diff --git a/main.py b/main.py
index b2e1dd0b..c354efea 100644
--- a/main.py
+++ b/main.py
@@ -16,7 +16,7 @@ from base.redis import redis
 from base.resolvers import resolvers
 from resolvers.auth import confirm_email_handler
 from services.main import storages_init
-from services.stat.reacted import ReactedStorage
+# from services.stat.reacted import ReactedStorage
 from services.stat.topicstat import TopicStat
 from services.stat.viewed import ViewedStorage
 from services.zine.topics import TopicStorage
@@ -41,8 +41,8 @@ async def start_up():
     print(topics_random_work)
     views_stat_task = asyncio.create_task(ViewedStorage().worker())
     print(views_stat_task)
-    reacted_storage_task = asyncio.create_task(ReactedStorage.worker())
-    print(reacted_storage_task)
+    # reacted_storage_task = asyncio.create_task(ReactedStorage.worker())
+    # print(reacted_storage_task)
     shout_author_task = asyncio.create_task(ShoutAuthorStorage.worker())
     print(shout_author_task)
     topic_stat_task = asyncio.create_task(TopicStat.worker())
diff --git a/migration/tables/comments.py b/migration/tables/comments.py
index c93e3d63..0ca72915 100644
--- a/migration/tables/comments.py
+++ b/migration/tables/comments.py
@@ -8,7 +8,7 @@ from orm.reaction import Reaction, ReactionKind
 from orm.shout import ShoutReactionsFollower
 from orm.topic import TopicFollower
 from orm.user import User
-from services.stat.reacted import ReactedStorage
+# from services.stat.reacted import ReactedStorage
 
 ts = datetime.now(tz=timezone.utc)
 
@@ -77,7 +77,7 @@ async def migrate(entry, storage):
                 # creating reaction from old comment
                 reaction = Reaction.create(**reaction_dict)
                 session.add(reaction)
-                await ReactedStorage.react(reaction)
+                # await ReactedStorage.react(reaction)
 
                 # creating shout's reactions following for reaction author
                 following1 = session.query(
@@ -148,7 +148,7 @@ async def migrate(entry, storage):
                             )
                             session.add(following2)
                         session.add(rr)
-                        await ReactedStorage.react(rr)
+                        # await ReactedStorage.react(rr)
 
                     except Exception as e:
                         print("[migration] comment rating error: %r" % re_reaction_dict)
diff --git a/migration/tables/content_items.py b/migration/tables/content_items.py
index 354f430c..8680d2b8 100644
--- a/migration/tables/content_items.py
+++ b/migration/tables/content_items.py
@@ -9,7 +9,7 @@ from orm.reaction import Reaction, ReactionKind
 from orm.shout import Shout, ShoutTopic, ShoutReactionsFollower
 from orm.user import User
 from orm.topic import TopicFollower
-from services.stat.reacted import ReactedStorage
+# from services.stat.reacted import ReactedStorage
 from services.stat.viewed import ViewedStorage
 
 OLD_DATE = "2016-03-05 22:22:00.350000"
@@ -373,7 +373,7 @@ async def content_ratings_to_reactions(entry, slug):
                     else:
                         rea = Reaction.create(**reaction_dict)
                         session.add(rea)
-                        await ReactedStorage.react(rea)
+                        # await ReactedStorage.react(rea)
                     # shout_dict['ratings'].append(reaction_dict)
 
             session.commit()
diff --git a/resolvers/zine/load.py b/resolvers/zine/load.py
index ad8f8247..b10e90a1 100644
--- a/resolvers/zine/load.py
+++ b/resolvers/zine/load.py
@@ -29,7 +29,10 @@ def calc_reactions(q):
                 (Reaction.body.is_not(None), 1),
                 else_=0
             )
-        ).label('commented')
+        ).label('commented'),
+        sa.func.sum(
+            Reaction.id
+        ).label('reacted')
     )
 
 
@@ -72,7 +75,7 @@ async def load_shout(_, info, slug):
             Shout.deletedAt.is_(None)
         ).group_by(Shout.id)
 
-        [shout, rating, commented] = session.execute(q).unique().one()
+        [shout, rating, commented, reacted] = session.execute(q).unique().one()
         for a in shout.authors:
             a.caption = await ShoutAuthorStorage.get_author_caption(shout.slug, a.slug)
         viewed = await ViewedStorage.get_shout(shout.slug)
@@ -80,7 +83,7 @@ async def load_shout(_, info, slug):
             "rating": rating,
             "viewed": viewed,
             "commented": commented,
-            # "reacted": reacted
+            "reacted": reacted
         }
 
         return shout
@@ -146,12 +149,12 @@ async def load_shouts_by(_, info, options):
 
     shouts = []
     with local_session() as session:
-        for [shout, rating, commented] in session.execute(q).unique():
+        for [shout, rating, commented, reacted] in session.execute(q).unique():
             shout.stat = {
                 "rating": rating,
                 "viewed": await ViewedStorage.get_shout(shout.slug),
                 "commented": commented,
-                # "reacted": reacted
+                "reacted": reacted
             }
             # NOTE: no need authors captions in arrays
             # for author in shout.authors:
diff --git a/resolvers/zine/reactions.py b/resolvers/zine/reactions.py
index 6b99bc43..98faac31 100644
--- a/resolvers/zine/reactions.py
+++ b/resolvers/zine/reactions.py
@@ -8,16 +8,8 @@ from base.resolvers import mutation, query
 from orm.reaction import Reaction, ReactionKind
 from orm.shout import Shout, ShoutReactionsFollower
 from orm.user import User
-from services.stat.reacted import ReactedStorage
-
-
-async def get_reaction_stat(reaction_id):
-    return {
-        # "viewed": await ViewedStorage.get_reaction(reaction_id),
-        "reacted": len(await ReactedStorage.get_reaction(reaction_id)),
-        "rating": await ReactedStorage.get_reaction_rating(reaction_id),
-        "commented": len(await ReactedStorage.get_reaction_comments(reaction_id)),
-    }
+# from services.stat.reacted import ReactedStorage
+from resolvers.zine.load import calc_reactions
 
 
 def reactions_follow(user: User, slug: str, auto=False):
@@ -142,13 +134,17 @@ async def create_reaction(_, info, inp):
         elif check_to_publish(session, user, reaction):
             set_published(session, reaction.shout, reaction.createdBy)
 
-    ReactedStorage.react(reaction)
+    # ReactedStorage.react(reaction)
     try:
         reactions_follow(user, inp["shout"], True)
     except Exception as e:
         print(f"[resolvers.reactions] error on reactions autofollowing: {e}")
 
-    reaction.stat = await get_reaction_stat(reaction.id)
+    reaction.stat = {
+        "commented": 0,
+        "reacted": 0,
+        "rating": 0
+    }
     return {"reaction": reaction}
 
 
@@ -160,11 +156,16 @@ async def update_reaction(_, info, inp):
 
     with local_session() as session:
         user = session.query(User).where(User.id == user_id).first()
-        reaction = session.query(Reaction).filter(Reaction.id == inp.id).first()
+        q = select(Reaction).filter(Reaction.id == inp.id)
+        q = calc_reactions(q)
+
+        [reaction, rating, commented, reacted] = session.execute(q).unique().one()
+
         if not reaction:
             return {"error": "invalid reaction id"}
         if reaction.createdBy != user.slug:
             return {"error": "access denied"}
+
         reaction.body = inp["body"]
         reaction.updatedAt = datetime.now(tz=timezone.utc)
         if reaction.kind != inp["kind"]:
@@ -173,8 +174,11 @@ async def update_reaction(_, info, inp):
         if inp.get("range"):
             reaction.range = inp.get("range")
         session.commit()
-
-        reaction.stat = await get_reaction_stat(reaction.id)
+        reaction.stat = {
+            "commented": commented,
+            "reacted": reacted,
+            "rating": rating
+        }
 
     return {"reaction": reaction}
 
@@ -198,6 +202,7 @@ async def delete_reaction(_, info, rid):
 
 def map_result_item(result_item):
     [user, shout, reaction] = result_item
+    print(reaction)
     reaction.createdBy = user
     reaction.shout = shout
     reaction.replyTo = reaction
@@ -254,16 +259,24 @@ async def load_reactions_by(_, _info, by, limit=50, offset=0):
     ).order_by(
         order_way(order_field)
     )
-
+    q = calc_reactions(q)
     q = q.where(Reaction.deletedAt.is_(None))
     q = q.limit(limit).offset(offset)
-
+    reactions = []
     with local_session() as session:
-        reactions = list(map(map_result_item, session.execute(q)))
-        for reaction in reactions:
-            reaction.stat = await get_reaction_stat(reaction.id)
+        for [
+            [reaction, rating, commented, reacted], shout, reply
+        ] in list(map(map_result_item, session.execute(q))):
+            reaction.shout = shout
+            reaction.replyTo = reply
+            reaction.stat = {
+                "rating": rating,
+                "commented": commented,
+                "reacted": reacted
+            }
+            reactions.append(reaction)
 
-        if by.get("stat"):
-            reactions.sort(lambda r: r.stat.get(by["stat"]) or r.createdAt)
+    if by.get("stat"):
+        reactions.sort(lambda r: r.stat.get(by["stat"]) or r.createdAt)
 
     return reactions
diff --git a/services/main.py b/services/main.py
index 636f01db..1099e90e 100644
--- a/services/main.py
+++ b/services/main.py
@@ -1,4 +1,4 @@
-from services.stat.reacted import ReactedStorage
+# from services.stat.reacted import ReactedStorage
 from services.auth.roles import RoleStorage
 from services.auth.users import UserStorage
 from services.zine.topics import TopicStorage
@@ -10,7 +10,7 @@ from base.orm import local_session
 async def storages_init():
     with local_session() as session:
         print('[main] initialize storages')
-        ReactedStorage.init(session)
+        # ReactedStorage.init(session)
         RoleStorage.init(session)
         UserStorage.init(session)
         TopicStorage.init(session)
diff --git a/services/stat/reacted.py b/services/stat/reacted.py
deleted file mode 100644
index 049da7ef..00000000
--- a/services/stat/reacted.py
+++ /dev/null
@@ -1,191 +0,0 @@
-import asyncio
-import time
-from base.orm import local_session
-from orm.reaction import ReactionKind, Reaction
-from services.zine.topics import TopicStorage
-
-
-def kind_to_rate(kind) -> int:
-    if kind in [
-        ReactionKind.AGREE,
-        ReactionKind.LIKE,
-        ReactionKind.PROOF,
-        ReactionKind.ACCEPT,
-    ]:
-        return 1
-    elif kind in [
-        ReactionKind.DISAGREE,
-        ReactionKind.DISLIKE,
-        ReactionKind.DISPROOF,
-        ReactionKind.REJECT,
-    ]:
-        return -1
-    else:
-        return 0
-
-
-class ReactedStorage:
-    reacted = {"shouts": {}, "topics": {}, "reactions": {}, "authors": {}}
-    rating = {"shouts": {}, "topics": {}, "reactions": {}}
-    reactions = []
-    to_flush = []
-    period = 30 * 60  # sec
-    lock = asyncio.Lock()
-    modified_shouts = set([])
-
-    @staticmethod
-    async def get_shout(shout_slug):
-        self = ReactedStorage
-        async with self.lock:
-            return self.reacted["shouts"].get(shout_slug, [])
-
-    @staticmethod
-    async def get_author(user_slug):
-        self = ReactedStorage
-        async with self.lock:
-            return self.reacted["authors"].get(user_slug, [])
-
-    @staticmethod
-    async def get_followed_reactions(user_slug):
-        self = ReactedStorage
-        async with self.lock:
-            author_reactions = self.reacted["authors"].get(user_slug, [])
-            shouts = []
-            for r in author_reactions:
-                if r.shout not in shouts:
-                    shouts.append(r.shout)
-            return shouts
-
-    @staticmethod
-    async def get_topic(topic_slug):
-        self = ReactedStorage
-        async with self.lock:
-            return self.reacted["topics"].get(topic_slug, [])
-
-    @staticmethod
-    async def get_comments(shout_slug):
-        self = ReactedStorage
-        async with self.lock:
-            return list(
-                filter(lambda r: bool(r.body), self.reacted["shouts"].get(shout_slug, {}))
-            )
-
-    @staticmethod
-    async def get_topic_comments(topic_slug):
-        self = ReactedStorage
-        async with self.lock:
-            return list(
-                filter(lambda r: bool(r.body), self.reacted["topics"].get(topic_slug, []))
-            )
-
-    @staticmethod
-    async def get_reaction_comments(reaction_id):
-        self = ReactedStorage
-        async with self.lock:
-            return list(
-                filter(
-                    lambda r: bool(r.body), self.reacted["reactions"].get(reaction_id, {})
-                )
-            )
-
-    @staticmethod
-    async def get_reaction(reaction_id):
-        self = ReactedStorage
-        async with self.lock:
-            return self.reacted["reactions"].get(reaction_id, [])
-
-    @staticmethod
-    async def get_rating(shout_slug):
-        self = ReactedStorage
-        rating = 0
-        async with self.lock:
-            for r in self.reacted["shouts"].get(shout_slug, []):
-                rating = rating + kind_to_rate(r.kind)
-        return rating
-
-    @staticmethod
-    async def get_topic_rating(topic_slug):
-        self = ReactedStorage
-        rating = 0
-        async with self.lock:
-            for r in self.reacted["topics"].get(topic_slug, []):
-                rating = rating + kind_to_rate(r.kind)
-        return rating
-
-    @staticmethod
-    async def get_reaction_rating(reaction_id):
-        self = ReactedStorage
-        rating = 0
-        async with self.lock:
-            for r in self.reacted["reactions"].get(reaction_id, []):
-                rating = rating + kind_to_rate(r.kind)
-        return rating
-
-    @staticmethod
-    async def react(reaction):
-        ReactedStorage.modified_shouts.add(reaction.shout)
-
-    @staticmethod
-    async def recount(reactions):
-        self = ReactedStorage
-        for r in reactions:
-            # renew reactions by shout
-            self.reacted["shouts"][r.shout] = self.reacted["shouts"].get(r.shout, [])
-            self.reacted["shouts"][r.shout].append(r)
-            # renew reactions by author
-            self.reacted["authors"][r.createdBy] = self.reacted["authors"].get(r.createdBy, [])
-            self.reacted["authors"][r.createdBy].append(r)
-            # renew reactions by topic
-            shout_topics = await TopicStorage.get_topics_by_slugs([r.shout, ])
-            for t in shout_topics:
-                self.reacted["topics"][t] = self.reacted["topics"].get(t, [])
-                self.reacted["topics"][t].append(r)
-                self.rating["topics"][t] = \
-                    self.rating["topics"].get(t, 0) + kind_to_rate(r.kind)
-            if r.replyTo:
-                # renew reactions replies
-                self.reacted["reactions"][r.replyTo] = \
-                    self.reacted["reactions"].get(r.replyTo, [])
-                self.reacted["reactions"][r.replyTo].append(r)
-                self.rating["reactions"][r.replyTo] = \
-                    self.rating["reactions"].get(r.replyTo, 0) + kind_to_rate(r.kind)
-            else:
-                # renew shout rating
-                self.rating["shouts"][r.shout] = \
-                    self.rating["shouts"].get(r.shout, 0) + kind_to_rate(r.kind)
-
-    @staticmethod
-    def init(session):
-        self = ReactedStorage
-        all_reactions = session.query(Reaction).all()
-        self.modified_shouts = list(set([r.shout for r in all_reactions]))
-        print("[stat.reacted] %d shouts with reactions" % len(self.modified_shouts))
-
-    @staticmethod
-    async def recount_changed(session):
-        self = ReactedStorage
-        sss = list(self.modified_shouts)
-        c = 0
-        for slug in sss:
-            siblings = session.query(Reaction).where(Reaction.shout == slug).all()
-            c += len(siblings)
-            await self.recount(siblings)
-
-        print("[stat.reacted] %d reactions recounted" % c)
-        print("[stat.reacted] %d shouts modified" % len(self.modified_shouts))
-        print("[stat.reacted] %d topics" % len(self.reacted["topics"].values()))
-        print("[stat.reacted] %d authors" % len(self.reacted["authors"].values()))
-        print("[stat.reacted] %d replies" % len(self.reacted["reactions"]))
-        self.modified_shouts = set([])
-
-    @staticmethod
-    async def worker():
-        while True:
-            try:
-                with local_session() as session:
-                    ts = time.time()
-                    await ReactedStorage.recount_changed(session)
-                    print("[stat.reacted] recount_changed took %fs " % (time.time() - ts))
-            except Exception as err:
-                print("[stat.reacted] recount error %s" % (err))
-            await asyncio.sleep(ReactedStorage.period)
diff --git a/services/stat/topicstat.py b/services/stat/topicstat.py
index 09ff7257..05a61388 100644
--- a/services/stat/topicstat.py
+++ b/services/stat/topicstat.py
@@ -17,9 +17,12 @@ class TopicStat:
 
     @staticmethod
     async def load_stat(session):
+        print("[stat.topics] ⎧ loading stat -------")
+        ts = time.time()
         self = TopicStat
-        shout_topics = session.query(ShoutTopic, Shout).join(Shout).all()
-        print("[stat.topics] %d links for shouts" % len(shout_topics))
+        shout_topics = session.query(ShoutTopic, Shout).join(Shout).all()   # ~ 10 secs
+        print("[stat.topics] ⎪ shout topics joined query took %fs " % (time.time() - ts))
+        print("[stat.topics] ⎪ indexing %d links..." % len(shout_topics))
         for [shout_topic, shout] in shout_topics:
             tpc = shout_topic.topic
             self.shouts_by_topic[tpc] = self.shouts_by_topic.get(tpc, dict())
@@ -35,7 +38,7 @@ class TopicStat:
 
         self.followers_by_topic = {}
         followings = session.query(TopicFollower).all()
-        print("[stat.topics] %d followings by users" % len(followings))
+        print("[stat.topics] ⎪ indexing %d followings..." % len(followings))
         for flw in followings:
             topic = flw.topic
             userslug = flw.follower
@@ -58,7 +61,7 @@ class TopicStat:
                     ts = time.time()
                     async with self.lock:
                         await self.load_stat(session)
-                    print("[stat.topicstat] load_stat took %fs " % (time.time() - ts))
+                    print("[stat.topics] ⎩ load_stat took %fs " % (time.time() - ts))
             except Exception as err:
                 raise Exception(err)
             if first_run:
diff --git a/services/stat/viewed.py b/services/stat/viewed.py
index 85894ad2..a00dc0ff 100644
--- a/services/stat/viewed.py
+++ b/services/stat/viewed.py
@@ -76,9 +76,9 @@ class ViewedStorage:
                 self.client = create_client({
                     "Authorization": "Bearer %s" % str(token)
                 }, schema=schema_str)
-                print("[stat.viewed] authorized permanentely by ackee.discours.io: %s" % token)
+                print("[stat.viewed] * authorized permanentely by ackee.discours.io: %s" % token)
             else:
-                print("[stat.viewed] please set ACKEE_TOKEN")
+                print("[stat.viewed] * please set ACKEE_TOKEN")
                 self.disabled = True
 
     @staticmethod
@@ -89,7 +89,7 @@ class ViewedStorage:
         try:
             self.pages = await self.client.execute_async(load_pages)
             self.pages = self.pages["domains"][0]["statistics"]["pages"]
-            print("[stat.viewed] ackee pages updated")
+            print("[stat.viewed] ⎪ ackee pages updated")
             shouts = {}
             try:
                 for page in self.pages:
@@ -100,12 +100,12 @@ class ViewedStorage:
                     await ViewedStorage.increment(slug, v)
             except Exception:
                 pass
-            print("[stat.viewed] %d pages collected " % len(shouts.keys()))
+            print("[stat.viewed] ⎪ %d pages collected " % len(shouts.keys()))
         except Exception as e:
             raise e
 
         end = time.time()
-        print("[stat.viewed] update_pages took %fs " % (end - start))
+        print("[stat.viewed] ⎪ update_pages took %fs " % (end - start))
 
     @staticmethod
     async def get_facts():
@@ -179,21 +179,22 @@ class ViewedStorage:
         async with self.lock:
             while True:
                 try:
+                    print("[stat.viewed] ⎧ updating views...")
                     await self.update_pages()
                     failed = 0
                 except Exception:
                     failed += 1
-                    print("[stat.viewed] update failed #%d, wait 10 seconds" % failed)
+                    print("[stat.viewed] ⎪ update failed #%d, wait 10 seconds" % failed)
                     if failed > 3:
-                        print("[stat.viewed] not trying to update anymore")
+                        print("[stat.viewed] ⎩ not trying to update anymore")
                         break
                 if failed == 0:
                     when = datetime.now(timezone.utc) + timedelta(seconds=self.period)
                     t = format(when.astimezone().isoformat())
-                    print("[stat.viewed] next update: %s" % (
+                    print("[stat.viewed] ⎩ next update: %s" % (
                         t.split("T")[0] + " " + t.split("T")[1].split(".")[0]
                     ))
                     await asyncio.sleep(self.period)
                 else:
                     await asyncio.sleep(10)
-                    print("[stat.viewed] trying to update data again...")
+                    print("[stat.viewed] ⎪ trying to update data again...")
diff --git a/services/zine/shoutauthor.py b/services/zine/shoutauthor.py
index 25505bc5..7d2a3d1d 100644
--- a/services/zine/shoutauthor.py
+++ b/services/zine/shoutauthor.py
@@ -16,7 +16,7 @@ class ShoutAuthorStorage:
         for sa in sas:
             self.authors_by_shout[sa.shout] = self.authors_by_shout.get(sa.shout, {})
             self.authors_by_shout[sa.shout][sa.user] = sa.caption
-        print("[zine.authors] %d shouts indexed by authors" % len(self.authors_by_shout))
+        print("[zine.authors] ⎧ %d shouts indexed by authors" % len(self.authors_by_shout))
 
     @staticmethod
     async def get_author_caption(shout, author):
@@ -43,7 +43,7 @@ class ShoutAuthorStorage:
                 with local_session() as session:
                     ts = time.time()
                     await self.load_captions(session)
-                    print("[zine.authors] load_captions took %fs " % (time.time() - ts))
+                    print("[zine.authors] ⎩ load_captions took %fs " % (time.time() - ts))
             except Exception as err:
-                print("[zine.authors] error indexing by author: %s" % (err))
+                print("[zine.authors] ⎩ error indexing by author: %s" % (err))
             # await asyncio.sleep(self.period)