This Data set was obtained from a Hospital in Karaikudi, Tamilnadu Iindia, and has 400 insstances with 25 attributes, intended for classification problems. 
The Data Set has medical relevant variables that can be associated to the presence of CKD (Chronical Kidney Diasease). Some of the variables can be arguably more relevant for the model, and after analysis some of them can be correlated, so it's recommended to analyze the dataset and decide the best approach based on individual needs. 

DOI Link: 
10.21227/eqj5-bs60
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Dataset Files

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[1] P Soundarapandian, "Chronic Kidney Disease Data Set", IEEE Dataport, 2023. [Online]. Available: http://dx.doi.org/10.21227/eqj5-bs60. Accessed: Mar. 12, 2025.
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doi = {10.21227/eqj5-bs60},
url = {http://dx.doi.org/10.21227/eqj5-bs60},
author = {P Soundarapandian },
publisher = {IEEE Dataport},
title = {Chronic Kidney Disease Data Set},
year = {2023} }
TY - DATA
T1 - Chronic Kidney Disease Data Set
AU - P Soundarapandian
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P Soundarapandian. (2023). Chronic Kidney Disease Data Set. IEEE Dataport. http://dx.doi.org/10.21227/eqj5-bs60
P Soundarapandian, 2023. Chronic Kidney Disease Data Set. Available at: http://dx.doi.org/10.21227/eqj5-bs60.
P Soundarapandian. (2023). "Chronic Kidney Disease Data Set." Web.
1. P Soundarapandian. Chronic Kidney Disease Data Set [Internet]. IEEE Dataport; 2023. Available from : http://dx.doi.org/10.21227/eqj5-bs60
P Soundarapandian. "Chronic Kidney Disease Data Set." doi: 10.21227/eqj5-bs60