From 7dc9e7964031fe48a8d47fe486bffdfedb2879d0 Mon Sep 17 00:00:00 2001 From: runali Date: Sun, 7 Dec 2025 22:43:58 -0700 Subject: [PATCH] Init Commit, adding files for importing heart disease dataset and tasks for predicting heart problems from dataset. --- pyhealth/datasets/configs/heart_dataset.py | 43 + .../datasets/rawdata/heart_disease_uci.csv | 921 ++++++++++++++++++ pyhealth/tasks/heart_task.py | 30 + 3 files changed, 994 insertions(+) create mode 100644 pyhealth/datasets/configs/heart_dataset.py create mode 100644 pyhealth/datasets/rawdata/heart_disease_uci.csv create mode 100644 pyhealth/tasks/heart_task.py diff --git a/pyhealth/datasets/configs/heart_dataset.py b/pyhealth/datasets/configs/heart_dataset.py new file mode 100644 index 000000000..8f1650d23 --- /dev/null +++ b/pyhealth/datasets/configs/heart_dataset.py @@ -0,0 +1,43 @@ +import pandas as pd +from pyhealth.datasets import BaseDataset +from sklearn.preprocessing import LabelEncoder + +class HeartDiseaseDataset(BaseDataset): + """ + + This data was pulled form Kaggle and can be found at: https://www.kaggle.com/datasets/redwankarimsony/heart-disease-data?select=heart_disease_uci.csv + + The dataset is stored in pyhealth/datasets/rawdata/heart_disease_uci.csv for use of testing. + + The dataset will allow for users to perform predictive analysis on whether or not patients are at risk for heart problems + Takes in multiple columns such as age, sex, blood pressure, cholesterol + + This function will return [features_dict, target] pairs + + """ + def __init__(self, root, dataset_name="heart_disease", target_column="target"): + df = pd.read_csv(root) + + for col in ["id", "dataset"]: # get rid of columns that are not necessary. Data cleanup from original source and + if col in df.columns: + df = df.drop(columns=[col]) + + if "num" in df.columns and target_column not in df.columns: # manipulate columns where needed + df = df.rename(columns={"num": target_column}) + + for col in df.columns: + if df[col].dtype == object or df[col].dtype == bool: + df[col] = LabelEncoder().fit_transform(df[col].astype(str)) + + self.df = df + self.target_column = target_column + super().__init__(dataset_name) + + def __len__(self): + return len(self.df) + + def __getitem__(self, idx): + row = self.df.iloc[idx] + y = row[self.target_column] + X = row.drop(labels=[self.target_column]).to_dict() + return X, y \ No newline at end of file diff --git a/pyhealth/datasets/rawdata/heart_disease_uci.csv b/pyhealth/datasets/rawdata/heart_disease_uci.csv new file mode 100644 index 000000000..79cb47b9f --- /dev/null +++ b/pyhealth/datasets/rawdata/heart_disease_uci.csv @@ -0,0 +1,921 @@ 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+159,60,Male,Cleveland,asymptomatic,140,293,FALSE,lv hypertrophy,170,FALSE,1.2,flat,2,reversable defect,2 +160,68,Male,Cleveland,non-anginal,118,277,FALSE,normal,151,FALSE,1,upsloping,1,reversable defect,0 +161,46,Male,Cleveland,atypical angina,101,197,TRUE,normal,156,FALSE,0,upsloping,0,reversable defect,0 +162,77,Male,Cleveland,asymptomatic,125,304,FALSE,lv hypertrophy,162,TRUE,0,upsloping,3,normal,4 +163,54,Female,Cleveland,non-anginal,110,214,FALSE,normal,158,FALSE,1.6,flat,0,normal,0 +164,58,Female,Cleveland,asymptomatic,100,248,FALSE,lv hypertrophy,122,FALSE,1,flat,0,normal,0 +165,48,Male,Cleveland,non-anginal,124,255,TRUE,normal,175,FALSE,0,upsloping,2,normal,0 +166,57,Male,Cleveland,asymptomatic,132,207,FALSE,normal,168,TRUE,0,upsloping,0,reversable defect,0 +167,52,Male,Cleveland,non-anginal,138,223,FALSE,normal,169,FALSE,0,upsloping,,normal,0 +168,54,Female,Cleveland,atypical angina,132,288,TRUE,lv hypertrophy,159,TRUE,0,upsloping,1,normal,0 +169,35,Male,Cleveland,asymptomatic,126,282,FALSE,lv hypertrophy,156,TRUE,0,upsloping,0,reversable defect,1 +170,45,Female,Cleveland,atypical angina,112,160,FALSE,normal,138,FALSE,0,flat,0,normal,0 +171,70,Male,Cleveland,non-anginal,160,269,FALSE,normal,112,TRUE,2.9,flat,1,reversable defect,3 +172,53,Male,Cleveland,asymptomatic,142,226,FALSE,lv hypertrophy,111,TRUE,0,upsloping,0,reversable defect,0 +173,59,Female,Cleveland,asymptomatic,174,249,FALSE,normal,143,TRUE,0,flat,0,normal,1 +174,62,Female,Cleveland,asymptomatic,140,394,FALSE,lv hypertrophy,157,FALSE,1.2,flat,0,normal,0 +175,64,Male,Cleveland,asymptomatic,145,212,FALSE,lv hypertrophy,132,FALSE,2,flat,2,fixed defect,4 +176,57,Male,Cleveland,asymptomatic,152,274,FALSE,normal,88,TRUE,1.2,flat,1,reversable defect,1 +177,52,Male,Cleveland,asymptomatic,108,233,TRUE,normal,147,FALSE,0.1,upsloping,3,reversable defect,0 +178,56,Male,Cleveland,asymptomatic,132,184,FALSE,lv hypertrophy,105,TRUE,2.1,flat,1,fixed defect,1 +179,43,Male,Cleveland,non-anginal,130,315,FALSE,normal,162,FALSE,1.9,upsloping,1,normal,0 +180,53,Male,Cleveland,non-anginal,130,246,TRUE,lv hypertrophy,173,FALSE,0,upsloping,3,normal,0 +181,48,Male,Cleveland,asymptomatic,124,274,FALSE,lv hypertrophy,166,FALSE,0.5,flat,0,reversable defect,3 +182,56,Female,Cleveland,asymptomatic,134,409,FALSE,lv hypertrophy,150,TRUE,1.9,flat,2,reversable defect,2 +183,42,Male,Cleveland,typical angina,148,244,FALSE,lv hypertrophy,178,FALSE,0.8,upsloping,2,normal,0 +184,59,Male,Cleveland,typical angina,178,270,FALSE,lv hypertrophy,145,FALSE,4.2,downsloping,0,reversable defect,0 +185,60,Female,Cleveland,asymptomatic,158,305,FALSE,lv hypertrophy,161,FALSE,0,upsloping,0,normal,1 +186,63,Female,Cleveland,atypical angina,140,195,FALSE,normal,179,FALSE,0,upsloping,2,normal,0 +187,42,Male,Cleveland,non-anginal,120,240,TRUE,normal,194,FALSE,0.8,downsloping,0,reversable defect,0 +188,66,Male,Cleveland,atypical angina,160,246,FALSE,normal,120,TRUE,0,flat,3,fixed defect,2 +189,54,Male,Cleveland,atypical angina,192,283,FALSE,lv hypertrophy,195,FALSE,0,upsloping,1,reversable defect,1 +190,69,Male,Cleveland,non-anginal,140,254,FALSE,lv hypertrophy,146,FALSE,2,flat,3,reversable defect,2 +191,50,Male,Cleveland,non-anginal,129,196,FALSE,normal,163,FALSE,0,upsloping,0,normal,0 +192,51,Male,Cleveland,asymptomatic,140,298,FALSE,normal,122,TRUE,4.2,flat,3,reversable defect,3 +193,43,Male,Cleveland,asymptomatic,132,247,TRUE,lv hypertrophy,143,TRUE,0.1,flat,,reversable defect,1 +194,62,Female,Cleveland,asymptomatic,138,294,TRUE,normal,106,FALSE,1.9,flat,3,normal,2 +195,68,Female,Cleveland,non-anginal,120,211,FALSE,lv hypertrophy,115,FALSE,1.5,flat,0,normal,0 +196,67,Male,Cleveland,asymptomatic,100,299,FALSE,lv hypertrophy,125,TRUE,0.9,flat,2,normal,3 +197,69,Male,Cleveland,typical angina,160,234,TRUE,lv hypertrophy,131,FALSE,0.1,flat,1,normal,0 +198,45,Female,Cleveland,asymptomatic,138,236,FALSE,lv hypertrophy,152,TRUE,0.2,flat,0,normal,0 +199,50,Female,Cleveland,atypical angina,120,244,FALSE,normal,162,FALSE,1.1,upsloping,0,normal,0 +200,59,Male,Cleveland,typical angina,160,273,FALSE,lv hypertrophy,125,FALSE,0,upsloping,0,normal,1 +201,50,Female,Cleveland,asymptomatic,110,254,FALSE,lv hypertrophy,159,FALSE,0,upsloping,0,normal,0 +202,64,Female,Cleveland,asymptomatic,180,325,FALSE,normal,154,TRUE,0,upsloping,0,normal,0 +203,57,Male,Cleveland,non-anginal,150,126,TRUE,normal,173,FALSE,0.2,upsloping,1,reversable defect,0 +204,64,Female,Cleveland,non-anginal,140,313,FALSE,normal,133,FALSE,0.2,upsloping,0,reversable defect,0 +205,43,Male,Cleveland,asymptomatic,110,211,FALSE,normal,161,FALSE,0,upsloping,0,reversable defect,0 +206,45,Male,Cleveland,asymptomatic,142,309,FALSE,lv hypertrophy,147,TRUE,0,flat,3,reversable defect,3 +207,58,Male,Cleveland,asymptomatic,128,259,FALSE,lv hypertrophy,130,TRUE,3,flat,2,reversable defect,3 +208,50,Male,Cleveland,asymptomatic,144,200,FALSE,lv hypertrophy,126,TRUE,0.9,flat,0,reversable defect,3 +209,55,Male,Cleveland,atypical angina,130,262,FALSE,normal,155,FALSE,0,upsloping,0,normal,0 +210,62,Female,Cleveland,asymptomatic,150,244,FALSE,normal,154,TRUE,1.4,flat,0,normal,1 +211,37,Female,Cleveland,non-anginal,120,215,FALSE,normal,170,FALSE,0,upsloping,0,normal,0 +212,38,Male,Cleveland,typical angina,120,231,FALSE,normal,182,TRUE,3.8,flat,0,reversable defect,4 +213,41,Male,Cleveland,non-anginal,130,214,FALSE,lv hypertrophy,168,FALSE,2,flat,0,normal,0 +214,66,Female,Cleveland,asymptomatic,178,228,TRUE,normal,165,TRUE,1,flat,2,reversable defect,3 +215,52,Male,Cleveland,asymptomatic,112,230,FALSE,normal,160,FALSE,0,upsloping,1,normal,1 +216,56,Male,Cleveland,typical angina,120,193,FALSE,lv hypertrophy,162,FALSE,1.9,flat,0,reversable defect,0 +217,46,Female,Cleveland,atypical angina,105,204,FALSE,normal,172,FALSE,0,upsloping,0,normal,0 +218,46,Female,Cleveland,asymptomatic,138,243,FALSE,lv hypertrophy,152,TRUE,0,flat,0,normal,0 +219,64,Female,Cleveland,asymptomatic,130,303,FALSE,normal,122,FALSE,2,flat,2,normal,0 +220,59,Male,Cleveland,asymptomatic,138,271,FALSE,lv hypertrophy,182,FALSE,0,upsloping,0,normal,0 +221,41,Female,Cleveland,non-anginal,112,268,FALSE,lv hypertrophy,172,TRUE,0,upsloping,0,normal,0 +222,54,Female,Cleveland,non-anginal,108,267,FALSE,lv hypertrophy,167,FALSE,0,upsloping,0,normal,0 +223,39,Female,Cleveland,non-anginal,94,199,FALSE,normal,179,FALSE,0,upsloping,0,normal,0 +224,53,Male,Cleveland,asymptomatic,123,282,FALSE,normal,95,TRUE,2,flat,2,reversable defect,3 +225,63,Female,Cleveland,asymptomatic,108,269,FALSE,normal,169,TRUE,1.8,flat,2,normal,1 +226,34,Female,Cleveland,atypical angina,118,210,FALSE,normal,192,FALSE,0.7,upsloping,0,normal,0 +227,47,Male,Cleveland,asymptomatic,112,204,FALSE,normal,143,FALSE,0.1,upsloping,0,normal,0 +228,67,Female,Cleveland,non-anginal,152,277,FALSE,normal,172,FALSE,0,upsloping,1,normal,0 +229,54,Male,Cleveland,asymptomatic,110,206,FALSE,lv hypertrophy,108,TRUE,0,flat,1,normal,3 +230,66,Male,Cleveland,asymptomatic,112,212,FALSE,lv hypertrophy,132,TRUE,0.1,upsloping,1,normal,2 +231,52,Female,Cleveland,non-anginal,136,196,FALSE,lv hypertrophy,169,FALSE,0.1,flat,0,normal,0 +232,55,Female,Cleveland,asymptomatic,180,327,FALSE,st-t abnormality,117,TRUE,3.4,flat,0,normal,2 +233,49,Male,Cleveland,non-anginal,118,149,FALSE,lv hypertrophy,126,FALSE,0.8,upsloping,3,normal,1 +234,74,Female,Cleveland,atypical angina,120,269,FALSE,lv hypertrophy,121,TRUE,0.2,upsloping,1,normal,0 +235,54,Female,Cleveland,non-anginal,160,201,FALSE,normal,163,FALSE,0,upsloping,1,normal,0 +236,54,Male,Cleveland,asymptomatic,122,286,FALSE,lv hypertrophy,116,TRUE,3.2,flat,2,normal,3 +237,56,Male,Cleveland,asymptomatic,130,283,TRUE,lv hypertrophy,103,TRUE,1.6,downsloping,0,reversable defect,2 +238,46,Male,Cleveland,asymptomatic,120,249,FALSE,lv hypertrophy,144,FALSE,0.8,upsloping,0,reversable defect,1 +239,49,Female,Cleveland,atypical angina,134,271,FALSE,normal,162,FALSE,0,flat,0,normal,0 +240,42,Male,Cleveland,atypical angina,120,295,FALSE,normal,162,FALSE,0,upsloping,0,normal,0 +241,41,Male,Cleveland,atypical angina,110,235,FALSE,normal,153,FALSE,0,upsloping,0,normal,0 +242,41,Female,Cleveland,atypical angina,126,306,FALSE,normal,163,FALSE,0,upsloping,0,normal,0 +243,49,Female,Cleveland,asymptomatic,130,269,FALSE,normal,163,FALSE,0,upsloping,0,normal,0 +244,61,Male,Cleveland,typical angina,134,234,FALSE,normal,145,FALSE,2.6,flat,2,normal,2 +245,60,Female,Cleveland,non-anginal,120,178,TRUE,normal,96,FALSE,0,upsloping,0,normal,0 +246,67,Male,Cleveland,asymptomatic,120,237,FALSE,normal,71,FALSE,1,flat,0,normal,2 +247,58,Male,Cleveland,asymptomatic,100,234,FALSE,normal,156,FALSE,0.1,upsloping,1,reversable defect,2 +248,47,Male,Cleveland,asymptomatic,110,275,FALSE,lv hypertrophy,118,TRUE,1,flat,1,normal,1 +249,52,Male,Cleveland,asymptomatic,125,212,FALSE,normal,168,FALSE,1,upsloping,2,reversable defect,3 +250,62,Male,Cleveland,atypical angina,128,208,TRUE,lv hypertrophy,140,FALSE,0,upsloping,0,normal,0 +251,57,Male,Cleveland,asymptomatic,110,201,FALSE,normal,126,TRUE,1.5,flat,0,fixed defect,0 +252,58,Male,Cleveland,asymptomatic,146,218,FALSE,normal,105,FALSE,2,flat,1,reversable defect,1 +253,64,Male,Cleveland,asymptomatic,128,263,FALSE,normal,105,TRUE,0.2,flat,1,reversable defect,0 +254,51,Female,Cleveland,non-anginal,120,295,FALSE,lv hypertrophy,157,FALSE,0.6,upsloping,0,normal,0 +255,43,Male,Cleveland,asymptomatic,115,303,FALSE,normal,181,FALSE,1.2,flat,0,normal,0 +256,42,Female,Cleveland,non-anginal,120,209,FALSE,normal,173,FALSE,0,flat,0,normal,0 +257,67,Female,Cleveland,asymptomatic,106,223,FALSE,normal,142,FALSE,0.3,upsloping,2,normal,0 +258,76,Female,Cleveland,non-anginal,140,197,FALSE,st-t abnormality,116,FALSE,1.1,flat,0,normal,0 +259,70,Male,Cleveland,atypical angina,156,245,FALSE,lv hypertrophy,143,FALSE,0,upsloping,0,normal,0 +260,57,Male,Cleveland,atypical angina,124,261,FALSE,normal,141,FALSE,0.3,upsloping,0,reversable defect,1 +261,44,Female,Cleveland,non-anginal,118,242,FALSE,normal,149,FALSE,0.3,flat,1,normal,0 +262,58,Female,Cleveland,atypical angina,136,319,TRUE,lv hypertrophy,152,FALSE,0,upsloping,2,normal,3 +263,60,Female,Cleveland,typical angina,150,240,FALSE,normal,171,FALSE,0.9,upsloping,0,normal,0 +264,44,Male,Cleveland,non-anginal,120,226,FALSE,normal,169,FALSE,0,upsloping,0,normal,0 +265,61,Male,Cleveland,asymptomatic,138,166,FALSE,lv hypertrophy,125,TRUE,3.6,flat,1,normal,4 +266,42,Male,Cleveland,asymptomatic,136,315,FALSE,normal,125,TRUE,1.8,flat,0,fixed defect,2 +267,52,Male,Cleveland,asymptomatic,128,204,TRUE,normal,156,TRUE,1,flat,0,,2 +268,59,Male,Cleveland,non-anginal,126,218,TRUE,normal,134,FALSE,2.2,flat,1,fixed defect,2 +269,40,Male,Cleveland,asymptomatic,152,223,FALSE,normal,181,FALSE,0,upsloping,0,reversable defect,1 +270,42,Male,Cleveland,non-anginal,130,180,FALSE,normal,150,FALSE,0,upsloping,0,normal,0 +271,61,Male,Cleveland,asymptomatic,140,207,FALSE,lv hypertrophy,138,TRUE,1.9,upsloping,1,reversable defect,1 +272,66,Male,Cleveland,asymptomatic,160,228,FALSE,lv hypertrophy,138,FALSE,2.3,upsloping,0,fixed defect,0 +273,46,Male,Cleveland,asymptomatic,140,311,FALSE,normal,120,TRUE,1.8,flat,2,reversable defect,2 +274,71,Female,Cleveland,asymptomatic,112,149,FALSE,normal,125,FALSE,1.6,flat,0,normal,0 +275,59,Male,Cleveland,typical angina,134,204,FALSE,normal,162,FALSE,0.8,upsloping,2,normal,1 +276,64,Male,Cleveland,typical angina,170,227,FALSE,lv hypertrophy,155,FALSE,0.6,flat,0,reversable defect,0 +277,66,Female,Cleveland,non-anginal,146,278,FALSE,lv hypertrophy,152,FALSE,0,flat,1,normal,0 +278,39,Female,Cleveland,non-anginal,138,220,FALSE,normal,152,FALSE,0,flat,0,normal,0 +279,57,Male,Cleveland,atypical angina,154,232,FALSE,lv hypertrophy,164,FALSE,0,upsloping,1,normal,1 +280,58,Female,Cleveland,asymptomatic,130,197,FALSE,normal,131,FALSE,0.6,flat,0,normal,0 +281,57,Male,Cleveland,asymptomatic,110,335,FALSE,normal,143,TRUE,3,flat,1,reversable defect,2 +282,47,Male,Cleveland,non-anginal,130,253,FALSE,normal,179,FALSE,0,upsloping,0,normal,0 +283,55,Female,Cleveland,asymptomatic,128,205,FALSE,st-t abnormality,130,TRUE,2,flat,1,reversable defect,3 +284,35,Male,Cleveland,atypical angina,122,192,FALSE,normal,174,FALSE,0,upsloping,0,normal,0 +285,61,Male,Cleveland,asymptomatic,148,203,FALSE,normal,161,FALSE,0,upsloping,1,reversable defect,2 +286,58,Male,Cleveland,asymptomatic,114,318,FALSE,st-t abnormality,140,FALSE,4.4,downsloping,3,fixed defect,4 +287,58,Female,Cleveland,asymptomatic,170,225,TRUE,lv hypertrophy,146,TRUE,2.8,flat,2,fixed defect,2 +288,58,Male,Cleveland,atypical angina,125,220,FALSE,normal,144,FALSE,0.4,flat,,reversable defect,0 +289,56,Male,Cleveland,atypical angina,130,221,FALSE,lv hypertrophy,163,FALSE,0,upsloping,0,reversable defect,0 +290,56,Male,Cleveland,atypical angina,120,240,FALSE,normal,169,FALSE,0,downsloping,0,normal,0 +291,67,Male,Cleveland,non-anginal,152,212,FALSE,lv hypertrophy,150,FALSE,0.8,flat,0,reversable defect,1 +292,55,Female,Cleveland,atypical angina,132,342,FALSE,normal,166,FALSE,1.2,upsloping,0,normal,0 +293,44,Male,Cleveland,asymptomatic,120,169,FALSE,normal,144,TRUE,2.8,downsloping,0,fixed defect,2 +294,63,Male,Cleveland,asymptomatic,140,187,FALSE,lv hypertrophy,144,TRUE,4,upsloping,2,reversable defect,2 +295,63,Female,Cleveland,asymptomatic,124,197,FALSE,normal,136,TRUE,0,flat,0,normal,1 +296,41,Male,Cleveland,atypical angina,120,157,FALSE,normal,182,FALSE,0,upsloping,0,normal,0 +297,59,Male,Cleveland,asymptomatic,164,176,TRUE,lv hypertrophy,90,FALSE,1,flat,2,fixed defect,3 +298,57,Female,Cleveland,asymptomatic,140,241,FALSE,normal,123,TRUE,0.2,flat,0,reversable defect,1 +299,45,Male,Cleveland,typical angina,110,264,FALSE,normal,132,FALSE,1.2,flat,0,reversable defect,1 +300,68,Male,Cleveland,asymptomatic,144,193,TRUE,normal,141,FALSE,3.4,flat,2,reversable defect,2 +301,57,Male,Cleveland,asymptomatic,130,131,FALSE,normal,115,TRUE,1.2,flat,1,reversable defect,3 +302,57,Female,Cleveland,atypical angina,130,236,FALSE,lv hypertrophy,174,FALSE,0,flat,1,normal,1 +303,38,Male,Cleveland,non-anginal,138,175,FALSE,normal,173,FALSE,0,upsloping,,normal,0 +304,28,Male,Cleveland,atypical angina,130,132,FALSE,lv hypertrophy,185,FALSE,0,,,,0 +305,29,Male,Hungary,atypical angina,120,243,FALSE,normal,160,FALSE,0,,,,0 +306,29,Male,Hungary,atypical angina,140,,FALSE,normal,170,FALSE,0,,,,0 +307,30,Female,Hungary,typical angina,170,237,FALSE,st-t abnormality,170,FALSE,0,,,fixed defect,0 +308,31,Female,Hungary,atypical angina,100,219,FALSE,st-t abnormality,150,FALSE,0,,,,0 +309,32,Female,Hungary,atypical angina,105,198,FALSE,normal,165,FALSE,0,,,,0 +310,32,Male,Hungary,atypical angina,110,225,FALSE,normal,184,FALSE,0,,,,0 +311,32,Male,Hungary,atypical angina,125,254,FALSE,normal,155,FALSE,0,,,,0 +312,33,Male,Hungary,non-anginal,120,298,FALSE,normal,185,FALSE,0,,,,0 +313,34,Female,Hungary,atypical angina,130,161,FALSE,normal,190,FALSE,0,,,,0 +314,34,Male,Hungary,atypical angina,150,214,FALSE,st-t abnormality,168,FALSE,0,,,,0 +315,34,Male,Hungary,atypical angina,98,220,FALSE,normal,150,FALSE,0,,,,0 +316,35,Female,Hungary,typical angina,120,160,FALSE,st-t abnormality,185,FALSE,0,,,,0 +317,35,Female,Hungary,asymptomatic,140,167,FALSE,normal,150,FALSE,0,,,,0 +318,35,Male,Hungary,atypical angina,120,308,FALSE,lv hypertrophy,180,FALSE,0,,,,0 +319,35,Male,Hungary,atypical angina,150,264,FALSE,normal,168,FALSE,0,,,,0 +320,36,Male,Hungary,atypical angina,120,166,FALSE,normal,180,FALSE,0,,,,0 +321,36,Male,Hungary,non-anginal,112,340,FALSE,normal,184,FALSE,1,flat,,normal,0 +322,36,Male,Hungary,non-anginal,130,209,FALSE,normal,178,FALSE,0,,,,0 +323,36,Male,Hungary,non-anginal,150,160,FALSE,normal,172,FALSE,0,,,,0 +324,37,Female,Hungary,atypical angina,120,260,FALSE,normal,130,FALSE,0,,,,0 +325,37,Female,Hungary,non-anginal,130,211,FALSE,normal,142,FALSE,0,,,,0 +326,37,Female,Hungary,asymptomatic,130,173,FALSE,st-t abnormality,184,FALSE,0,,,,0 +327,37,Male,Hungary,atypical angina,130,283,FALSE,st-t abnormality,98,FALSE,0,,,,0 +328,37,Male,Hungary,non-anginal,130,194,FALSE,normal,150,FALSE,0,,,,0 +329,37,Male,Hungary,asymptomatic,120,223,FALSE,normal,168,FALSE,0,,,normal,0 +330,37,Male,Hungary,asymptomatic,130,315,FALSE,normal,158,FALSE,0,,,,0 +331,38,Female,Hungary,atypical angina,120,275,,normal,129,FALSE,0,,,,0 +332,38,Male,Hungary,atypical angina,140,297,FALSE,normal,150,FALSE,0,,,,0 +333,38,Male,Hungary,non-anginal,145,292,FALSE,normal,130,FALSE,0,,,,0 +334,39,Female,Hungary,non-anginal,110,182,FALSE,st-t abnormality,180,FALSE,0,,,,0 +335,39,Male,Hungary,atypical angina,120,,FALSE,st-t abnormality,146,FALSE,2,upsloping,,,0 +336,39,Male,Hungary,atypical angina,120,200,FALSE,normal,160,TRUE,1,flat,,,0 +337,39,Male,Hungary,atypical angina,120,204,FALSE,normal,145,FALSE,0,,,,0 +338,39,Male,Hungary,atypical angina,130,,FALSE,normal,120,FALSE,0,,,,0 +339,39,Male,Hungary,atypical angina,190,241,FALSE,normal,106,FALSE,0,,,,0 +340,39,Male,Hungary,non-anginal,120,339,FALSE,normal,170,FALSE,0,,,,0 +341,39,Male,Hungary,non-anginal,160,147,TRUE,normal,160,FALSE,0,,,,0 +342,39,Male,Hungary,asymptomatic,110,273,FALSE,normal,132,FALSE,0,,,,0 +343,39,Male,Hungary,asymptomatic,130,307,FALSE,normal,140,FALSE,0,,,,0 +344,40,Male,Hungary,atypical angina,130,275,FALSE,normal,150,FALSE,0,,,,0 +345,40,Male,Hungary,atypical angina,140,289,FALSE,normal,172,FALSE,0,,,,0 +346,40,Male,Hungary,non-anginal,130,215,FALSE,normal,138,FALSE,0,,,,0 +347,40,Male,Hungary,non-anginal,130,281,FALSE,normal,167,FALSE,0,,,,0 +348,40,Male,Hungary,non-anginal,140,,FALSE,normal,188,FALSE,0,,,,0 +349,41,Female,Hungary,atypical angina,110,250,FALSE,st-t abnormality,142,FALSE,0,,,,0 +350,41,Female,Hungary,atypical angina,125,184,FALSE,normal,180,FALSE,0,,,,0 +351,41,Female,Hungary,atypical angina,130,245,FALSE,normal,150,FALSE,0,,,,0 +352,41,Male,Hungary,atypical angina,120,291,FALSE,st-t abnormality,160,FALSE,0,,,,0 +353,41,Male,Hungary,atypical angina,120,295,FALSE,normal,170,FALSE,0,,,,0 +354,41,Male,Hungary,atypical angina,125,269,FALSE,normal,144,FALSE,0,,,,0 +355,41,Male,Hungary,asymptomatic,112,250,FALSE,normal,142,FALSE,0,,,,0 +356,42,Female,Hungary,non-anginal,115,211,FALSE,st-t abnormality,137,FALSE,0,,,,0 +357,42,Male,Hungary,atypical angina,120,196,FALSE,normal,150,FALSE,0,,,,0 +358,42,Male,Hungary,atypical angina,120,198,FALSE,normal,155,FALSE,0,,,,0 +359,42,Male,Hungary,atypical angina,150,268,FALSE,normal,136,FALSE,0,,,,0 +360,42,Male,Hungary,non-anginal,120,228,FALSE,normal,152,TRUE,1.5,flat,,,0 +361,42,Male,Hungary,non-anginal,160,147,FALSE,normal,146,FALSE,0,,,,0 +362,42,Male,Hungary,asymptomatic,140,358,FALSE,normal,170,FALSE,0,,,,0 +363,43,Female,Hungary,typical angina,100,223,FALSE,normal,142,FALSE,0,,,,0 +364,43,Female,Hungary,atypical angina,120,201,FALSE,normal,165,FALSE,0,,,,0 +365,43,Female,Hungary,atypical angina,120,215,FALSE,st-t abnormality,175,FALSE,0,,,,0 +366,43,Female,Hungary,atypical angina,120,249,FALSE,st-t abnormality,176,FALSE,0,,,,0 +367,43,Female,Hungary,atypical angina,120,266,FALSE,normal,118,FALSE,0,,,,0 +368,43,Female,Hungary,atypical angina,150,186,FALSE,normal,154,FALSE,0,,,,0 +369,43,Female,Hungary,non-anginal,150,,FALSE,normal,175,FALSE,0,,,normal,0 +370,43,Male,Hungary,atypical angina,142,207,FALSE,normal,138,FALSE,0,,,,0 +371,44,Female,Hungary,asymptomatic,120,218,FALSE,st-t abnormality,115,FALSE,0,,,,0 +372,44,Male,Hungary,atypical angina,120,184,FALSE,normal,142,FALSE,1,flat,,,0 +373,44,Male,Hungary,atypical angina,130,215,FALSE,normal,135,FALSE,0,,,,0 +374,44,Male,Hungary,asymptomatic,150,412,FALSE,normal,170,FALSE,0,,,,0 +375,45,Female,Hungary,atypical angina,130,237,FALSE,normal,170,FALSE,0,,,,0 +376,45,Female,Hungary,atypical angina,180,,FALSE,normal,180,FALSE,0,,,,0 +377,45,Female,Hungary,asymptomatic,132,297,FALSE,normal,144,FALSE,0,,,,0 +378,45,Male,Hungary,atypical angina,140,224,TRUE,normal,122,FALSE,0,,,,0 +379,45,Male,Hungary,non-anginal,135,,FALSE,normal,110,FALSE,0,,,,0 +380,45,Male,Hungary,asymptomatic,120,225,FALSE,normal,140,FALSE,0,,,,0 +381,45,Male,Hungary,asymptomatic,140,224,FALSE,normal,144,FALSE,0,,,,0 +382,46,Female,Hungary,asymptomatic,130,238,FALSE,normal,90,FALSE,0,,,,0 +383,46,Male,Hungary,atypical angina,140,275,FALSE,normal,165,TRUE,0,,,,0 +384,46,Male,Hungary,non-anginal,120,230,FALSE,normal,150,FALSE,0,,,,0 +385,46,Male,Hungary,non-anginal,150,163,,normal,116,FALSE,0,,,,0 +386,46,Male,Hungary,asymptomatic,110,238,FALSE,st-t abnormality,140,TRUE,1,flat,,normal,0 +387,46,Male,Hungary,asymptomatic,110,240,FALSE,st-t abnormality,140,FALSE,0,,,normal,0 +388,46,Male,Hungary,asymptomatic,180,280,FALSE,st-t abnormality,120,FALSE,0,,,,0 +389,47,Female,Hungary,atypical angina,140,257,FALSE,normal,135,FALSE,1,upsloping,,,0 +390,47,Female,Hungary,non-anginal,130,,FALSE,normal,145,FALSE,2,flat,,,0 +391,47,Male,Hungary,typical angina,110,249,FALSE,normal,150,FALSE,0,,,,0 +392,47,Male,Hungary,atypical angina,160,263,FALSE,normal,174,FALSE,0,,,,0 +393,47,Male,Hungary,asymptomatic,140,276,TRUE,normal,125,TRUE,0,,,,0 +394,48,Female,Hungary,atypical angina,,308,FALSE,st-t abnormality,,,2,upsloping,,,0 +395,48,Female,Hungary,atypical angina,120,,TRUE,st-t abnormality,148,FALSE,0,,,,0 +396,48,Female,Hungary,atypical angina,120,284,FALSE,normal,120,FALSE,0,,,,0 +397,48,Female,Hungary,non-anginal,120,195,FALSE,normal,125,FALSE,0,,,,0 +398,48,Female,Hungary,asymptomatic,108,163,FALSE,normal,175,FALSE,2,upsloping,,,0 +399,48,Female,Hungary,asymptomatic,120,254,FALSE,st-t abnormality,110,FALSE,0,,,,0 +400,48,Female,Hungary,asymptomatic,150,227,FALSE,normal,130,TRUE,1,flat,,,0 +401,48,Male,Hungary,atypical angina,100,,FALSE,normal,100,FALSE,0,,,,0 +402,48,Male,Hungary,atypical angina,130,245,FALSE,normal,160,FALSE,0,,,,0 +403,48,Male,Hungary,atypical angina,140,238,FALSE,normal,118,FALSE,0,,,,0 +404,48,Male,Hungary,non-anginal,110,211,FALSE,normal,138,FALSE,0,,,fixed defect,0 +405,49,Female,Hungary,atypical angina,110,,FALSE,normal,160,FALSE,0,,,,0 +406,49,Female,Hungary,atypical angina,110,,FALSE,normal,160,FALSE,0,,,,0 +407,49,Female,Hungary,atypical angina,124,201,FALSE,normal,164,FALSE,0,,,,0 +408,49,Female,Hungary,non-anginal,130,207,FALSE,st-t abnormality,135,FALSE,0,,,,0 +409,49,Male,Hungary,atypical angina,100,253,FALSE,normal,174,FALSE,0,,,,0 +410,49,Male,Hungary,non-anginal,140,187,FALSE,normal,172,FALSE,0,,,,0 +411,49,Male,Hungary,asymptomatic,120,297,,normal,132,FALSE,1,flat,,,0 +412,49,Male,Hungary,asymptomatic,140,,FALSE,normal,130,FALSE,0,,,,0 +413,50,Female,Hungary,atypical angina,110,202,FALSE,normal,145,FALSE,0,,,,0 +414,50,Female,Hungary,asymptomatic,120,328,FALSE,normal,110,TRUE,1,flat,,,0 +415,50,Male,Hungary,atypical angina,120,168,FALSE,normal,160,FALSE,0,,0,,0 +416,50,Male,Hungary,atypical angina,140,216,FALSE,normal,170,FALSE,0,,,normal,0 +417,50,Male,Hungary,atypical angina,170,209,FALSE,st-t abnormality,116,FALSE,0,,,,0 +418,50,Male,Hungary,asymptomatic,140,129,FALSE,normal,135,FALSE,0,,,,0 +419,50,Male,Hungary,asymptomatic,150,215,FALSE,normal,140,TRUE,0,,,,0 +420,51,Female,Hungary,atypical angina,160,194,FALSE,normal,170,FALSE,0,,,,0 +421,51,Female,Hungary,non-anginal,110,190,FALSE,normal,120,FALSE,0,,,,0 +422,51,Female,Hungary,non-anginal,130,220,FALSE,normal,160,TRUE,2,upsloping,,,0 +423,51,Female,Hungary,non-anginal,150,200,FALSE,normal,120,FALSE,0.5,upsloping,,,0 +424,51,Male,Hungary,atypical angina,125,188,FALSE,normal,145,FALSE,0,,,,0 +425,51,Male,Hungary,atypical angina,130,224,FALSE,normal,150,FALSE,0,,,,0 +426,51,Male,Hungary,asymptomatic,130,179,FALSE,normal,100,FALSE,0,,,reversable defect,0 +427,52,Female,Hungary,atypical angina,120,210,FALSE,normal,148,FALSE,0,,,,0 +428,52,Female,Hungary,atypical angina,140,,FALSE,normal,140,FALSE,0,,,,0 +429,52,Female,Hungary,non-anginal,125,272,FALSE,normal,139,FALSE,0,,,,0 +430,52,Female,Hungary,asymptomatic,130,180,FALSE,normal,140,TRUE,1.5,flat,,,0 +431,52,Male,Hungary,atypical angina,120,284,FALSE,normal,118,FALSE,0,,,,0 +432,52,Male,Hungary,atypical angina,140,100,FALSE,normal,138,TRUE,0,,,,0 +433,52,Male,Hungary,atypical angina,160,196,FALSE,normal,165,FALSE,0,,,,0 +434,52,Male,Hungary,non-anginal,140,259,FALSE,st-t abnormality,170,FALSE,0,,,,0 +435,53,Female,Hungary,atypical angina,113,468,,normal,127,FALSE,0,,,,0 +436,53,Female,Hungary,atypical angina,140,216,FALSE,normal,142,TRUE,2,flat,,,0 +437,53,Female,Hungary,non-anginal,120,274,FALSE,normal,130,FALSE,0,,,,0 +438,53,Male,Hungary,atypical angina,120,,FALSE,normal,132,FALSE,0,,,,0 +439,53,Male,Hungary,atypical angina,140,320,FALSE,normal,162,FALSE,0,,,,0 +440,53,Male,Hungary,non-anginal,120,195,FALSE,normal,140,FALSE,0,,,,0 +441,53,Male,Hungary,asymptomatic,124,260,FALSE,st-t abnormality,112,TRUE,3,flat,,,0 +442,53,Male,Hungary,asymptomatic,130,182,FALSE,normal,148,FALSE,0,,,,0 +443,53,Male,Hungary,asymptomatic,140,243,FALSE,normal,155,FALSE,0,,,,0 +444,54,Female,Hungary,atypical angina,120,221,FALSE,normal,138,FALSE,1,upsloping,,,0 +445,54,Female,Hungary,atypical angina,120,230,TRUE,normal,140,FALSE,0,,,,0 +446,54,Female,Hungary,atypical angina,120,273,FALSE,normal,150,FALSE,1.5,flat,,,0 +447,54,Female,Hungary,atypical angina,130,253,FALSE,st-t abnormality,155,FALSE,0,,,,0 +448,54,Female,Hungary,atypical angina,140,309,,st-t abnormality,140,FALSE,0,,,,0 +449,54,Female,Hungary,atypical angina,150,230,FALSE,normal,130,FALSE,0,,,,0 +450,54,Female,Hungary,atypical angina,160,312,FALSE,normal,130,FALSE,0,,,,0 +451,54,Male,Hungary,typical angina,120,171,FALSE,normal,137,FALSE,2,upsloping,,,0 +452,54,Male,Hungary,atypical angina,110,208,FALSE,normal,142,FALSE,0,,,,0 +453,54,Male,Hungary,atypical angina,120,238,FALSE,normal,154,FALSE,0,,,,0 +454,54,Male,Hungary,atypical angina,120,246,FALSE,normal,110,FALSE,0,,,,0 +455,54,Male,Hungary,atypical angina,160,195,FALSE,st-t abnormality,130,FALSE,1,upsloping,,,0 +456,54,Male,Hungary,atypical angina,160,305,FALSE,normal,175,FALSE,0,,,,0 +457,54,Male,Hungary,non-anginal,120,217,FALSE,normal,137,FALSE,0,,,,0 +458,54,Male,Hungary,non-anginal,150,,FALSE,normal,122,FALSE,0,,,,0 +459,54,Male,Hungary,asymptomatic,150,365,FALSE,st-t abnormality,134,FALSE,1,upsloping,,,0 +460,55,Female,Hungary,atypical angina,110,344,FALSE,st-t abnormality,160,FALSE,0,,,,0 +461,55,Female,Hungary,atypical angina,122,320,FALSE,normal,155,FALSE,0,,,,0 +462,55,Female,Hungary,atypical angina,130,394,FALSE,lv hypertrophy,150,FALSE,0,,,,0 +463,55,Male,Hungary,atypical angina,120,256,TRUE,normal,137,FALSE,0,,,reversable defect,0 +464,55,Male,Hungary,atypical angina,140,196,FALSE,normal,150,FALSE,0,,,reversable defect,0 +465,55,Male,Hungary,atypical angina,145,326,FALSE,normal,155,FALSE,0,,,,0 +466,55,Male,Hungary,non-anginal,110,277,FALSE,normal,160,FALSE,0,,,,0 +467,55,Male,Hungary,non-anginal,120,220,FALSE,lv hypertrophy,134,FALSE,0,,,,0 +468,55,Male,Hungary,asymptomatic,120,270,FALSE,normal,140,FALSE,0,,,,0 +469,55,Male,Hungary,asymptomatic,140,229,FALSE,normal,110,TRUE,0.5,flat,,,0 +470,56,Female,Hungary,non-anginal,130,219,,st-t abnormality,164,FALSE,0,,,reversable defect,0 +471,56,Male,Hungary,atypical angina,130,184,FALSE,normal,100,FALSE,0,,,,0 +472,56,Male,Hungary,non-anginal,130,,FALSE,normal,114,FALSE,0,,,,0 +473,56,Male,Hungary,non-anginal,130,276,FALSE,normal,128,TRUE,1,upsloping,,fixed defect,0 +474,56,Male,Hungary,asymptomatic,120,85,FALSE,normal,140,FALSE,0,,,,0 +475,57,Female,Hungary,typical angina,130,308,FALSE,normal,98,FALSE,1,flat,,,0 +476,57,Female,Hungary,asymptomatic,180,347,FALSE,st-t abnormality,126,TRUE,0.8,flat,,,0 +477,57,Male,Hungary,atypical angina,140,260,TRUE,normal,140,FALSE,0,,,fixed defect,0 +478,58,Male,Hungary,atypical angina,130,230,FALSE,normal,150,FALSE,0,,,,0 +479,58,Male,Hungary,atypical angina,130,251,FALSE,normal,110,FALSE,0,,,,0 +480,58,Male,Hungary,non-anginal,140,179,FALSE,normal,160,FALSE,0,,,,0 +481,58,Male,Hungary,asymptomatic,135,222,FALSE,normal,100,FALSE,0,,,,0 +482,59,Female,Hungary,atypical angina,130,188,FALSE,normal,124,FALSE,1,flat,,,0 +483,59,Male,Hungary,atypical angina,140,287,FALSE,normal,150,FALSE,0,,,,0 +484,59,Male,Hungary,non-anginal,130,318,FALSE,normal,120,TRUE,1,flat,,normal,0 +485,59,Male,Hungary,non-anginal,180,213,FALSE,normal,100,FALSE,0,,,,0 +486,59,Male,Hungary,asymptomatic,140,,FALSE,normal,140,FALSE,0,,0,,0 +487,60,Male,Hungary,non-anginal,120,246,FALSE,lv hypertrophy,135,FALSE,0,,,,0 +488,61,Female,Hungary,asymptomatic,130,294,FALSE,st-t abnormality,120,TRUE,1,flat,,,0 +489,61,Male,Hungary,asymptomatic,125,292,FALSE,st-t abnormality,115,TRUE,0,,,,0 +490,62,Female,Hungary,typical angina,160,193,FALSE,normal,116,FALSE,0,,,,0 +491,62,Male,Hungary,atypical angina,140,271,FALSE,normal,152,FALSE,1,upsloping,,,0 +492,31,Male,Hungary,asymptomatic,120,270,FALSE,normal,153,TRUE,1.5,flat,,,1 +493,33,Female,Hungary,asymptomatic,100,246,FALSE,normal,150,TRUE,1,flat,,,1 +494,34,Male,Hungary,typical angina,140,156,FALSE,normal,180,FALSE,0,,,,1 +495,35,Male,Hungary,atypical angina,110,257,FALSE,normal,140,FALSE,0,,,,1 +496,36,Male,Hungary,atypical angina,120,267,FALSE,normal,160,FALSE,3,flat,,,1 +497,37,Male,Hungary,asymptomatic,140,207,FALSE,normal,130,TRUE,1.5,flat,,,1 +498,38,Male,Hungary,asymptomatic,110,196,FALSE,normal,166,FALSE,0,,,,1 +499,38,Male,Hungary,asymptomatic,120,282,FALSE,normal,170,FALSE,0,,,,1 +500,38,Male,Hungary,asymptomatic,92,117,FALSE,normal,134,TRUE,2.5,flat,,,1 +501,40,Male,Hungary,asymptomatic,120,466,,normal,152,TRUE,1,flat,,fixed defect,1 +502,41,Male,Hungary,asymptomatic,110,289,FALSE,normal,170,FALSE,0,,,fixed defect,1 +503,41,Male,Hungary,asymptomatic,120,237,,normal,138,TRUE,1,flat,,,1 +504,43,Male,Hungary,asymptomatic,150,247,FALSE,normal,130,TRUE,2,flat,,,1 +505,46,Male,Hungary,asymptomatic,110,202,FALSE,normal,150,TRUE,0,,,,1 +506,46,Male,Hungary,asymptomatic,118,186,FALSE,normal,124,FALSE,0,,,reversable defect,1 +507,46,Male,Hungary,asymptomatic,120,277,FALSE,normal,125,TRUE,1,flat,,,1 +508,47,Male,Hungary,non-anginal,140,193,FALSE,normal,145,TRUE,1,flat,,,1 +509,47,Male,Hungary,asymptomatic,150,226,FALSE,normal,98,TRUE,1.5,flat,0,reversable defect,1 +510,48,Male,Hungary,asymptomatic,106,263,TRUE,normal,110,FALSE,0,,,,1 +511,48,Male,Hungary,asymptomatic,120,260,FALSE,normal,115,FALSE,2,flat,,,1 +512,48,Male,Hungary,asymptomatic,160,268,FALSE,normal,103,TRUE,1,flat,,,1 +513,49,Female,Hungary,non-anginal,160,180,FALSE,normal,156,FALSE,1,flat,,,1 +514,49,Male,Hungary,non-anginal,115,265,FALSE,normal,175,FALSE,0,,,,1 +515,49,Male,Hungary,asymptomatic,130,206,FALSE,normal,170,FALSE,0,,,,1 +516,50,Female,Hungary,non-anginal,140,288,FALSE,normal,140,TRUE,0,,,reversable defect,1 +517,50,Male,Hungary,asymptomatic,145,264,FALSE,normal,150,FALSE,0,,,,1 +518,51,Female,Hungary,asymptomatic,160,303,FALSE,normal,150,TRUE,1,flat,,,1 +519,52,Male,Hungary,asymptomatic,130,225,FALSE,normal,120,TRUE,2,flat,,,1 +520,54,Male,Hungary,asymptomatic,125,216,FALSE,normal,140,FALSE,0,,,,1 +521,54,Male,Hungary,asymptomatic,125,224,FALSE,normal,122,FALSE,2,flat,,,1 +522,55,Male,Hungary,asymptomatic,140,201,FALSE,normal,130,TRUE,3,flat,,,1 +523,57,Male,Hungary,atypical angina,140,265,FALSE,st-t abnormality,145,TRUE,1,flat,,,1 +524,58,Male,Hungary,non-anginal,130,213,FALSE,st-t abnormality,140,FALSE,0,,,fixed defect,1 +525,59,Female,Hungary,asymptomatic,130,338,TRUE,st-t abnormality,130,TRUE,1.5,flat,,,1 +526,60,Male,Hungary,asymptomatic,100,248,FALSE,normal,125,FALSE,1,flat,,,1 +527,63,Male,Hungary,asymptomatic,150,223,FALSE,normal,115,FALSE,0,,,,1 +528,65,Male,Hungary,asymptomatic,140,306,TRUE,normal,87,TRUE,1.5,flat,,,1 +529,32,Male,Hungary,asymptomatic,118,529,FALSE,normal,130,FALSE,0,,,,1 +530,38,Male,Hungary,asymptomatic,110,,FALSE,normal,150,TRUE,1,flat,,,1 +531,39,Male,Hungary,asymptomatic,110,280,FALSE,normal,150,FALSE,0,,,fixed defect,1 +532,40,Female,Hungary,asymptomatic,150,392,FALSE,normal,130,FALSE,2,flat,,fixed defect,1 +533,43,Male,Hungary,typical angina,120,291,FALSE,st-t abnormality,155,FALSE,0,,,,1 +534,45,Male,Hungary,asymptomatic,130,219,FALSE,st-t abnormality,130,TRUE,1,flat,,,1 +535,46,Male,Hungary,asymptomatic,120,231,FALSE,normal,115,TRUE,0,,,,1 +536,46,Male,Hungary,asymptomatic,130,222,FALSE,normal,112,FALSE,0,,,,1 +537,48,Male,Hungary,asymptomatic,122,275,TRUE,st-t abnormality,150,TRUE,2,downsloping,,,1 +538,48,Male,Hungary,asymptomatic,160,193,FALSE,normal,102,TRUE,3,flat,,,1 +539,48,Male,Hungary,asymptomatic,160,329,FALSE,normal,92,TRUE,1.5,flat,,,1 +540,48,Male,Hungary,asymptomatic,160,355,FALSE,normal,99,TRUE,2,flat,,,1 +541,50,Male,Hungary,asymptomatic,130,233,FALSE,normal,121,TRUE,2,flat,,reversable defect,1 +542,52,Male,Hungary,asymptomatic,120,182,FALSE,normal,150,FALSE,0,,,,1 +543,52,Male,Hungary,asymptomatic,170,,FALSE,normal,126,TRUE,1.5,flat,,,1 +544,53,Male,Hungary,asymptomatic,120,246,FALSE,normal,116,TRUE,0,,,,1 +545,54,Male,Hungary,non-anginal,120,237,FALSE,normal,150,TRUE,1.5,,,reversable defect,1 +546,54,Male,Hungary,asymptomatic,130,242,FALSE,normal,91,TRUE,1,flat,,,1 +547,54,Male,Hungary,asymptomatic,130,603,TRUE,normal,125,TRUE,1,flat,,,1 +548,54,Male,Hungary,asymptomatic,140,,FALSE,normal,118,TRUE,0,,,,1 +549,54,Male,Hungary,asymptomatic,200,198,FALSE,normal,142,TRUE,2,flat,,,1 +550,55,Male,Hungary,asymptomatic,140,268,FALSE,normal,128,TRUE,1.5,flat,,,1 +551,56,Male,Hungary,asymptomatic,150,213,TRUE,normal,125,TRUE,1,flat,,,1 +552,57,Male,Hungary,asymptomatic,150,255,FALSE,normal,92,TRUE,3,flat,,,1 +553,58,Male,Hungary,non-anginal,160,211,TRUE,st-t abnormality,92,FALSE,0,,,,1 +554,58,Male,Hungary,asymptomatic,130,263,FALSE,normal,140,TRUE,2,flat,,,1 +555,41,Male,Hungary,asymptomatic,130,172,FALSE,st-t abnormality,130,FALSE,2,flat,,,1 +556,43,Male,Hungary,asymptomatic,120,175,FALSE,normal,120,TRUE,1,flat,,reversable defect,1 +557,44,Male,Hungary,atypical angina,150,288,FALSE,normal,150,TRUE,3,flat,,,1 +558,44,Male,Hungary,asymptomatic,130,290,FALSE,normal,100,TRUE,2,flat,,,1 +559,46,Male,Hungary,typical angina,140,272,TRUE,normal,175,FALSE,2,flat,,,1 +560,47,Female,Hungary,non-anginal,135,248,TRUE,normal,170,FALSE,0,,,,1 +561,48,Female,Hungary,asymptomatic,138,214,FALSE,normal,108,TRUE,1.5,flat,,,1 +562,49,Male,Hungary,asymptomatic,130,341,FALSE,normal,120,TRUE,1,flat,,,1 +563,49,Male,Hungary,asymptomatic,140,234,FALSE,normal,140,TRUE,1,flat,,,1 +564,51,Male,Hungary,non-anginal,135,160,FALSE,normal,150,FALSE,2,flat,,,1 +565,52,Male,Hungary,asymptomatic,112,342,FALSE,st-t abnormality,96,TRUE,1,flat,,,1 +566,52,Male,Hungary,asymptomatic,130,298,FALSE,normal,110,TRUE,1,flat,,,1 +567,52,Male,Hungary,asymptomatic,140,404,FALSE,normal,124,TRUE,2,flat,,,1 +568,52,Male,Hungary,asymptomatic,160,246,FALSE,st-t abnormality,82,TRUE,4,flat,,,1 +569,53,Male,Hungary,non-anginal,145,518,FALSE,normal,130,FALSE,0,,,,1 +570,53,Male,Hungary,asymptomatic,180,285,FALSE,st-t abnormality,120,TRUE,1.5,flat,,,1 +571,54,Male,Hungary,asymptomatic,140,216,FALSE,normal,105,FALSE,1.5,flat,,,1 +572,55,Male,Hungary,typical angina,140,295,FALSE,,136,FALSE,0,,,,1 +573,55,Male,Hungary,atypical angina,160,292,TRUE,normal,143,TRUE,2,flat,,,1 +574,55,Male,Hungary,asymptomatic,145,248,FALSE,normal,96,TRUE,2,flat,,,1 +575,56,Female,Hungary,atypical angina,120,279,FALSE,normal,150,FALSE,1,flat,,,1 +576,56,Male,Hungary,asymptomatic,150,230,FALSE,st-t abnormality,124,TRUE,1.5,flat,,,1 +577,56,Male,Hungary,asymptomatic,170,388,FALSE,st-t abnormality,122,TRUE,2,flat,,,1 +578,58,Male,Hungary,atypical angina,136,164,FALSE,st-t abnormality,99,TRUE,2,flat,,,1 +579,59,Male,Hungary,asymptomatic,130,,FALSE,normal,125,FALSE,0,,,,1 +580,59,Male,Hungary,asymptomatic,140,264,TRUE,lv hypertrophy,119,TRUE,0,,,,1 +581,65,Male,Hungary,asymptomatic,170,263,TRUE,normal,112,TRUE,2,flat,,,1 +582,66,Male,Hungary,asymptomatic,140,,FALSE,normal,94,TRUE,1,flat,,,1 +583,41,Male,Hungary,asymptomatic,120,336,FALSE,normal,118,TRUE,3,flat,,,1 +584,43,Male,Hungary,asymptomatic,140,288,FALSE,normal,135,TRUE,2,flat,,,1 +585,44,Male,Hungary,asymptomatic,135,491,FALSE,normal,135,FALSE,0,,,,1 +586,47,Female,Hungary,asymptomatic,120,205,FALSE,normal,98,TRUE,2,flat,,fixed defect,1 +587,47,Male,Hungary,asymptomatic,160,291,FALSE,st-t abnormality,158,TRUE,3,flat,,,1 +588,49,Male,Hungary,asymptomatic,128,212,FALSE,normal,96,TRUE,0,,,,1 +589,49,Male,Hungary,asymptomatic,150,222,FALSE,normal,122,FALSE,2,flat,,,1 +590,50,Male,Hungary,asymptomatic,140,231,FALSE,st-t abnormality,140,TRUE,5,flat,,,1 +591,50,Male,Hungary,asymptomatic,140,341,FALSE,st-t abnormality,125,TRUE,2.5,flat,,,1 +592,52,Male,Hungary,asymptomatic,140,266,FALSE,normal,134,TRUE,2,flat,,,1 +593,52,Male,Hungary,asymptomatic,160,331,FALSE,normal,94,TRUE,2.5,,,,1 +594,54,Female,Hungary,non-anginal,130,294,FALSE,st-t abnormality,100,TRUE,0,flat,,,1 +595,56,Male,Hungary,asymptomatic,155,342,TRUE,normal,150,TRUE,3,flat,,,1 +596,58,Female,Hungary,atypical angina,180,393,FALSE,normal,110,TRUE,1,flat,,reversable defect,1 +597,65,Male,Hungary,asymptomatic,130,275,FALSE,st-t abnormality,115,TRUE,1,flat,,,1 +598,32,Male,Switzerland,typical angina,95,0,,normal,127,FALSE,0.7,upsloping,,,1 +599,34,Male,Switzerland,asymptomatic,115,0,,,154,FALSE,0.2,upsloping,,,1 +600,35,Male,Switzerland,asymptomatic,,0,,normal,130,TRUE,,,,reversable defect,3 +601,36,Male,Switzerland,asymptomatic,110,0,,normal,125,TRUE,1,flat,,fixed defect,1 +602,38,Female,Switzerland,asymptomatic,105,0,,normal,166,FALSE,2.8,upsloping,,,2 +603,38,Female,Switzerland,asymptomatic,110,0,FALSE,normal,156,FALSE,0,flat,,normal,1 +604,38,Male,Switzerland,non-anginal,100,0,,normal,179,FALSE,-1.1,upsloping,,,0 +605,38,Male,Switzerland,non-anginal,115,0,FALSE,normal,128,TRUE,0,flat,,reversable defect,1 +606,38,Male,Switzerland,asymptomatic,135,0,,normal,150,FALSE,0,,,normal,2 +607,38,Male,Switzerland,asymptomatic,150,0,,normal,120,TRUE,,,,normal,1 +608,40,Male,Switzerland,asymptomatic,95,0,,st-t abnormality,144,FALSE,0,upsloping,,,2 +609,41,Male,Switzerland,asymptomatic,125,0,,normal,176,FALSE,1.6,upsloping,,,2 +610,42,Male,Switzerland,asymptomatic,105,0,,normal,128,TRUE,-1.5,downsloping,,,1 +611,42,Male,Switzerland,asymptomatic,145,0,FALSE,normal,99,TRUE,0,flat,,,2 +612,43,Male,Switzerland,asymptomatic,100,0,,normal,122,FALSE,1.5,downsloping,,,3 +613,43,Male,Switzerland,asymptomatic,115,0,FALSE,normal,145,TRUE,2,flat,,reversable defect,4 +614,43,Male,Switzerland,asymptomatic,140,0,FALSE,st-t abnormality,140,TRUE,0.5,upsloping,,reversable defect,2 +615,45,Male,Switzerland,non-anginal,110,0,,normal,138,FALSE,-0.1,upsloping,,,0 +616,46,Male,Switzerland,asymptomatic,100,0,,st-t abnormality,133,FALSE,-2.6,flat,,,1 +617,46,Male,Switzerland,asymptomatic,115,0,FALSE,normal,113,TRUE,1.5,flat,,reversable defect,1 +618,47,Male,Switzerland,non-anginal,110,0,,normal,120,TRUE,0,,,normal,1 +619,47,Male,Switzerland,non-anginal,155,0,FALSE,normal,118,TRUE,1,flat,,normal,3 +620,47,Male,Switzerland,asymptomatic,110,0,,st-t abnormality,149,FALSE,2.1,upsloping,,,2 +621,47,Male,Switzerland,asymptomatic,160,0,FALSE,normal,124,TRUE,0,flat,,reversable defect,1 +622,48,Male,Switzerland,asymptomatic,115,0,,normal,128,FALSE,0,flat,,fixed defect,2 +623,50,Female,Switzerland,asymptomatic,160,0,,normal,110,FALSE,0,,,normal,1 +624,50,Male,Switzerland,asymptomatic,115,0,FALSE,normal,120,TRUE,0.5,flat,,fixed defect,3 +625,50,Male,Switzerland,asymptomatic,120,0,FALSE,st-t abnormality,156,TRUE,0,upsloping,,fixed defect,3 +626,50,Male,Switzerland,asymptomatic,145,0,,normal,139,TRUE,0.7,flat,,,1 +627,51,Female,Switzerland,asymptomatic,120,0,,normal,127,TRUE,1.5,upsloping,,,2 +628,51,Male,Switzerland,asymptomatic,110,0,,normal,92,FALSE,0,flat,,,4 +629,51,Male,Switzerland,asymptomatic,120,0,TRUE,normal,104,FALSE,0,flat,,normal,3 +630,51,Male,Switzerland,asymptomatic,130,0,,normal,170,FALSE,-0.7,upsloping,,,2 +631,51,Male,Switzerland,asymptomatic,130,0,,st-t abnormality,163,FALSE,0,,,reversable defect,1 +632,51,Male,Switzerland,asymptomatic,140,0,FALSE,normal,60,FALSE,0,flat,,normal,2 +633,51,Male,Switzerland,asymptomatic,95,0,,normal,126,FALSE,2.2,flat,,,2 +634,52,Male,Switzerland,asymptomatic,130,0,,normal,120,FALSE,0,flat,,reversable defect,2 +635,52,Male,Switzerland,asymptomatic,135,0,,normal,128,TRUE,2,flat,,reversable defect,2 +636,52,Male,Switzerland,asymptomatic,165,0,,normal,122,TRUE,1,upsloping,,reversable defect,2 +637,52,Male,Switzerland,asymptomatic,95,0,,normal,82,TRUE,,,,,2 +638,53,Male,Switzerland,atypical angina,120,0,FALSE,normal,95,FALSE,0,flat,,normal,3 +639,53,Male,Switzerland,atypical angina,130,0,,st-t abnormality,120,FALSE,0.7,downsloping,,,0 +640,53,Male,Switzerland,non-anginal,105,0,FALSE,normal,115,FALSE,0,flat,,reversable defect,1 +641,53,Male,Switzerland,non-anginal,160,0,,lv hypertrophy,122,TRUE,0,,,reversable defect,1 +642,53,Male,Switzerland,asymptomatic,120,0,,normal,120,FALSE,0,flat,,reversable defect,1 +643,53,Male,Switzerland,asymptomatic,125,0,,normal,120,FALSE,1.5,upsloping,,,4 +644,53,Male,Switzerland,asymptomatic,130,0,FALSE,lv hypertrophy,135,TRUE,1,flat,,reversable defect,2 +645,53,Male,Switzerland,asymptomatic,80,0,,normal,141,TRUE,2,downsloping,,,0 +646,54,Male,Switzerland,asymptomatic,120,0,FALSE,normal,155,FALSE,0,flat,,reversable defect,2 +647,54,Male,Switzerland,asymptomatic,130,0,,normal,110,TRUE,3,flat,,reversable defect,3 +648,54,Male,Switzerland,asymptomatic,180,0,,normal,150,FALSE,1.5,flat,,reversable defect,1 +649,55,Male,Switzerland,atypical angina,140,0,,st-t abnormality,150,FALSE,0.2,upsloping,,,0 +650,55,Male,Switzerland,asymptomatic,115,0,,normal,155,FALSE,0.1,flat,,,1 +651,55,Male,Switzerland,asymptomatic,120,0,FALSE,st-t abnormality,92,FALSE,0.3,upsloping,,reversable defect,4 +652,55,Male,Switzerland,asymptomatic,140,0,FALSE,normal,83,FALSE,0,flat,,reversable defect,2 +653,56,Male,Switzerland,non-anginal,120,0,FALSE,normal,97,FALSE,0,flat,,reversable defect,0 +654,56,Male,Switzerland,non-anginal,125,0,,normal,98,FALSE,-2,flat,,reversable defect,2 +655,56,Male,Switzerland,non-anginal,155,0,FALSE,st-t abnormality,99,FALSE,0,flat,,normal,2 +656,56,Male,Switzerland,asymptomatic,115,0,,st-t abnormality,82,FALSE,-1,upsloping,,,1 +657,56,Male,Switzerland,asymptomatic,120,0,FALSE,st-t abnormality,100,TRUE,-1,downsloping,,reversable defect,2 +658,56,Male,Switzerland,asymptomatic,120,0,FALSE,st-t abnormality,148,FALSE,0,flat,,,2 +659,56,Male,Switzerland,asymptomatic,125,0,TRUE,normal,103,TRUE,1,flat,,reversable defect,3 +660,56,Male,Switzerland,asymptomatic,140,0,,normal,121,TRUE,1.8,upsloping,,,1 +661,57,Male,Switzerland,non-anginal,105,0,,normal,148,FALSE,0.3,flat,,,1 +662,57,Male,Switzerland,asymptomatic,110,0,,st-t abnormality,131,TRUE,1.4,upsloping,1,,3 +663,57,Male,Switzerland,asymptomatic,140,0,FALSE,normal,120,TRUE,2,flat,,fixed defect,2 +664,57,Male,Switzerland,asymptomatic,140,0,,normal,100,TRUE,0,,,fixed defect,3 +665,57,Male,Switzerland,asymptomatic,160,0,,normal,98,TRUE,2,flat,,reversable defect,2 +666,57,Male,Switzerland,asymptomatic,95,0,,normal,182,FALSE,0.7,downsloping,,,1 +667,58,Male,Switzerland,asymptomatic,115,0,,normal,138,FALSE,0.5,upsloping,,,1 +668,58,Male,Switzerland,asymptomatic,130,0,FALSE,st-t abnormality,100,TRUE,1,flat,,fixed defect,4 +669,58,Male,Switzerland,asymptomatic,170,0,,st-t abnormality,105,TRUE,0,,,normal,1 +670,59,Male,Switzerland,non-anginal,125,0,,normal,175,FALSE,2.6,flat,,,1 +671,59,Male,Switzerland,asymptomatic,110,0,,normal,94,FALSE,0,,,fixed defect,3 +672,59,Male,Switzerland,asymptomatic,120,0,FALSE,normal,115,FALSE,0,flat,,normal,2 +673,59,Male,Switzerland,asymptomatic,125,0,,normal,119,TRUE,0.9,upsloping,,,1 +674,59,Male,Switzerland,asymptomatic,135,0,FALSE,normal,115,TRUE,1,flat,,reversable defect,1 +675,60,Male,Switzerland,non-anginal,115,0,,normal,143,FALSE,2.4,upsloping,,,1 +676,60,Male,Switzerland,asymptomatic,125,0,,normal,110,FALSE,0.1,upsloping,2,,3 +677,60,Male,Switzerland,asymptomatic,130,0,,st-t abnormality,130,TRUE,1.1,downsloping,1,,1 +678,60,Male,Switzerland,asymptomatic,135,0,FALSE,normal,63,TRUE,0.5,upsloping,,reversable defect,3 +679,60,Male,Switzerland,asymptomatic,160,0,FALSE,st-t abnormality,99,TRUE,0.5,flat,,reversable defect,3 +680,60,Male,Switzerland,asymptomatic,160,0,,normal,149,FALSE,0.4,flat,,,1 +681,61,Male,Switzerland,non-anginal,200,0,,st-t abnormality,70,FALSE,0,,,normal,3 +682,61,Male,Switzerland,asymptomatic,105,0,,normal,110,TRUE,1.5,upsloping,,,1 +683,61,Male,Switzerland,asymptomatic,110,0,,normal,113,FALSE,1.4,flat,,,1 +684,61,Male,Switzerland,asymptomatic,125,0,FALSE,normal,105,TRUE,0,downsloping,,reversable defect,3 +685,61,Male,Switzerland,asymptomatic,130,0,FALSE,lv hypertrophy,115,FALSE,0,flat,,reversable defect,3 +686,61,Male,Switzerland,asymptomatic,130,0,,normal,77,FALSE,2.5,flat,,,3 +687,61,Male,Switzerland,asymptomatic,150,0,FALSE,normal,105,TRUE,0,flat,,reversable defect,1 +688,61,Male,Switzerland,asymptomatic,150,0,FALSE,normal,117,TRUE,2,flat,,reversable defect,2 +689,61,Male,Switzerland,asymptomatic,160,0,TRUE,st-t abnormality,145,FALSE,1,flat,,reversable defect,2 +690,62,Female,Switzerland,typical angina,140,0,,normal,143,FALSE,0,,,normal,2 +691,62,Female,Switzerland,asymptomatic,120,0,,st-t abnormality,123,TRUE,1.7,downsloping,,,1 +692,62,Male,Switzerland,typical angina,120,0,,lv hypertrophy,134,FALSE,-0.8,flat,2,,1 +693,62,Male,Switzerland,non-anginal,160,0,FALSE,normal,72,TRUE,0,flat,,normal,3 +694,62,Male,Switzerland,asymptomatic,115,0,,normal,128,TRUE,2.5,downsloping,,,2 +695,62,Male,Switzerland,asymptomatic,115,0,,normal,72,TRUE,-0.5,flat,,normal,1 +696,62,Male,Switzerland,asymptomatic,150,0,,st-t abnormality,78,FALSE,2,flat,,reversable defect,3 +697,63,Male,Switzerland,asymptomatic,100,0,,normal,109,FALSE,-0.9,flat,,,1 +698,63,Male,Switzerland,asymptomatic,140,0,,lv hypertrophy,149,FALSE,2,upsloping,,,2 +699,63,Male,Switzerland,asymptomatic,150,0,FALSE,normal,86,TRUE,2,flat,,,3 +700,63,Male,Switzerland,asymptomatic,150,0,,st-t abnormality,154,FALSE,3.7,upsloping,,,3 +701,63,Male,Switzerland,asymptomatic,185,0,FALSE,normal,98,TRUE,0,upsloping,,reversable defect,1 +702,64,Female,Switzerland,asymptomatic,200,0,FALSE,normal,140,TRUE,1,flat,,normal,3 +703,64,Female,Switzerland,asymptomatic,95,0,,normal,145,FALSE,1.1,downsloping,,,1 +704,64,Male,Switzerland,asymptomatic,110,0,,normal,114,TRUE,1.3,downsloping,,,1 +705,65,Male,Switzerland,asymptomatic,115,0,FALSE,normal,93,TRUE,0,flat,,reversable defect,1 +706,65,Male,Switzerland,asymptomatic,145,0,,st-t abnormality,67,FALSE,,,,fixed defect,3 +707,65,Male,Switzerland,asymptomatic,155,0,,normal,154,FALSE,1,upsloping,,,0 +708,65,Male,Switzerland,asymptomatic,160,0,TRUE,st-t abnormality,122,FALSE,,,,reversable defect,3 +709,66,Female,Switzerland,asymptomatic,155,0,,normal,90,FALSE,0,,,reversable defect,1 +710,66,Male,Switzerland,asymptomatic,150,0,FALSE,normal,108,TRUE,2,flat,,reversable defect,3 +711,67,Male,Switzerland,typical angina,145,0,FALSE,lv hypertrophy,125,FALSE,0,flat,,normal,2 +712,68,Male,Switzerland,asymptomatic,135,0,FALSE,st-t abnormality,120,TRUE,0,upsloping,,reversable defect,3 +713,68,Male,Switzerland,asymptomatic,145,0,,normal,136,FALSE,1.8,upsloping,,,1 +714,69,Male,Switzerland,asymptomatic,135,0,FALSE,normal,130,FALSE,0,flat,,fixed defect,1 +715,69,Male,Switzerland,asymptomatic,,0,FALSE,st-t abnormality,,,,,,reversable defect,3 +716,70,Male,Switzerland,asymptomatic,115,0,FALSE,st-t abnormality,92,TRUE,0,flat,,reversable defect,1 +717,70,Male,Switzerland,asymptomatic,140,0,TRUE,normal,157,TRUE,2,flat,,reversable defect,3 +718,72,Male,Switzerland,non-anginal,160,0,,lv hypertrophy,114,FALSE,1.6,flat,2,,0 +719,73,Female,Switzerland,non-anginal,160,0,FALSE,st-t abnormality,121,FALSE,0,upsloping,,normal,1 +720,74,Male,Switzerland,atypical angina,145,0,,st-t abnormality,123,FALSE,1.3,upsloping,,,1 +721,63,Male,VA Long Beach,asymptomatic,140,260,FALSE,st-t abnormality,112,TRUE,3,flat,,,2 +722,44,Male,VA Long Beach,asymptomatic,130,209,FALSE,st-t abnormality,127,FALSE,0,,,,0 +723,60,Male,VA Long Beach,asymptomatic,132,218,FALSE,st-t abnormality,140,TRUE,1.5,downsloping,,,2 +724,55,Male,VA Long Beach,asymptomatic,142,228,FALSE,st-t abnormality,149,TRUE,2.5,upsloping,,,1 +725,66,Male,VA Long Beach,non-anginal,110,213,TRUE,lv hypertrophy,99,TRUE,1.3,flat,,,0 +726,66,Male,VA Long Beach,non-anginal,120,0,FALSE,st-t abnormality,120,FALSE,-0.5,upsloping,,,0 +727,65,Male,VA Long Beach,asymptomatic,150,236,TRUE,st-t abnormality,105,TRUE,0,,,,3 +728,60,Male,VA Long Beach,non-anginal,180,0,FALSE,st-t abnormality,140,TRUE,1.5,flat,,,0 +729,60,Male,VA Long Beach,non-anginal,120,0,,normal,141,TRUE,2,upsloping,,,3 +730,60,Male,VA Long Beach,atypical angina,160,267,TRUE,st-t abnormality,157,FALSE,0.5,flat,,,1 +731,56,Male,VA Long Beach,atypical angina,126,166,FALSE,st-t abnormality,140,FALSE,0,,,,0 +732,59,Male,VA Long Beach,asymptomatic,140,0,FALSE,st-t abnormality,117,TRUE,1,flat,,,1 +733,62,Male,VA Long Beach,asymptomatic,110,0,FALSE,normal,120,TRUE,0.5,flat,,normal,1 +734,63,Male,VA Long Beach,non-anginal,,0,FALSE,lv hypertrophy,,,,,,,1 +735,57,Male,VA Long Beach,asymptomatic,128,0,TRUE,st-t abnormality,148,TRUE,1,flat,,,1 +736,62,Male,VA Long Beach,asymptomatic,120,220,FALSE,st-t abnormality,86,FALSE,0,,,,0 +737,63,Male,VA Long Beach,asymptomatic,170,177,FALSE,normal,84,TRUE,2.5,downsloping,,,4 +738,46,Male,VA Long Beach,asymptomatic,110,236,FALSE,normal,125,TRUE,2,flat,,,1 +739,63,Male,VA Long Beach,asymptomatic,126,0,FALSE,st-t abnormality,120,FALSE,1.5,downsloping,,,0 +740,60,Male,VA Long Beach,asymptomatic,152,0,FALSE,st-t abnormality,118,TRUE,0,,,reversable defect,0 +741,58,Male,VA Long Beach,asymptomatic,116,0,FALSE,normal,124,FALSE,1,upsloping,,,2 +742,64,Male,VA Long Beach,asymptomatic,120,0,TRUE,st-t abnormality,106,FALSE,2,flat,,,1 +743,63,Male,VA Long Beach,non-anginal,130,0,FALSE,st-t abnormality,111,TRUE,0,,,,3 +744,74,Male,VA Long Beach,non-anginal,,0,FALSE,normal,,,,,,,0 +745,52,Male,VA Long Beach,non-anginal,128,0,FALSE,st-t abnormality,180,FALSE,3,upsloping,,,2 +746,69,Male,VA Long Beach,asymptomatic,130,0,TRUE,st-t abnormality,129,FALSE,1,flat,,fixed defect,2 +747,51,Male,VA Long Beach,asymptomatic,,0,TRUE,st-t abnormality,,,,,,,2 +748,60,Male,VA Long Beach,asymptomatic,130,186,TRUE,st-t abnormality,140,TRUE,0.5,flat,,,1 +749,56,Male,VA Long Beach,asymptomatic,120,100,FALSE,normal,120,TRUE,1.5,flat,0,reversable defect,1 +750,55,Male,VA Long Beach,non-anginal,,228,FALSE,st-t abnormality,,,,,,,3 +751,54,Male,VA Long Beach,asymptomatic,,0,FALSE,st-t abnormality,,,,,,,3 +752,77,Male,VA Long Beach,asymptomatic,124,171,FALSE,st-t abnormality,110,TRUE,2,upsloping,,,3 +753,63,Male,VA Long Beach,asymptomatic,160,230,TRUE,normal,105,TRUE,1,flat,,,3 +754,55,Male,VA Long Beach,non-anginal,0,0,FALSE,normal,155,FALSE,1.5,flat,,,3 +755,52,Male,VA Long Beach,non-anginal,122,0,FALSE,normal,110,TRUE,2,downsloping,,,2 +756,64,Male,VA Long Beach,asymptomatic,144,0,FALSE,st-t abnormality,122,TRUE,1,flat,,,3 +757,60,Male,VA Long Beach,asymptomatic,,281,FALSE,st-t abnormality,,,,,,,2 +758,60,Male,VA Long Beach,asymptomatic,120,0,FALSE,normal,133,TRUE,2,upsloping,,reversable defect,0 +759,58,Male,VA Long Beach,asymptomatic,,203,TRUE,normal,,,,,,,1 +760,59,Male,VA Long Beach,asymptomatic,154,0,FALSE,st-t abnormality,131,TRUE,1.5,,0,,0 +761,61,Male,VA Long Beach,non-anginal,120,0,FALSE,normal,80,TRUE,0,flat,,,3 +762,40,Male,VA Long Beach,asymptomatic,125,0,TRUE,normal,165,FALSE,0,,,reversable defect,1 +763,61,Male,VA Long Beach,asymptomatic,,0,TRUE,st-t abnormality,86,FALSE,1.5,flat,,reversable defect,3 +764,41,Male,VA Long Beach,asymptomatic,104,0,FALSE,st-t abnormality,111,FALSE,0,,,,0 +765,57,Male,VA Long Beach,asymptomatic,,277,TRUE,st-t abnormality,,,,,,,4 +766,63,Male,VA Long Beach,asymptomatic,136,0,FALSE,normal,84,TRUE,0,,,reversable defect,2 +767,59,Male,VA Long Beach,asymptomatic,122,233,FALSE,normal,117,TRUE,1.3,downsloping,,,1 +768,51,Male,VA Long Beach,asymptomatic,128,0,FALSE,normal,107,FALSE,0,,,,0 +769,59,Male,VA Long Beach,non-anginal,,0,FALSE,normal,128,TRUE,2,downsloping,,,2 +770,42,Male,VA Long Beach,non-anginal,134,240,,normal,160,FALSE,0,,,,0 +771,55,Male,VA Long Beach,non-anginal,120,0,FALSE,st-t abnormality,125,TRUE,2.5,flat,,reversable defect,1 +772,63,Female,VA Long Beach,atypical angina,,0,FALSE,normal,,,,,,,0 +773,62,Male,VA Long Beach,asymptomatic,152,153,FALSE,st-t abnormality,97,TRUE,1.6,upsloping,,reversable defect,2 +774,56,Male,VA Long Beach,atypical angina,124,224,TRUE,normal,161,FALSE,2,flat,,,0 +775,53,Male,VA Long Beach,asymptomatic,126,0,FALSE,normal,106,FALSE,0,,,,1 +776,68,Male,VA Long Beach,asymptomatic,138,0,FALSE,normal,130,TRUE,3,flat,,,2 +777,53,Male,VA Long Beach,asymptomatic,154,0,,st-t abnormality,140,TRUE,1.5,flat,,,2 +778,60,Male,VA Long Beach,non-anginal,,316,TRUE,st-t abnormality,,,,,,,3 +779,62,Male,VA Long Beach,atypical angina,,0,FALSE,normal,,,,,,,0 +780,59,Male,VA Long Beach,asymptomatic,178,0,TRUE,lv hypertrophy,120,TRUE,0,,,reversable defect,1 +781,51,Male,VA Long Beach,asymptomatic,,218,TRUE,lv hypertrophy,,,,,,,0 +782,61,Male,VA Long Beach,asymptomatic,110,0,,normal,108,TRUE,2,downsloping,,,2 +783,57,Male,VA Long Beach,asymptomatic,130,311,,st-t abnormality,148,TRUE,2,flat,,,1 +784,56,Male,VA Long Beach,non-anginal,170,0,FALSE,lv hypertrophy,123,TRUE,2.5,,,,4 +785,58,Male,VA Long Beach,atypical angina,126,0,TRUE,normal,110,TRUE,2,flat,,,2 +786,69,Male,VA Long Beach,non-anginal,140,0,,st-t abnormality,118,FALSE,2.5,downsloping,,,2 +787,67,Male,VA Long Beach,typical angina,142,270,TRUE,normal,125,FALSE,2.5,upsloping,,,3 +788,58,Male,VA Long Beach,asymptomatic,120,0,FALSE,lv hypertrophy,106,TRUE,1.5,downsloping,,reversable defect,1 +789,65,Male,VA Long Beach,asymptomatic,,0,FALSE,normal,,,,,,,1 +790,63,Male,VA Long Beach,atypical angina,,217,TRUE,st-t abnormality,,,,,,,1 +791,55,Male,VA Long Beach,atypical angina,110,214,TRUE,st-t abnormality,180,FALSE,,,,,0 +792,57,Male,VA Long Beach,asymptomatic,140,214,FALSE,st-t abnormality,144,TRUE,2,flat,,fixed defect,2 +793,65,Male,VA Long Beach,typical angina,,252,FALSE,normal,,,,,,,0 +794,54,Male,VA Long Beach,asymptomatic,136,220,FALSE,normal,140,TRUE,3,flat,,,3 +795,72,Male,VA Long Beach,non-anginal,120,214,FALSE,normal,102,TRUE,1,flat,,,3 +796,75,Male,VA Long Beach,asymptomatic,170,203,TRUE,st-t abnormality,108,FALSE,0,,,reversable defect,1 +797,49,Male,VA Long Beach,typical angina,130,0,FALSE,st-t abnormality,145,FALSE,3,flat,,,2 +798,51,Male,VA Long Beach,non-anginal,,339,FALSE,normal,,,,,,,3 +799,60,Male,VA Long Beach,asymptomatic,142,216,FALSE,normal,110,TRUE,2.5,flat,,,2 +800,64,Female,VA Long Beach,asymptomatic,142,276,FALSE,normal,140,TRUE,1,flat,,reversable defect,1 +801,58,Male,VA Long Beach,asymptomatic,132,458,TRUE,normal,69,FALSE,1,downsloping,,,0 +802,61,Male,VA Long Beach,asymptomatic,146,241,FALSE,normal,148,TRUE,3,downsloping,,,2 +803,67,Male,VA Long Beach,asymptomatic,160,384,TRUE,st-t abnormality,130,TRUE,0,flat,,,2 +804,62,Male,VA Long Beach,asymptomatic,135,297,FALSE,normal,130,TRUE,1,flat,,,2 +805,65,Male,VA Long Beach,asymptomatic,136,248,FALSE,normal,140,TRUE,4,downsloping,,,4 +806,63,Male,VA Long Beach,asymptomatic,130,308,FALSE,normal,138,TRUE,2,flat,,,2 +807,69,Male,VA Long Beach,asymptomatic,140,208,FALSE,st-t abnormality,140,TRUE,2,,,,3 +808,51,Male,VA Long Beach,asymptomatic,,227,TRUE,st-t abnormality,,,,,,,0 +809,62,Male,VA Long Beach,asymptomatic,158,210,TRUE,normal,112,TRUE,3,downsloping,,,1 +810,55,Male,VA Long Beach,non-anginal,,245,TRUE,st-t abnormality,,,,,,,1 +811,75,Male,VA Long Beach,asymptomatic,136,225,FALSE,normal,112,TRUE,3,flat,,,3 +812,40,Male,VA Long Beach,non-anginal,106,240,FALSE,normal,80,TRUE,0,,,reversable defect,0 +813,67,Male,VA Long Beach,asymptomatic,120,0,TRUE,normal,150,FALSE,1.5,downsloping,,,3 +814,58,Male,VA Long Beach,asymptomatic,110,198,FALSE,normal,110,FALSE,0,,,,1 +815,60,Male,VA Long Beach,asymptomatic,,195,FALSE,normal,,,,,,,0 +816,63,Male,VA Long Beach,asymptomatic,160,267,TRUE,st-t abnormality,88,TRUE,2,,,,3 +817,35,Male,VA Long Beach,non-anginal,,161,FALSE,st-t abnormality,,,,,,,0 +818,62,Male,VA Long Beach,typical angina,112,258,FALSE,st-t abnormality,150,TRUE,,,,,1 +819,43,Male,VA Long Beach,asymptomatic,122,0,FALSE,normal,120,FALSE,0.5,upsloping,,,1 +820,63,Male,VA Long Beach,non-anginal,130,0,TRUE,st-t abnormality,160,FALSE,3,flat,,,0 +821,68,Male,VA Long Beach,non-anginal,150,195,TRUE,normal,132,FALSE,0,,,fixed defect,1 +822,65,Male,VA Long Beach,asymptomatic,150,235,FALSE,normal,120,TRUE,1.5,flat,,,3 +823,48,Male,VA Long Beach,non-anginal,102,0,,st-t abnormality,110,TRUE,1,downsloping,,,1 +824,63,Male,VA Long Beach,asymptomatic,96,305,FALSE,st-t abnormality,121,TRUE,1,upsloping,,,1 +825,64,Male,VA Long Beach,asymptomatic,130,223,FALSE,st-t abnormality,128,FALSE,0.5,flat,,,0 +826,61,Male,VA Long Beach,asymptomatic,120,282,FALSE,st-t abnormality,135,TRUE,4,downsloping,,fixed defect,3 +827,50,Male,VA Long Beach,asymptomatic,144,349,FALSE,lv hypertrophy,120,TRUE,1,upsloping,,reversable defect,1 +828,59,Male,VA Long Beach,asymptomatic,124,,FALSE,normal,117,TRUE,1,flat,,,1 +829,55,Male,VA Long Beach,asymptomatic,150,160,FALSE,st-t abnormality,150,FALSE,0,,,,0 +830,45,Male,VA Long Beach,non-anginal,,236,FALSE,normal,,,,,,,0 +831,65,Male,VA Long Beach,asymptomatic,,312,FALSE,lv hypertrophy,,,,,,,3 +832,61,Male,VA Long Beach,atypical angina,,283,FALSE,normal,,,,,,,0 +833,49,Male,VA Long Beach,non-anginal,,142,FALSE,normal,,,,,,,3 +834,72,Male,VA Long Beach,asymptomatic,,211,FALSE,normal,,,,,,,1 +835,50,Male,VA Long Beach,asymptomatic,,218,FALSE,normal,,,,,,,1 +836,64,Male,VA Long Beach,asymptomatic,,306,TRUE,st-t abnormality,,,,,,,3 +837,55,Male,VA Long Beach,asymptomatic,116,186,TRUE,st-t abnormality,102,FALSE,0,,,,2 +838,63,Male,VA Long Beach,asymptomatic,110,252,FALSE,st-t abnormality,140,TRUE,2,flat,,,2 +839,59,Male,VA Long Beach,asymptomatic,125,222,FALSE,normal,135,TRUE,2.5,downsloping,,,3 +840,56,Male,VA Long Beach,asymptomatic,,0,FALSE,lv hypertrophy,,,,,,,1 +841,62,Male,VA Long Beach,non-anginal,,0,TRUE,st-t abnormality,,,,,,,2 +842,74,Male,VA Long Beach,asymptomatic,150,258,TRUE,st-t abnormality,130,TRUE,4,downsloping,,,3 +843,54,Male,VA Long Beach,asymptomatic,130,202,TRUE,normal,112,TRUE,2,flat,,,1 +844,57,Male,VA Long Beach,asymptomatic,110,197,FALSE,lv hypertrophy,100,FALSE,0,,,,0 +845,62,Male,VA Long Beach,non-anginal,,204,FALSE,st-t abnormality,,,,,,,1 +846,76,Male,VA Long Beach,non-anginal,104,,FALSE,lv hypertrophy,120,FALSE,3.5,downsloping,,,4 +847,54,Female,VA Long Beach,asymptomatic,138,274,FALSE,normal,105,TRUE,1.5,flat,,,1 +848,70,Male,VA Long Beach,asymptomatic,170,192,FALSE,st-t abnormality,129,TRUE,3,downsloping,,,2 +849,61,Female,VA Long Beach,atypical angina,140,298,TRUE,normal,120,TRUE,0,,,reversable defect,0 +850,48,Male,VA Long Beach,asymptomatic,,272,FALSE,st-t abnormality,,,,,,,0 +851,48,Male,VA Long Beach,non-anginal,132,220,TRUE,st-t abnormality,162,FALSE,0,,,fixed defect,1 +852,61,Male,VA Long Beach,typical angina,142,200,TRUE,st-t abnormality,100,FALSE,1.5,downsloping,,,3 +853,66,Male,VA Long Beach,asymptomatic,112,261,FALSE,normal,140,FALSE,1.5,upsloping,,,1 +854,68,Male,VA Long Beach,typical angina,,181,TRUE,st-t abnormality,,,,,,,0 +855,55,Male,VA Long Beach,asymptomatic,172,260,FALSE,normal,73,FALSE,2,,,,3 +856,62,Male,VA Long Beach,non-anginal,120,220,FALSE,lv hypertrophy,86,FALSE,0,,,,0 +857,71,Male,VA Long Beach,non-anginal,,221,FALSE,normal,,,,,,,3 +858,74,Male,VA Long Beach,typical angina,,216,TRUE,normal,,,,,,,3 +859,53,Male,VA Long Beach,non-anginal,155,175,TRUE,st-t abnormality,160,FALSE,,,,fixed defect,0 +860,58,Male,VA Long Beach,non-anginal,150,219,FALSE,st-t abnormality,118,TRUE,0,,,,2 +861,75,Male,VA Long Beach,asymptomatic,160,310,TRUE,normal,112,TRUE,2,downsloping,,reversable defect,0 +862,56,Male,VA Long Beach,non-anginal,,208,TRUE,st-t abnormality,,,,,,,4 +863,58,Male,VA Long Beach,non-anginal,,232,FALSE,st-t abnormality,,,,,,,2 +864,64,Male,VA Long Beach,asymptomatic,134,273,FALSE,normal,102,TRUE,4,downsloping,,,4 +865,54,Male,VA Long Beach,non-anginal,,203,FALSE,st-t abnormality,,,,,,,0 +866,54,Male,VA Long Beach,atypical angina,,182,FALSE,st-t abnormality,,,,,,,0 +867,59,Male,VA Long Beach,asymptomatic,140,274,FALSE,normal,154,TRUE,2,flat,,,0 +868,55,Male,VA Long Beach,asymptomatic,,204,TRUE,st-t abnormality,,,,,,,1 +869,57,Male,VA Long Beach,asymptomatic,144,270,TRUE,st-t abnormality,160,TRUE,2,flat,,,3 +870,61,Male,VA Long Beach,asymptomatic,,292,FALSE,st-t abnormality,,,,,,,3 +871,41,Male,VA Long Beach,asymptomatic,150,171,FALSE,normal,128,TRUE,1.5,flat,,,0 +872,71,Male,VA Long Beach,asymptomatic,130,221,FALSE,st-t abnormality,115,TRUE,0,,,,3 +873,38,Male,VA Long Beach,asymptomatic,110,289,FALSE,normal,105,TRUE,1.5,downsloping,,,1 +874,55,Male,VA Long Beach,asymptomatic,158,217,FALSE,normal,110,TRUE,2.5,flat,,,1 +875,56,Male,VA Long Beach,asymptomatic,128,223,FALSE,st-t abnormality,119,TRUE,2,downsloping,,,2 +876,69,Male,VA Long Beach,asymptomatic,,,TRUE,normal,,,,,,,2 +877,64,Male,VA Long Beach,asymptomatic,150,193,FALSE,st-t abnormality,135,TRUE,0.5,flat,,,2 +878,72,Male,VA Long Beach,asymptomatic,160,,TRUE,lv hypertrophy,130,FALSE,1.5,,,,2 +879,69,Male,VA Long Beach,asymptomatic,,210,TRUE,st-t abnormality,,,,,,,2 +880,56,Male,VA Long Beach,asymptomatic,,282,TRUE,normal,,,,,,,1 +881,62,Male,VA Long Beach,asymptomatic,,170,FALSE,st-t abnormality,120,TRUE,3,,,,4 +882,67,Male,VA Long Beach,asymptomatic,,369,FALSE,normal,,,,,,,3 +883,57,Male,VA Long Beach,asymptomatic,156,173,FALSE,lv hypertrophy,119,TRUE,3,downsloping,,,3 +884,69,Male,VA Long Beach,asymptomatic,,289,TRUE,st-t abnormality,,,,,,,3 +885,51,Male,VA Long Beach,asymptomatic,,,TRUE,lv hypertrophy,,,,,,reversable defect,1 +886,48,Male,VA Long Beach,asymptomatic,140,,FALSE,normal,159,TRUE,1.5,upsloping,,,3 +887,69,Male,VA Long Beach,asymptomatic,122,216,TRUE,lv hypertrophy,84,TRUE,0,,,reversable defect,2 +888,69,Male,VA Long Beach,non-anginal,,271,FALSE,lv hypertrophy,,,,,,,0 +889,64,Male,VA Long Beach,asymptomatic,,244,TRUE,st-t abnormality,,,,,,,2 +890,57,Male,VA Long Beach,atypical angina,180,285,TRUE,st-t abnormality,120,FALSE,0.8,,,,1 +891,53,Male,VA Long Beach,asymptomatic,124,243,FALSE,normal,122,TRUE,2,flat,,reversable defect,1 +892,37,Male,VA Long Beach,non-anginal,118,240,FALSE,lv hypertrophy,165,FALSE,1,flat,,normal,0 +893,67,Male,VA Long Beach,asymptomatic,140,219,FALSE,st-t abnormality,122,TRUE,2,flat,,reversable defect,3 +894,74,Male,VA Long Beach,non-anginal,140,237,TRUE,normal,94,FALSE,0,,,,1 +895,63,Male,VA Long Beach,atypical angina,,165,FALSE,st-t abnormality,,,,,,,0 +896,58,Male,VA Long Beach,asymptomatic,100,213,FALSE,st-t abnormality,110,FALSE,0,,,,0 +897,61,Male,VA Long Beach,asymptomatic,190,287,TRUE,lv hypertrophy,150,TRUE,2,downsloping,,,4 +898,64,Male,VA Long Beach,asymptomatic,130,258,TRUE,lv hypertrophy,130,FALSE,0,,,fixed defect,2 +899,58,Male,VA Long Beach,asymptomatic,160,256,TRUE,lv hypertrophy,113,TRUE,1,upsloping,,,3 +900,60,Male,VA Long Beach,asymptomatic,130,186,TRUE,lv hypertrophy,140,TRUE,0.5,flat,,,1 +901,57,Male,VA Long Beach,asymptomatic,122,264,FALSE,lv hypertrophy,100,FALSE,0,,,,1 +902,55,Male,VA Long Beach,non-anginal,,,FALSE,st-t abnormality,,,,,,,0 +903,55,Male,VA Long Beach,asymptomatic,120,226,FALSE,lv hypertrophy,127,TRUE,1.7,downsloping,,reversable defect,1 +904,56,Male,VA Long Beach,asymptomatic,130,203,TRUE,normal,98,FALSE,1.5,flat,,reversable defect,1 +905,57,Male,VA Long Beach,asymptomatic,130,207,FALSE,st-t abnormality,96,TRUE,1,flat,,,0 +906,61,Male,VA Long Beach,non-anginal,,284,FALSE,normal,,,,,,,1 +907,61,Male,VA Long Beach,non-anginal,120,337,FALSE,normal,98,TRUE,0,,,,3 +908,58,Male,VA Long Beach,non-anginal,150,219,FALSE,st-t abnormality,118,TRUE,0,,,,2 +909,74,Male,VA Long Beach,asymptomatic,155,310,FALSE,normal,112,TRUE,1.5,downsloping,,,2 +910,68,Male,VA Long Beach,non-anginal,134,254,TRUE,normal,151,TRUE,0,,,normal,0 +911,51,Female,VA Long Beach,asymptomatic,114,258,TRUE,lv hypertrophy,96,FALSE,1,upsloping,,,0 +912,62,Male,VA Long Beach,asymptomatic,160,254,TRUE,st-t abnormality,108,TRUE,3,flat,,,4 +913,53,Male,VA Long Beach,asymptomatic,144,300,TRUE,st-t abnormality,128,TRUE,1.5,flat,,,3 +914,62,Male,VA Long Beach,asymptomatic,158,170,FALSE,st-t abnormality,138,TRUE,0,,,,1 +915,46,Male,VA Long Beach,asymptomatic,134,310,FALSE,normal,126,FALSE,0,,,normal,2 +916,54,Female,VA Long Beach,asymptomatic,127,333,TRUE,st-t abnormality,154,FALSE,0,,,,1 +917,62,Male,VA Long Beach,typical angina,,139,FALSE,st-t abnormality,,,,,,,0 +918,55,Male,VA Long Beach,asymptomatic,122,223,TRUE,st-t abnormality,100,FALSE,0,,,fixed defect,2 +919,58,Male,VA Long Beach,asymptomatic,,385,TRUE,lv hypertrophy,,,,,,,0 +920,62,Male,VA Long Beach,atypical angina,120,254,FALSE,lv hypertrophy,93,TRUE,0,,,,1 diff --git a/pyhealth/tasks/heart_task.py b/pyhealth/tasks/heart_task.py new file mode 100644 index 000000000..de3016f0b --- /dev/null +++ b/pyhealth/tasks/heart_task.py @@ -0,0 +1,30 @@ +from pyhealth.tasks import BaseTask +from torch.utils.data import Subset +from sklearn.model_selection import train_test_split + +class HeartDiseasePrediction(BaseTask): + """ + This function aims to predict heart problems in patients. We take in a csv from HeartDiseaseDataset + """ + def __init__(self, dataset): + super().__init__(dataset) + self.dataset = dataset + + def split(self, test_size=0.2, random_state=42): + """ + + data training occurs here. we split into a training and a testing subset from the original data + this is because we do not have multiple datasets to train/test off of + + """ + indices = list(range(len(self.dataset))) + train_idx, test_idx = train_test_split( + indices, test_size=test_size, random_state=random_state + ) + + """ + + outputs a subset of both the train and test. + + """ + return Subset(self.dataset, train_idx), Subset(self.dataset, test_idx) \ No newline at end of file