diff --git a/scratch/nlp.py b/scratch/nlp.py
index f31e92f2..6d0dafbd 100644
--- a/scratch/nlp.py
+++ b/scratch/nlp.py
@@ -24,7 +24,7 @@ def fix_unicode(text: str) -> str:
 html = requests.get(url).text
 soup = BeautifulSoup(html, 'html5lib')
 
-content = soup.find("div", "article-body")   # find article-body div
+content = soup.find("div", "main-post-radar-content")   # find main-post-radar-content div
 regex = r"[\w']+|[\.]"                       # matches a word or a period
 
 document = []
@@ -643,7 +643,7 @@ def text_size(total: int) -> float:
     companies = list({b.text
                       for b in soup("b")
                       if "h4" in b.get("class", ())})
-    assert len(companies) == 101
+    assert len(companies) == 102
     
     vocab = Vocabulary([c for company in companies for c in company])
     
@@ -721,4 +721,4 @@ def generate(seed: str = START, max_len: int = 50) -> str:
         if epoch == 200:
             optimizer.lr *= 0.1
     
-if __name__ == "__main__": main()
\ No newline at end of file
+if __name__ == "__main__": main()