diff --git a/db.py b/db.py
index e58f0bf..97c615c 100644
--- a/db.py
+++ b/db.py
@@ -1,12 +1,13 @@
+from math import ceil
+
 import manticoresearch
+import ujson
 from manticoresearch.rest import ApiException
+from numpy import array_split
 from redis import StrictRedis
 
 import util
 from schemas.mc_s import schema
-import ujson
-from numpy import array_split
-from math import ceil
 
 configuration = manticoresearch.Configuration(host="http://monolith-db-1:9308")
 api_client = manticoresearch.ApiClient(configuration)
@@ -15,6 +16,7 @@ api_instance = manticoresearch.IndexApi(api_client)
 log = util.get_logger("db")
 r = StrictRedis(unix_socket_path="/var/run/redis/redis.sock", db=0)
 
+
 def store_message(msg):
     """
     Store a message into Manticore
@@ -30,27 +32,21 @@ def store_message(msg):
                 if schema[key].startswith("string"):
                     msg[key] = str(value)
 
-    body = [
-        {
-            "insert": {
-                "index": "main",
-                "doc": msg
-            }
-        }
-    ]
+    body = [{"insert": {"index": "main", "doc": msg}}]
     body_post = ""
     for item in body:
         body_post += ujson.dumps(item)
         body_post += "\n"
 
-    #print(body_post)
+    # print(body_post)
     try:
         # Bulk index operations
-        api_response = api_instance.bulk(body_post, async_req=True)
-        #print(api_response)
+        api_instance.bulk(body_post, async_req=True)
+        # print(api_response)
     except ApiException as e:
         print("Exception when calling IndexApi->bulk: %s\n" % e)
 
+
 def store_message_bulk(data):
     """
     Store a message into Manticore
@@ -71,42 +67,38 @@ def store_message_bulk(data):
                         if schema[key].startswith("string"):
                             msg[key] = str(value)
 
-            body = {
-                    "insert": {
-                        "index": "main",
-                        "doc": msg
-                    }
-                }
+            body = {"insert": {"index": "main", "doc": msg}}
             total.append(body)
-        
+
         body_post = ""
         for item in total:
             body_post += ujson.dumps(item)
             body_post += "\n"
 
-        #print(body_post)
+        # print(body_post)
         try:
             # Bulk index operations
-            api_response = api_instance.bulk(body_post, async_req=True)
-            #print(api_response)
+            api_instance.bulk(body_post, async_req=True)
+            # print(api_response)
         except ApiException as e:
             print("Exception when calling IndexApi->bulk: %s\n" % e)
         print("FINISHED PROCESSING SPLIT")
 
     print("BULK FINISH")
 
+
 def update_schema():
     pass
 
+
 def create_index(api_client):
     util_instance = manticoresearch.UtilsApi(api_client)
-    schema_types = ", ".join([f"{k} {v}" for k,v in schema.items()])
-    
+    schema_types = ", ".join([f"{k} {v}" for k, v in schema.items()])
+
     create_query = f"create table if not exists main({schema_types}) engine='columnar'"
     print("Schema types", create_query)
     util_instance.sql(create_query)
 
-    
 
 create_index(api_client)
 update_schema()
diff --git a/monolith.py b/monolith.py
index 46bc46b..29c6001 100644
--- a/monolith.py
+++ b/monolith.py
@@ -8,6 +8,7 @@ from sources.dis import DiscordClient
 # For development
 if not getenv("DISCORD_TOKEN", None):
     from dotenv import load_dotenv
+
     load_dotenv()
 
 log = util.get_logger("monolith")
@@ -23,7 +24,7 @@ async def main(loop):
     log.info("Starting Discord handler.")
     client = DiscordClient()
     loop.create_task(client.start(token))
-    #client.run(token)
+    # client.run(token)
 
     log.info("Starting 4chan handler.")
     chan = Chan4()
@@ -32,7 +33,7 @@ async def main(loop):
 
 loop = asyncio.get_event_loop()
 loop.create_task(main(loop))
-#reactor.run()
+# reactor.run()
 try:
     loop.run_forever()
 except KeyboardInterrupt:
diff --git a/schemas/ch4_s.py b/schemas/ch4_s.py
index a474458..b4b1673 100644
--- a/schemas/ch4_s.py
+++ b/schemas/ch4_s.py
@@ -19,4 +19,4 @@ ATTRMAP = {
     "custom_spoiler": "file_custom_spoiler",
     "m_img": "file_m_img",
     "time": "unix_time",
-}
\ No newline at end of file
+}
diff --git a/schemas/dis_s.py b/schemas/dis_s.py
index e5459e8..dc843c4 100644
--- a/schemas/dis_s.py
+++ b/schemas/dis_s.py
@@ -16,4 +16,4 @@ ATTRMAP = {
     "channel_category": "channel.category.name",
     "channel_category_id": "channel.category.id",
     "channel_category_nsfw": "channel.category.nsfw",
-}
\ No newline at end of file
+}
diff --git a/schemas/mc_s.py b/schemas/mc_s.py
index 781cf1d..b1e469a 100644
--- a/schemas/mc_s.py
+++ b/schemas/mc_s.py
@@ -1,199 +1,132 @@
 schema = {
     "id": "bigint",
-
     # 1
     "archived": "int",
-
     # 1662150538
     "archived_on": "string indexed attribute",
-
     # CF
     "board_flag": "string indexed attribute",
-
     # true, false
     "bot": "bool",
-
     # 0
     "bumplimit": "int",
-
     # mod
     "capcode": "string indexed attribute",
-
     # 393598265, #main, Rust Programmer's Club
     "channel": "text",
-
     # Miscellaneous
     "channel_category": "text",
-
     # 360581491907887100
     "channel_category_id": "string indexed attribute",
-
     # true, false
     "channel_category_nsfw": "bool",
-
     # 734229101216530600
     "channel_id": "string indexed attribute",
-
     # true, false
     "channel_nsfw": "bool",
-
     # 1
     "closed": "int",
-
     # GB
     "country": "string indexed attribute",
-
     # United Kingdom
     "country_name": "text",
-
     # 5
     "file_custom_spoiler": "int",
-
     # 1
     "file_deleted": "int",
-
     # .jpg
     "file_ext": "string indexed attribute",
-
     # 1024
     "file_h": "int",
-
     # 1
     "file_m_img": "int",
-
     # tlArbrZDj7kbheSKPyDU0w==
     "file_md5": "string indexed attribute",
-
     # 88967
     "file_size": "int",
-
     # 1
     "file_spoiler": "int",
-
     # 1662149436322819
     "file_tim": "string indexed attribute",
-
     # 250
     "file_tn_h": "int",
-
     # 241
     "file_tn_w": "int",
-
     # 1080
     "file_w": "int",
-
     # 6E646BED-297E-4B4F-9082-31EDADC49472
     "filename": "text",
-
     # Confederate
     "flag_name": "string indexed attribute",
-
-
-    "guild": "text",         # LEGACY -> channel
-    "guild_id": "string indexed attribute",    # LEGACY -> channel_id
-
+    "guild": "text",  # LEGACY -> channel
+    "guild_id": "string indexed attribute",  # LEGACY -> channel_id
     # 36180
-    "guild_member_count": "int", # ? -> channel_member_count
-
+    "guild_member_count": "int",  # ? -> channel_member_count
     # 9f7b2e6a0e9b
     "host": "text",
-
     # 2447746
-    "id_reply": "string indexed attribute",    # resto
-
+    "id_reply": "string indexed attribute",  # resto
     # "522, trans rights shill", myname
     "ident": "text",
-
     # 0
     "imagelimit": "int",
-
     # 0
     "images": "int",
-
     # 0
     "mode": "string indexed attribute",
-
     # b0n3
     "modearg": "string indexed attribute",
-
     # The quick brown fox jumped over the lazy dog
     "msg": "text",
-
     # 393605030
     "msg_id": "string indexed attribute",
-
     # pol
     "net": "text",
-
     # 273534239310479360
     "net_id": "string indexed attribute",
-
     # André de Santa Cruz, santa
     "nick": "text",
-
     # 773802568324350000
     "nick_id": "string indexed attribute",
-
     # 1, 2, 3, 4, 5, 6, ...
     "num": "int",
-
     # 12
     "replies": "int",
-
     # redacted-hate-thread
     "semantic_url": "string indexed attribute",
-
     # -1 -> 1 as float
     "sentiment": "float",
-
     # 2022
     "since4pass": "int",
-
     # 4ch, irc, dis
     "src": "string indexed attribute",
-
     # true, false
     "status": "bool",
-
     # 1
     "sticky": "int",
-
     # 1000
     "sticky_cap": "int",
-
     # Redacted Hate Thread, Gorbachev is dead
     "sub": "string indexed attribute",
-
     # Loop
     "tag": "string indexed attribute",
-
     # 100
     "tail_size": "int",
-
-    "time": "timestamp",           # LEGACY -> ts
-
-    "tokens": "text", # ???
-
+    "time": "timestamp",  # LEGACY -> ts
+    "tokens": "text",  # ???
     # 2022-09-02T16:10:36
     "ts": "timestamp",
-
     # msg, notice, update, who
     "type": "string indexed attribute",
-
     # 10
     "unique_ips": "int",
-
     # 1662149436
     "unix_time": "string indexed attribute",
-
     # Anonymous
     "user": "text",
-
-    "user_id": "string indexed attribute", # LEGACY -> nick_id
-
+    "user_id": "string indexed attribute",  # LEGACY -> nick_id
     # 1, 2
     "version_sentiment": "int",
-
     # 1, 2
     "version_tokens": "int",
-}
\ No newline at end of file
+}
diff --git a/sources/ch4.py b/sources/ch4.py
index 3434377..324e8ea 100644
--- a/sources/ch4.py
+++ b/sources/ch4.py
@@ -1,23 +1,22 @@
 # Python modules can't start with a number...
-import ujson
+import asyncio
 import random
 import string
+from concurrent.futures import ProcessPoolExecutor
 from datetime import datetime
 
+import aiohttp
+import ujson
 from bs4 import BeautifulSoup
 from siphashc import siphash
 
 import db
 import util
 from schemas.ch4_s import ATTRMAP
-import aiohttp
-import asyncio
-from numpy import array_split
-from math import ceil
 
-from concurrent.futures import ProcessPoolExecutor
 p = ProcessPoolExecutor(10)
 
+
 class Chan4(object):
     """
     4chan indexer, crawler and ingester.
@@ -28,12 +27,12 @@ class Chan4(object):
         self.log = util.get_logger(name)
 
         self.api_endpoint = "https://a.4cdn.org"
-        #self.boards = ["out", "g", "a", "3", "pol"] #
+        # self.boards = ["out", "g", "a", "3", "pol"] #
         self.boards = []
         self.thread_list = {}
 
-        #self.thread_deferreds = []
-        #self.content_deferreds = []
+        # self.thread_deferreds = []
+        # self.content_deferreds = []
 
         self.log.info(f"Starting crawler bot to {self.api_endpoint}")
 
@@ -82,7 +81,10 @@ class Chan4(object):
         await self.get_thread_lists(self.boards)
 
     async def get_threads_content(self, thread_list):
-        thread_urls = {(board, thread): f"{board}/thread/{thread}.json" for board, thread in thread_list}
+        thread_urls = {
+            (board, thread): f"{board}/thread/{thread}.json"
+            for board, thread in thread_list
+        }
         self.log.debug(f"Getting information for threads: {thread_urls}")
         responses = await self.api_call(thread_urls)
         self.log.debug(f"Got information for threads: {thread_urls}")
@@ -101,8 +103,8 @@ class Chan4(object):
         #     with futures.ThreadPoolExecutor(max_workers=6) as executor:
         #         print("SUBMITTED THREAD FOR", len(posts))
         #         executor.submit(self.handle_posts, board, thread, posts)
-        #await self.handle_posts(board, thread, response["posts"])
-        #await asyncio.sleep(1)
+        # await self.handle_posts(board, thread, response["posts"])
+        # await asyncio.sleep(1)
         await self.handle_posts_thread(all_posts)
 
     @asyncio.coroutine
@@ -158,7 +160,7 @@ class Chan4(object):
                 to_store.append(posts[key][index])
 
             # print({name_map[name]: val for name, val in post.items()})
-        #print(f"Got posts: {len(posts)}")
+        # print(f"Got posts: {len(posts)}")
         print("HANDLE POSTS DONE")
         db.store_message_bulk(to_store)
         print("STORE DB DONE")
@@ -167,26 +169,20 @@ class Chan4(object):
         async with session.get(url) as response:
             try:
                 return (mapped, await response.json())
-            except:
+            except:  # noqa
                 print("FETCH ERROR")
                 return (mapped, None)
 
-
     async def bound_fetch(self, sem, url, session, mapped):
         # Getter function with semaphore.
         async with sem:
             try:
                 return await self.fetch(url, session, mapped)
-            except:
+            except:  # noqa
                 print("BOUND ERROR")
                 return (mapped, None)
 
     async def api_call(self, methods={}):
-        headers = {
-            "User-Agent": (
-                "Mozilla/5.0 (Windows NT 10.0; rv:68.0) Gecko/20100101 Firefox/68.0"
-            )
-        }
         tasks = []
         sem = asyncio.Semaphore(100)
         connector = aiohttp.TCPConnector(limit=None)
@@ -195,8 +191,7 @@ class Chan4(object):
                 url = f"{self.api_endpoint}/{method}"
                 self.log.debug(f"GET {url}")
                 task = asyncio.create_task(self.bound_fetch(sem, url, session, mapped))
-                #task = asyncio.ensure_future(self.bound_fetch(sem, url, session))
+                # task = asyncio.ensure_future(self.bound_fetch(sem, url, session))
                 tasks.append(task)
             responses = await asyncio.gather(*tasks)
             return responses
-
diff --git a/sources/dis.py b/sources/dis.py
index 3c87b16..000e786 100644
--- a/sources/dis.py
+++ b/sources/dis.py
@@ -5,7 +5,6 @@ import discord
 
 import db
 import util
-
 from schemas.dis_s import ATTRMAP