diff --git a/docs/_toc.yml b/docs/_toc.yml
index a1211c72..01413aac 100644
--- a/docs/_toc.yml
+++ b/docs/_toc.yml
@@ -23,6 +23,7 @@ parts:
   - file: first-order/receptive_fields.ipynb
   - file: first-order/optotagging.ipynb
   - file: first-order/current_source_density
+  - file: first-order/classify_waveforms.ipynb
   - file: first-order/test_2p_responses.ipynb
   - file: first-order/test_spike_responses.ipynb
   - file: first-order/suite2p.ipynb
diff --git a/docs/first-order/classify_waveforms.ipynb b/docs/first-order/classify_waveforms.ipynb
index 5726f40a..e8578562 100644
--- a/docs/first-order/classify_waveforms.ipynb
+++ b/docs/first-order/classify_waveforms.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Classifying Fast-Spiking and Regular-Spiking Neurons and Visualizing Their Differences\n",
+    "# Classifying Fast-Spiking and Regular-Spiking Neurons\n",
     "\n",
     "In this notebook, we will classify **fast-spiking (FS)** neurons from **regular-spiking (RS)** neurons in visual cortical areas of the mouse brian. We will also visualize the differences between these two types of cells by comparing their peak waveforms and optotagged unit responses. This notebook utilizes open source data from the Allen Institute, but is designed to be customizable with alternative datasets."
    ]