Term, Credit_His
 loan_data_class_histogram.png;Loan_Status
 loan_data_histograms_numeric.png;ApplicantIncome, CoapplicantIncome, LoanAmount, Loan_Amount_Term
 Dry_Bean_Dataset_decision_tree.png;Area, AspectRation
+Dry_Bean_Dataset_pca.png;9
 Dry_Bean_Dataset_correlation_heatmap.png;Area, Perimeter, MinorAxisLength, AspectRation, Eccentricity, EquivDiameter, Extent, Solidity, roundness, ShapeFactor1
 Dry_Bean_Dataset_boxplots.png;Area, Perimeter, MinorAxisLength, AspectRation, Eccentricity, EquivDiameter, Extent, Solidity, roundness, ShapeFactor1
 Dry_Bean_Dataset_class_histogram.png;Class
 Dry_Bean_Dataset_histograms_numeric.png;Area, Perimeter, MinorAxisLength, AspectRation, Eccentricity, EquivDiameter, Extent, Solidity, roundness, ShapeFactor1
 credit_customers_decision_tree.png;existing_credits, residence_since
+credit_customers_pca.png;6
 credit_customers_correlation_heatmap.png;duration, credit_amount, installment_commitment, residence_since, age, existing_credits
 credit_customers_boxplots.png;duration, credit_amount, installment_commitment, residence_since, age, existing_credits
 credit_customers_histograms_symbolic.png;checking_status, employment, other_parties, other_payment_plans, housing, num_dependents, own_telephone, foreign_worker
 credit_customers_class_histogram.png;class
 credit_customers_histograms_numeric.png;duration, credit_amount, installment_commitment, residence_since, age, existing_credits
 weatherAUS_decision_tree.png;Rainfall, Pressure3pm
+weatherAUS_pca.png;7
 weatherAUS_correlation_heatmap.png;Rainfall, WindSpeed9am, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp3pm
 weatherAUS_boxplots.png;Rainfall, WindSpeed9am, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp3pm
 weatherAUS_histograms_symbolic.png;Location, WindGustDir, WindDir9am, WindDir3pm, RainToday
@@ -85,101 +99,119 @@ weatherAUS_mv.png;Rainfall, WindGustDir, WindDir9am, WindDir3pm, WindSpeed9am, P
 weatherAUS_class_histogram.png;RainTomorrow
 weatherAUS_histograms_numeric.png;Rainfall, WindSpeed9am, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp3pm
 car_insurance_decision_tree.png;displacement, height
+car_insurance_pca.png;9
 car_insurance_correlation_heatmap.png;policy_tenure, age_of_car, age_of_policyholder, airbags, displacement, length, width, height, gross_weight
 car_insurance_boxplots.png;policy_tenure, age_of_car, age_of_policyholder, airbags, displacement, length, width, height, gross_weight
 car_insurance_histograms_symbolic.png;area_cluster, segment, model, fuel_type, max_torque, max_power, steering_type, is_esc, is_adjustable_steering
 car_insurance_class_histogram.png;is_claim
 car_insurance_histograms_numeric.png;policy_tenure, age_of_car, age_of_policyholder, airbags, displacement, length, width, height, gross_weight
 heart_decision_tree.png;slope, restecg
+heart_pca.png;10
 heart_correlation_heatmap.png;age, cp, trestbps, chol, restecg, thalach, oldpeak, slope, ca, thal
 heart_boxplots.png;age, cp, trestbps, chol, restecg, thalach, oldpeak, slope, ca, thal
 heart_histograms_symbolic.png;sex, fbs, exang
 heart_class_histogram.png;target
 heart_histograms_numeric.png;age, cp, trestbps, chol, restecg, thalach, oldpeak, slope, ca, thal
 Breast_Cancer_decision_tree.png;perimeter_mean, texture_worst
+Breast_Cancer_pca.png;10
 Breast_Cancer_correlation_heatmap.png;texture_mean, perimeter_mean, texture_se, perimeter_se, area_se, smoothness_se, symmetry_se, radius_worst, texture_worst, perimeter_worst
 Breast_Cancer_boxplots.png;texture_mean, perimeter_mean, texture_se, perimeter_se, area_se, smoothness_se, symmetry_se, radius_worst, texture_worst, perimeter_worst
 Breast_Cancer_class_histogram.png;diagnosis
 Breast_Cancer_histograms_numeric.png;texture_mean, perimeter_mean, texture_se, perimeter_se, area_se, smoothness_se, symmetry_se, radius_worst, texture_worst, perimeter_worst
 e-commerce_decision_tree.png;Prior_purchases, Customer_care_calls
+e-commerce_pca.png;6
 e-commerce_correlation_heatmap.png;Customer_care_calls, Customer_rating, Cost_of_the_Product, Prior_purchases, Discount_offered, Weight_in_gms
 e-commerce_boxplots.png;Customer_care_calls, Customer_rating, Cost_of_the_Product, Prior_purchases, Discount_offered, Weight_in_gms
 e-commerce_histograms_symbolic.png;Warehouse_block, Mode_of_Shipment, Product_importance, Gender
 e-commerce_class_histogram.png;ReachedOnTime
 e-commerce_histograms_numeric.png;Customer_care_calls, Customer_rating, Cost_of_the_Product, Prior_purchases, Discount_offered, Weight_in_gms
 maintenance_decision_tree.png;Rotational speed [rpm], Torque [Nm]
+maintenance_pca.png;5
 maintenance_correlation_heatmap.png;Air temperature [K], Process temperature [K], Rotational speed [rpm], Torque [Nm], Tool wear [min]
 maintenance_boxplots.png;Air temperature [K], Process temperature [K], Rotational speed [rpm], Torque [Nm], Tool wear [min]
 maintenance_histograms_symbolic.png;Type, TWF, HDF, PWF, OSF, RNF
 maintenance_class_histogram.png;Machine_failure
 maintenance_histograms_numeric.png;Air temperature [K], Process temperature [K], Rotational speed [rpm], Torque [Nm], Tool wear [min]
 Churn_Modelling_decision_tree.png;Age, NumOfProducts
+Churn_Modelling_pca.png;6
 Churn_Modelling_correlation_heatmap.png;CreditScore, Age, Tenure, Balance, NumOfProducts, EstimatedSalary
 Churn_Modelling_boxplots.png;CreditScore, Age, Tenure, Balance, NumOfProducts, EstimatedSalary
 Churn_Modelling_histograms_symbolic.png;Geography, Gender, HasCrCard, IsActiveMember
 Churn_Modelling_class_histogram.png;Exited
 Churn_Modelling_histograms_numeric.png;CreditScore, Age, Tenure, Balance, NumOfProducts, EstimatedSalary
 vehicle_decision_tree.png;MAJORSKEWNESS, CIRCULARITY
+vehicle_pca.png;11
 vehicle_correlation_heatmap.png;COMPACTNESS, CIRCULARITY, DISTANCE CIRCULARITY, RADIUS RATIO, MAJORVARIANCE, MINORVARIANCE, GYRATIONRADIUS, MAJORSKEWNESS, MINORSKEWNESS, MINORKURTOSIS, MAJORKURTOSIS
 vehicle_boxplots.png;COMPACTNESS, CIRCULARITY, DISTANCE CIRCULARITY, RADIUS RATIO, MAJORVARIANCE, MINORVARIANCE, GYRATIONRADIUS, MAJORSKEWNESS, MINORSKEWNESS, MINORKURTOSIS, MAJORKURTOSIS
 vehicle_class_histogram.png;target
 vehicle_histograms_numeric.png;COMPACTNESS, CIRCULARITY, DISTANCE CIRCULARITY, RADIUS RATIO, MAJORVARIANCE, MINORVARIANCE, GYRATIONRADIUS, MAJORSKEWNESS, MINORSKEWNESS, MINORKURTOSIS, MAJORKURTOSIS
 adult_decision_tree.png;hours-per-week, capital-loss
+adult_pca.png;6
 adult_correlation_heatmap.png;age, fnlwgt, educational-num, capital-gain, capital-loss, hours-per-week
 adult_boxplots.png;age, fnlwgt, educational-num, capital-gain, capital-loss, hours-per-week
 adult_histograms_symbolic.png;workclass, education, marital-status, occupation, relationship, race, gender
 adult_class_histogram.png;income
 adult_histograms_numeric.png;age, fnlwgt, educational-num, capital-gain, capital-loss, hours-per-week
 Covid_Data_decision_tree.png;CARDIOVASCULAR, ASHTMA
+Covid_Data_pca.png;12
 Covid_Data_correlation_heatmap.png;MEDICAL_UNIT, PNEUMONIA, AGE, PREGNANT, COPD, ASTHMA, HIPERTENSION, OTHER_DISEASE, CARDIOVASCULAR, RENAL_CHRONIC, TOBACCO, ICU
 Covid_Data_boxplots.png;MEDICAL_UNIT, PNEUMONIA, AGE, PREGNANT, COPD, ASTHMA, HIPERTENSION, OTHER_DISEASE, CARDIOVASCULAR, RENAL_CHRONIC, TOBACCO, ICU
 Covid_Data_histograms_symbolic.png;USMER, SEX, PATIENT_TYPE
 Covid_Data_class_histogram.png;CLASSIFICATION
 Covid_Data_histograms_numeric.png;MEDICAL_UNIT, PNEUMONIA, AGE, PREGNANT, COPD, ASTHMA, HIPERTENSION, OTHER_DISEASE, CARDIOVASCULAR, RENAL_CHRONIC, TOBACCO, ICU
 sky_survey_decision_tree.png;dec, mjd
+sky_survey_pca.png;8
 sky_survey_correlation_heatmap.png;ra, dec, run, camcol, field, redshift, plate, mjd
 sky_survey_boxplots.png;ra, dec, run, camcol, field, redshift, plate, mjd
 sky_survey_class_histogram.png;class
 sky_survey_histograms_numeric.png;ra, dec, run, camcol, field, redshift, plate, mjd
 Wine_decision_tree.png;Total phenols, Proanthocyanins
+Wine_pca.png;11
 Wine_correlation_heatmap.png;Alcohol, Malic acid, Ash, Alcalinity of ash, Total phenols, Flavanoids, Nonflavanoid phenols, Proanthocyanins, Color intensity, Hue, OD280-OD315 of diluted wines
 Wine_boxplots.png;Alcohol, Malic acid, Ash, Alcalinity of ash, Total phenols, Flavanoids, Nonflavanoid phenols, Proanthocyanins, Color intensity, Hue, OD280-OD315 of diluted wines
 Wine_class_histogram.png;Class
 Wine_histograms_numeric.png;Alcohol, Malic acid, Ash, Alcalinity of ash, Total phenols, Flavanoids, Nonflavanoid phenols, Proanthocyanins, Color intensity, Hue, OD280-OD315 of diluted wines
 water_potability_decision_tree.png;Hardness, Chloramines
+water_potability_pca.png;7
 water_potability_correlation_heatmap.png;ph, Hardness, Chloramines, Sulfate, Conductivity, Trihalomethanes, Turbidity
 water_potability_boxplots.png;ph, Hardness, Chloramines, Sulfate, Conductivity, Trihalomethanes, Turbidity
 water_potability_mv.png;ph, Sulfate, Trihalomethanes
 water_potability_class_histogram.png;Potability
 water_potability_histograms_numeric.png;ph, Hardness, Chloramines, Sulfate, Conductivity, Trihalomethanes, Turbidity
 abalone_decision_tree.png;Height, Diameter
+abalone_pca.png;8
 abalone_correlation_heatmap.png;Length, Diameter, Height, Whole weight, Shucked weight, Viscera weight, Shell weight, Rings
 abalone_boxplots.png;Length, Diameter, Height, Whole weight, Shucked weight, Viscera weight, Shell weight, Rings
 abalone_class_histogram.png;Sex
 abalone_histograms_numeric.png;Length, Diameter, Height, Whole weight, Shucked weight, Viscera weight, Shell weight, Rings
 smoking_drinking_decision_tree.png;SMK_stat_type_cd, gamma_GTP
+smoking_drinking_pca.png;12
 smoking_drinking_correlation_heatmap.png;age, height, weight, waistline, SBP, BLDS, tot_chole, LDL_chole, triglyceride, hemoglobin, gamma_GTP, SMK_stat_type_cd
 smoking_drinking_boxplots.png;age, height, weight, waistline, SBP, BLDS, tot_chole, LDL_chole, triglyceride, hemoglobin, gamma_GTP, SMK_stat_type_cd
 smoking_drinking_histograms_symbolic.png;sex, hear_left, hear_right
 smoking_drinking_class_histogram.png;DRK_YN
 smoking_drinking_histograms_numeric.png;age, height, weight, waistline, SBP, BLDS, tot_chole, LDL_chole, triglyceride, hemoglobin, gamma_GTP, SMK_stat_type_cd
 BankNoteAuthentication_decision_tree.png;skewness, curtosis
+BankNoteAuthentication_pca.png;4
 BankNoteAuthentication_correlation_heatmap.png;variance, skewness, curtosis, entropy
 BankNoteAuthentication_boxplots.png;variance, skewness, curtosis, entropy
 BankNoteAuthentication_class_histogram.png;class
 BankNoteAuthentication_histograms_numeric.png;variance, skewness, curtosis, entropy
 Iris_decision_tree.png;PetalWidthCm, PetalWidthCm
+Iris_pca.png;4
 Iris_correlation_heatmap.png;SepalLengthCm, SepalWidthCm, PetalLengthCm, PetalWidthCm
 Iris_boxplots.png;SepalLengthCm, SepalWidthCm, PetalLengthCm, PetalWidthCm
 Iris_class_histogram.png;Species
 Iris_histograms_numeric.png;SepalLengthCm, SepalWidthCm, PetalLengthCm, PetalWidthCm
 phone_decision_tree.png;int_memory, mobile_wt
+phone_pca.png;12
 phone_correlation_heatmap.png;battery_power, fc, int_memory, mobile_wt, n_cores, pc, px_height, px_width, ram, sc_h, sc_w, talk_time
 phone_boxplots.png;battery_power, fc, int_memory, mobile_wt, n_cores, pc, px_height, px_width, ram, sc_h, sc_w, talk_time
 phone_histograms_symbolic.png;blue, dual_sim, four_g, three_g, touch_screen, wifi
 phone_class_histogram.png;price_range
 phone_histograms_numeric.png;battery_power, fc, int_memory, mobile_wt, n_cores, pc, px_height, px_width, ram, sc_h, sc_w, talk_time
 Titanic_decision_tree.png;Pclass, Parch
+Titanic_pca.png;5
 Titanic_correlation_heatmap.png;Pclass, Age, SibSp, Parch, Fare
 Titanic_boxplots.png;Pclass, Age, SibSp, Parch, Fare
 Titanic_histograms_symbolic.png;Embarked, Sex
@@ -187,11 +219,13 @@ Titanic_mv.png;Age, Embarked
 Titanic_class_histogram.png;Survived
 Titanic_histograms_numeric.png;Pclass, Age, SibSp, Parch, Fare
 apple_quality_decision_tree.png;Juiciness, Crunchiness
+apple_quality_pca.png;7
 apple_quality_correlation_heatmap.png;Size, Weight, Sweetness, Crunchiness, Juiciness, Ripeness, Acidity
 apple_quality_boxplots.png;Size, Weight, Sweetness, Crunchiness, Juiciness, Ripeness, Acidity
 apple_quality_class_histogram.png;Quality
 apple_quality_histograms_numeric.png;Size, Weight, Sweetness, Crunchiness, Juiciness, Ripeness, Acidity
 Employee_decision_tree.png;JoiningYear, ExperienceInCurrentDomain
+Employee_pca.png;4
 Employee_correlation_heatmap.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain
 Employee_boxplots.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain
 Employee_histograms_symbolic.png;Education, City, Gender, EverBenched

vars_dataset_test.csv

@@ -1,5 +1,6 @@
 Chart;description
 Titanic_decision_tree.png;Pclass, Parch
+Titanic_pca.png;5
 Titanic_correlation_heatmap.png;Pclass, Age, SibSp, Parch, Fare
 Titanic_boxplots.png;Pclass, Age, SibSp, Parch, Fare
 Titanic_histograms_symbolic.png;Embarked, Sex

vars_dataset_train.csv

@@ -1,11 +1,13 @@
 Chart;description
 ObesityDataSet_decision_tree.png;FAF, Height
+ObesityDataSet_pca.png;8
 ObesityDataSet_correlation_heatmap.png;Age, Height, Weight, FCVC, NCP, CH2O, FAF, TUE
 ObesityDataSet_boxplots.png;Age, Height, Weight, FCVC, NCP, CH2O, FAF, TUE
 ObesityDataSet_histograms_symbolic.png;CAEC, CALC, MTRANS, Gender, family_history_with_overweight, FAVC, SMOKE, SCC
 ObesityDataSet_class_histogram.png;NObeyesdad
 ObesityDataSet_histograms_numeric.png;Age, Height, Weight, FCVC, NCP, CH2O, FAF, TUE
 customer_segmentation_decision_tree.png;Family_Size, Work_Experience
+customer_segmentation_pca.png;3
 customer_segmentation_correlation_heatmap.png;Age, Work_Experience, Family_Size
 customer_segmentation_boxplots.png;Age, Work_Experience, Family_Size
 customer_segmentation_histograms_symbolic.png;Profession, Spending_Score, Var_1, Gender, Ever_Married, Graduated
@@ -13,6 +15,7 @@ customer_segmentation_mv.png;Ever_Married, Graduated, Profession, Work_Experienc
 customer_segmentation_class_histogram.png;Segmentation
 customer_segmentation_histograms_numeric.png;Age, Work_Experience, Family_Size
 urinalysis_tests_decision_tree.png;Age, pH
+urinalysis_tests_pca.png;3
 urinalysis_tests_correlation_heatmap.png;Age, pH, Specific Gravity
 urinalysis_tests_boxplots.png;Age, pH, Specific Gravity
 urinalysis_tests_histograms_symbolic.png;Color, Transparency, Glucose, Protein, Epithelial Cells, Mucous Threads, Amorphous Urates, Bacteria, Gender
@@ -20,22 +23,26 @@ urinalysis_tests_mv.png;Color
 urinalysis_tests_class_histogram.png;Diagnosis
 urinalysis_tests_histograms_numeric.png;Age, pH, Specific Gravity
 detect_dataset_decision_tree.png;Ic, Vb
+detect_dataset_pca.png;6
 detect_dataset_correlation_heatmap.png;Ia, Ib, Ic, Va, Vb, Vc
 detect_dataset_boxplots.png;Ia, Ib, Ic, Va, Vb, Vc
 detect_dataset_class_histogram.png;Output
 detect_dataset_histograms_numeric.png;Ia, Ib, Ic, Va, Vb, Vc
 diabetes_decision_tree.png;BMI, Age
+diabetes_pca.png;8
 diabetes_correlation_heatmap.png;Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, BMI, DiabetesPedigreeFunction, Age
 diabetes_boxplots.png;Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, BMI, DiabetesPedigreeFunction, Age
 diabetes_class_histogram.png;Outcome
 diabetes_histograms_numeric.png;Pregnancies, Glucose, BloodPressure, SkinThickness, Insulin, BMI, DiabetesPedigreeFunction, Age
 Placement_decision_tree.png;ssc_p, hsc_p
+Placement_pca.png;5
 Placement_correlation_heatmap.png;ssc_p, hsc_p, degree_p, etest_p, mba_p
 Placement_boxplots.png;ssc_p, hsc_p, degree_p, etest_p, mba_p
 Placement_histograms_symbolic.png;hsc_s, degree_t, gender, ssc_b, hsc_b, workex, specialisation
 Placement_class_histogram.png;status
 Placement_histograms_numeric.png;ssc_p, hsc_p, degree_p, etest_p, mba_p
 Liver_Patient_decision_tree.png;Alkphos, Sgot
+Liver_Patient_pca.png;9
 Liver_Patient_correlation_heatmap.png;Age, TB, DB, Alkphos, Sgpt, Sgot, TP, ALB, AG_Ratio
 Liver_Patient_boxplots.png;Age, TB, DB, Alkphos, Sgpt, Sgot, TP, ALB, AG_Ratio
 Liver_Patient_histograms_symbolic.png;Gender
@@ -43,23 +50,27 @@ Liver_Patient_mv.png;AG_Ratio
 Liver_Patient_class_histogram.png;Selector
 Liver_Patient_histograms_numeric.png;Age, TB, DB, Alkphos, Sgpt, Sgot, TP, ALB, AG_Ratio
 Hotel_Reservations_decision_tree.png;lead_time, no_of_special_requests
+Hotel_Reservations_pca.png;9
 Hotel_Reservations_correlation_heatmap.png;no_of_adults, no_of_children, no_of_weekend_nights, no_of_week_nights, lead_time, arrival_month, arrival_date, avg_price_per_room, no_of_special_requests
 Hotel_Reservations_boxplots.png;no_of_adults, no_of_children, no_of_weekend_nights, no_of_week_nights, lead_time, arrival_month, arrival_date, avg_price_per_room, no_of_special_requests
 Hotel_Reservations_histograms_symbolic.png;type_of_meal_plan, room_type_reserved, required_car_parking_space, arrival_year, repeated_guest
 Hotel_Reservations_class_histogram.png;booking_status
 Hotel_Reservations_histograms_numeric.png;no_of_adults, no_of_children, no_of_weekend_nights, no_of_week_nights, lead_time, arrival_month, arrival_date, avg_price_per_room, no_of_special_requests
 StressLevelDataset_decision_tree.png;basic_needs, bullying
+StressLevelDataset_pca.png;10
 StressLevelDataset_correlation_heatmap.png;anxiety_level, self_esteem, depression, headache, sleep_quality, breathing_problem, living_conditions, basic_needs, study_load, bullying
 StressLevelDataset_boxplots.png;anxiety_level, self_esteem, depression, headache, sleep_quality, breathing_problem, living_conditions, basic_needs, study_load, bullying
 StressLevelDataset_histograms_symbolic.png;mental_health_history
 StressLevelDataset_class_histogram.png;stress_level
 StressLevelDataset_histograms_numeric.png;anxiety_level, self_esteem, depression, headache, sleep_quality, breathing_problem, living_conditions, basic_needs, study_load, bullying
 WineQT_decision_tree.png;density, chlorides
+WineQT_pca.png;11
 WineQT_correlation_heatmap.png;fixed acidity, volatile acidity, citric acid, residual sugar, chlorides, free sulfur dioxide, total sulfur dioxide, density, pH, sulphates, alcohol
 WineQT_boxplots.png;fixed acidity, volatile acidity, citric acid, residual sugar, chlorides, free sulfur dioxide, total sulfur dioxide, density, pH, sulphates, alcohol
 WineQT_class_histogram.png;quality
 WineQT_histograms_numeric.png;fixed acidity, volatile acidity, citric acid, residual sugar, chlorides, free sulfur dioxide, total sulfur dioxide, density, pH, sulphates, alcohol
 loan_data_decision_tree.png;Loan_Amount_Term, ApplicantIncome
+loan_data_pca.png;4
 loan_data_correlation_heatmap.png;ApplicantIncome, CoapplicantIncome, LoanAmount, Loan_Amount_Term
 loan_data_boxplots.png;ApplicantIncome, CoapplicantIncome, LoanAmount, Loan_Amount_Term
 loan_data_histograms_symbolic.png;Dependents, Property_Area, Gender, Married, Education, Self_Employed, Credit_History
@@ -67,17 +78,20 @@ loan_data_mv.png;Gender, Dependents, Self_Employed, Loan_Amount_Term, Credit_His
 loan_data_class_histogram.png;Loan_Status
 loan_data_histograms_numeric.png;ApplicantIncome, CoapplicantIncome, LoanAmount, Loan_Amount_Term
 Dry_Bean_Dataset_decision_tree.png;Area, AspectRation
+Dry_Bean_Dataset_pca.png;9
 Dry_Bean_Dataset_correlation_heatmap.png;Area, Perimeter, MinorAxisLength, AspectRation, Eccentricity, EquivDiameter, Extent, Solidity, roundness, ShapeFactor1
 Dry_Bean_Dataset_boxplots.png;Area, Perimeter, MinorAxisLength, AspectRation, Eccentricity, EquivDiameter, Extent, Solidity, roundness, ShapeFactor1
 Dry_Bean_Dataset_class_histogram.png;Class
 Dry_Bean_Dataset_histograms_numeric.png;Area, Perimeter, MinorAxisLength, AspectRation, Eccentricity, EquivDiameter, Extent, Solidity, roundness, ShapeFactor1
 credit_customers_decision_tree.png;existing_credits, residence_since
+credit_customers_pca.png;6
 credit_customers_correlation_heatmap.png;duration, credit_amount, installment_commitment, residence_since, age, existing_credits
 credit_customers_boxplots.png;duration, credit_amount, installment_commitment, residence_since, age, existing_credits
 credit_customers_histograms_symbolic.png;checking_status, employment, other_parties, other_payment_plans, housing, num_dependents, own_telephone, foreign_worker
 credit_customers_class_histogram.png;class
 credit_customers_histograms_numeric.png;duration, credit_amount, installment_commitment, residence_since, age, existing_credits
 weatherAUS_decision_tree.png;Rainfall, Pressure3pm
+weatherAUS_pca.png;7
 weatherAUS_correlation_heatmap.png;Rainfall, WindSpeed9am, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp3pm
 weatherAUS_boxplots.png;Rainfall, WindSpeed9am, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp3pm
 weatherAUS_histograms_symbolic.png;Location, WindGustDir, WindDir9am, WindDir3pm, RainToday
@@ -85,106 +99,125 @@ weatherAUS_mv.png;Rainfall, WindGustDir, WindDir9am, WindDir3pm, WindSpeed9am, P
 weatherAUS_class_histogram.png;RainTomorrow
 weatherAUS_histograms_numeric.png;Rainfall, WindSpeed9am, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp3pm
 car_insurance_decision_tree.png;displacement, height
+car_insurance_pca.png;9
 car_insurance_correlation_heatmap.png;policy_tenure, age_of_car, age_of_policyholder, airbags, displacement, length, width, height, gross_weight
 car_insurance_boxplots.png;policy_tenure, age_of_car, age_of_policyholder, airbags, displacement, length, width, height, gross_weight
 car_insurance_histograms_symbolic.png;area_cluster, segment, model, fuel_type, max_torque, max_power, steering_type, is_esc, is_adjustable_steering
 car_insurance_class_histogram.png;is_claim
 car_insurance_histograms_numeric.png;policy_tenure, age_of_car, age_of_policyholder, airbags, displacement, length, width, height, gross_weight
 heart_decision_tree.png;slope, restecg
+heart_pca.png;10
 heart_correlation_heatmap.png;age, cp, trestbps, chol, restecg, thalach, oldpeak, slope, ca, thal
 heart_boxplots.png;age, cp, trestbps, chol, restecg, thalach, oldpeak, slope, ca, thal
 heart_histograms_symbolic.png;sex, fbs, exang
 heart_class_histogram.png;target
 heart_histograms_numeric.png;age, cp, trestbps, chol, restecg, thalach, oldpeak, slope, ca, thal
 Breast_Cancer_decision_tree.png;perimeter_mean, texture_worst
+Breast_Cancer_pca.png;10
 Breast_Cancer_correlation_heatmap.png;texture_mean, perimeter_mean, texture_se, perimeter_se, area_se, smoothness_se, symmetry_se, radius_worst, texture_worst, perimeter_worst
 Breast_Cancer_boxplots.png;texture_mean, perimeter_mean, texture_se, perimeter_se, area_se, smoothness_se, symmetry_se, radius_worst, texture_worst, perimeter_worst
 Breast_Cancer_class_histogram.png;diagnosis
 Breast_Cancer_histograms_numeric.png;texture_mean, perimeter_mean, texture_se, perimeter_se, area_se, smoothness_se, symmetry_se, radius_worst, texture_worst, perimeter_worst
 e-commerce_decision_tree.png;Prior_purchases, Customer_care_calls
+e-commerce_pca.png;6
 e-commerce_correlation_heatmap.png;Customer_care_calls, Customer_rating, Cost_of_the_Product, Prior_purchases, Discount_offered, Weight_in_gms
 e-commerce_boxplots.png;Customer_care_calls, Customer_rating, Cost_of_the_Product, Prior_purchases, Discount_offered, Weight_in_gms
 e-commerce_histograms_symbolic.png;Warehouse_block, Mode_of_Shipment, Product_importance, Gender
 e-commerce_class_histogram.png;ReachedOnTime
 e-commerce_histograms_numeric.png;Customer_care_calls, Customer_rating, Cost_of_the_Product, Prior_purchases, Discount_offered, Weight_in_gms
 maintenance_decision_tree.png;Rotational speed [rpm], Torque [Nm]
+maintenance_pca.png;5
 maintenance_correlation_heatmap.png;Air temperature [K], Process temperature [K], Rotational speed [rpm], Torque [Nm], Tool wear [min]
 maintenance_boxplots.png;Air temperature [K], Process temperature [K], Rotational speed [rpm], Torque [Nm], Tool wear [min]
 maintenance_histograms_symbolic.png;Type, TWF, HDF, PWF, OSF, RNF
 maintenance_class_histogram.png;Machine_failure
 maintenance_histograms_numeric.png;Air temperature [K], Process temperature [K], Rotational speed [rpm], Torque [Nm], Tool wear [min]
 Churn_Modelling_decision_tree.png;Age, NumOfProducts
+Churn_Modelling_pca.png;6
 Churn_Modelling_correlation_heatmap.png;CreditScore, Age, Tenure, Balance, NumOfProducts, EstimatedSalary
 Churn_Modelling_boxplots.png;CreditScore, Age, Tenure, Balance, NumOfProducts, EstimatedSalary
 Churn_Modelling_histograms_symbolic.png;Geography, Gender, HasCrCard, IsActiveMember
 Churn_Modelling_class_histogram.png;Exited
 Churn_Modelling_histograms_numeric.png;CreditScore, Age, Tenure, Balance, NumOfProducts, EstimatedSalary
 vehicle_decision_tree.png;MAJORSKEWNESS, CIRCULARITY
+vehicle_pca.png;11
 vehicle_correlation_heatmap.png;COMPACTNESS, CIRCULARITY, DISTANCE CIRCULARITY, RADIUS RATIO, MAJORVARIANCE, MINORVARIANCE, GYRATIONRADIUS, MAJORSKEWNESS, MINORSKEWNESS, MINORKURTOSIS, MAJORKURTOSIS
 vehicle_boxplots.png;COMPACTNESS, CIRCULARITY, DISTANCE CIRCULARITY, RADIUS RATIO, MAJORVARIANCE, MINORVARIANCE, GYRATIONRADIUS, MAJORSKEWNESS, MINORSKEWNESS, MINORKURTOSIS, MAJORKURTOSIS
 vehicle_class_histogram.png;target
 vehicle_histograms_numeric.png;COMPACTNESS, CIRCULARITY, DISTANCE CIRCULARITY, RADIUS RATIO, MAJORVARIANCE, MINORVARIANCE, GYRATIONRADIUS, MAJORSKEWNESS, MINORSKEWNESS, MINORKURTOSIS, MAJORKURTOSIS
 adult_decision_tree.png;hours-per-week, capital-loss
+adult_pca.png;6
 adult_correlation_heatmap.png;age, fnlwgt, educational-num, capital-gain, capital-loss, hours-per-week
 adult_boxplots.png;age, fnlwgt, educational-num, capital-gain, capital-loss, hours-per-week
 adult_histograms_symbolic.png;workclass, education, marital-status, occupation, relationship, race, gender
 adult_class_histogram.png;income
 adult_histograms_numeric.png;age, fnlwgt, educational-num, capital-gain, capital-loss, hours-per-week
 Covid_Data_decision_tree.png;CARDIOVASCULAR, ASHTMA
+Covid_Data_pca.png;12
 Covid_Data_correlation_heatmap.png;MEDICAL_UNIT, PNEUMONIA, AGE, PREGNANT, COPD, ASTHMA, HIPERTENSION, OTHER_DISEASE, CARDIOVASCULAR, RENAL_CHRONIC, TOBACCO, ICU
 Covid_Data_boxplots.png;MEDICAL_UNIT, PNEUMONIA, AGE, PREGNANT, COPD, ASTHMA, HIPERTENSION, OTHER_DISEASE, CARDIOVASCULAR, RENAL_CHRONIC, TOBACCO, ICU
 Covid_Data_histograms_symbolic.png;USMER, SEX, PATIENT_TYPE
 Covid_Data_class_histogram.png;CLASSIFICATION
 Covid_Data_histograms_numeric.png;MEDICAL_UNIT, PNEUMONIA, AGE, PREGNANT, COPD, ASTHMA, HIPERTENSION, OTHER_DISEASE, CARDIOVASCULAR, RENAL_CHRONIC, TOBACCO, ICU
 sky_survey_decision_tree.png;dec, mjd
+sky_survey_pca.png;8
 sky_survey_correlation_heatmap.png;ra, dec, run, camcol, field, redshift, plate, mjd
 sky_survey_boxplots.png;ra, dec, run, camcol, field, redshift, plate, mjd
 sky_survey_class_histogram.png;class
 sky_survey_histograms_numeric.png;ra, dec, run, camcol, field, redshift, plate, mjd
 Wine_decision_tree.png;Total phenols, Proanthocyanins
+Wine_pca.png;11
 Wine_correlation_heatmap.png;Alcohol, Malic acid, Ash, Alcalinity of ash, Total phenols, Flavanoids, Nonflavanoid phenols, Proanthocyanins, Color intensity, Hue, OD280-OD315 of diluted wines
 Wine_boxplots.png;Alcohol, Malic acid, Ash, Alcalinity of ash, Total phenols, Flavanoids, Nonflavanoid phenols, Proanthocyanins, Color intensity, Hue, OD280-OD315 of diluted wines
 Wine_class_histogram.png;Class
 Wine_histograms_numeric.png;Alcohol, Malic acid, Ash, Alcalinity of ash, Total phenols, Flavanoids, Nonflavanoid phenols, Proanthocyanins, Color intensity, Hue, OD280-OD315 of diluted wines
 water_potability_decision_tree.png;Hardness, Chloramines
+water_potability_pca.png;7
 water_potability_correlation_heatmap.png;ph, Hardness, Chloramines, Sulfate, Conductivity, Trihalomethanes, Turbidity
 water_potability_boxplots.png;ph, Hardness, Chloramines, Sulfate, Conductivity, Trihalomethanes, Turbidity
 water_potability_mv.png;ph, Sulfate, Trihalomethanes
 water_potability_class_histogram.png;Potability
 water_potability_histograms_numeric.png;ph, Hardness, Chloramines, Sulfate, Conductivity, Trihalomethanes, Turbidity
 abalone_decision_tree.png;Height, Diameter
+abalone_pca.png;8
 abalone_correlation_heatmap.png;Length, Diameter, Height, Whole weight, Shucked weight, Viscera weight, Shell weight, Rings
 abalone_boxplots.png;Length, Diameter, Height, Whole weight, Shucked weight, Viscera weight, Shell weight, Rings
 abalone_class_histogram.png;Sex
 abalone_histograms_numeric.png;Length, Diameter, Height, Whole weight, Shucked weight, Viscera weight, Shell weight, Rings
 smoking_drinking_decision_tree.png;SMK_stat_type_cd, gamma_GTP
+smoking_drinking_pca.png;12
 smoking_drinking_correlation_heatmap.png;age, height, weight, waistline, SBP, BLDS, tot_chole, LDL_chole, triglyceride, hemoglobin, gamma_GTP, SMK_stat_type_cd
 smoking_drinking_boxplots.png;age, height, weight, waistline, SBP, BLDS, tot_chole, LDL_chole, triglyceride, hemoglobin, gamma_GTP, SMK_stat_type_cd
 smoking_drinking_histograms_symbolic.png;sex, hear_left, hear_right
 smoking_drinking_class_histogram.png;DRK_YN
 smoking_drinking_histograms_numeric.png;age, height, weight, waistline, SBP, BLDS, tot_chole, LDL_chole, triglyceride, hemoglobin, gamma_GTP, SMK_stat_type_cd
 BankNoteAuthentication_decision_tree.png;skewness, curtosis
+BankNoteAuthentication_pca.png;4
 BankNoteAuthentication_correlation_heatmap.png;variance, skewness, curtosis, entropy
 BankNoteAuthentication_boxplots.png;variance, skewness, curtosis, entropy
 BankNoteAuthentication_class_histogram.png;class
 BankNoteAuthentication_histograms_numeric.png;variance, skewness, curtosis, entropy
 Iris_decision_tree.png;PetalWidthCm, PetalWidthCm
+Iris_pca.png;4
 Iris_correlation_heatmap.png;SepalLengthCm, SepalWidthCm, PetalLengthCm, PetalWidthCm
 Iris_boxplots.png;SepalLengthCm, SepalWidthCm, PetalLengthCm, PetalWidthCm
 Iris_class_histogram.png;Species
 Iris_histograms_numeric.png;SepalLengthCm, SepalWidthCm, PetalLengthCm, PetalWidthCm
 phone_decision_tree.png;int_memory, mobile_wt
+phone_pca.png;12
 phone_correlation_heatmap.png;battery_power, fc, int_memory, mobile_wt, n_cores, pc, px_height, px_width, ram, sc_h, sc_w, talk_time
 phone_boxplots.png;battery_power, fc, int_memory, mobile_wt, n_cores, pc, px_height, px_width, ram, sc_h, sc_w, talk_time
 phone_histograms_symbolic.png;blue, dual_sim, four_g, three_g, touch_screen, wifi
 phone_class_histogram.png;price_range
 phone_histograms_numeric.png;battery_power, fc, int_memory, mobile_wt, n_cores, pc, px_height, px_width, ram, sc_h, sc_w, talk_time
 apple_quality_decision_tree.png;Juiciness, Crunchiness
+apple_quality_pca.png;7
 apple_quality_correlation_heatmap.png;Size, Weight, Sweetness, Crunchiness, Juiciness, Ripeness, Acidity
 apple_quality_boxplots.png;Size, Weight, Sweetness, Crunchiness, Juiciness, Ripeness, Acidity
 apple_quality_class_histogram.png;Quality
 apple_quality_histograms_numeric.png;Size, Weight, Sweetness, Crunchiness, Juiciness, Ripeness, Acidity
 Employee_decision_tree.png;JoiningYear, ExperienceInCurrentDomain
+Employee_pca.png;4
 Employee_correlation_heatmap.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain
 Employee_boxplots.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain
 Employee_histograms_symbolic.png;Education, City, Gender, EverBenched