Update the notebook

Author: Guillaume Lemaitre

examples/plot_unbalanced_dataset.ipynb

@@ -44,24 +44,24 @@
     "from sklearn.decomposition import PCA\n",
     "from sklearn.svm import SVC\n",
     "\n",
-    "from unbalanced_dataset.under_sampling import RandomUnderSampler\n",
-    "from unbalanced_dataset.under_sampling import NearMiss\n",
-    "from unbalanced_dataset.under_sampling import CondensedNearestNeighbour\n",
-    "from unbalanced_dataset.under_sampling import OneSidedSelection\n",
-    "from unbalanced_dataset.under_sampling import NeighbourhoodCleaningRule\n",
-    "from unbalanced_dataset.under_sampling import TomekLinks\n",
-    "from unbalanced_dataset.under_sampling import ClusterCentroids\n",
-    "from unbalanced_dataset.under_sampling import EditedNearestNeighbours\n",
-    "from unbalanced_dataset.under_sampling import InstanceHardnessThreshold\n",
-    "\n",
-    "from unbalanced_dataset.over_sampling import RandomOverSampler\n",
-    "from unbalanced_dataset.over_sampling import SMOTE\n",
-    "\n",
-    "from unbalanced_dataset.combine import SMOTETomek\n",
-    "from unbalanced_dataset.combine import SMOTEENN\n",
-    "\n",
-    "from unbalanced_dataset.ensemble import EasyEnsemble\n",
-    "from unbalanced_dataset.ensemble import BalanceCascade\n",
+    "from imblearn.under_sampling import RandomUnderSampler\n",
+    "from imblearn.under_sampling import NearMiss\n",
+    "from imblearn.under_sampling import CondensedNearestNeighbour\n",
+    "from imblearn.under_sampling import OneSidedSelection\n",
+    "from imblearn.under_sampling import NeighbourhoodCleaningRule\n",
+    "from imblearn.under_sampling import TomekLinks\n",
+    "from imblearn.under_sampling import ClusterCentroids\n",
+    "from imblearn.under_sampling import EditedNearestNeighbours\n",
+    "from imblearn.under_sampling import InstanceHardnessThreshold\n",
+    "\n",
+    "from imblearn.over_sampling import RandomOverSampler\n",
+    "from imblearn.over_sampling import SMOTE\n",
+    "\n",
+    "from imblearn.combine import SMOTETomek\n",
+    "from imblearn.combine import SMOTEENN\n",
+    "\n",
+    "from imblearn.ensemble import EasyEnsemble\n",
+    "from imblearn.ensemble import BalanceCascade\n",
     "\n",
     "# Save a nice dark grey as a variable\n",
     "almost_black = '#262626'"