diff --git a/openlp/plugins/bibles/lib/http.py b/openlp/plugins/bibles/lib/http.py
index 9d7ad916d..fcf4b049d 100644
--- a/openlp/plugins/bibles/lib/http.py
+++ b/openlp/plugins/bibles/lib/http.py
@@ -27,7 +27,6 @@ import re
 import socket
 import urllib.parse
 import urllib.error
-from html.parser import HTMLParseError
 
 from bs4 import BeautifulSoup, NavigableString, Tag
 
@@ -290,7 +289,7 @@ class BGExtract(RegistryProperties):
             page_source = str(page_source, 'cp1251')
         try:
             soup = BeautifulSoup(page_source)
-        except HTMLParseError:
+        except Exception:
             log.error('BeautifulSoup could not parse the Bible page.')
             send_error_message('parse')
             return None
@@ -762,7 +761,7 @@ def get_soup_for_bible_ref(reference_url, header=None, pre_parse_regex=None, pre
     try:
         soup = BeautifulSoup(page_source)
         CLEANER_REGEX.sub('', str(soup))
-    except HTMLParseError:
+    except Exception:
         log.exception('BeautifulSoup could not parse the bible page.')
     if not soup:
         send_error_message('parse')
diff --git a/openlp/plugins/songs/lib/songselect.py b/openlp/plugins/songs/lib/songselect.py
index c09be65c0..e1641ae0c 100644
--- a/openlp/plugins/songs/lib/songselect.py
+++ b/openlp/plugins/songs/lib/songselect.py
@@ -23,10 +23,13 @@
 The :mod:`~openlp.plugins.songs.lib.songselect` module contains the SongSelect importer itself.
 """
 import logging
+import sys
 from http.cookiejar import CookieJar
 from urllib.parse import urlencode
 from urllib.request import HTTPCookieProcessor, URLError, build_opener
 from html.parser import HTMLParser
+if sys.version_info > (3, 4):
+    from html import unescape
 
 
 from bs4 import BeautifulSoup, NavigableString
@@ -129,11 +132,18 @@ class SongSelectImport(object):
             if not search_results:
                 break
             for result in search_results:
-                song = {
-                    'title': self.html_parser.unescape(result.find('h3').string),
-                    'authors': [self.html_parser.unescape(author.string) for author in result.find_all('li')],
-                    'link': BASE_URL + result.find('a')['href']
-                }
+                if sys.version_info > (3, 4):
+                    song = {
+                        'title': unescape(result.find('h3').string),
+                        'authors': [unescape(author.string) for author in result.find_all('li')],
+                        'link': BASE_URL + result.find('a')['href']
+                    }
+                else:
+                    song = {
+                        'title': self.html_parser.unescape(result.find('h3').string),
+                        'authors': [self.html_parser.unescape(author.string) for author in result.find_all('li')],
+                        'link': BASE_URL + result.find('a')['href']
+                    }
                 if callback:
                     callback(song)
                 songs.append(song)
@@ -167,7 +177,10 @@ class SongSelectImport(object):
         if callback:
             callback()
         song['copyright'] = '/'.join([li.string for li in song_page.find('ul', 'copyright').find_all('li')])
-        song['copyright'] = self.html_parser.unescape(song['copyright'])
+        if sys.version_info > (3, 4):
+            song['copyright'] = unescape(song['copyright'])
+        else:
+            song['copyright'] = self.html_parser.unescape(song['copyright'])
         song['ccli_number'] = song_page.find('ul', 'info').find('li').string.split(':')[1].strip()
         song['verses'] = []
         verses = lyrics_page.find('section', 'lyrics').find_all('p')
@@ -180,9 +193,15 @@ class SongSelectImport(object):
                 else:
                     verse['lyrics'] += '\n'
             verse['lyrics'] = verse['lyrics'].strip(' \n\r\t')
-            song['verses'].append(self.html_parser.unescape(verse))
+            if sys.version_info > (3, 4):
+                song['verses'].append(unescape(verse))
+            else:
+                song['verses'].append(self.html_parser.unescape(verse))
         for counter, author in enumerate(song['authors']):
-            song['authors'][counter] = self.html_parser.unescape(author)
+            if sys.version_info > (3, 4):
+                song['authors'][counter] = unescape(author)
+            else:
+                song['authors'][counter] = self.html_parser.unescape(author)
         return song
 
     def save_song(self, song):