diff --git a/support_vector_machine_lesson.ipynb b/support_vector_machine_lesson.ipynb
index 817490d..c522f2b 100644
--- a/support_vector_machine_lesson.ipynb
+++ b/support_vector_machine_lesson.ipynb
@@ -245,6 +245,7 @@
    },
    "outputs": [],
    "source": [
+    "w = svm_sgd_plot(X,y)\n",
     "for d, sample in enumerate(X):\n",
     "    # Plot the negative samples\n",
     "    if d < 2:\n",
@@ -275,7 +276,7 @@
    },
    "outputs": [],
    "source": [
-    "w = svm_sgd_plot(X,y)\n",
+    
     "#they decrease over time! Our SVM is learning the optimal hyperplane"
    ]
   },