diff --git a/requirements.txt b/requirements.txt
index 2eec4aa..bc40ae5 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,4 +7,3 @@ altair
 copia
 vl-convert-python
 seaborn
-ptitprince
\ No newline at end of file
diff --git a/speculative_reading/PartialBorrowers.ipynb b/speculative_reading/PartialBorrowers.ipynb
index 886aa44..3d5cbce 100644
--- a/speculative_reading/PartialBorrowers.ipynb
+++ b/speculative_reading/PartialBorrowers.ipynb
@@ -2422,7 +2422,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 73,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -2434,31 +2434,7 @@
    "outputs": [],
    "source": [
     "# custom altair raincloud plot\n",
-    "from utils.charts import raincloud_plot\n",
-    "\n",
-    "\n",
-    "# # raincloud plot adapted from Zoe's code\n",
-    "\n",
-    "# import seaborn as sns\n",
-    "# sns.set()\n",
-    "# import matplotlib.pyplot as plt\n",
-    "# import matplotlib.collections as clt\n",
-    "# import ptitprince as pt\n",
-    "\n",
-    "# def raincloud_borrow_plot(df, img_filename, duration_for='all members'):\n",
-    "#   dx=\"borrow_duration_days\"\n",
-    "#   pal = sns.color_palette('colorblind')\n",
-    "#   sns.set(style=\"darkgrid\")\n",
-    "#   f, ax = plt.subplots(figsize=(10, 2))\n",
-    "#   ax = pt.half_violinplot(x=dx, data=df, palette=pal, bw=.2, cut=0., scale = \"area\", width=.6, inner = None) \n",
-    "#   ax=sns.stripplot(x=dx,data=df, palette=pal, edgecolor=\"white\", size = 3, jitter = 1, zorder = 0) \n",
-    "\n",
-    "#   ax.set_title('Distribution of borrow duration for %s' % duration_for)\n",
-    "#   ax.set_xlabel('borrow duration in days')\n",
-    "#   plt.show()\n",
-    "#   ax.figure.savefig(img_filename)\n",
-    "\n",
-    "# raincloud_borrow_plot(all_borrows, 'all_borrow_duration_raincloud_plot.png')\n"
+    "from utils.charts import raincloud_plot"
    ]
   },
   {