diff --git a/M2/Clustering In Practice/sequence.ipynb b/M2/Clustering In Practice/sequence.ipynb
index 66c4ee7..d4a5bd5 100644
--- a/M2/Clustering In Practice/sequence.ipynb	
+++ b/M2/Clustering In Practice/sequence.ipynb	
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "67779b5f",
    "metadata": {},
    "outputs": [],
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 6,
    "id": "ce720425",
    "metadata": {},
    "outputs": [
@@ -50,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 7,
    "id": "35de38ba",
    "metadata": {},
    "outputs": [
@@ -82,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 8,
    "id": "d0d89a7a",
    "metadata": {},
    "outputs": [
@@ -116,7 +116,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "studies (3.13.9)",
    "language": "python",
    "name": "python3"
   },
diff --git a/pyproject.toml b/pyproject.toml
index 14ef72f..d5ec843 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -41,6 +41,7 @@ dependencies = [
     "scipy>=1.15.2",
     "seaborn>=0.13.2",
     "sentence-transformers>=5.2.0",
+    "sequenzo>=0.1.20",
     "shap>=0.49.1",
     "spacy>=3.8.11",
     "statsmodels>=0.14.6",
diff --git a/uv.lock b/uv.lock
index 4e1f15c..5a764cd 100644
--- a/uv.lock
+++ b/uv.lock
@@ -4113,6 +4113,7 @@ dependencies = [
     { name = "scipy" },
     { name = "seaborn" },
     { name = "sentence-transformers" },
+    { name = "sequenzo" },
     { name = "shap" },
     { name = "spacy" },
     { name = "statsmodels" },
@@ -4169,6 +4170,7 @@ requires-dist = [
     { name = "scipy", specifier = ">=1.15.2" },
     { name = "seaborn", specifier = ">=0.13.2" },
     { name = "sentence-transformers", specifier = ">=5.2.0" },
+    { name = "sequenzo", specifier = ">=0.1.20" },
     { name = "shap", specifier = ">=0.49.1" },
     { name = "spacy", specifier = ">=3.8.11" },
     { name = "statsmodels", specifier = ">=0.14.6" },