diff --git a/docs/examples/notebooks/binderexample/StatisticalAnalysis.ipynb b/docs/examples/notebooks/binderexample/StatisticalAnalysis.ipynb
index 3a0505b095..900c68626d 100644
--- a/docs/examples/notebooks/binderexample/StatisticalAnalysis.ipynb
+++ b/docs/examples/notebooks/binderexample/StatisticalAnalysis.ipynb
@@ -202,7 +202,9 @@
     "        items.append(ax.bar(x, data, 1, alpha=1.0))\n",
     "    animate_plot_pieces = (\n",
     "        items,\n",
-    "        ax.scatter(x, workspace.data(pdf, with_aux=False), c=\"k\", alpha=1.0, zorder=99),\n",
+    "        ax.scatter(\n",
+    "            x, workspace.data(pdf, include_auxdata=False), c=\"k\", alpha=1.0, zorder=99\n",
+    "        ),\n",
     "    )\n",
     "\n",
     "\n",
@@ -241,7 +243,9 @@
     "        x = np.arange(len(data))\n",
     "        ax.bar(x, data, 1, bottom=bottom, alpha=1.0)\n",
     "        bottom = data if i == 0 else bottom + data\n",
-    "    ax.scatter(x, workspace.data(pdf, with_aux=False), c=\"k\", alpha=1.0, zorder=99)"
+    "    ax.scatter(\n",
+    "        x, workspace.data(pdf, include_auxdata=False), c=\"k\", alpha=1.0, zorder=99\n",
+    "    )"
    ]
   },
   {
@@ -1247,7 +1251,7 @@
     "%matplotlib notebook\n",
     "fig, ax = plt.subplots(1, 1)\n",
     "fig.set_size_inches(10, 5)\n",
-    "ax.set_ylim(0, 1.5 * np.max(workspace.data(pdf, with_aux=False)))\n",
+    "ax.set_ylim(0, 1.5 * np.max(workspace.data(pdf, include_auxdata=False)))\n",
     "\n",
     "init_plot(fig, ax, default_par_settings)\n",
     "interact(animate, fig=fixed(fig), ax=fixed(ax), **all_par_settings);"
@@ -2262,7 +2266,7 @@
    "source": [
     "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, sharey=True, sharex=True)\n",
     "fig.set_size_inches(18, 4)\n",
-    "ax1.set_ylim(0, 1.5 * np.max(workspace.data(pdf, with_aux=False)))\n",
+    "ax1.set_ylim(0, 1.5 * np.max(workspace.data(pdf, include_auxdata=False)))\n",
     "ax1.set_title('nominal signal + background µ = 1')\n",
     "plot(ax=ax1, **{k: nominal[v] for k, v in par_name_dict.items()})\n",
     "\n",