diff --git a/hdbscan/tests/test_hdbscan.py b/hdbscan/tests/test_hdbscan.py
index 05bf6932..770a8904 100644
--- a/hdbscan/tests/test_hdbscan.py
+++ b/hdbscan/tests/test_hdbscan.py
@@ -25,7 +25,7 @@
                      membership_vector,
                      all_points_membership_vectors)
 # from sklearn.cluster.tests.common import generate_clustered_data
-from sklearn.datasets import make_blobs
+from sklearn.datasets import make_blobs, make_moons
 from sklearn.utils import shuffle
 from sklearn.preprocessing import StandardScaler
 from scipy.stats import mode
@@ -34,8 +34,6 @@
 from functools import wraps
 from nose import SkipTest
 
-from sklearn import datasets
-
 import warnings
 
 n_clusters = 3
@@ -94,10 +92,10 @@ def run_test(*args, **kwargs):
 
 
 def generate_noisy_data():
-    blobs, _ = datasets.make_blobs(n_samples=200,
-                                   centers=[(-0.75, 2.25), (1.0, 2.0)],
-                                   cluster_std=0.25)
-    moons, _ = datasets.make_moons(n_samples=200, noise=0.05)
+    blobs, _ = make_blobs(n_samples=200,
+                          centers=[(-0.75, 2.25), (1.0, 2.0)],
+                          cluster_std=0.25)
+    moons, _ = make_moons(n_samples=200, noise=0.05)
     noise = np.random.uniform(-1.0, 3.0, (50, 2))
     return np.vstack([blobs, moons, noise])