From 5cf3fb70a1a476be79d262ce8bff4cee73b72401 Mon Sep 17 00:00:00 2001
From: Muayyad Alsadi <alsadi@gmail.com>
Date: Sat, 28 Oct 2017 00:07:03 +0200
Subject: [PATCH] fixes #10031: fix attribute name and shape in documentation
 (#10033)

---
 sklearn/manifold/locally_linear.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/sklearn/manifold/locally_linear.py b/sklearn/manifold/locally_linear.py
index 594e77af43..03c844c4b7 100644
--- a/sklearn/manifold/locally_linear.py
+++ b/sklearn/manifold/locally_linear.py
@@ -589,11 +589,11 @@ class LocallyLinearEmbedding(BaseEstimator, TransformerMixin):
 
     Attributes
     ----------
-    embedding_vectors_ : array-like, shape [n_components, n_samples]
+    embedding_ : array-like, shape [n_samples, n_components]
         Stores the embedding vectors
 
     reconstruction_error_ : float
-        Reconstruction error associated with `embedding_vectors_`
+        Reconstruction error associated with `embedding_`
 
     nbrs_ : NearestNeighbors object
         Stores nearest neighbors instance, including BallTree or KDtree
-- 
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