diff --git a/1-Data-Cleaning.ipynb b/1-Data-Cleaning.ipynb
index 7bcb2cf..00c25e2 100644
--- a/1-Data-Cleaning.ipynb
+++ b/1-Data-Cleaning.ipynb
@@ -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",