New dataset

Img_Vars.py

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+# coding=utf-8
+# Copyright 2020 The TensorFlow Datasets Authors and the HuggingFace Datasets Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Lint as: python3
+"""Image Description Dataset."""
+
+
+import json
+
+import datasets
+from datasets.tasks import QuestionAnsweringExtractive
+import pandas as pd
+
+
+logger = datasets.logging.get_logger(__name__)
+
+
+_CITATION = """\
+@article{2016arXiv160605250R,
+       author = {{Rajpurkar}, Pranav and {Zhang}, Jian and {Lopyrev},
+                 Konstantin and {Liang}, Percy},
+        title = "{SQuAD: 100,000+ Questions for Machine Comprehension of Text}",
+      journal = {arXiv e-prints},
+         year = 2016,
+          eid = {arXiv:1606.05250},
+        pages = {arXiv:1606.05250},
+archivePrefix = {arXiv},
+       eprint = {1606.05250},
+}
+"""
+
+_DESCRIPTION = """\
+Image descriptions for data science charts
+"""
+
+_URL = "https://huggingface.co/datasets/eduvedras/Img_Vars/resolve/main/images.tar.gz"
+
+class Img_VarsTargz(datasets.GeneratorBasedBuilder):
+
+    def _info(self):
+        return datasets.DatasetInfo(
+            description=_DESCRIPTION,
+            features=datasets.Features(
+                {
+                    "Chart": datasets.Image(),
+                    "Description": datasets.Value("string"),
+                    "Chart_name": datasets.Value("string"),
+                }
+            ),
+            # No default supervised_keys (as we have to pass both question
+            # and context as input).
+            supervised_keys=None,
+            homepage="https://huggingface.co/datasets/eduvedras/Img_Vars",
+            citation=_CITATION,
+            task_templates=[
+                QuestionAnsweringExtractive(
+                    question_column="question", context_column="context", answers_column="answers"
+                )
+            ],
+        )
+
+    def _split_generators(self, dl_manager):
+        path = dl_manager.download(_URL)
+        image_iters = dl_manager.iter_archive(path)
+        metadata_train_path = "https://huggingface.co/datasets/eduvedras/Img_Vars/resolve/main/vars_dataset_train.csv" 
+        metadata_test_path = "https://huggingface.co/datasets/eduvedras/Img_Vars/resolve/main/vars_dataset_test.csv"
+
+        return [
+            datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"images": image_iters,
+                                                                           "metadata_path": metadata_train_path}),
+            datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"images": image_iters,
+                                                                           "metadata_path": metadata_test_path}),
+        ]
+
+    def _generate_examples(self, images, metadata_path):
+        metadata = pd.read_csv(metadata_path, sep=';')
+        idx = 0
+        for index, row in metadata.iterrows():
+            for filepath, image in images:
+                filepath = filepath.split('/')[-1]
+                if row['Chart'] in filepath:
+                    yield idx, {
+                        "Chart": {"path": filepath, "bytes": image.read()},
+                        "Description": row['description'],
+                        "Chart_name": row['Chart'],
+                    }
+                    break
+            idx += 1

images.tar.gz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:a84cd68f48a166705379739f552ddd700c2bdab16c77ad12afd1a900da78dd8a
+size 17305159

vars_dataset.csv

@@ -0,0 +1,199 @@
+Chart;description
+ObesityDataSet_decision_tree.png;FAF, Height
+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_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
+customer_segmentation_mv.png;Ever_Married, Graduated, Profession, Work_Experience, Family_Size, Var_1
+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_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
+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_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_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_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_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
+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_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_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_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_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
+loan_data_mv.png;Gender, Dependents, Self_Employed, Loan_Amount_Term, Credit_History
+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_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_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_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
+weatherAUS_mv.png;Rainfall, WindGustDir, WindDir9am, WindDir3pm, WindSpeed9am, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp3pm, RainToday
+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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_correlation_heatmap.png;Pclass, Age, SibSp, Parch, Fare
+Titanic_boxplots.png;Pclass, Age, SibSp, Parch, Fare
+Titanic_histograms_symbolic.png;Embarked, Sex
+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_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_correlation_heatmap.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain
+Employee_boxplots.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain
+Employee_histograms_symbolic.png;Education, City, Gender, EverBenched
+Employee_class_histogram.png;LeaveOrNot
+Employee_histograms_numeric.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain

vars_dataset_test.csv

@@ -0,0 +1,8 @@
+Chart;description
+Titanic_decision_tree.png;Pclass, Parch
+Titanic_correlation_heatmap.png;Pclass, Age, SibSp, Parch, Fare
+Titanic_boxplots.png;Pclass, Age, SibSp, Parch, Fare
+Titanic_histograms_symbolic.png;Embarked, Sex
+Titanic_mv.png;Age, Embarked
+Titanic_class_histogram.png;Survived
+Titanic_histograms_numeric.png;Pclass, Age, SibSp, Parch, Fare

vars_dataset_train.csv

@@ -0,0 +1,192 @@
+Chart;description
+ObesityDataSet_decision_tree.png;FAF, Height
+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_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
+customer_segmentation_mv.png;Ever_Married, Graduated, Profession, Work_Experience, Family_Size, Var_1
+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_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
+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_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_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_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_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
+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_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_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_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_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
+loan_data_mv.png;Gender, Dependents, Self_Employed, Loan_Amount_Term, Credit_History
+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_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_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_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
+weatherAUS_mv.png;Rainfall, WindGustDir, WindDir9am, WindDir3pm, WindSpeed9am, Pressure9am, Pressure3pm, Cloud9am, Cloud3pm, Temp3pm, RainToday
+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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_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_correlation_heatmap.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain
+Employee_boxplots.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain
+Employee_histograms_symbolic.png;Education, City, Gender, EverBenched
+Employee_class_histogram.png;LeaveOrNot
+Employee_histograms_numeric.png;JoiningYear, PaymentTier, Age, ExperienceInCurrentDomain