diff --git a/resolvers/zine/load.py b/resolvers/zine/load.py
index f9e984d4..46e7f028 100644
--- a/resolvers/zine/load.py
+++ b/resolvers/zine/load.py
@@ -1,7 +1,7 @@
 from datetime import datetime, timedelta, timezone
 
 from sqlalchemy.orm import joinedload, aliased
-from sqlalchemy.sql.expression import desc, asc, select, func, case, and_
+from sqlalchemy.sql.expression import desc, asc, select, func, case, and_, text, nulls_last
 
 from auth.authenticate import login_required
 from auth.credentials import AuthCredentials
@@ -23,7 +23,7 @@ def add_stat_columns(q):
         ).label('reacted_stat'),
         func.sum(
             case(
-                (aliased_reaction.body.is_not(None), 1),
+                (aliased_reaction.kind == ReactionKind.COMMENT, 1),
                 else_=0
             )
         ).label('commented_stat'),
@@ -39,7 +39,11 @@ def add_stat_columns(q):
             (aliased_reaction.kind == ReactionKind.LIKE, 1),
             (aliased_reaction.kind == ReactionKind.DISLIKE, -1),
             else_=0)
-        ).label('rating_stat'))
+        ).label('rating_stat'),
+        func.max(case(
+            (aliased_reaction.kind != ReactionKind.COMMENT, None),
+            else_=aliased_reaction.createdAt
+        )).label('last_comment'))
 
     return q
 
@@ -95,7 +99,7 @@ async def load_shout(_, info, slug=None, shout_id=None):
         ).group_by(Shout.id)
 
         try:
-            [shout, reacted_stat, commented_stat, rating_stat] = session.execute(q).first()
+            [shout, reacted_stat, commented_stat, rating_stat, last_comment] = session.execute(q).first()
 
             viewed_stat_query = select().select_from(
                 Shout
@@ -180,22 +184,19 @@ async def load_shouts_by(_, info, options):
     auth: AuthCredentials = info.context["request"].auth
     q = apply_filters(q, options.get("filters", {}), auth.user_id)
 
-    order_by = options.get("order_by", Shout.createdAt)
-    if order_by == 'reacted':
-        aliased_reaction = aliased(Reaction)
-        q.outerjoin(aliased_reaction).add_columns(func.max(aliased_reaction.createdAt).label('reacted'))
+    order_by = options.get("order_by", Shout.publishedAt)
 
     query_order_by = desc(order_by) if options.get('order_by_desc', True) else asc(order_by)
     offset = options.get("offset", 0)
     limit = options.get("limit", 10)
 
-    q = q.group_by(Shout.id).order_by(query_order_by).limit(limit).offset(offset)
+    q = q.group_by(Shout.id).order_by(nulls_last(query_order_by)).limit(limit).offset(offset)
 
     shouts = []
     with local_session() as session:
         shouts_map = {}
 
-        for [shout, reacted_stat, commented_stat, rating_stat] in session.execute(q).unique():
+        for [shout, reacted_stat, commented_stat, rating_stat, last_comment] in session.execute(q).unique():
             shouts.append(shout)
             shout.stat = {
                 "viewed": 0,
@@ -238,8 +239,7 @@ async def get_my_feed(_, info, options):
     auth: AuthCredentials = info.context["request"].auth
     user_id = auth.user_id
 
-    subquery = select(Shout.id)
-    subquery = subquery.join(
+    subquery = select(Shout.id).join(
         ShoutAuthor
     ).join(
         AuthorFollower, AuthorFollower.follower == user_id
@@ -264,20 +264,17 @@ async def get_my_feed(_, info, options):
     q = apply_filters(q, options.get("filters", {}), user_id)
 
     order_by = options.get("order_by", Shout.publishedAt)
-    if order_by == 'reacted':
-        aliased_reaction = aliased(Reaction)
-        q.outerjoin(aliased_reaction).add_columns(func.max(aliased_reaction.createdAt).label('reacted'))
 
     query_order_by = desc(order_by) if options.get('order_by_desc', True) else asc(order_by)
     offset = options.get("offset", 0)
     limit = options.get("limit", 10)
 
-    q = q.group_by(Shout.id).order_by(query_order_by).limit(limit).offset(offset)
+    q = q.group_by(Shout.id).order_by(nulls_last(query_order_by)).limit(limit).offset(offset)
 
     shouts = []
     with local_session() as session:
         shouts_map = {}
-        for [shout, reacted_stat, commented_stat, rating_stat] in session.execute(q).unique():
+        for [shout, reacted_stat, commented_stat, rating_stat, last_comment] in session.execute(q).unique():
             shouts.append(shout)
             shout.stat = {
                 "viewed": 0,
diff --git a/test.py b/test.py
deleted file mode 100644
index b47defdf..00000000
--- a/test.py
+++ /dev/null
@@ -1,26 +0,0 @@
-from sqlalchemy import select
-from sqlalchemy.orm import joinedload
-
-from ai.preprocess import get_clear_text
-from base.orm import local_session
-from orm import Shout, Topic
-
-if __name__ == "__main__":
-    with local_session() as session:
-        q = select(Shout).options(
-            joinedload(Shout.authors),
-            joinedload(Shout.topics),
-        ).where(
-            Shout.deletedAt.is_(None)
-        )
-
-        for [shout] in session.execute(q).unique():
-            print(shout.topics)
-            # clear_shout_body = get_clear_text(shout.body)
-            # print(clear_shout_body)
-            #
-
-        topics_q = select(Topic)
-        for [topic] in session.execute(topics_q):
-            print(topic.body)
-