diff --git a/examples/linear_model/plot_sparse_logistic_regression_20newsgroups.py b/examples/linear_model/plot_sparse_logistic_regression_20newsgroups.py
index 78fdc64684550..7bfad99d991c5 100644
--- a/examples/linear_model/plot_sparse_logistic_regression_20newsgroups.py
+++ b/examples/linear_model/plot_sparse_logistic_regression_20newsgroups.py
@@ -1,7 +1,7 @@
 """
-=====================================================
-Multiclass sparse logisitic regression on newgroups20
-=====================================================
+====================================================
+Multiclass sparse logistic regression on 20newgroups
+====================================================
 
 Comparison of multinomial logistic L1 vs one-versus-rest L1 logistic regression
 to classify documents from the newgroups20 dataset. Multinomial logistic
@@ -42,7 +42,6 @@
 # Turn down for faster run time
 n_samples = 10000
 
-# Memorized fetch_rcv1 for faster access
 X, y = fetch_20newsgroups_vectorized('all', return_X_y=True)
 X = X[:n_samples]
 y = y[:n_samples]