diff --git a/notebooks/02-advanced-plots.ipynb b/notebooks/02-advanced-plots.ipynb
index deb8ddb0..e8536255 100644
--- a/notebooks/02-advanced-plots.ipynb
+++ b/notebooks/02-advanced-plots.ipynb
@@ -503,7 +503,7 @@
     "\n",
     "# use psf size as minimum distance between peaks (in pixels).\n",
     "min_distance = int(get_psf_size(survey))\n",
-    "sep = SepSingleBand(max_n_sources=max_n_sources, thresh=thresh, use_band=2, min_area=3)\n",
+    "sep = SepSingleBand(max_n_sources=max_n_sources, thresh=thresh, use_band=2, min_area=min_area)\n",
     "scarlet = Scarlet(max_n_sources)\n",
     "matcher = PixelHungarianMatcher(min_distance)\n"
    ]
@@ -640,7 +640,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Precision curves"
+    "## Recall curves"
    ]
   },
   {
@@ -1098,19 +1098,11 @@
     }
    ],
    "source": [
-    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
-    "\n",
-    "\n",
     "# pick a random index with a nice looking blend\n",
-    "idx = 75\n",
-    "# idx = np.random.randint(0, 100)\n",
+    "idx = np.random.randint(0, 100)\n",
     "fig, ax = plt.subplots(1,1, figsize=(6,6))\n",
     "crop = 30\n",
     "im = ax.imshow(blend_batch.blend_images[idx,2, crop:-crop, crop:-crop])\n",
-    "# im = ax.imshow(blend_batch.blend_images[idx,2])\n",
-    "# divider = make_axes_locatable(ax)\n",
-    "# cax = divider.append_axes('right', size='5%', pad=0.05)\n",
-    "# fig.colorbar(im, cax=cax, orientation='vertical')\n",
     "ax.set_axis_off()\n",
     "\n",
     "x = blend_batch.catalog_list[idx]['x_peak'] - crop\n",
@@ -1158,9 +1150,6 @@
     "    axes[0,ii].imshow(img1[ii][crop:-crop, crop:-crop], vmin=zmin, vmax=zmax)\n",
     "    axes[1,ii].imshow(img2[ii][crop:-crop, crop:-crop], vmin=zmin, vmax=zmax)\n",
     "\n",
-    "    # divider = make_axes_locatable(axes[0,ii])\n",
-    "    # cax = divider.append_axes('right', size='5%', pad=0.05)\n",
-    "    # fig.colorbar(im, cax=cax, orientation='vertical')\n",
     "\n",
     "plt.subplots_adjust(hspace=0.25)\n",
     "plt.tight_layout()\n",