diff --git a/1-Data-Cleaning.ipynb b/1-Data-Cleaning.ipynb
index 7bcb2cf..2689063 100644
--- a/1-Data-Cleaning.ipynb
+++ b/1-Data-Cleaning.ipynb
@@ -80,7 +80,7 @@
     "    '''Returns transcript data specifically from scrapsfromtheloft.com.'''\n",
     "    page = requests.get(url).text\n",
     "    soup = BeautifulSoup(page, \"lxml\")\n",
-    "    text = [p.text for p in soup.find(class_=\"post-content\").find_all('p')]\n",
+    "    text = [p.text for p in soup.find(class_=\"ast-container\").find_all('p')]\n",
     "    print(url)\n",
     "    return text\n",
     "\n",
@@ -88,11 +88,11 @@
     "urls = ['http://scrapsfromtheloft.com/2017/05/06/louis-ck-oh-my-god-full-transcript/',\n",
     "        'http://scrapsfromtheloft.com/2017/04/11/dave-chappelle-age-spin-2017-full-transcript/',\n",
     "        'http://scrapsfromtheloft.com/2018/03/15/ricky-gervais-humanity-transcript/',\n",
-    "        'http://scrapsfromtheloft.com/2017/08/07/bo-burnham-2013-full-transcript/',\n",
+    "        'https://scrapsfromtheloft.com/comedy/bo-burnham-what-transcript/',\n",
     "        'http://scrapsfromtheloft.com/2017/05/24/bill-burr-im-sorry-feel-way-2014-full-transcript/',\n",
     "        'http://scrapsfromtheloft.com/2017/04/21/jim-jefferies-bare-2014-full-transcript/',\n",
     "        'http://scrapsfromtheloft.com/2017/08/02/john-mulaney-comeback-kid-2015-full-transcript/',\n",
-    "        'http://scrapsfromtheloft.com/2017/10/21/hasan-minhaj-homecoming-king-2017-full-transcript/',\n",
+    "        'https://scrapsfromtheloft.com/comedy/hasan-minhaj-homecoming-king-transcript/',\n",
     "        'http://scrapsfromtheloft.com/2017/09/19/ali-wong-baby-cobra-2016-full-transcript/',\n",
     "        'http://scrapsfromtheloft.com/2017/08/03/anthony-jeselnik-thoughts-prayers-2015-full-transcript/',\n",
     "        'http://scrapsfromtheloft.com/2018/03/03/mike-birbiglia-my-girlfriends-boyfriend-2013-full-transcript/',\n",
diff --git a/3-Sentiment-Analysis.ipynb b/3-Sentiment-Analysis.ipynb
index 31e9d67..9998c1a 100644
--- a/3-Sentiment-Analysis.ipynb
+++ b/3-Sentiment-Analysis.ipynb
@@ -227,7 +227,7 @@
     "    plt.plot(polarity_transcript[index])\n",
     "    plt.plot(np.arange(0,10), np.zeros(10))\n",
     "    plt.title(data['full_name'][index])\n",
-    "    plt.ylim(ymin=-.2, ymax=.3)\n",
+    "    plt.ylim(bottom=-.2, top=.3)\n",
     "    \n",
     "plt.show()"
    ]
@@ -285,7 +285,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.2"
+   "version": "3.8.5"
   },
   "toc": {
    "nav_menu": {},