diff --git a/Normalize-MediaWiki-link-tables.md b/Normalize-MediaWiki-link-tables.md
new file mode 100644
index 00000000..e69de29b
diff --git a/tasks/users_this_week/README.md b/tasks/users_this_week/README.md
index 707da33c..7b91591e 100644
--- a/tasks/users_this_week/README.md
+++ b/tasks/users_this_week/README.md
@@ -19,10 +19,11 @@
                          FROM user_groups
                                   INNER JOIN user ON user_id = ug_user
                          WHERE ug_group = "bot")
-                         and actor_name not in (SELECT replace(pl_title,"_"," ")
-FROM pagelinks
-where pagelinks.pl_from = 7352181
-and pl_namespace = 2)
+                         and actor_name not in (SELECT replace(lt_title, "_", " ")
+     FROM pagelinks
+     inner join linktarget ON lt_id = pl_target_id
+     WHERE pagelinks.pl_from = 7352181
+       AND lt_namespace = 2)
     GROUP BY actor_name
     having COUNT(*) > 1
     ORDER BY score DESC,name
diff --git a/tasks/users_this_week/data.py b/tasks/users_this_week/data.py
index acd2e36d..68653910 100644
--- a/tasks/users_this_week/data.py
+++ b/tasks/users_this_week/data.py
@@ -32,10 +32,11 @@
                          FROM user_groups
                                   INNER JOIN user ON user_id = ug_user
                          WHERE ug_group = "bot")
-                         and actor_name not in (SELECT replace(pl_title,"_"," ")
-FROM pagelinks
-where pagelinks.pl_from = 7352181
-and pl_namespace = 2)
+                         and actor_name not in (SELECT replace(lt_title, "_", " ")
+     FROM pagelinks
+     inner join linktarget ON lt_id = pl_target_id
+     WHERE pagelinks.pl_from = 7352181
+       AND lt_namespace = 2)
     GROUP BY actor_name
     having COUNT(*) > 1
     ORDER BY score DESC,name