README.md



Data Science Dojo 

Copyright (c) 2016 - 2019


Level Intermediate 

Recommended Use: **Classification/Regression/Clustering Models

**Domain: Healthcare
 

Liver Disorders Data Set


Observe relationship between liver disorder and alcohol consumption


This intermediate level data set has 345 rows and 7 columns, where the 7th column is not a variable but just a train/test selector. The headers have to be manually placed in the data set.

This data set is recommended for learning and practicing your skills in exploratory data analysis, data visualization, regression, classification and clustering modelling techniques. 
Feel free to explore the data set with multiple supervised and unsupervised learning techniques. 
The Following data dictionary gives more details on this data set:


Data Dictionary


Column   Position
Atrribute Name
Definition
Data Type
Example
% Null Ratios


1
Mcv
Mean Corpuscular Volume (Blood Test)
Quantitative
85, 91, 96
0


2
Alkphos
Alkaline Phosphotase (Blood Test)
Quantitative
78, 55, 70
0


3
Sgpt
Alamine Aminotransferase (Blood Test)
Quantitative
45, 12, 15
0


4
Sgot
Aspartate Aminotransferase (Blood Test)
Quantitative
27, 17, 33
0


5
Gammagt
Gamma-Glutamyl Transpeptidase (Blood Test)
Quantitative
31, 54, 36
0


6
Drinks
Number of half-pint equivalents of alcoholic beverages drunk per day
Quantitative
0.5, 3.0, 8.0
0


7
Selector (Not a variable)
Field used to split data into two sets
Quantitative
1, 2
0


Acknowledgement

This data set has been sourced from the Machine Learning Repository of University of California, Irvine Liver Disorders Data Set (UC Irvine). 
The UCI page mentions StatLib (Carnegie Mellon University) as the original source of the data set.