Cardioctography

Cardiotocography (CTG) is a technical means of recording the fetal heartbeat and the uterine contractions during pregnancy ,says Google.

This notebook provides a classifier to predict the fetal state using Multiclass Logistic Regression .

Dataset source : https://archive.ics.uci.edu/ml/machine-learning-databases/00193/

Here's a snapshot of 9 records from the dataset :

The attribute NSP is the key attribute for this prediction. NSP is a fetal status class code :

• N or 1 -> Normal
• S or 2 -> Suspect
• P or 3 -> Pathologic

The model gives us a whooping 98.71% accuracy !