--- a +++ b/README.md @@ -0,0 +1,188 @@ +## About Dataset +### Title: Cardiac Arrhythmia Database + +### Sources: +(a) Original owners od Database: +-- 1. H. Altay Guvenir, PhD., +Bilkent University, +Department of Computer Engineering and Information Science, +06533 Ankara, Turkey +Phone: +90 (312) 266 4133 +Email: guvenir@cs.bilkent.edu.tr + +-- 2. Burak Acar, M.S., +Bilkent University, +EE Eng. Dept. +06533 Ankara, Turkey +Email: buraka@ee.bilkent.edu.tr + +-- 2. Haldun Muderrisoglu, M.D., Ph.D., +Baskent University, +School of Medicine +Ankara, Turkey + +(b) Donor: H. Altay Guvenir +Bilkent University, +Department of Computer Engineering and Information Science, +06533 Ankara, Turkey +Phone: +90 (312) 266 4133 +Email: guvenir@cs.bilkent.edu.tr + +(c) Date: January, 1998 + +### Past Usage: + +H. Altay Guvenir, Burak Acar, Gulsen Demiroz, Ayhan Cekin +"A Supervised Machine Learning Algorithm for Arrhythmia Analysis" +Proceedings of the Computers in Cardiology Conference, +Lund, Sweden, 1997. + +The aim is to determine the type of arrhythmia from +the ECG recordings. + +Relevant Information: +This database contains 279 attributes, 206 of which are linear +valued and the rest are nominal. + +Concerning the study of H. Altay Guvenir: "The aim is to distinguish +between the presence and absence of cardiac arrhythmia and to +classify it in one of the 16 groups. Class 01 refers to 'normal' +ECG classes 02 to 15 refers to different classes of arrhythmia +and class 16 refers to the rest of unclassified ones. For the +time being, there exists a computer program that makes such a +classification. However there are differences between the +cardiolog's and the programs classification. Taking the +cardiolog's as a gold standard we aim to minimise this difference +by means of machine learning tools." + +The names and id numbers of the patients were recently +removed from the database. + +Number of Instances: 452 + +Number of Attributes: 279 + +Attribute Information: +-- Complete attribute documentation: +1 Age: Age in years , linear +2 Sex: Sex (0 = male; 1 = female) , nominal +3 Height: Height in centimeters , linear +4 Weight: Weight in kilograms , linear +5 QRS duration: Average of QRS duration in msec., linear +6 P-R interval: Average duration between onset of P and Q waves +in msec., linear +7 Q-T interval: Average duration between onset of Q and offset +of T waves in msec., linear +8 T interval: Average duration of T wave in msec., linear +9 P interval: Average duration of P wave in msec., linear +Vector angles in degrees on front plane of:, linear +10 QRS +11 T +12 P +13 QRST +14 J + +15 Heart rate: Number of heart beats per minute ,linear + +Of channel DI: +Average width, in msec., of: linear +16 Q wave +17 R wave +18 S wave +19 R' wave, small peak just after R +20 S' wave + +21 Number of intrinsic deflections, linear + +22 Existence of ragged R wave, nominal +23 Existence of diphasic derivation of R wave, nominal +24 Existence of ragged P wave, nominal +25 Existence of diphasic derivation of P wave, nominal +26 Existence of ragged T wave, nominal +27 Existence of diphasic derivation of T wave, nominal + +Of channel DII: +28 .. 39 (similar to 16 .. 27 of channel DI) +Of channels DIII: +40 .. 51 +Of channel AVR: +52 .. 63 +Of channel AVL: +64 .. 75 +Of channel AVF: +76 .. 87 +Of channel V1: +88 .. 99 +Of channel V2: +100 .. 111 +Of channel V3: +112 .. 123 +Of channel V4: +124 .. 135 +Of channel V5: +136 .. 147 +Of channel V6: +148 .. 159 + +Of channel DI: +Amplitude , * 0.1 milivolt, of +160 JJ wave, linear +161 Q wave, linear +162 R wave, linear +163 S wave, linear +164 R' wave, linear +165 S' wave, linear +166 P wave, linear +167 T wave, linear + +168 QRSA , Sum of areas of all segments divided by 10, +( Area= width * height / 2 ), linear +169 QRSTA = QRSA + 0.5 * width of T wave * 0.1 * height of T +wave. (If T is diphasic then the bigger segment is +considered), linear + +Of channel DII: +170 .. 179 +Of channel DIII: +180 .. 189 +Of channel AVR: +190 .. 199 +Of channel AVL: +200 .. 209 +Of channel AVF: +210 .. 219 +Of channel V1: +220 .. 229 +Of channel V2: +230 .. 239 +Of channel V3: +240 .. 249 +Of channel V4: +250 .. 259 +Of channel V5: +260 .. 269 +Of channel V6: +270 .. 279 + +Missing Attribute Values: Several. Distinguished with '?'. + +Class Distribution: +Database: Arrhythmia + +Class code : Class : Number of instances: +01 Normal 245 +02 Ischemic changes (Coronary Artery Disease) 44 +03 Old Anterior Myocardial Infarction 15 +04 Old Inferior Myocardial Infarction 15 +05 Sinus tachycardy 13 +06 Sinus bradycardy 25 +07 Ventricular Premature Contraction (PVC) 3 +08 Supraventricular Premature Contraction 2 +09 Left bundle branch block 9 +10 Right bundle branch block 50 +11 1. degree AtrioVentricular block 0 +12 2. degree AV block 0 +13 3. degree AV block 0 +14 Left ventricule hypertrophy 4 +15 Atrial Fibrillation or Flutter 5 +16 Others 22 \ No newline at end of file