diff --git a/AnatomyOfMatplotlib-Part2-Plotting_Methods_Overview.ipynb b/AnatomyOfMatplotlib-Part2-Plotting_Methods_Overview.ipynb
index 6ab58e8..8239f9e 100644
--- a/AnatomyOfMatplotlib-Part2-Plotting_Methods_Overview.ipynb
+++ b/AnatomyOfMatplotlib-Part2-Plotting_Methods_Overview.ipynb
@@ -305,7 +305,7 @@
    "outputs": [],
    "source": [
     "from matplotlib.cbook import get_sample_data\n",
-    "data = np.load(get_sample_data('axes_grid/bivariate_normal.npy'))\n",
+    "data = np.load('assets/bivariate_normal.npy')\n",
     "\n",
     "fig, ax = plt.subplots()\n",
     "im = ax.imshow(data, cmap='gist_earth')\n",
@@ -370,7 +370,7 @@
    "outputs": [],
    "source": [
     "from matplotlib.cbook import get_sample_data\n",
-    "data = np.load(get_sample_data('axes_grid/bivariate_normal.npy'))\n",
+    "data = np.load('assets/bivariate_normal.npy')\n",
     "\n",
     "fig, ax = plt.subplots()\n",
     "im = ax.imshow(data, cmap='seismic')\n",
@@ -462,7 +462,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.5"
+   "version": "3.6.6"
   }
  },
  "nbformat": 4,
diff --git a/assets/bivariate_normal.npy b/assets/bivariate_normal.npy
new file mode 100644
index 0000000..b6b8dac
Binary files /dev/null and b/assets/bivariate_normal.npy differ