diff --git a/.deepsource.toml b/.deepsource.toml
deleted file mode 100644
index b46898dc8..000000000
--- a/.deepsource.toml
+++ /dev/null
@@ -1,20 +0,0 @@
-version = 1
-
-test_patterns = ["tests/**"]
-
-exclude_patterns = [
-    "tests/**",
-    "docs/**",
-    "setup.py",
-    "setup-raw.py"
-]
-
-[[analyzers]]
-name = "python"
-enabled = true
-
-  [analyzers.meta]
-  runtime_version = "3.x.x"
-  max_line_length = 99
-  skip_doc_coverage = ["module", "magic", "init", "nonpublic"]
-  cyclomatic_complexity_threshold = "high"
diff --git a/docs/auxil/link_code.py b/docs/auxil/link_code.py
index dc32f6394..da40cfeb0 100644
--- a/docs/auxil/link_code.py
+++ b/docs/auxil/link_code.py
@@ -36,7 +36,7 @@ LINE_NUMBERS = {}
 def _git_branch() -> str:
     """Get's the current git sha if available or fall back to `master`"""
     try:
-        output = subprocess.check_output(  # skipcq: BAN-B607
+        output = subprocess.check_output(
             ["git", "describe", "--tags", "--always"], stderr=subprocess.STDOUT
         )
         return output.decode().strip()
diff --git a/telegram/__main__.py b/telegram/__main__.py
index bff34c90b..9d64eb116 100644
--- a/telegram/__main__.py
+++ b/telegram/__main__.py
@@ -27,7 +27,7 @@ from .constants import BOT_API_VERSION
 
 def _git_revision() -> Optional[str]:
     try:
-        output = subprocess.check_output(  # skipcq: BAN-B607
+        output = subprocess.check_output(
             ["git", "describe", "--long", "--tags"], stderr=subprocess.STDOUT
         )
     except (subprocess.SubprocessError, OSError):
@@ -35,7 +35,7 @@ def _git_revision() -> Optional[str]:
     return output.decode().strip()
 
 
-def print_ver_info() -> None:  # skipcq: PY-D0003
+def print_ver_info() -> None:
     """Prints version information for python-telegram-bot, the Bot API and Python."""
     git_revision = _git_revision()
     print(f"python-telegram-bot {telegram_ver}" + (f" ({git_revision})" if git_revision else ""))
@@ -44,7 +44,7 @@ def print_ver_info() -> None:  # skipcq: PY-D0003
     print(f"Python {sys_version}")
 
 
-def main() -> None:  # skipcq: PY-D0003
+def main() -> None:
     """Prints version information for python-telegram-bot, the Bot API and Python."""
     print_ver_info()
 
diff --git a/telegram/_bot.py b/telegram/_bot.py
index 13a6f5e31..078587425 100644
--- a/telegram/_bot.py
+++ b/telegram/_bot.py
@@ -532,7 +532,7 @@ class Bot(TelegramObject, AsyncContextManager["Bot"]):
         async def decorator(self: "Bot", *args: Any, **kwargs: Any) -> Any:
             # pylint: disable=protected-access
             self._LOGGER.debug("Entering: %s", func.__name__)
-            result = await func(self, *args, **kwargs)  # skipcq: PYL-E1102
+            result = await func(self, *args, **kwargs)
             self._LOGGER.debug(result)
             self._LOGGER.debug("Exiting: %s", func.__name__)
             return result
@@ -554,7 +554,7 @@ class Bot(TelegramObject, AsyncContextManager["Bot"]):
             local_mode=self._local_mode,
         )
 
-    def _insert_defaults(self, data: Dict[str, object]) -> None:  # skipcq: PYL-R0201
+    def _insert_defaults(self, data: Dict[str, object]) -> None:
         """This method is here to make ext.Defaults work. Because we need to be able to tell
         e.g. `send_message(chat_id, text)` from `send_message(chat_id, text, parse_mode=None)`, the
         default values for `parse_mode` etc are not `None` but `DEFAULT_NONE`. While this *could*
@@ -2667,7 +2667,7 @@ class Bot(TelegramObject, AsyncContextManager["Bot"]):
             api_kwargs=api_kwargs,
         )
 
-    def _effective_inline_results(  # skipcq: PYL-R0201
+    def _effective_inline_results(
         self,
         results: Union[
             Sequence["InlineQueryResult"], Callable[[int], Optional[Sequence["InlineQueryResult"]]]
@@ -5511,7 +5511,6 @@ class Bot(TelegramObject, AsyncContextManager["Bot"]):
         pool_timeout: ODVInput[float] = DEFAULT_NONE,
         api_kwargs: Optional[JSONDict] = None,
     ) -> Tuple[Sticker, ...]:
-        # skipcq: FLK-D207
         """
         Use this method to get information about emoji stickers by their identifiers.
 
@@ -7904,7 +7903,7 @@ CUSTOM_EMOJI_IDENTIFIER_LIMIT` custom emoji identifiers can be specified.
             bot=self,
         )
 
-    def to_dict(self, recursive: bool = True) -> JSONDict:  # skipcq: PYL-W0613
+    def to_dict(self, recursive: bool = True) -> JSONDict:
         """See :meth:`telegram.TelegramObject.to_dict`."""
         data: JSONDict = {"id": self.id, "username": self.username, "first_name": self.first_name}
 
diff --git a/telegram/_dice.py b/telegram/_dice.py
index 117282855..43fcbb5fb 100644
--- a/telegram/_dice.py
+++ b/telegram/_dice.py
@@ -98,7 +98,7 @@ class Dice(TelegramObject):
 
         self._freeze()
 
-    DICE: Final[str] = constants.DiceEmoji.DICE  # skipcq: PTC-W0052
+    DICE: Final[str] = constants.DiceEmoji.DICE
     """:const:`telegram.constants.DiceEmoji.DICE`"""
     DARTS: Final[str] = constants.DiceEmoji.DARTS
     """:const:`telegram.constants.DiceEmoji.DARTS`"""
diff --git a/telegram/_keyboardbuttonpolltype.py b/telegram/_keyboardbuttonpolltype.py
index fde806c0a..d5ea851ca 100644
--- a/telegram/_keyboardbuttonpolltype.py
+++ b/telegram/_keyboardbuttonpolltype.py
@@ -53,7 +53,7 @@ class KeyboardButtonPollType(TelegramObject):
         self,
         type: Optional[str] = None,  # pylint: disable=redefined-builtin
         *,
-        api_kwargs: Optional[JSONDict] = None,  # skipcq: PYL-W0622
+        api_kwargs: Optional[JSONDict] = None,
     ):
         super().__init__(api_kwargs=api_kwargs)
         self.type: Optional[str] = enum.get_member(PollType, type, type)
diff --git a/telegram/_keyboardbuttonrequest.py b/telegram/_keyboardbuttonrequest.py
index d18ed6bd9..64fbac757 100644
--- a/telegram/_keyboardbuttonrequest.py
+++ b/telegram/_keyboardbuttonrequest.py
@@ -69,7 +69,7 @@ class KeyboardButtonRequestUser(TelegramObject):
         user_is_bot: Optional[bool] = None,
         user_is_premium: Optional[bool] = None,
         *,
-        api_kwargs: Optional[JSONDict] = None,  # skipcq: PYL-W0622
+        api_kwargs: Optional[JSONDict] = None,
     ):
         super().__init__(api_kwargs=api_kwargs)
         # Required
@@ -164,7 +164,7 @@ class KeyboardButtonRequestChat(TelegramObject):
         bot_administrator_rights: Optional[ChatAdministratorRights] = None,
         bot_is_member: Optional[bool] = None,
         *,
-        api_kwargs: Optional[JSONDict] = None,  # skipcq: PYL-W0622
+        api_kwargs: Optional[JSONDict] = None,
     ):
         super().__init__(api_kwargs=api_kwargs)
         # required
diff --git a/telegram/_menubutton.py b/telegram/_menubutton.py
index 92a1711b5..26690f8ed 100644
--- a/telegram/_menubutton.py
+++ b/telegram/_menubutton.py
@@ -57,7 +57,7 @@ class MenuButton(TelegramObject):
 
     def __init__(
         self,
-        type: str,  # skipcq: PYL-W0622
+        type: str,
         *,
         api_kwargs: Optional[JSONDict] = None,
     ):  # pylint: disable=redefined-builtin
diff --git a/telegram/_passport/credentials.py b/telegram/_passport/credentials.py
index 44bdbb586..8dd124289 100644
--- a/telegram/_passport/credentials.py
+++ b/telegram/_passport/credentials.py
@@ -47,7 +47,7 @@ if TYPE_CHECKING:
 
 
 @no_type_check
-def decrypt(secret, hash, data):  # skipcq: PYL-W0622
+def decrypt(secret, hash, data):
     """
     Decrypt per telegram docs at https://core.telegram.org/passport.
 
@@ -96,7 +96,7 @@ def decrypt(secret, hash, data):  # skipcq: PYL-W0622
 
 
 @no_type_check
-def decrypt_json(secret, hash, data):  # skipcq: PYL-W0622
+def decrypt_json(secret, hash, data):
     """Decrypts data using secret and hash and then decodes utf-8 string and loads json"""
     return json.loads(decrypt(secret, hash, data).decode("utf-8"))
 
@@ -140,7 +140,7 @@ class EncryptedCredentials(TelegramObject):
     def __init__(
         self,
         data: str,
-        hash: str,  # skipcq: PYL-W0622
+        hash: str,
         secret: str,
         *,
         api_kwargs: Optional[JSONDict] = None,
@@ -472,7 +472,7 @@ class _CredentialsBase(TelegramObject):
 
     def __init__(
         self,
-        hash: str,  # skipcq: PYL-W0622
+        hash: str,
         secret: str,
         *,
         api_kwargs: Optional[JSONDict] = None,
diff --git a/telegram/_utils/datetime.py b/telegram/_utils/datetime.py
index b047842db..70df6b8a6 100644
--- a/telegram/_utils/datetime.py
+++ b/telegram/_utils/datetime.py
@@ -27,7 +27,7 @@ Warning:
     user. Changes to this module are not considered breaking changes and may not be documented in
     the changelog.
 """
-import datetime as dtm  # skipcq: PYL-W0406
+import datetime as dtm
 import time
 from typing import TYPE_CHECKING, Optional, Union
 
diff --git a/telegram/_utils/enum.py b/telegram/_utils/enum.py
index 9353c46d6..8795d97db 100644
--- a/telegram/_utils/enum.py
+++ b/telegram/_utils/enum.py
@@ -23,7 +23,7 @@ Warning:
     user. Changes to this module are not considered breaking changes and may not be documented in
     the changelog.
 """
-import enum as _enum  # skipcq: PYL-R0201
+import enum as _enum
 import sys
 from typing import Type, TypeVar, Union
 
diff --git a/telegram/_utils/warnings.py b/telegram/_utils/warnings.py
index 4dea5c079..aa9d5e4c5 100644
--- a/telegram/_utils/warnings.py
+++ b/telegram/_utils/warnings.py
@@ -25,7 +25,7 @@ Warning:
     user. Changes to this module are not considered breaking changes and may not be documented in
     the changelog.
 """
-import warnings  # skipcq: PYL-R0201
+import warnings
 from typing import Type
 
 from telegram.warnings import PTBUserWarning
diff --git a/telegram/ext/_aioratelimiter.py b/telegram/ext/_aioratelimiter.py
index 6138a53b7..92bc9b7e4 100644
--- a/telegram/ext/_aioratelimiter.py
+++ b/telegram/ext/_aioratelimiter.py
@@ -208,7 +208,7 @@ class AIORateLimiter(BaseRateLimiter[int]):
         callback: Callable[..., Coroutine[Any, Any, Union[bool, JSONDict, List[JSONDict]]]],
         args: Any,
         kwargs: Dict[str, Any],
-        endpoint: str,  # skipcq: PYL-W0613
+        endpoint: str,
         data: Dict[str, Any],
         rate_limit_args: Optional[int],
     ) -> Union[bool, JSONDict, List[JSONDict]]:
diff --git a/telegram/ext/_basepersistence.py b/telegram/ext/_basepersistence.py
index cd8037db1..782c6c7bb 100644
--- a/telegram/ext/_basepersistence.py
+++ b/telegram/ext/_basepersistence.py
@@ -25,7 +25,7 @@ from telegram.ext._extbot import ExtBot
 from telegram.ext._utils.types import BD, CD, UD, CDCData, ConversationDict, ConversationKey
 
 
-class PersistenceInput(NamedTuple):  # skipcq: PYL-E0239
+class PersistenceInput(NamedTuple):
     """Convenience wrapper to group boolean input for the :paramref:`~BasePersistence.store_data`
     parameter for :class:`BasePersistence`.
 
diff --git a/telegram/ext/_handlers/callbackqueryhandler.py b/telegram/ext/_handlers/callbackqueryhandler.py
index 264fc6af7..0ca5068d7 100644
--- a/telegram/ext/_handlers/callbackqueryhandler.py
+++ b/telegram/ext/_handlers/callbackqueryhandler.py
@@ -159,8 +159,8 @@ class CallbackQueryHandler(BaseHandler[Update, CCT]):
     def collect_additional_context(
         self,
         context: CCT,
-        update: Update,  # skipcq: BAN-B301
-        application: "Application[Any, CCT, Any, Any, Any, Any]",  # skipcq: BAN-B301
+        update: Update,
+        application: "Application[Any, CCT, Any, Any, Any, Any]",
         check_result: Union[bool, Match[str]],
     ) -> None:
         """Add the result of ``re.match(pattern, update.callback_query.data)`` to
diff --git a/telegram/ext/_handlers/choseninlineresulthandler.py b/telegram/ext/_handlers/choseninlineresulthandler.py
index a63530688..f97c58234 100644
--- a/telegram/ext/_handlers/choseninlineresulthandler.py
+++ b/telegram/ext/_handlers/choseninlineresulthandler.py
@@ -109,8 +109,8 @@ class ChosenInlineResultHandler(BaseHandler[Update, CCT]):
     def collect_additional_context(
         self,
         context: CCT,
-        update: Update,  # skipcq: BAN-B301
-        application: "Application[Any, CCT, Any, Any, Any, Any]",  # skipcq: BAN-B301
+        update: Update,
+        application: "Application[Any, CCT, Any, Any, Any, Any]",
         check_result: Union[bool, Match[str]],
     ) -> None:
         """This function adds the matched regex pattern result to
diff --git a/telegram/ext/_handlers/commandhandler.py b/telegram/ext/_handlers/commandhandler.py
index 710b38cb9..a6644d39d 100644
--- a/telegram/ext/_handlers/commandhandler.py
+++ b/telegram/ext/_handlers/commandhandler.py
@@ -207,8 +207,8 @@ class CommandHandler(BaseHandler[Update, CCT]):
     def collect_additional_context(
         self,
         context: CCT,
-        update: Update,  # skipcq: BAN-B301
-        application: "Application[Any, CCT, Any, Any, Any, Any]",  # skipcq: BAN-B301
+        update: Update,
+        application: "Application[Any, CCT, Any, Any, Any, Any]",
         check_result: Optional[Union[bool, Tuple[List[str], Optional[bool]]]],
     ) -> None:
         """Add text after the command to :attr:`CallbackContext.args` as list, split on single
diff --git a/telegram/ext/_handlers/inlinequeryhandler.py b/telegram/ext/_handlers/inlinequeryhandler.py
index 389e6321c..f501fbbee 100644
--- a/telegram/ext/_handlers/inlinequeryhandler.py
+++ b/telegram/ext/_handlers/inlinequeryhandler.py
@@ -130,8 +130,8 @@ class InlineQueryHandler(BaseHandler[Update, CCT]):
     def collect_additional_context(
         self,
         context: CCT,
-        update: Update,  # skipcq: BAN-B301
-        application: "Application[Any, CCT, Any, Any, Any, Any]",  # skipcq: BAN-B301
+        update: Update,
+        application: "Application[Any, CCT, Any, Any, Any, Any]",
         check_result: Optional[Union[bool, Match[str]]],
     ) -> None:
         """Add the result of ``re.match(pattern, update.inline_query.query)`` to
diff --git a/telegram/ext/_handlers/messagehandler.py b/telegram/ext/_handlers/messagehandler.py
index 148f4949a..15f589165 100644
--- a/telegram/ext/_handlers/messagehandler.py
+++ b/telegram/ext/_handlers/messagehandler.py
@@ -102,8 +102,8 @@ class MessageHandler(BaseHandler[Update, CCT]):
     def collect_additional_context(
         self,
         context: CCT,
-        update: Update,  # skipcq: BAN-B301
-        application: "Application[Any, CCT, Any, Any, Any, Any]",  # skipcq: BAN-B301
+        update: Update,
+        application: "Application[Any, CCT, Any, Any, Any, Any]",
         check_result: Optional[Union[bool, Dict[str, object]]],
     ) -> None:
         """Adds possible output of data filters to the :class:`CallbackContext`."""
diff --git a/telegram/ext/_handlers/prefixhandler.py b/telegram/ext/_handlers/prefixhandler.py
index 05034be6d..e4f2c0e90 100644
--- a/telegram/ext/_handlers/prefixhandler.py
+++ b/telegram/ext/_handlers/prefixhandler.py
@@ -171,8 +171,8 @@ class PrefixHandler(BaseHandler[Update, CCT]):
     def collect_additional_context(
         self,
         context: CCT,
-        update: Update,  # skipcq: BAN-B301
-        application: "Application[Any, CCT, Any, Any, Any, Any]",  # skipcq: BAN-B301
+        update: Update,
+        application: "Application[Any, CCT, Any, Any, Any, Any]",
         check_result: Optional[Union[bool, Tuple[List[str], Optional[bool]]]],
     ) -> None:
         """Add text after the command to :attr:`CallbackContext.args` as list, split on single
diff --git a/telegram/ext/_handlers/stringcommandhandler.py b/telegram/ext/_handlers/stringcommandhandler.py
index 6be9b9a47..ae099566e 100644
--- a/telegram/ext/_handlers/stringcommandhandler.py
+++ b/telegram/ext/_handlers/stringcommandhandler.py
@@ -98,8 +98,8 @@ class StringCommandHandler(BaseHandler[str, CCT]):
     def collect_additional_context(
         self,
         context: CCT,
-        update: str,  # skipcq: BAN-B301
-        application: "Application[Any, CCT, Any, Any, Any, Any]",  # skipcq: BAN-B301
+        update: str,
+        application: "Application[Any, CCT, Any, Any, Any, Any]",
         check_result: Optional[List[str]],
     ) -> None:
         """Add text after the command to :attr:`CallbackContext.args` as list, split on single
diff --git a/telegram/ext/_handlers/stringregexhandler.py b/telegram/ext/_handlers/stringregexhandler.py
index 11050760c..9a7d51a48 100644
--- a/telegram/ext/_handlers/stringregexhandler.py
+++ b/telegram/ext/_handlers/stringregexhandler.py
@@ -103,8 +103,8 @@ class StringRegexHandler(BaseHandler[str, CCT]):
     def collect_additional_context(
         self,
         context: CCT,
-        update: str,  # skipcq: BAN-B301
-        application: "Application[Any, CCT, Any, Any, Any, Any]",  # skipcq: BAN-B301
+        update: str,
+        application: "Application[Any, CCT, Any, Any, Any, Any]",
         check_result: Optional[Match[str]],
     ) -> None:
         """Add the result of ``re.match(pattern, update)`` to :attr:`CallbackContext.matches` as
diff --git a/telegram/ext/_jobqueue.py b/telegram/ext/_jobqueue.py
index 1b59ebf12..1b358cc27 100644
--- a/telegram/ext/_jobqueue.py
+++ b/telegram/ext/_jobqueue.py
@@ -816,7 +816,7 @@ class Job(Generic[CCT]):
         self._removed = False
         self._enabled = False
 
-        self._job = cast("APSJob", None)  # skipcq: PTC-W0052
+        self._job = cast("APSJob", None)
 
     def __getattr__(self, item: str) -> object:
         """Overrides :py:meth:`object.__getattr__` to get specific attribute of the
diff --git a/telegram/ext/_picklepersistence.py b/telegram/ext/_picklepersistence.py
index adc70a006..fff11fc6c 100644
--- a/telegram/ext/_picklepersistence.py
+++ b/telegram/ext/_picklepersistence.py
@@ -74,7 +74,7 @@ class _BotPickler(pickle.Pickler):
         self._bot = bot
         super().__init__(*args, **kwargs)
 
-    def reducer_override(  # skipcq: PYL-R0201
+    def reducer_override(
         self, obj: TelegramObj
     ) -> Tuple[Callable, Tuple[Type[TelegramObj], dict]]:
         """
diff --git a/telegram/ext/_utils/webhookhandler.py b/telegram/ext/_utils/webhookhandler.py
index e6ef539a6..0d16b1005 100644
--- a/telegram/ext/_utils/webhookhandler.py
+++ b/telegram/ext/_utils/webhookhandler.py
@@ -138,8 +138,8 @@ class TelegramHandler(tornado.web.RequestHandler):
         """Initialize for each request - that's the interface provided by tornado"""
         # pylint: disable=attribute-defined-outside-init
         self.bot = bot
-        self.update_queue = update_queue  # skipcq: PYL-W0201
-        self.secret_token = secret_token  # skipcq: PYL-W0201
+        self.update_queue = update_queue
+        self.secret_token = secret_token
         if secret_token:
             _LOGGER.debug(
                 "The webhook server has a secret token, expecting it in incoming requests now"
diff --git a/telegram/ext/filters.py b/telegram/ext/filters.py
index 77a2a979f..43e0beb2d 100644
--- a/telegram/ext/filters.py
+++ b/telegram/ext/filters.py
@@ -256,9 +256,7 @@ class BaseFilter:
     def name(self, name: str) -> None:
         self._name = name
 
-    def check_update(  # skipcq: PYL-R0201
-        self, update: Update
-    ) -> Optional[Union[bool, FilterDataDict]]:
+    def check_update(self, update: Update) -> Optional[Union[bool, FilterDataDict]]:
         """Checks if the specified update should be handled by this filter.
 
         Args:
@@ -1121,7 +1119,7 @@ class Dice(_Dice):
         def __init__(self, values: SCT[int]):
             super().__init__(values, emoji=DiceEmojiEnum.DICE)
 
-    DICE = _Dice(emoji=DiceEmojiEnum.DICE)  # skipcq: PTC-W0052
+    DICE = _Dice(emoji=DiceEmojiEnum.DICE)
     """Dice messages with the emoji 🎲. Matches any dice value."""
 
     class Football(_Dice):
@@ -1294,7 +1292,7 @@ class Document:
         __slots__ = ("mimetype",)
 
         def __init__(self, mimetype: str):
-            self.mimetype: str = mimetype  # skipcq: PTC-W0052
+            self.mimetype: str = mimetype
             super().__init__(name=f"filters.Document.MimeType('{self.mimetype}')")
 
         def filter(self, message: Message) -> bool: