diff --git a/tutorials/semantic_chunking.ipynb b/tutorials/semantic_chunking.ipynb
index ccc7512..d560621 100644
--- a/tutorials/semantic_chunking.ipynb
+++ b/tutorials/semantic_chunking.ipynb
@@ -116,29 +116,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 113,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " ”    “I can’t think what the servants are about,” said the countess, turning  to her husband. \n",
+      " Hard as it was for Princess  Mary to emerge from the realm of secluded contemplation in which she  had lived till then, and sorry and almost ashamed as she felt to leave  Natásha alone, yet the cares of life demanded her attention and she  involuntarily yielded to them. She went through the accounts with  Alpátych, conferred with Dessalles about her nephew, and gave orders and  made preparations for the journey to Moscow. Natásha remained alone and, from the time Princess Mary began making  preparations for departure, held aloof from her too. Princess Mary asked the countess to let Natásha go with her to Moscow,  and both parents gladly accepted this offer, for they saw their daughter  losing strength every day and thought that a change of scene and the  advice of Moscow doctors would be good for her. “I am not going anywhere,” Natásha replied when this was proposed to  her. “Do please just leave me alone! ” And she ran out of the room, with  difficulty refraining from tears of vexation and irritation rather than  of sorrow. \n",
       "\n",
-      " He was received in the best houses not merely as a doctor, but  as an equal. \n",
+      " In all these words she saw only that the danger  threatening her son would not soon be over. \n",
       "\n",
-      " “That’s enough, Natásha,” said Sónya. \n",
-      "\n",
-      " Pierre did not catch what they were saying, but knew they were talking  about him. He reddened and turned away. “Well, now to the health of handsome women! ” said Dólokhov, and  with a serious expression, but with a smile lurking at the corners of  his mouth, he turned with his glass to Pierre. “Here’s to the health of lovely women, Peterkin—and their  lovers! Pierre, with downcast eyes, drank out of his glass without looking at  Dólokhov or answering him. The footman, who was distributing leaflets  with Kutúzov’s cantata, laid one before Pierre as one of the  principal guests. He was just going to take it when Dólokhov, leaning  across, snatched it from his hand and began reading it. Pierre looked  at Dólokhov and his eyes dropped, the something terrible and monstrous  that had tormented him all dinnertime rose and took possession of him. He leaned his whole massive body across the table. “How dare you take it? Hearing that cry and seeing to whom it was addressed, Nesvítski and the  neighbor on his right quickly turned in alarm to Bezúkhov. \n",
-      "\n",
-      " The  whole street was full of clouds of black smoke. Tongues of flame here  and there broke through that cloud. A great number of people crowded in  front of the conflagration. In the middle of the street stood a French  general saying something to those around him. Pierre, accompanied by the  maid, was advancing to the spot where the general stood, but the French  soldiers stopped him. ” * cried a voice. ”      “This way, uncle,” cried the girl. “We’ll pass through the side street,  by the Nikúlins’! ”    Pierre turned back, giving a spring now and then to keep up with her. She ran across the street, turned down a side street to the left, and,  passing three houses, turned into a yard on the right. “It’s here, close by,” said she and, running across the yard, opened a  gate in a wooden fence and, stopping, pointed out to him a small wooden  wing of the house, which was burning brightly and fiercely. One of its  sides had fallen in, another was on fire, and bright flames issued from  the openings of the windows and from under the roof. \n",
+      " When later on in his memoirs Count Rostopchín explained his actions at  this time, he repeatedly says that he was then actuated by two important  considerations: to maintain tranquillity in Moscow and expedite the  departure of the inhabitants. If one accepts this twofold aim all  Rostopchín’s actions appear irreproachable. “Why were the holy relics,  the arms, ammunition, gunpowder, and stores of corn not removed? Why  were thousands of inhabitants deceived into believing that Moscow would  not be given up—and thereby ruined? \n",
       "\n"
      ]
     }
    ],
    "source": [
     "# Print a few example chunks\n",
-    "for _ in range(5):\n",
+    "for _ in range(3):\n",
     "    chunk = random.choice(chunks)\n",
     "    print(chunk.text, \"\\n\")"
    ]