From 05abc793868da3fc0aa05f84e66defeccaa1ecb6 Mon Sep 17 00:00:00 2001
From: Gertjan van den Burg <gertjanvandenburg@gmail.com>
Date: Wed, 6 Mar 2019 13:27:12 -0500
Subject: Use scaling correctly in readme

---
 README.rst | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/README.rst b/README.rst
index 8bae8ea..789dd45 100644
--- a/README.rst
+++ b/README.rst
@@ -61,10 +61,11 @@ from Scikit-Learn as follows:
 
     >>> from sklearn.datasets import load_iris
     >>> from sklearn.model_selection import train_test_split
-    >>> from sklearn.preprocessing import maxabs_scale
+    >>> from sklearn.preprocessing import MaxAbsScaler
     >>> X, y = load_iris(return_X_y=True)
-    >>> X = maxabs_scale(X)
     >>> X_train, X_test, y_train, y_test = train_test_split(X, y)
+    >>> scaler = MaxAbsScaler().fit(X_train)
+    >>> X_train, X_test = scaler.transform(X_train), scaler.transform(X_test)
 
 Note that we scale the data using the `maxabs_scale 
 <http://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.maxabs_scale.html>`_ 
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