diff --git a/guessit/data/__init__.py b/guessit/data/__init__.py
new file mode 100644
index 00000000..86fd56d8
--- /dev/null
+++ b/guessit/data/__init__.py
@@ -0,0 +1,5 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+"""
+Data
+"""
diff --git a/guessit/rules/properties/website.py b/guessit/rules/properties/website.py
index 1dd84936..39907527 100644
--- a/guessit/rules/properties/website.py
+++ b/guessit/rules/properties/website.py
@@ -3,7 +3,7 @@
 """
 Website property.
 """
-from pkg_resources import resource_stream  # @UnresolvedImport
+from importlib_resources import open_text  # @UnresolvedImport
 from rebulk.remodule import re
 
 from rebulk import Rebulk, Rule, RemoveMatch
@@ -27,11 +27,11 @@ def website(config):
     rebulk = rebulk.regex_defaults(flags=re.IGNORECASE).string_defaults(ignore_case=True)
     rebulk.defaults(name="website")
 
-    with resource_stream('guessit', 'data/tlds-alpha-by-domain.txt') as tld_file:
+    with open_text('guessit.data', 'tlds-alpha-by-domain.txt') as tld_file:
         tlds = [
-            tld.strip().decode('utf-8')
+            tld.strip()
             for tld in tld_file.readlines()
-            if b'--' not in tld
+            if '--' not in tld
         ][1:]  # All registered domain extension
 
     safe_tlds = config['safe_tlds']  # For sure a website extension
diff --git a/setup.py b/setup.py
index 9b689418..155115d7 100644
--- a/setup.py
+++ b/setup.py
@@ -15,7 +15,7 @@
 with io.open(os.path.join(here, 'CHANGELOG.md'), encoding='utf-8') as f:
     changelog = f.read()
 
-install_requires = ['rebulk>=3', 'babelfish', 'python-dateutil']
+install_requires = ['rebulk>=3', 'babelfish', 'python-dateutil', 'importlib-resources']
 
 setup_requires = ['pytest-runner']