diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 50dff03f..237348e5 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -13,16 +13,16 @@ on:
     - cron: "27 19 * * 3"
 
 jobs:
-  build:
+  run_tests:
     runs-on: windows-latest
     strategy:
       fail-fast: false
       matrix:
         python-version: [
-          '3.8'
-          , '3.9'
+          '3.9'
           , '3.10'
-          # , '3.11'
+          , '3.11'
+          , '3.12'
         ]
 
     steps:
@@ -36,23 +36,16 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          python -m pip install flake8 pytest wheel
+          python -m pip install pytest wheel
           python -m pip install pytest-cov
           python -m pip install --exists-action=w --no-cache-dir -r requirements_dev.txt
           python -m pip install .
 
-      - name: Lint with flake8
-        run: |
-          # stop the build if there are Python syntax errors or undefined names
-          flake8 . --count --select=E9,F63,F7,F82 --show-source --statistics
-          # exit-zero treats all errors as warnings. The GitHub editor is 127 chars wide
-          flake8 . --count --exit-zero --max-complexity=10 --max-line-length=127 --statistics
-
       - name: Test with pytest
         run: |
           pytest
 
-  check_format:
+  lint_and_check_format:
     runs-on: windows-latest
 
     steps:
@@ -66,12 +59,15 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          python -m pip install black
+          python -m pip install ruff
+
+      - name: Lint with ruff
+        run: |
+          ruff check .
 
-      - name: Check formatting with black
+      - name: Check formatting with ruff
         run: |
-          # stop the build if there are Python syntax errors or undefined names
-          black --check --diff PIconnect
+          ruff format --check
 
   # codacy-security-scan:
   #   name: Codacy Security Scan
diff --git a/PIconnect/AFSDK.py b/PIconnect/AFSDK.py
index 4301ada9..37bfa9a5 100644
--- a/PIconnect/AFSDK.py
+++ b/PIconnect/AFSDK.py
@@ -1,6 +1,5 @@
-""" AFSDK
-    Loads the .NET libraries from the OSIsoft AF SDK
-"""
+"""AFSDK - Loads the .NET libraries from the OSIsoft AF SDK."""
+
 import logging
 import os
 import sys
@@ -16,7 +15,11 @@
 def __fallback():
     import warnings
 
-    warnings.warn("Can't import the PI AF SDK, running in test mode", ImportWarning)
+    warnings.warn(
+        "Can't import the PI AF SDK, running in test mode",
+        ImportWarning,
+        stacklevel=2,
+    )
 
     from ._typing import AF as _af
     from ._typing import AF_SDK_VERSION as _AF_SDK_version
@@ -32,7 +35,7 @@ def __fallback():
 ):
     _af, _System, _AF_SDK_version = __fallback()
 else:
-    import clr
+    import clr  # type: ignore
 
     # Get the installation directory from the environment variable or fall back
     # to the Windows default installation path
@@ -60,7 +63,7 @@ def __fallback():
     import System as _System  # type: ignore
     from OSIsoft import AF as _af  # type: ignore
 
-    _AF_SDK_version: str = _af.PISystems().Version  # type: ignore ; pylint: disable=no-member
+    _AF_SDK_version = typing.cast(str, _af.PISystems().Version)  # type: ignore ; pylint: disable=no-member
     print("OSIsoft(r) AF SDK Version: {}".format(_AF_SDK_version))
 
 
diff --git a/PIconnect/PI.py b/PIconnect/PI.py
index 1fe18739..9a4f5788 100644
--- a/PIconnect/PI.py
+++ b/PIconnect/PI.py
@@ -1,6 +1,5 @@
-""" PI
-    Core containers for connections to PI databases
-"""
+"""PI - Core containers for connections to PI databases."""
+
 import warnings
 from typing import Any, Dict, List, Optional, Union, cast
 
@@ -12,6 +11,7 @@
 __all__ = ["PIServer", "PIPoint"]
 
 PIPoint = PIPoint_.PIPoint
+_DEFAULT_AUTH_MODE = PIConsts.AuthenticationMode.PI_USER_AUTHENTICATION
 
 
 def _lookup_servers() -> Dict[str, AF.PI.PIServer]:
@@ -25,6 +25,7 @@ def _lookup_servers() -> Dict[str, AF.PI.PIServer]:
                 f"Failed loading server data for {server.Name} "
                 f"with error {type(cast(Exception, e)).__qualname__}",
                 InitialisationWarning,
+                stacklevel=2,
             )
     return servers
 
@@ -34,14 +35,15 @@ def _lookup_default_server() -> Optional[AF.PI.PIServer]:
     try:
         default_server = AF.PI.PIServers().DefaultPIServer
     except Exception:
-        warnings.warn("Could not load the default PI Server", ResourceWarning)
+        warnings.warn("Could not load the default PI Server", ResourceWarning, stacklevel=2)
     return default_server
 
 
 class PIServer(object):  # pylint: disable=useless-object-inheritance
-    """PIServer is a connection to an OSIsoft PI Server
+    """PIServer is a connection to an OSIsoft PI Server.
 
-    Args:
+    Parameters
+    ----------
         server (str, optional): Name of the server to connect to, defaults to None
         username (str, optional): can be used only with password as well
         password (str, optional): -//-
@@ -67,14 +69,12 @@ def __init__(
         username: Optional[str] = None,
         password: Optional[str] = None,
         domain: Optional[str] = None,
-        authentication_mode: PIConsts.AuthenticationMode = PIConsts.AuthenticationMode.PI_USER_AUTHENTICATION,
+        authentication_mode: PIConsts.AuthenticationMode = _DEFAULT_AUTH_MODE,
         timeout: Optional[int] = None,
     ) -> None:
         if server is None:
             if self.default_server is None:
-                raise ValueError(
-                    "No server was specified and no default server was found."
-                )
+                raise ValueError("No server was specified and no default server was found.")
             self.connection = self.default_server
         elif server not in self.servers:
             if self.default_server is None:
@@ -82,7 +82,9 @@ def __init__(
                     f"Server '{server}' not found and no default server was found."
                 )
             message = 'Server "{server}" not found, using the default server.'
-            warnings.warn(message=message.format(server=server), category=UserWarning)
+            warnings.warn(
+                message=message.format(server=server), category=UserWarning, stacklevel=1
+            )
             self.connection = self.default_server
         else:
             self.connection = self.servers[server]
@@ -110,11 +112,10 @@ def __init__(
 
         if timeout:
             # System.TimeSpan(hours, minutes, seconds)
-            self.connection.ConnectionInfo.OperationTimeOut = System.TimeSpan(
-                0, 0, timeout
-            )
+            self.connection.ConnectionInfo.OperationTimeOut = System.TimeSpan(0, 0, timeout)
 
     def __enter__(self):
+        """Open connection context with the PI Server."""
         if self._credentials:
             self.connection.Connect(*self._credentials)
         else:
@@ -124,31 +125,30 @@ def __enter__(self):
         return self
 
     def __exit__(self, *args: Any):
+        """Close connection context with the PI Server."""
         self.connection.Disconnect()
 
     def __repr__(self) -> str:
-        return "%s(\\\\%s)" % (self.__class__.__name__, self.server_name)
+        """Representation of the PIServer object."""
+        return f"{self.__class__.__qualname__}(\\\\{self.server_name})"
 
     @property
     def server_name(self):
-        """server_name
-
-        Name of the connected server
-        """
+        """Name of the connected server."""
         return self.connection.Name
 
     def search(
         self, query: Union[str, List[str]], source: Optional[str] = None
     ) -> List[PIPoint_.PIPoint]:
-        """search
-
-        Search PIPoints on the PIServer
+        """Search PIPoints on the PIServer.
 
-        Args:
+        Parameters
+        ----------
             query (str or [str]): String or list of strings with queries
             source (str, optional): Defaults to None. Point source to limit the results
 
-        Returns:
+        Returns
+        -------
             list: A list of :class:`PIPoint` objects as a result of the query
 
         .. todo::
diff --git a/PIconnect/PIAF.py b/PIconnect/PIAF.py
index 0e5fb721..f20bb437 100644
--- a/PIconnect/PIAF.py
+++ b/PIconnect/PIAF.py
@@ -1,22 +1,25 @@
-""" PIAF
-    Core containers for connections to the PI Asset Framework.
-"""
+"""PIAF - Core containers for connections to the PI Asset Framework."""
+
 import dataclasses
 import warnings
-from typing import Any, Dict, Optional, Union, cast, List
+from typing import Any, Dict, List, Optional, Union, cast
 
-from PIconnect import AF, PIAFBase, PIConsts, _time
-from PIconnect.AFSDK import System
+from PIconnect import AF, PIAFAttribute, PIAFBase, PIConsts, _time
 from PIconnect._utils import InitialisationWarning
-from PIconnect import PIAFAttribute
+from PIconnect.AFSDK import System
+
+_DEFAULT_EVENTFRAME_SEARCH_MODE = PIConsts.EventFrameSearchMode.STARTING_AFTER
 
 
 @dataclasses.dataclass(frozen=True)
 class PIAFServer:
+    """Reference to a PI AF server and its databases."""
+
     server: AF.PISystem
     databases: Dict[str, AF.AFDatabase] = dataclasses.field(default_factory=dict)
 
     def __getitem__(self, attr: str) -> Union[AF.PISystem, Dict[str, AF.AFDatabase]]:
+        """Allow access to attributes as if they were dictionary items."""
         return getattr(self, attr)
 
 
@@ -36,17 +39,19 @@ def _lookup_servers() -> Dict[str, ServerSpec]:
                         f"Failed loading database data for {d.Name} on {s.Name} "
                         f"with error {type(cast(Exception, e)).__qualname__}",
                         InitialisationWarning,
+                        stacklevel=2,
                     )
         except (Exception, System.Exception) as e:  # type: ignore
             warnings.warn(
                 f"Failed loading server data for {s.Name} "
                 f"with error {type(cast(Exception, e)).__qualname__}",
                 InitialisationWarning,
+                stacklevel=2,
             )
     return {
         server_name: {
             "server": server.server,
-            "databases": {db_name: db for db_name, db in server.databases.items()},
+            "databases": dict(server.databases.items()),
         }
         for server_name, server in servers.items()
     }
@@ -63,19 +68,14 @@ def _lookup_default_server() -> Optional[ServerSpec]:
 
 
 class PIAFDatabase(object):
-    """PIAFDatabase
-
-    Context manager for connections to the PI Asset Framework database.
-    """
+    """Context manager for connections to the PI Asset Framework database."""
 
     version = "0.2.0"
 
     servers: Dict[str, ServerSpec] = _lookup_servers()
     default_server: Optional[ServerSpec] = _lookup_default_server()
 
-    def __init__(
-        self, server: Optional[str] = None, database: Optional[str] = None
-    ) -> None:
+    def __init__(self, server: Optional[str] = None, database: Optional[str] = None) -> None:
         server_spec = self._initialise_server(server)
         self.server: AF.PISystem = server_spec["server"]  # type: ignore
         self.database: AF.AFDatabase = self._initialise_database(server_spec, database)
@@ -88,11 +88,11 @@ def _initialise_server(self, server: Optional[str]) -> ServerSpec:
 
         if server not in self.servers:
             if self.default_server is None:
-                raise ValueError(
-                    f'Server "{server}" not found and no default server found.'
-                )
+                raise ValueError(f'Server "{server}" not found and no default server found.')
             message = 'Server "{server}" not found, using the default server.'
-            warnings.warn(message=message.format(server=server), category=UserWarning)
+            warnings.warn(
+                message=message.format(server=server), category=UserWarning, stacklevel=2
+            )
             return self.default_server
 
         return self.servers[server]
@@ -108,28 +108,27 @@ def _initialise_database(
         if database not in databases:
             message = 'Database "{database}" not found, using the default database.'
             warnings.warn(
-                message=message.format(database=database), category=UserWarning
+                message=message.format(database=database), category=UserWarning, stacklevel=2
             )
             return default_db
 
         return databases[database]
 
     def __enter__(self) -> "PIAFDatabase":
+        """Open the PI AF server connection context."""
         self.server.Connect()
         return self
 
     def __exit__(self, *args: Any) -> None:
+        """Close the PI AF server connection context."""
         pass
         # Disabled disconnecting because garbage collection sometimes impedes
         # connecting to another server later
         # self.server.Disconnect()
 
     def __repr__(self) -> str:
-        return "%s(\\\\%s\\%s)" % (
-            self.__class__.__name__,
-            self.server_name,
-            self.database_name,
-        )
+        """Return a representation of the PI AF database connection."""
+        return f"{self.__class__.__qualname__}(\\\\{self.server_name}\\{self.database_name})"
 
     @property
     def server_name(self) -> str:
@@ -151,7 +150,9 @@ def descendant(self, path: str) -> "PIAFElement":
         return PIAFElement(self.database.Elements.get_Item(path))
 
     def search(self, query: Union[str, List[str]]) -> List[PIAFAttribute.PIAFAttribute]:
-        """return a list of PIAFAttributes directly from a list of element|attribute path strings
+        """Search PIAFAttributes by element|attribute path strings.
+
+        Return a list of PIAFAttributes directly from a list of element|attribute path strings
 
             like this:
 
@@ -177,9 +178,10 @@ def event_frames(
         start_time: _time.TimeLike = "",
         start_index: int = 0,
         max_count: int = 1000,
-        search_mode: PIConsts.EventFrameSearchMode = PIConsts.EventFrameSearchMode.STARTING_AFTER,
+        search_mode: PIConsts.EventFrameSearchMode = _DEFAULT_EVENTFRAME_SEARCH_MODE,
         search_full_hierarchy: bool = False,
     ) -> Dict[str, "PIAFEventFrame"]:
+        """Search for event frames in the database."""
         _start_time = _time.to_af_time(start_time)
         _search_mode = AF.EventFrame.AFEventFrameSearchMode(int(search_mode))
         return {
@@ -229,6 +231,7 @@ class PIAFEventFrame(PIAFBase.PIAFBaseElement[AF.EventFrame.AFEventFrame]):
 
     @property
     def event_frame(self) -> AF.EventFrame.AFEventFrame:
+        """Return the underlying AF Event Frame object."""
         return self.element
 
     @property
diff --git a/PIconnect/PIAFAttribute.py b/PIconnect/PIAFAttribute.py
index 13486c47..38692d8a 100644
--- a/PIconnect/PIAFAttribute.py
+++ b/PIconnect/PIAFAttribute.py
@@ -1,10 +1,11 @@
+"""Module for the PIAFAttribute class."""
+
 import dataclasses
 import datetime
 from typing import Any, Dict, Optional
 
-from PIconnect import AF, PIPoint, PIData, _time
+from PIconnect import AF, PIData, PIPoint, _time
 
-from ._operators import OPERATORS, add_operators  # type: ignore
 from ._typing import AF as _AFtyping
 
 __all__ = ["PIAFAttribute"]
@@ -25,12 +26,6 @@ def pi_point(self) -> Optional[PIPoint.PIPoint]:
             return PIPoint.PIPoint(self.data_reference.PIPoint)
 
 
-@add_operators(
-    operators=OPERATORS,
-    members=["_current_value", "interpolated_values"],
-    newclassname="VirtualPIAFAttribute",
-    attributes=["element", "attribute"],
-)
 class PIAFAttribute(PIData.PISeriesContainer):
     """Container for attributes of PI AF elements in the database."""
 
@@ -44,12 +39,10 @@ def __init__(
         self.attribute = attribute
 
     def __repr__(self):
-        return "%s(%s, %s; Current Value: %s %s)" % (
-            self.__class__.__name__,
-            self.name,
-            self.description,
-            self.current_value,
-            self.units_of_measurement,
+        """Return the string representation of the current attribute."""
+        return (
+            f"{self.__class__.__qualname__}({self.name}, {self.description}; "
+            f"Current Value: {self.current_value} {self.units_of_measurement}"
         )
 
     @property
@@ -72,9 +65,7 @@ def parent(self) -> Optional["PIAFAttribute"]:
     @property
     def children(self) -> Dict[str, "PIAFAttribute"]:
         """Return a dictionary of the direct child attributes of the current attribute."""
-        return {
-            a.Name: self.__class__(self.element, a) for a in self.attribute.Attributes
-        }
+        return {a.Name: self.__class__(self.element, a) for a in self.attribute.Attributes}
 
     @property
     def description(self) -> str:
@@ -117,13 +108,13 @@ def _filtered_summaries(
         )
 
     def _interpolated_value(self, time: AF.Time.AFTime):
-        """Return a single value for this PI Point"""
+        """Return a single value for this PI Point."""
         return self.attribute.Data.InterpolatedValue(time, self.attribute.DefaultUOM)
 
     def _recorded_value(
         self, time: AF.Time.AFTime, retrieval_mode: AF.Data.AFRetrievalMode
     ) -> AF.Asset.AFValue:
-        """Return a single value for this PI Point"""
+        """Return a single value for this PI Point."""
         return self.attribute.Data.RecordedValue(
             time, retrieval_mode, self.attribute.DefaultUOM
         )
@@ -149,7 +140,7 @@ def _interpolated_values(
         interval: AF.Time.AFTimeSpan,
         filter_expression: str,
     ) -> AF.Asset.AFValues:
-        """Internal function to actually query the pi point"""
+        """Query the pi af attribute, internal implementation."""
         include_filtered_values = False
         return self.attribute.Data.InterpolatedValues(
             time_range,
diff --git a/PIconnect/PIAFBase.py b/PIconnect/PIAFBase.py
index 170254cd..31df979e 100644
--- a/PIconnect/PIAFBase.py
+++ b/PIconnect/PIAFBase.py
@@ -1,3 +1,5 @@
+"""Base element class for PI AF elements."""
+
 from typing import Dict, Generic, TypeVar
 
 import PIconnect.PIAFAttribute as PIattr
@@ -15,7 +17,8 @@ def __init__(self, element: ElementType) -> None:
         self.element = element
 
     def __repr__(self) -> str:
-        return "%s(%s)" % (self.__class__.__name__, self.name)
+        """Return the string representation of the element."""
+        return f"{self.__class__.__qualname__}({self.name})"
 
     @property
     def name(self) -> str:
@@ -25,15 +28,14 @@ def name(self) -> str:
     @property
     def attributes(self) -> Dict[str, PIattr.PIAFAttribute]:
         """Return a dictionary of the attributes of the current element."""
-        return {
-            a.Name: PIattr.PIAFAttribute(self.element, a)
-            for a in self.element.Attributes
-        }
+        return {a.Name: PIattr.PIAFAttribute(self.element, a) for a in self.element.Attributes}
 
     @property
     def categories(self) -> AF.AFCategories:
+        """Return the categories of the current element."""
         return self.element.Categories
 
     @property
     def description(self) -> str:
+        """Return the description of the current element."""
         return self.element.Description
diff --git a/PIconnect/PIConsts.py b/PIconnect/PIConsts.py
index 05b1f101..1ebfd88a 100644
--- a/PIconnect/PIConsts.py
+++ b/PIconnect/PIConsts.py
@@ -1,14 +1,20 @@
+"""Enumerations for PI options."""
+
 import enum
 
 
 class UpdateMode(enum.IntEnum):
-    """Indicates how to treat duplicate values in the archive, when supported by the Data Reference.
+    """Indicates how to treat duplicate values in the archive.
+
+    Only used when supported by the Data Reference.
 
-    Detailed information is available at :afsdk:`AF.Data.AFUpdateOption <T_OSIsoft_AF_Data_AFUpdateOption.htm>`
+    Detailed information is available at
+    :afsdk:`AF.Data.AFUpdateOption <T_OSIsoft_AF_Data_AFUpdateOption.htm>`
     """
 
     #: Add the value to the archive.
-    #: If any values exist at the same time, will overwrite one of them and set its Substituted flag.
+    #: If any values exist at the same time, will overwrite one of them and set its
+    #: Substituted flag.
     REPLACE = 0
     #: Add the value to the archive. Any existing values at the same time are not overwritten.
     INSERT = 1
@@ -19,9 +25,11 @@ class UpdateMode(enum.IntEnum):
     #: If no existing value is found, the passed value is ignored.
     REPLACE_ONLY = 3
     #: Add the value to the archive without compression.
-    #: If this value is written to the snapshot, the previous snapshot value will be written to the archive,
+    #: If this value is written to the snapshot, the previous snapshot value will be written to
+    #: the archive,
     #: without regard to compression settings.
-    #: Note that if a subsequent snapshot value is written without the InsertNoCompression option,
+    #: Note that if a subsequent snapshot value is written without the InsertNoCompression
+    #: option,
     #: the value added with the InsertNoCompression option is still subject to compression.
     INSERT_NO_COMPRESSION = 5
     #: Remove the value from the archive if a value exists at the passed time.
@@ -31,13 +39,15 @@ class UpdateMode(enum.IntEnum):
 class BufferMode(enum.IntEnum):
     """Indicates buffering option in updating values, when supported by the Data Reference.
 
-    Detailed information is available at :afsdk:`AF.Data.AFBufferOption <T_OSIsoft_AF_Data_AFBufferOption.htm>`
+    Detailed information is available at
+    :afsdk:`AF.Data.AFBufferOption <T_OSIsoft_AF_Data_AFBufferOption.htm>`
     """
 
     #: Updating data reference values without buffer.
     DO_NOT_BUFFER = 0
     #: Try updating data reference values with buffer.
-    #: If fails (e.g. data reference AFDataMethods does not support Buffering, or its Buffering system is not available),
+    #: If fails (e.g. data reference AFDataMethods does not support Buffering,
+    #: or its Buffering system is not available),
     #: then try updating directly without buffer.
     BUFFER_IF_POSSIBLE = 1
     # Updating data reference values with buffer.
@@ -45,9 +55,10 @@ class BufferMode(enum.IntEnum):
 
 
 class AuthenticationMode(enum.IntEnum):
-    """AuthenticationMode indicates how a user authenticates to a PI Server
+    """AuthenticationMode indicates how a user authenticates to a PI Server.
 
-    Detailed information is available at :afsdk:`AF.PI.PIAuthenticationMode <T_OSIsoft_AF_PI_PIAuthenticationMode.htm>`.
+    Detailed information is available at
+    :afsdk:`AF.PI.PIAuthenticationMode <T_OSIsoft_AF_PI_PIAuthenticationMode.htm>`.
     """
 
     #: Use Windows authentication when making a connection
@@ -57,31 +68,38 @@ class AuthenticationMode(enum.IntEnum):
 
 
 class CalculationBasis(enum.IntEnum):
-    """CalculationBasis indicates how values should be weighted over a time range
+    """CalculationBasis indicates how values should be weighted over a time range.
 
-    Detailed information is available at :afsdk:`AF.Data.AFCalculationBasis <T_OSIsoft_AF_Data_AFCalculationBasis.htm>`.
+    Detailed information is available at
+    :afsdk:`AF.Data.AFCalculationBasis <T_OSIsoft_AF_Data_AFCalculationBasis.htm>`.
     """
 
     #: Each event is weighted according to the time over which it applies.
     TIME_WEIGHTED = 0
     #: Each event is weighted equally.
     EVENT_WEIGHTED = 1
-    #: Each event is time weighted, but interpolation is always done as if it is continous data.
+    #: Each event is time weighted, but interpolation is always done as if it is
+    #: continous data.
     TIME_WEIGHTED_CONTINUOUS = 2
-    #: Each event is time weighted, but interpolation is always done as if it is discrete, stepped, data.
+    #: Each event is time weighted, but interpolation is always done as if it is
+    #: discrete, stepped, data.
     TIME_WEIGHTED_DISCRETE = 3
-    #: Each event is weighted equally, except data at the end of the interval is excluded.
+    #: Each event is weighted equally, except data at the end of the interval is
+    #: excluded.
     EVENT_WEIGHTED_EXCLUDE_MOST_RECENT = 4
-    #: Each event is weighted equally, except data at the beginning of the interval is excluded.
+    #: Each event is weighted equally, except data at the beginning of the interval
+    #: is excluded.
     EVENT_WEIGHTED_EXCLUDE_EARLIEST = 5
-    #: Each event is weighted equally, data at both boundaries of the interval are explicitly included.
+    #: Each event is weighted equally, data at both boundaries of the interval are
+    #: explicitly included.
     EVENT_WEIGHTED_INCLUDE_BOTH_ENDS = 6
 
 
 class ExpressionSampleType(enum.IntEnum):
     """ExpressionSampleType indicates how expressions are evaluated over a time range.
 
-    Detailed information is available at :afsdk:`AF.Data.AFSampleType <T_OSIsoft_AF_Data_AFSampleType.htm>`.
+    Detailed information is available at
+    :afsdk:`AF.Data.AFSampleType <T_OSIsoft_AF_Data_AFSampleType.htm>`.
     """
 
     #: The expression is evaluated at each archive event.
@@ -91,9 +109,10 @@ class ExpressionSampleType(enum.IntEnum):
 
 
 class RetrievalMode(enum.IntEnum):
-    """RetrievalMode indicates which recorded value should be returned
+    """RetrievalMode indicates which recorded value should be returned.
 
-    Detailed information is available at :afsdk:`AF.Data.AFRetrievalMode <T_OSIsoft_AF_Data_AFRetrievalMode.htm>`.
+    Detailed information is available at
+    :afsdk:`AF.Data.AFRetrievalMode <T_OSIsoft_AF_Data_AFRetrievalMode.htm>`.
     """
 
     #: Autmatic detection
@@ -121,7 +140,8 @@ class SummaryType(enum.IntFlag):
     <SummaryType.MAXIMUM|MINIMUM: 12>  # On Python 3.6+
     12  # On previous versions
 
-    Detailed information is available at :afsdk:`AF.Data.AFSummaryTypes <T_OSIsoft_AF_Data_AFSummaryTypes.htm>`.
+    Detailed information is available at
+    :afsdk:`AF.Data.AFSummaryTypes <T_OSIsoft_AF_Data_AFSummaryTypes.htm>`.
     """
 
     #: No summary data
@@ -140,11 +160,16 @@ class SummaryType(enum.IntFlag):
     STD_DEV = 32
     #: The population standard deviation of the values over the time span
     POP_STD_DEV = 64
-    #: The sum of the event count (when the calculation is event weighted). The sum of the event time duration (when the calculation is time weighted.)
+    #: The sum of the event count (when the calculation is event weighted).
+    #: The sum of the event time duration (when the calculation is time weighted.)
     COUNT = 128
-    #: The percentage of the data with a good value over the time range. Based on time for time weighted calculations, based on event count for event weigthed calculations.
+    #: The percentage of the data with a good value over the time range.
+    #: Based on time for time weighted calculations,
+    #: based on event count for event weigthed calculations.
     PERCENT_GOOD = 8192
-    #: The total over the time span, with the unit of measurement that's associated with the input (or no units if not defined for the input).
+    #: The total over the time span,
+    #: with the unit of measurement that's associated with the input
+    #: (or no units if not defined for the input).
     TOTAL_WITH_UOM = 16384
     #: A convenience to retrieve all summary types
     ALL = 24831
@@ -154,12 +179,14 @@ class SummaryType(enum.IntFlag):
 
 class TimestampCalculation(enum.IntEnum):
     """
-    TimestampCalculation defines the timestamp returned for a given summary calculation
+    TimestampCalculation defines the timestamp returned for a given summary calculation.
 
-    Detailed information is available at :afsdk:`AF.Data.AFTimeStampCalculation <T_OSIsoft_AF_Data_AFTimestampCalculation.htm>`.
+    Detailed information is available at
+    :afsdk:`AF.Data.AFTimeStampCalculation <T_OSIsoft_AF_Data_AFTimestampCalculation.htm>`.
     """
 
-    #: The timestamp is the event time of the minimum or maximum for those summaries or the beginning of the interval otherwise.
+    #: The timestamp is the event time of the minimum or maximum for those summaries
+    #: or the beginning of the interval otherwise.
     AUTO = 0
     #: The timestamp is always the beginning of the interval.
     EARLIEST_TIME = 1
@@ -168,15 +195,16 @@ class TimestampCalculation(enum.IntEnum):
 
 
 class EventFrameSearchMode(enum.IntEnum):
-    """EventFrameSearchMode
+    """EventFrameSearchMode.
 
     EventFrameSearchMode defines the interpretation and direction from the start time
     when searching for event frames.
 
-    Detailed information is available at https://techsupport.osisoft.com/Documentation/PI-AF-SDK/html/T_OSIsoft_AF_EventFrame_AFEventFrameSearchMode.htm,
+    Detailed information is available at
+    :afsdk:`AF.EventFrame.AFEventFrameSearchMode <T_OSIsoft_AF_EventFrame_AFEventFrameSearchMode.htm>`.
     including a graphical display of event frames that are returned for a given search
     mode.
-    """
+    """  # noqa: E501
 
     #: Uninitialized
     NONE = 0
diff --git a/PIconnect/PIData.py b/PIconnect/PIData.py
index bf94965a..af57bb71 100644
--- a/PIconnect/PIData.py
+++ b/PIconnect/PIData.py
@@ -1,7 +1,5 @@
-"""
-PIData contains a number of auxiliary classes that define common functionality
-among :class:`PIPoint` and :class:`PIAFAttribute` objects.
-"""
+"""Auxiliary classes for PI Point and PIAFAttribute objects."""
+
 import abc
 import datetime
 from typing import Any, List, Optional
@@ -16,13 +14,15 @@
     "PISeriesContainer",
 ]
 
+_DEFAULT_CALCULATION_BASIS = PIConsts.CalculationBasis.TIME_WEIGHTED
+_DEFAULT_FILTER_EVALUATION = PIConsts.ExpressionSampleType.EXPRESSION_RECORDED_VALUES
 
-class PISeries(pd.Series):  # type: ignore
-    """PISeries
 
-    Create a timeseries, derived from :class:`pandas.Series`
+class PISeries(pd.Series):  # type: ignore
+    """Create a timeseries, derived from :class:`pandas.Series`.
 
-    Args:
+    Parameters
+    ----------
         tag (str): Name of the new series
         timestamp (List[datetime]): List of datetime objects to
             create the new index
@@ -48,16 +48,13 @@ def __init__(
         *args: Any,
         **kwargs: Any,
     ) -> None:
-        pd.Series.__init__(self, data=value, index=timestamp, name=tag, *args, **kwargs)  # type: ignore
+        pd.Series.__init__(self, *args, data=value, index=timestamp, name=tag, **kwargs)  # type: ignore
         self.tag = tag
         self.uom = uom
 
 
 class PISeriesContainer(abc.ABC):
-    """PISeriesContainer
-
-    With the ABC class we represent a general behaviour with PI Point object
-    (General class for objects that return :class:`PISeries` objects).
+    """Generic behaviour for PI Series returning objects.
 
     .. todo::
 
@@ -74,9 +71,7 @@ class PISeriesContainer(abc.ABC):
 
     @property
     def current_value(self) -> Any:
-        """current_value
-
-        Return the current value of the attribute."""
+        """Return the current value of the attribute."""
         return self._current_value()
 
     @abc.abstractmethod
@@ -90,16 +85,15 @@ def filtered_summaries(
         interval: str,
         filter_expression: str,
         summary_types: PIConsts.SummaryType,
-        calculation_basis: PIConsts.CalculationBasis = PIConsts.CalculationBasis.TIME_WEIGHTED,
-        filter_evaluation: PIConsts.ExpressionSampleType = PIConsts.ExpressionSampleType.EXPRESSION_RECORDED_VALUES,
+        calculation_basis: PIConsts.CalculationBasis = _DEFAULT_CALCULATION_BASIS,
+        filter_evaluation: PIConsts.ExpressionSampleType = _DEFAULT_FILTER_EVALUATION,
         filter_interval: Optional[str] = None,
         time_type: PIConsts.TimestampCalculation = PIConsts.TimestampCalculation.AUTO,
     ) -> pd.DataFrame:
-        """filtered_summaries
-
-        Return one or more summary values for each interval within a time range
+        """Return one or more summary values for each interval within a time range.
 
-        Args:
+        Parameters
+        ----------
             start_time (str or datetime): String containing the date, and possibly time,
                 from which to retrieve the values. This is parsed, together
                 with `end_time`, using
@@ -133,7 +127,8 @@ def filtered_summaries(
                 :ref:`summary_timestamps` and :any:`TimestampCalculation` for
                 more information. Defaults to TimestampCalculation.AUTO.
 
-        Returns:
+        Returns
+        -------
             pandas.DataFrame: Dataframe with the unique timestamps as row index
                 and the summary name as column name.
         """
@@ -184,16 +179,20 @@ def _filtered_summaries(
         pass
 
     def interpolated_value(self, time: _time.TimeLike) -> PISeries:
-        """interpolated_value
-
-        Return a PISeries with an interpolated value at the given time
-
-        Args:
+        """Return a PISeries with an interpolated value at the given time.
+
+        Parameters
+        ----------
+        ----------eters
+        ----------
+        ----------eters
+        ----------
             time (str, datetime): String containing the date, and possibly time,
                 for which to retrieve the value. This is parsed, using
                 :afsdk:`AF.Time.AFTime <M_OSIsoft_AF_Time_AFTime__ctor_7.htm>`.
 
-        Returns:
+        Returns
+        -------
             PISeries: A PISeries with a single row, with the corresponding time as
                 the index
         """
@@ -219,9 +218,7 @@ def interpolated_values(
         interval: str,
         filter_expression: str = "",
     ) -> PISeries:
-        """interpolated_values
-
-        Return a PISeries of interpolated data.
+        """Return a PISeries of interpolated data.
 
         Data is returned between *start_time* and *end_time* at a fixed
         *interval*. All three values are parsed by AF.Time and the first two
@@ -235,7 +232,8 @@ def interpolated_values(
         values marked as such. At this point PIconnect does not support this
         and filtered values are always left out entirely.
 
-        Args:
+        Parameters
+        ----------
             start_time (str or datetime): Containing the date, and possibly time,
                 from which to retrieve the values. This is parsed, together
                 with `end_time`, using
@@ -251,7 +249,8 @@ def interpolated_values(
                 data to include in the results. See :ref:`filtering_values`
                 for more information on filter queries.
 
-        Returns:
+        Returns
+        -------
             PISeries: Timeseries of the values returned by the SDK
         """
         time_range = _time.to_af_time_range(start_time, end_time)
@@ -283,6 +282,7 @@ def _interpolated_values(
     @property
     @abc.abstractmethod
     def name(self) -> str:
+        """Return the name of the current object."""
         pass
 
     def _normalize_filter_expression(self, filter_expression: str) -> str:
@@ -293,11 +293,10 @@ def recorded_value(
         time: _time.TimeLike,
         retrieval_mode: PIConsts.RetrievalMode = PIConsts.RetrievalMode.AUTO,
     ) -> PISeries:
-        """recorded_value
+        """Return a PISeries with the recorded value at or close to the given time.
 
-        Return a PISeries with the recorded value at or close to the given time
-
-        Args:
+        Parameters
+        ----------
             time (str): String containing the date, and possibly time,
                 for which to retrieve the value. This is parsed, using
                 :afsdk:`AF.Time.AFTime <M_OSIsoft_AF_Time_AFTime__ctor_7.htm>`.
@@ -305,7 +304,8 @@ def recorded_value(
                 which value to return if no value available at the exact requested
                 time.
 
-        Returns:
+        Returns
+        -------
             PISeries: A PISeries with a single row, with the corresponding time as
                 the index
         """
@@ -334,9 +334,7 @@ def recorded_values(
         boundary_type: str = "inside",
         filter_expression: str = "",
     ):
-        """recorded_values
-
-        Return a PISeries of recorded data.
+        """Return a PISeries of recorded data.
 
         Data is returned between the given *start_time* and *end_time*,
         inclusion of the boundaries is determined by the *boundary_type*
@@ -357,7 +355,8 @@ def recorded_values(
         marked as such. At this point PIconnect does not support this and
         filtered values are always left out entirely.
 
-        Args:
+        Parameters
+        ----------
             start_time (str or datetime): Containing the date, and possibly time,
                 from which to retrieve the values. This is parsed, together
                 with `end_time`, using
@@ -373,14 +372,15 @@ def recorded_values(
                 data to include in the results. See :ref:`filtering_values`
                 for more information on filter queries.
 
-        Returns:
+        Returns
+        -------
             PISeries: Timeseries of the values returned by the SDK
 
-        Raises:
+        Raises
+        ------
             ValueError: If the provided `boundary_type` is not a valid key a
                 `ValueError` is raised.
         """
-
         time_range = _time.to_af_time_range(start_time, end_time)
         _boundary_type = self.__boundary_types.get(boundary_type.lower())
         if _boundary_type is None:
@@ -411,7 +411,7 @@ def _recorded_values(
         boundary_type: AF.Data.AFBoundaryType,
         filter_expression: str,
     ) -> AF.Asset.AFValues:
-        """Abstract implementation for recorded values
+        """Abstract implementation for recorded values.
 
         The internals for retrieving recorded values from PI and PI-AF are
         different and should therefore be implemented by the respective data
@@ -427,17 +427,18 @@ def summary(
         calculation_basis: PIConsts.CalculationBasis = PIConsts.CalculationBasis.TIME_WEIGHTED,
         time_type: PIConsts.TimestampCalculation = PIConsts.TimestampCalculation.AUTO,
     ) -> pd.DataFrame:
-        """summary
+        """Return one or more summary values over a single time range.
 
-        Return one or more summary values over a single time range.
-
-        Args:
+        Parameters
+        ----------
             start_time (str or datetime): Containing the date, and possibly time,
                 from which to retrieve the values. This is parsed, together
-                with `end_time`, using :afsdk:`AF.Time.AFTimeRange <M_OSIsoft_AF_Time_AFTimeRange__ctor_1.htm>`.
+                with `end_time`, using
+                :afsdk:`AF.Time.AFTimeRange <M_OSIsoft_AF_Time_AFTimeRange__ctor_1.htm>`.
             end_time (str or datetime): Containing the date, and possibly time,
                 until which to retrieve values. This is parsed, together
-                with `start_time`, using :afsdk:`AF.Time.AFTimeRange <M_OSIsoft_AF_Time_AFTimeRange__ctor_1.htm>`.
+                with `start_time`, using
+                :afsdk:`AF.Time.AFTimeRange <M_OSIsoft_AF_Time_AFTimeRange__ctor_1.htm>`.
             summary_types (int or PIConsts.SummaryType): Type(s) of summaries
                 of the data within the requested time range.
             calculation_basis (int or PIConsts.CalculationBasis, optional):
@@ -449,7 +450,8 @@ def summary(
                 :ref:`summary_timestamps` and :any:`TimestampCalculation` for
                 more information. Defaults to TimestampCalculation.AUTO.
 
-        Returns:
+        Returns
+        -------
             pandas.DataFrame: Dataframe with the unique timestamps as row index
                 and the summary name as column name.
         """
@@ -457,9 +459,7 @@ def summary(
         _summary_types = AF.Data.AFSummaryTypes(int(summary_types))
         _calculation_basis = AF.Data.AFCalculationBasis(int(calculation_basis))
         _time_type = AF.Data.AFTimestampCalculation(int(time_type))
-        pivalues = self._summary(
-            time_range, _summary_types, _calculation_basis, _time_type
-        )
+        pivalues = self._summary(time_range, _summary_types, _calculation_basis, _time_type)
         df = pd.DataFrame()
         for summary in pivalues:
             key = PIConsts.SummaryType(int(summary.Key)).name
@@ -490,11 +490,10 @@ def summaries(
         calculation_basis: PIConsts.CalculationBasis = PIConsts.CalculationBasis.TIME_WEIGHTED,
         time_type: PIConsts.TimestampCalculation = PIConsts.TimestampCalculation.AUTO,
     ) -> pd.DataFrame:
-        """summaries
-
-        Return one or more summary values for each interval within a time range
+        """Return one or more summary values for each interval within a time range.
 
-        Args:
+        Parameters
+        ----------
             start_time (str or datetime): Containing the date, and possibly time,
                 from which to retrieve the values. This is parsed, together
                 with `end_time`, using
@@ -517,7 +516,8 @@ def summaries(
                 :ref:`summary_timestamps` and :any:`TimestampCalculation` for
                 more information. Defaults to TimestampCalculation.AUTO.
 
-        Returns:
+        Returns
+        -------
             pandas.DataFrame: Dataframe with the unique timestamps as row index
                 and the summary name as column name.
         """
@@ -557,6 +557,7 @@ def _summaries(
     @property
     @abc.abstractmethod
     def units_of_measurement(self) -> Optional[str]:
+        """Return the units of measurment of the values in the current object."""
         pass
 
     def update_value(
@@ -568,7 +569,8 @@ def update_value(
     ) -> None:
         """Update value for existing PI object.
 
-        Args:
+        Parameters
+        ----------
             value: value type should be in cohesion with PI object or
                 it will raise PIException: [-10702] STATE Not Found
             time (datetime, optional): it is not possible to set future value,
diff --git a/PIconnect/PIPoint.py b/PIconnect/PIPoint.py
index 601f4833..d9d597e3 100644
--- a/PIconnect/PIPoint.py
+++ b/PIconnect/PIPoint.py
@@ -1,22 +1,16 @@
-from typing import Any, Dict, List, Optional, Union, cast
+"""PIPoint."""
+
+from typing import Any, Dict, Optional
 
 import PIconnect._typing.AF as _AFtyping
-from PIconnect import AF, PIConsts, PIData, _time
-from PIconnect._operators import OPERATORS, add_operators  # type: ignore
+from PIconnect import AF, PIData, _time
 
 
-@add_operators(
-    operators=OPERATORS,
-    members=["_current_value", "interpolated_values"],
-    newclassname="VirtualPIPoint",
-    attributes=["pi_point"],
-)
 class PIPoint(PIData.PISeriesContainer):
-    """PIPoint
-
-    Reference to a PI Point to get data and corresponding metadata from the server.
+    """Reference to a PI Point to get data and corresponding metadata from the server.
 
-    Args:
+    Parameters
+    ----------
         pi_point (AF.PI.PIPoint): Reference to a PIPoint as returned by the SDK
     """
 
@@ -30,12 +24,10 @@ def __init__(self, pi_point: AF.PI.PIPoint) -> None:
         self.__raw_attributes = {}
 
     def __repr__(self):
-        return "%s(%s, %s; Current Value: %s %s)" % (
-            self.__class__.__name__,
-            self.tag,
-            self.description,
-            self.current_value,
-            self.units_of_measurement,
+        """Return the string representation of the PI Point."""
+        return (
+            f"{self.__class__.__qualname__}({self.tag}, {self.description}; "
+            f"Current Value: {self.current_value} {self.units_of_measurement})"
         )
 
     @property
@@ -60,6 +52,7 @@ def last_update(self):
 
     @property
     def name(self) -> str:
+        """Return the name of the PI Point."""
         return self.tag
 
     @property
@@ -74,13 +67,11 @@ def units_of_measurement(self) -> Optional[str]:
         return self.raw_attributes["engunits"]
 
     def __load_attributes(self) -> None:
-        """Load the raw attributes of the PI Point from the server"""
+        """Load the raw attributes of the PI Point from the server."""
         if not self.__attributes_loaded:
             self.pi_point.LoadAttributes([])
             self.__attributes_loaded = True
-        self.__raw_attributes = {
-            att.Key: att.Value for att in self.pi_point.GetAttributes([])
-        }
+        self.__raw_attributes = {att.Key: att.Value for att in self.pi_point.GetAttributes([])}
 
     def _current_value(self) -> Any:
         """Return the last recorded value for this PI Point (internal use only)."""
@@ -109,7 +100,7 @@ def _filtered_summaries(
         )
 
     def _interpolated_value(self, time: AF.Time.AFTime) -> AF.Asset.AFValue:
-        """Return a single value for this PI Point"""
+        """Return a single value for this PI Point."""
         return self.pi_point.InterpolatedValue(time)
 
     def _interpolated_values(
@@ -118,7 +109,6 @@ def _interpolated_values(
         interval: AF.Time.AFTimeSpan,
         filter_expression: str,
     ) -> AF.Asset.AFValues:
-        """Internal function to actually query the pi point"""
         include_filtered_values = False
         return self.pi_point.InterpolatedValues(
             time_range, interval, filter_expression, include_filtered_values
@@ -130,10 +120,8 @@ def _normalize_filter_expression(self, filter_expression: str) -> str:
     def _recorded_value(
         self, time: AF.Time.AFTime, retrieval_mode: AF.Data.AFRetrievalMode
     ) -> AF.Asset.AFValue:
-        """Return a single value for this PI Point"""
-        return self.pi_point.RecordedValue(
-            time, AF.Data.AFRetrievalMode(int(retrieval_mode))
-        )
+        """Return a single recorded value for this PI Point."""
+        return self.pi_point.RecordedValue(time, AF.Data.AFRetrievalMode(int(retrieval_mode)))
 
     def _recorded_values(
         self,
@@ -153,9 +141,7 @@ def _summary(
         calculation_basis: AF.Data.AFCalculationBasis,
         time_type: AF.Data.AFTimestampCalculation,
     ) -> _AFtyping.Data.SummaryDict:
-        return self.pi_point.Summary(
-            time_range, summary_types, calculation_basis, time_type
-        )
+        return self.pi_point.Summary(time_range, summary_types, calculation_basis, time_type)
 
     def _summaries(
         self,
diff --git a/PIconnect/__init__.py b/PIconnect/__init__.py
index 1c98f6cc..80f6f8f7 100644
--- a/PIconnect/__init__.py
+++ b/PIconnect/__init__.py
@@ -1,6 +1,5 @@
-""" PIconnect
-    Connector to the OSISoft PI and PI-AF databases.
-"""
+"""PIconnect - Connector to the OSISoft PI and PI-AF databases."""
+
 # pragma pylint: disable=unused-import
 from PIconnect.AFSDK import AF, AF_SDK_VERSION
 from PIconnect.config import PIConfig
diff --git a/PIconnect/_operators.py b/PIconnect/_operators.py
deleted file mode 100644
index e85c93db..00000000
--- a/PIconnect/_operators.py
+++ /dev/null
@@ -1,163 +0,0 @@
-"""helpers to define numeric operators in batch on classes"""
-from collections import namedtuple
-
-import wrapt
-
-
-def operate(operator, operand):
-    """Create a decorator to apply an operator to the function and a given operand.
-
-    Operand can be either a constant or a function which accepts the same arguments
-    as the base function to which the decorator is applied. Operator must be a
-    function of two arguments.
-    """
-
-    @wrapt.decorator
-    def operate_(func, instance, args, kwargs):  # pylint: disable=unused-argument
-        """Decorate function to apply an operator to the function and a given operand."""
-        if hasattr(operand, func.__name__):
-            func2 = getattr(operand, func.__name__)
-            return operator(func(*args, **kwargs), func2(*args, **kwargs))
-        return operator(func(*args, **kwargs), operand)
-
-    return operate_
-
-
-def decorate(decorator, base, *args, **kwargs):
-    """Return function decorated with the operate decorator.
-
-    Inline replacement for @*decorator(*args, **kwargs)*
-    """
-    return decorator(*args, **kwargs)(base)
-
-
-def add_operators(operators, members, newclassname, attributes):
-    """Return a class decorator to add operators which patch each of a list of members.
-
-    Keyword arguments:
-    operators -- a list of tuples containing the function name to be added to the class,
-              a definition of the operator (as a function of two arguments), and a
-              docstring for the new function.
-    members -- a list of strings with the names of the class members that must be
-               decorated.
-    newclassname -- the name of the new class that will be returned by the patched
-                    versions of *members*.
-    attributes -- a list of attributes that are extracted from the original object and
-                  passed as arguments to <newclassname>.__init__.
-    """
-
-    def build_operator_method(method, operator, docstring, cls):
-        """Return a method definition for a numerical operator.
-
-        Keyword arguments:
-        method -- name of the operator method of a subclass of *cls*, will used for
-                  <operator>.__name__ for clean output in the class documentation.
-        operator -- function of two arguments that is applied to the original function
-                    result and a given operand.
-        docstring -- docstring for the new operator method.
-        cls -- class of which the new dynamic class will be subclassed.
-        """
-
-        def patch_members(self, other):
-            """Return new object of class *newclassname* with patched members.
-
-            Creates a new virtual class with the members in *members* patched to apply
-            the given *operator* to the original function definition.
-            """
-            newmembers = {
-                member: decorate(
-                    decorator=operate,
-                    base=getattr(self, member),
-                    operator=operator,
-                    operand=other,
-                )
-                for member in members
-            }
-            newclass = type(str(newclassname), (cls,), newmembers)
-            return newclass(*[getattr(self, attr) for attr in attributes])
-
-        patch_members.__name__ = str(method)
-        patch_members.__doc__ = docstring
-        return patch_members
-
-    def add_numops_(cls):
-        """Decorate a class to add a function for each operator in a list of operators."""
-        for operator in operators:
-            setattr(
-                cls,
-                operator.method,
-                build_operator_method(
-                    method=operator.method,
-                    operator=operator.operator,
-                    docstring=operator.docstring,
-                    cls=cls,
-                ),
-            )
-        return cls
-
-    return add_numops_
-
-
-Operator = namedtuple("Operator", ["method", "operator", "docstring"])
-OPERATORS = [
-    Operator("__add__", lambda x, y: x + y, """Add value(s) to PIPoint"""),
-    Operator(
-        "__radd__", lambda x, y: y + x, """Add PIPoint to value(s) (reverse order)"""
-    ),
-    Operator("__sub__", lambda x, y: x - y, """Subtract value(s) from PIPoint"""),
-    Operator(
-        "__rsub__",
-        lambda x, y: y - x,
-        """Subtract PIPoint from value(s) (reverse order)""",
-    ),
-    Operator("__mul__", lambda x, y: x * y, """Multiply PIPoint by value(s)"""),
-    Operator(
-        "__rmul__",
-        lambda x, y: y * x,
-        """Multiply value(s) by PIPoint (reverse order)""",
-    ),
-    Operator("__matmul__", lambda x, y: x @ y, """Matrix multiply"""),
-    Operator("__rmatmul__", lambda x, y: y @ x, """Matrix multiply (reverse order)"""),
-    Operator("__div__", lambda x, y: x / y, """Divide PIPoint by value(s)"""),
-    Operator(
-        "__rdiv__", lambda x, y: y / x, """Divide value(s) by PIPoint (reverse order)"""
-    ),
-    Operator("__truediv__", lambda x, y: x / y, """Divide PIPoint by value(s)"""),
-    Operator(
-        "__rtruediv__",
-        lambda x, y: y / x,
-        """Divide value(s) by PIPoint (reverse order)""",
-    ),
-    Operator(
-        "__floordiv__", lambda x, y: x // y, """Floordivide PIPoint by value(s)"""
-    ),
-    Operator(
-        "__rfloordiv__",
-        lambda x, y: y // x,
-        """Floordivide value(s) by PIPoint (reverse order)""",
-    ),
-    Operator("__mod__", lambda x, y: x % y, """Modulo PIPoint by value(s)"""),
-    Operator(
-        "__rmod__", lambda x, y: y % x, """Modulo value(s) by PIPoint (reverse order)"""
-    ),
-    Operator(
-        "__divmod__",
-        divmod,  # This is already a function of x and y
-        """Return divmod of PIPoint by value(s).
-
-             divmod(a, b) returns a tuple of the floordivision of a and b, a // b, and the
-             modulo of a and b, a % b. For integers this is faster than when the operations
-             are performed separately.
-             """,
-    ),
-    Operator(
-        "__rdivmod__",
-        lambda x, y: divmod(y, x),
-        """Return divmod of value(s) by PIPoint (reverse order).
-
-             divmod(a, b) returns a tuple of the floordivision of a and b, a // b, and the
-             modulo of a and b, a % b. For integers this is faster than when the operations
-             are performed separately.
-             """,
-    ),
-]
diff --git a/PIconnect/_time.py b/PIconnect/_time.py
index 0eeae2c0..132bd659 100644
--- a/PIconnect/_time.py
+++ b/PIconnect/_time.py
@@ -1,4 +1,5 @@
 """Time related functions and classes."""
+
 # pyright: strict
 import datetime
 from typing import Union
@@ -8,25 +9,28 @@
 from PIconnect import AF, PIConfig
 from PIconnect.AFSDK import System
 
-
 TimeLike = Union[str, datetime.datetime]
 
 
 def to_af_time_range(start_time: TimeLike, end_time: TimeLike) -> AF.Time.AFTimeRange:
     """Convert a combination of start and end time to a time range.
 
-    Both `start_time` and `end_time` can be either a :any:`datetime.datetime` object or a string.
+    Both `start_time` and `end_time` can be either a :any:`datetime.datetime` object or
+    a string.
     `datetime` objects are first converted to a string, before being passed to
-    :afsdk:`AF.Time.AFTimeRange <M_OSIsoft_AF_Time_AFTimeRange__ctor_1.htm>`. It is also
-    possible to specify either end as a `datetime` object, and then specify the other
-    boundary as a relative string.
+    :afsdk:`AF.Time.AFTimeRange <M_OSIsoft_AF_Time_AFTimeRange__ctor_1.htm>`.
+    It is also possible to specify either end as a `datetime` object,
+    and then specify the other boundary as a relative string.
 
-    Args:
+    Parameters
+    ----------
         start_time (str | datetime): Start time of the time range.
         end_time (str | datetime): End time of the time range.
 
-    Returns:
-        :afsdk:`AF.Time.AFTimeRange <M_OSIsoft_AF_Time_AFTimeRange__ctor_1.htm>`: Time range covered by the start and end time.
+    Returns
+    -------
+        :afsdk:`AF.Time.AFTimeRange <M_OSIsoft_AF_Time_AFTimeRange__ctor_1.htm>`:
+            Time range covered by the start and end time.
     """
     if isinstance(start_time, datetime.datetime):
         start_time = start_time.isoformat()
@@ -39,11 +43,14 @@ def to_af_time_range(start_time: TimeLike, end_time: TimeLike) -> AF.Time.AFTime
 def to_af_time(time: TimeLike) -> AF.Time.AFTime:
     """Convert a time to a AFTime value.
 
-    Args:
+    Parameters
+    ----------
         time (str | datetime): Time to convert to AFTime.
 
-    Returns:
-        :afsdk:`AF.Time.AFTime <M_OSIsoft_AF_Time_AFTime__ctor_7.htm>`: Time range covered by the start and end time.
+    Returns
+    -------
+        :afsdk:`AF.Time.AFTime <M_OSIsoft_AF_Time_AFTime__ctor_7.htm>`:
+            AFTime version of time.
     """
     if isinstance(time, datetime.datetime):
         time = time.isoformat()
@@ -54,12 +61,14 @@ def to_af_time(time: TimeLike) -> AF.Time.AFTime:
 def timestamp_to_index(timestamp: System.DateTime) -> datetime.datetime:
     """Convert AFTime object to datetime in local timezone.
 
-    Args:
+    Parameters
+    ----------
         timestamp (`System.DateTime`): Timestamp in .NET format to convert to `datetime`.
 
-    Returns:
+    Returns
+    -------
         `datetime`: Datetime with the timezone info from :data:`PIConfig.DEFAULT_TIMEZONE <PIconnect.config.PIConfigContainer.DEFAULT_TIMEZONE>`.
-    """
+    """  # noqa: E501
     local_tz = pytz.timezone(PIConfig.DEFAULT_TIMEZONE)
     return (
         datetime.datetime(
diff --git a/PIconnect/_typing/AF.py b/PIconnect/_typing/AF.py
index 9601e884..2e968551 100644
--- a/PIconnect/_typing/AF.py
+++ b/PIconnect/_typing/AF.py
@@ -1,4 +1,5 @@
-"""Mock classes for the AF namespace of the OSIsoft PI-AF SDK"""
+"""Mock classes for the AF namespace of the OSIsoft PI-AF SDK."""
+
 from typing import Iterator, List
 
 from . import PI, Asset, Data, EventFrame, Time, UnitsOfMeasure
@@ -18,7 +19,7 @@
 
 
 class AFCategory:
-    """Mock class of the AF.AFCategory class"""
+    """Mock class of the AF.AFCategory class."""
 
 
 class AFCategories(List[AFCategory]):
@@ -28,7 +29,7 @@ def __init__(self, elements: List[AFCategory]) -> None:
 
 
 class AFDatabase:
-    """Mock class of the AF.AFDatabase class"""
+    """Mock class of the AF.AFDatabase class."""
 
     def __init__(self, name: str) -> None:
         self.Name = name
@@ -36,10 +37,10 @@ def __init__(self, name: str) -> None:
 
 
 class PISystem:
-    """Mock class of the AF.PISystem class"""
+    """Mock class of the AF.PISystem class."""
 
     class InternalDatabases:
-        """Mock class for the AF.PISystem.Databases property"""
+        """Mock class for the AF.PISystem.Databases property."""
 
         def __init__(self) -> None:
             self.DefaultDatabase = AFDatabase("TestDatabase")
@@ -53,16 +54,16 @@ def __init__(self, name: str) -> None:
         self._connected = False
 
     def Connect(self) -> None:
-        """Stub to connect to the testing system"""
+        """Stub to connect to the testing system."""
         self._connected = True
 
     def Disconnect(self) -> None:
-        """Stub to disconnect from the testing system"""
+        """Stub to disconnect from the testing system."""
         self._connected = False
 
 
 class PISystems:
-    """Mock class of the AF.PISystems class"""
+    """Mock class of the AF.PISystems class."""
 
     Version = "0.0.0.0"
 
diff --git a/PIconnect/_typing/Asset.py b/PIconnect/_typing/Asset.py
index ba8c6325..ca783300 100644
--- a/PIconnect/_typing/Asset.py
+++ b/PIconnect/_typing/Asset.py
@@ -1,3 +1,5 @@
+"""Mock classes for the AF module."""
+
 from typing import List, Optional, Union
 
 from . import AF, Data, Generic
@@ -28,7 +30,7 @@ def __init__(self, name: str) -> None:
 
     @staticmethod
     def GetValue() -> AFValue:
-        """Stub for getting a value"""
+        """Stub for getting a value."""
         return AFValue(0)
 
 
@@ -49,7 +51,7 @@ def __init__(self, name: str, parent: Optional["AFElement"] = None) -> None:
 
 
 class AFElement(AFBaseElement):
-    """Mock class of the AF.AFElement class"""
+    """Mock class of the AF.AFElement class."""
 
 
 class AFElements(List[AFElement]):
@@ -58,14 +60,14 @@ def __init__(self, elements: List[AFElement]) -> None:
         self._values = elements
 
     def get_Item(self, name: Union[str, int]) -> AFElement:
-        """Stub for the indexer"""
+        """Stub for the indexer."""
         if isinstance(name, int):
             return self._values[name]
         return AFElement(name)
 
 
 class AFElementTemplate:
-    """Mock class of the AF.Asset.AFElementTemplate class"""
+    """Mock class of the AF.Asset.AFElementTemplate class."""
 
 
 class AFDataReference:
diff --git a/PIconnect/_typing/Data.py b/PIconnect/_typing/Data.py
index 83c25510..fe8954c0 100644
--- a/PIconnect/_typing/Data.py
+++ b/PIconnect/_typing/Data.py
@@ -1,12 +1,17 @@
+"""Type hints for the AF.Data module.
+
+Contains various enumerations and classes for data retrieval.
+"""
+
 import enum
 
-from . import Time, Generic
+from . import Generic, Time
 from . import UnitsOfMeasure as UOM
 from ._values import AFValue, AFValues
 
 
 class AFBoundaryType(enum.IntEnum):
-    """Mock class of the AF.Data.AFBoundaryType enumeration"""
+    """Mock class of the AF.Data.AFBoundaryType enumeration."""
 
     Inside = 0
     Outside = 1
@@ -14,7 +19,7 @@ class AFBoundaryType(enum.IntEnum):
 
 
 class AFBufferOption(enum.IntEnum):
-    """Mock class of the AF.Data.AFBufferOption enumeration"""
+    """Mock class of the AF.Data.AFBufferOption enumeration."""
 
     DoNotBuffer = 0
     BufferIfPossible = 1
@@ -22,7 +27,7 @@ class AFBufferOption(enum.IntEnum):
 
 
 class AFCalculationBasis(enum.IntEnum):
-    """Mock class of the AF.Data.AFCalculationBasis enumeration"""
+    """Mock class of the AF.Data.AFCalculationBasis enumeration."""
 
     TimeWeighted = 0
     EventWeighted = 1
@@ -43,14 +48,14 @@ class AFRetrievalMode(enum.IntEnum):
 
 
 class AFSampleType(enum.IntEnum):
-    """Mock class of the AF.Data.AFSampleType enumeration"""
+    """Mock class of the AF.Data.AFSampleType enumeration."""
 
     ExpressionRecordedValues = 0
     Interval = 1
 
 
 class AFSummaryTypes(enum.IntEnum):
-    """Mock class of the AF.Data.AFSummaryTypes enumeration"""
+    """Mock class of the AF.Data.AFSummaryTypes enumeration."""
 
     None_ = 0
     Total = 1
@@ -68,7 +73,7 @@ class AFSummaryTypes(enum.IntEnum):
 
 
 class AFTimestampCalculation(enum.IntEnum):
-    """Mock class of the AF.Data.AFTimestampCalculation enumeration"""
+    """Mock class of the AF.Data.AFTimestampCalculation enumeration."""
 
     Auto = 0
     EarliestTime = 1
@@ -76,7 +81,7 @@ class AFTimestampCalculation(enum.IntEnum):
 
 
 class AFUpdateOption(enum.IntEnum):
-    """Mock class of the AF.Data.AFUpdateOption enumeration"""
+    """Mock class of the AF.Data.AFUpdateOption enumeration."""
 
     Replace = 0
     Insert = 4
@@ -91,7 +96,7 @@ class AFUpdateOption(enum.IntEnum):
 
 
 class AFData:
-    """Mock class of the AF.Data.AFData class"""
+    """Mock class of the AF.Data.AFData class."""
 
     @staticmethod
     def FilteredSummaries(
diff --git a/PIconnect/_typing/EventFrame.py b/PIconnect/_typing/EventFrame.py
index 5fdc86ac..25f1b18a 100644
--- a/PIconnect/_typing/EventFrame.py
+++ b/PIconnect/_typing/EventFrame.py
@@ -1,10 +1,9 @@
-"""Mock classes for the AF.EventFrame namespace of the OSIsoft PI-AF SDK"""
-
+"""Mock classes for the AF.EventFrame namespace of the OSIsoft PI-AF SDK."""
 
 import enum
 from typing import Iterable, List, Optional
 
-from . import AF, Asset, Time  # pylint: disable=unused-import
+from . import AF, Asset, Time
 
 
 class AFEventFrameSearchMode(enum.IntEnum):
@@ -18,7 +17,7 @@ class AFEventFrameSearchMode(enum.IntEnum):
 
 
 class AFEventFrame(Asset.AFBaseElement):
-    """Mock class of the AF.EventFrame.AFEventFrame class"""
+    """Mock class of the AF.EventFrame.AFEventFrame class."""
 
     def __init__(self, name: str, parent: Optional["AFEventFrame"] = None) -> None:
         self.Name = name
diff --git a/PIconnect/_typing/Generic.py b/PIconnect/_typing/Generic.py
index a3177621..73f7a32d 100644
--- a/PIconnect/_typing/Generic.py
+++ b/PIconnect/_typing/Generic.py
@@ -1,3 +1,8 @@
+"""Mocking the Generic types from System.Collections.Generic namespace.
+
+TODO: Migrate to the `_typing.dotnet` module.
+"""
+
 from typing import Any, Generic, Iterable, Iterator, Optional, Tuple, TypeVar
 
 _KT = TypeVar("_KT")
diff --git a/PIconnect/_typing/PI.py b/PIconnect/_typing/PI.py
index 53f3781a..8cd174f0 100644
--- a/PIconnect/_typing/PI.py
+++ b/PIconnect/_typing/PI.py
@@ -1,28 +1,30 @@
-"""Mock classes of the AF.PI namespace of the OSIsoft PI-AF SDK"""
+"""Mock classes of the AF.PI namespace of the OSIsoft PI-AF SDK."""
+
 import enum
 from typing import Iterable, Iterator, List, Optional, Union
 
-from . import Data, Generic, Time, _values, dotnet as System
+from . import Data, Generic, Time, _values
+from . import dotnet as System
 
 __all__ = ["PIPoint", "PIServer", "PIServers"]
 
 
 class PIConnectionInfo:
-    """Mock class of the AF.PI.PIConnectionInfo class"""
+    """Mock class of the AF.PI.PIConnectionInfo class."""
 
     def __init__(self) -> None:
         self.OperationTimeOut: System.TimeSpan
 
 
 class PIAuthenticationMode(enum.IntEnum):
-    """Mock class of the AF.PI.PIAuthenticationMode class"""
+    """Mock class of the AF.PI.PIAuthenticationMode class."""
 
     WindowsAuthentication = 0
     PIUserAuthentication = 1
 
 
 class PIServer:
-    """Mock class of the AF.PI.PIServer class"""
+    """Mock class of the AF.PI.PIServer class."""
 
     def __init__(self, name: str) -> None:
         self.ConnectionInfo = PIConnectionInfo()
@@ -34,16 +36,16 @@ def Connect(
         retry: Union[bool, System.Net.NetworkCredential],
         authentication_mode: Optional[PIAuthenticationMode] = None,
     ) -> None:
-        """Stub for connecting to test server"""
+        """Stub for connecting to test server."""
         self._connected = True
 
     def Disconnect(self) -> None:
-        """Stub for disconnecting from test server"""
+        """Stub for disconnecting from test server."""
         self._connected = False
 
 
 class PIServers:
-    """Mock class of the AF.PI.PIServers class"""
+    """Mock class of the AF.PI.PIServers class."""
 
     def __init__(self) -> None:
         self.DefaultPIServer = PIServer("Testing")
@@ -53,7 +55,7 @@ def __iter__(self) -> Iterator[PIServer]:
 
 
 class PIPoint:
-    """Mock class of the AF.PI.PIPoint class"""
+    """Mock class of the AF.PI.PIPoint class."""
 
     Name: str = "TestPIPoint"
     """This property identifies the name of the PIPoint"""
@@ -83,7 +85,7 @@ def FindPIPoints(
         source: Optional[str],
         attribute_names: Optional[Iterable[str]],
     ) -> Iterable["PIPoint"]:
-        """Stub to mock querying PIPoints"""
+        """Stub to mock querying PIPoints."""
         return []
 
     @staticmethod
diff --git a/PIconnect/_typing/Time.py b/PIconnect/_typing/Time.py
index f1280d1c..3a0ffa2d 100644
--- a/PIconnect/_typing/Time.py
+++ b/PIconnect/_typing/Time.py
@@ -1,9 +1,12 @@
+"""Mock classes for the AF.Time module."""
+
 from typing import Optional
+
 from . import dotnet as System
 
 
 class AFTime:
-    """Mock class of the AF.Time.AFTime class"""
+    """Mock class of the AF.Time.AFTime class."""
 
     def __init__(self, time: str) -> None:
         self.UtcTime: System.DateTime
@@ -12,7 +15,7 @@ def __init__(self, time: str) -> None:
 
 
 class AFTimeRange:
-    """Mock class of the AF.Time.AFTimeRange class"""
+    """Mock class of the AF.Time.AFTimeRange class."""
 
     def __init__(self, start_time: str, end_time: str):
         pass
@@ -23,12 +26,12 @@ def Parse(start_time: str, end_time: str) -> "AFTimeRange":
 
 
 class AFTimeSpan:
-    """Mock class of the AF.Time.AFTimeSpan class"""
+    """Mock class of the AF.Time.AFTimeSpan class."""
 
     def __init__(self):
         pass
 
     @staticmethod
     def Parse(interval: Optional[str], /) -> "AFTimeSpan":
-        """Stub for parsing strings that should return a AFTimeSpan"""
+        """Stub for parsing strings that should return a AFTimeSpan."""
         return AFTimeSpan()
diff --git a/PIconnect/_typing/UnitsOfMeasure.py b/PIconnect/_typing/UnitsOfMeasure.py
index c8e832d3..8b3881dc 100644
--- a/PIconnect/_typing/UnitsOfMeasure.py
+++ b/PIconnect/_typing/UnitsOfMeasure.py
@@ -1,2 +1,5 @@
+"""Mock class for Units of Measure."""
+
+
 class UOM:
-    """Mock class for Units of Measure"""
+    """Mock class for Units of Measure."""
diff --git a/PIconnect/_typing/__init__.py b/PIconnect/_typing/__init__.py
index fb2721fe..c2dbe72a 100644
--- a/PIconnect/_typing/__init__.py
+++ b/PIconnect/_typing/__init__.py
@@ -1,3 +1,5 @@
+"""Type stubs for the AF SDK and dotnet libraries."""
+
 from . import AF
 
 AF_SDK_VERSION = "2.7_compatible"
diff --git a/PIconnect/_typing/_values.py b/PIconnect/_typing/_values.py
index 69f87e6c..dfb3b41d 100644
--- a/PIconnect/_typing/_values.py
+++ b/PIconnect/_typing/_values.py
@@ -1,12 +1,17 @@
+"""Typing for AFValues and AFValue classes.
+
+These classes are in a separate file to avoid circular imports.
+"""
+
 from typing import Any, List
 
 from . import Time
 
+_DEFAULT_TIME = Time.AFTime("MinValue")
+
 
 class AFValue:
-    def __init__(
-        self, value: Any, timestamp: Time.AFTime = Time.AFTime("MinValue")
-    ) -> None:
+    def __init__(self, value: Any, timestamp: Time.AFTime = _DEFAULT_TIME) -> None:
         self.Value = value
         self.Timestamp = timestamp
 
@@ -14,4 +19,4 @@ def __init__(
 class AFValues(List[AFValue]):
     def __init__(self):
         self.Count: int
-        self.Value: AFValue
+        self.Value: List[AFValue]
diff --git a/PIconnect/_typing/dotnet/Data.py b/PIconnect/_typing/dotnet/Data.py
new file mode 100644
index 00000000..9c6360f8
--- /dev/null
+++ b/PIconnect/_typing/dotnet/Data.py
@@ -0,0 +1,43 @@
+"""Mock classes for the System.Data module."""
+
+from typing import Any, Dict, Iterator, List
+
+__all__ = [
+    "DataRow",
+    "DataRowCollection",
+    "DataColumn",
+    "DataColumnCollection",
+    "DataTable",
+]
+
+
+class DataRow:
+    __fields: Dict[str, Any]
+
+    def __getitem__(self, key: str) -> Any:
+        return self.__fields[key]
+
+
+class DataRowCollection:
+    rows: List[DataRow]
+
+    def __iter__(self) -> Iterator[DataRow]:
+        yield from self.rows
+
+
+class DataColumn:
+    def __init__(self, name: str) -> None:
+        self.ColumnName = name
+
+
+class DataColumnCollection:
+    columns: List[DataColumn]
+
+    def __iter__(self) -> Iterator[DataColumn]:
+        yield from self.columns
+
+
+class DataTable:
+    Name: str
+    Rows: List[DataRow]
+    Columns: List[DataColumn]
diff --git a/PIconnect/_typing/dotnet/Net.py b/PIconnect/_typing/dotnet/Net.py
index ad004885..7e01bf81 100644
--- a/PIconnect/_typing/dotnet/Net.py
+++ b/PIconnect/_typing/dotnet/Net.py
@@ -1,3 +1,5 @@
+"""Mock classes for the System.Net module."""
+
 from typing import Optional
 
 from .Security import SecureString
diff --git a/PIconnect/_typing/dotnet/Security.py b/PIconnect/_typing/dotnet/Security.py
index 6adfb0d6..f1c501ed 100644
--- a/PIconnect/_typing/dotnet/Security.py
+++ b/PIconnect/_typing/dotnet/Security.py
@@ -1,3 +1,6 @@
+"""Mock classes for the System.Security module."""
+
+
 class SecureString:
     def __init__(self) -> None:
         self.Value = ""
diff --git a/PIconnect/_typing/dotnet/__init__.py b/PIconnect/_typing/dotnet/__init__.py
index b6046af1..84374712 100644
--- a/PIconnect/_typing/dotnet/__init__.py
+++ b/PIconnect/_typing/dotnet/__init__.py
@@ -1,4 +1,7 @@
+"""Mock for System.* classes."""
+
 from typing import Protocol
+
 from . import Net, Security
 
 __all__ = ["Net", "Security", "Exception", "TimeSpan"]
@@ -16,7 +19,7 @@ def __init__(self, /, hours: int, minutes: int, seconds: int) -> None:
 
 
 class DateTime(Protocol):
-    """Mock for System.DateTime"""
+    """Mock for System.DateTime."""
 
     Year: int
     Month: int
diff --git a/PIconnect/config.py b/PIconnect/config.py
index ae77ea73..202155b4 100644
--- a/PIconnect/config.py
+++ b/PIconnect/config.py
@@ -2,10 +2,16 @@
 
 
 class PIConfigContainer:
+    """Configuration for PIconnect package.
+
+    This should not be instantiated directly, but accessed through the `PIConfig` object.
+    """
+
     _default_timezone: str = "UTC"
 
     @property
     def DEFAULT_TIMEZONE(self) -> str:
+        """Timezone in which values are returned."""
         return self._default_timezone
 
     @DEFAULT_TIMEZONE.setter
diff --git a/Pipfile b/Pipfile
index 94ebe5bb..74e4ecbc 100644
--- a/Pipfile
+++ b/Pipfile
@@ -4,6 +4,7 @@ verify_ssl = true
 name = "pypi"
 
 [packages]
+numpy = "<2"
 pandas = "*"
 pytz = "*"
 wrapt = "*"
@@ -11,7 +12,7 @@ pythonnet = "*"
 piconnect = {editable = true, path = "."}
 
 [dev-packages]
-black = "*"
+ruff = "*"
 # coverage = "*"
 # mypy = "*"
 codecov = "*"
@@ -21,8 +22,8 @@ pytest = "*"
 pytest-cov = "*"
 Sphinx = "*"
 PyYAML = "*"
-"doc8" = "*"
-"flake8" = "*"
+# "doc8" = "*"
+# "flake8" = "*"
 twine = "*"
 coverage = ">=6.0b1"
 
diff --git a/Pipfile.lock b/Pipfile.lock
index 68f425d8..6a565fc7 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "67d40742eaa6c8e921f91fe8dc47e665ee28806ba5c4dd7bb0ee311350222dfb"
+            "sha256": "380e7590e0293edb34ebcecec5411a9762df482c9b6c491c0406035e76605633"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,182 +18,201 @@
     "default": {
         "cffi": {
             "hashes": [
-                "sha256:00a9ed42e88df81ffae7a8ab6d9356b371399b91dbdf0c3cb1e84c03a13aceb5",
-                "sha256:03425bdae262c76aad70202debd780501fabeaca237cdfddc008987c0e0f59ef",
-                "sha256:04ed324bda3cda42b9b695d51bb7d54b680b9719cfab04227cdd1e04e5de3104",
-                "sha256:0e2642fe3142e4cc4af0799748233ad6da94c62a8bec3a6648bf8ee68b1c7426",
-                "sha256:173379135477dc8cac4bc58f45db08ab45d228b3363adb7af79436135d028405",
-                "sha256:198caafb44239b60e252492445da556afafc7d1e3ab7a1fb3f0584ef6d742375",
-                "sha256:1e74c6b51a9ed6589199c787bf5f9875612ca4a8a0785fb2d4a84429badaf22a",
-                "sha256:2012c72d854c2d03e45d06ae57f40d78e5770d252f195b93f581acf3ba44496e",
-                "sha256:21157295583fe8943475029ed5abdcf71eb3911894724e360acff1d61c1d54bc",
-                "sha256:2470043b93ff09bf8fb1d46d1cb756ce6132c54826661a32d4e4d132e1977adf",
-                "sha256:285d29981935eb726a4399badae8f0ffdff4f5050eaa6d0cfc3f64b857b77185",
-                "sha256:30d78fbc8ebf9c92c9b7823ee18eb92f2e6ef79b45ac84db507f52fbe3ec4497",
-                "sha256:320dab6e7cb2eacdf0e658569d2575c4dad258c0fcc794f46215e1e39f90f2c3",
-                "sha256:33ab79603146aace82c2427da5ca6e58f2b3f2fb5da893ceac0c42218a40be35",
-                "sha256:3548db281cd7d2561c9ad9984681c95f7b0e38881201e157833a2342c30d5e8c",
-                "sha256:3799aecf2e17cf585d977b780ce79ff0dc9b78d799fc694221ce814c2c19db83",
-                "sha256:39d39875251ca8f612b6f33e6b1195af86d1b3e60086068be9cc053aa4376e21",
-                "sha256:3b926aa83d1edb5aa5b427b4053dc420ec295a08e40911296b9eb1b6170f6cca",
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@@ -203,269 +222,220 @@
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@@ -477,12 +447,13 @@
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@@ -493,109 +464,90 @@
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@@ -607,11 +559,11 @@
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@@ -623,141 +575,125 @@
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@@ -777,207 +713,191 @@
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@@ -989,27 +909,35 @@
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-                "sha256:c9239fef921d5503c1b4489861ecabe246f56791c0804b1afb6917ba0f328002",
-                "sha256:d46da7b89f9b09c232528b395e9e27be7a73a2b70745eca2e4580f06fe622be4",
-                "sha256:d79b8d62443414fd8790e5b3f89365161957b40e1275888f8e9390a778553bb9",
-                "sha256:ddf53a1f0184a9d9bd72af31cbd639e48e5affc8cc473246a5fe2f89e7b01741",
-                "sha256:e3855ef2ffebca0fb8a1e80bfde292bcb19cdd43c73b94b2b91c874cca1116b9",
-                "sha256:e494137d27700a3a3b020c903d511f1f9fc7ecec406991266a023a756e61db2e",
-                "sha256:e7e3ba93fdec4e044a98c955641dd4e978513854d4a9425fd19f15143bc6af02",
-                "sha256:e8666f3b83285e84a081fc4260fd044f7ef06843691a3fa5e87432152ceeb7c3",
-                "sha256:e999014967cf06782702c7308c3e7977035f548217743eba752b2f8e0b576ee9",
-                "sha256:f50f3bb2ba9d914830ac351a6fce9fd3a5b8ff28124966941f0ea1a4789339a4",
-                "sha256:f6c7af527e9757af49b0de3f9447a61ad3ebc0cedb8e2ecd900265f715944a16",
-                "sha256:f6d36e191323cef8143915e0acc708fd222179311daec90a677f06270367fe8b"
+                "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472",
+                "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"
             ],
-            "index": "pypi",
-            "version": "==1.15.0rc1"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.2.2"
         },
         "zipp": {
             "hashes": [
-                "sha256:6c4fe274b8f85ec73c37a8e4e3fa00df9fb9335da96fb789e3b96b318e5097b3",
-                "sha256:a3cac813d40993596b39ea9e93a18e8a2076d5c378b8bc88ec32ab264e04ad02"
+                "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19",
+                "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==3.12.1"
+            "markers": "python_version >= '3.8'",
+            "version": "==3.19.2"
         }
     }
 }
diff --git a/pyproject.toml b/pyproject.toml
index d78f1cf6..fb21025d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,11 +6,34 @@ build-backend = "setuptools.build_meta:__legacy__"
 minversion = "6.0"
 addopts = "-ra --durations=0 --cov-report xml:coverage.xml --cov PIconnect"
 
-[tool.isort]
-# make it compatible with black
-profile = "black"
+[tool.ruff]
+line-length = 95
+exclude = ["build", "dist", "docs", "venv"]
 
-[tool.black]
-line-length = 88
-target-version = ['py38', 'py39', 'py310', 'py311']
-include = '\.pyi?$'
+[tool.ruff.lint]
+# See: https://docs.astral.sh/ruff/rules/
+select = [
+    "C4",  # flake8-comprehensions
+    "E",   # pycodestyle
+    "F",   # pyflakes
+    "I",   # isort
+    "PT",  # pytest-style
+    "D",   # pydocstyle
+    "B",   # flake8-bugbear
+    "NPY", # numpy
+]
+# ignore = [
+#     "D100",  # Missing docstring in public module
+#     "E501",  # Line too long
+#     "D101",  # Missing docstring in public class
+#     "D102",  # Missing docstring in public method
+#     "D103",  # Missing docstring in public function
+#     "D104",  # Missing docstring in public package
+#     "D105",  # Missing docstring in magic method
+#     "D205",  # 1 blank line required between summary line and description
+#     "D401",  # First line of docstring should be in imperative mood
+#     "E741",  # Ambiguous variable name (such as "l")
+# ]
+
+[tool.ruff.lint.pydocstyle]
+convention = "numpy"
diff --git a/requirements.txt b/requirements.txt
index 637a5fff..098b0f26 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,24 +1,13 @@
 -i https://pypi.org/simple
-
-cffi==1.15.1
-
-clr-loader==0.2.5 ; python_version >= '3.7'
-
-numpy==1.24.2 ; python_version >= '3.10'
-
-pandas==1.5.3
-
--e .
-
-pycparser==2.21
-
-python-dateutil==2.8.2 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-
-pythonnet==3.0.1
-
-pytz==2022.7.1
-
-six==1.16.0 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-
-wrapt==1.15.0rc1
-
+cffi==1.17.0rc1; python_version >= '3.8'
+clr-loader==0.2.6; python_version >= '3.7'
+numpy==1.26.4; python_version >= '3.9'
+pandas==2.2.2; python_version >= '3.9'
+-e . ; python_version >= '3.8'
+pycparser==2.22; python_version >= '3.8'
+python-dateutil==2.9.0.post0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+pythonnet==3.0.3; python_version < '3.13' and python_version >= '3.7'
+pytz==2024.1
+six==1.16.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+tzdata==2024.1; python_version >= '2'
+wrapt==1.16.0; python_version >= '3.6'
diff --git a/requirements_dev.txt b/requirements_dev.txt
index d9c8a7c4..372038a4 100644
--- a/requirements_dev.txt
+++ b/requirements_dev.txt
@@ -1,162 +1,78 @@
 -i https://pypi.org/simple
-
-alabaster==0.7.13 ; python_version >= '3.6'
-
-astroid==2.11.7 ; python_full_version >= '3.6.2'
-
-attrs==22.2.0 ; python_version >= '3.6'
-
-babel==2.11.0 ; python_version >= '3.6'
-
-black==23.1.0
-
-bleach==6.0.0 ; python_version >= '3.7'
-
-certifi==2022.12.7 ; python_version >= '3.6'
-
-charset-normalizer==3.0.1 ; python_full_version >= '3.6.0'
-
-click==8.1.3 ; python_version >= '3.7'
-
+alabaster==0.7.16; python_version >= '3.9'
+astroid==3.2.2; python_full_version >= '3.8.0'
+babel==2.15.0; python_version >= '3.8'
+black==24.4.2; python_version >= '3.8'
+certifi==2024.6.2; python_version >= '3.6'
+charset-normalizer==3.3.2; python_full_version >= '3.7.0'
+click==8.1.7; python_version >= '3.7'
 codacy-coverage==1.3.11
-
-codecov==2.1.12
-
-colorama==0.4.6 ; sys_platform == 'win32'
-
-coverage==7.1.0
-
-dill==0.3.6 ; python_version >= '3.7'
-
-doc8==1.1.1
-
-docutils==0.19 ; python_version >= '3.7'
-
-exceptiongroup==1.1.0 ; python_version < '3.11'
-
-flake8==6.0.0
-
-idna==3.4 ; python_version >= '3.5'
-
-imagesize==1.4.1 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-
-importlib-metadata==6.0.0 ; python_version >= '3.7'
-
-iniconfig==2.0.0 ; python_version >= '3.7'
-
-isort==5.12.0 ; python_full_version >= '3.8.0'
-
-jaraco.classes==3.2.3 ; python_version >= '3.7'
-
-jinja2==3.1.2 ; python_version >= '3.7'
-
-keyring==23.13.1 ; python_version >= '3.7'
-
-lazy-object-proxy==1.9.0 ; python_version >= '3.7'
-
-markdown-it-py==2.1.0 ; python_version >= '3.7'
-
-markupsafe==2.1.2 ; python_version >= '3.7'
-
-mccabe==0.7.0 ; python_version >= '3.6'
-
-mdurl==0.1.2 ; python_version >= '3.7'
-
-more-itertools==9.0.0 ; python_version >= '3.7'
-
-mypy-extensions==1.0.0 ; python_version >= '3.5'
-
-packaging==23.0 ; python_version >= '3.7'
-
-pathspec==0.11.0 ; python_version >= '3.7'
-
-pbr==5.11.1 ; python_version >= '2.6'
-
-pkginfo==1.9.6 ; python_version >= '3.6'
-
-platformdirs==3.0.0 ; python_version >= '3.7'
-
-pluggy==1.0.0 ; python_version >= '3.6'
-
-pycodestyle==2.10.0 ; python_version >= '3.6'
-
-pyflakes==3.0.1 ; python_version >= '3.6'
-
-pygments==2.14.0 ; python_version >= '3.6'
-
-pylint==3.0.0a5
-
-pytest==7.2.1
-
-pytest-cov==4.0.0
-
-pytz==2022.7.1
-
-pywin32-ctypes==0.2.0 ; sys_platform == 'win32'
-
-pyyaml==6.0
-
-readme-renderer==37.3 ; python_version >= '3.7'
-
-requests==2.28.2 ; python_version >= '3.7' and python_version < '4'
-
-requests-toolbelt==0.10.1 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-
+codecov==2.1.13; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+colorama==0.4.6; sys_platform == 'win32'
+coverage[toml]==7.5.3; python_version >= '3.8'
+dill==0.3.8; python_version >= '3.11'
+doc8==1.1.1; python_version >= '3.8'
+docutils==0.20.1; python_version >= '3.7'
+flake8==7.1.0; python_full_version >= '3.8.1'
+idna==3.7; python_version >= '3.5'
+imagesize==1.4.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+importlib-metadata==7.2.0; python_version >= '3.8'
+iniconfig==2.0.0; python_version >= '3.7'
+isort==5.13.2; python_full_version >= '3.8.0'
+jaraco.classes==3.4.0; python_version >= '3.8'
+jaraco.context==5.3.0; python_version >= '3.8'
+jaraco.functools==4.0.1; python_version >= '3.8'
+jinja2==3.1.4; python_version >= '3.7'
+keyring==25.2.1; python_version >= '3.8'
+markdown-it-py==3.0.0; python_version >= '3.8'
+markupsafe==2.1.5; python_version >= '3.7'
+mccabe==0.7.0; python_version >= '3.6'
+mdurl==0.1.2; python_version >= '3.7'
+more-itertools==10.3.0; python_version >= '3.8'
+mypy-extensions==1.0.0; python_version >= '3.5'
+nh3==0.2.17
+packaging==24.1; python_version >= '3.8'
+pathspec==0.12.1; python_version >= '3.8'
+pbr==6.0.0; python_version >= '2.6'
+pkginfo==1.11.1; python_version >= '3.8'
+platformdirs==4.2.2; python_version >= '3.8'
+pluggy==1.5.0; python_version >= '3.8'
+pycodestyle==2.12.0; python_version >= '3.8'
+pyflakes==3.2.0; python_version >= '3.8'
+pygments==2.18.0; python_version >= '3.8'
+pylint==3.2.3; python_full_version >= '3.8.0'
+pytest==8.2.2; python_version >= '3.8'
+pytest-cov==5.0.0; python_version >= '3.8'
+pywin32-ctypes==0.2.2; sys_platform == 'win32'
+pyyaml==6.0.2rc1; python_version >= '3.6'
+readme-renderer==43.0; python_version >= '3.8'
+requests==2.32.3; python_version >= '3.8'
+requests-toolbelt==1.0.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 restructuredtext-lint==1.4.0
-
-rfc3986==2.0.0 ; python_version >= '3.7'
-
-rich==13.3.1 ; python_full_version >= '3.7.0'
-
-setuptools==67.2.0 ; python_version >= '3.7'
-
-six==1.16.0 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-
+rfc3986==2.0.0; python_version >= '3.7'
+rich==13.7.1; python_full_version >= '3.7.0'
 snowballstemmer==2.2.0
-
-sphinx==6.1.3
-
-sphinxcontrib-applehelp==1.0.4 ; python_version >= '3.8'
-
-sphinxcontrib-devhelp==1.0.2 ; python_version >= '3.5'
-
-sphinxcontrib-htmlhelp==2.0.1 ; python_version >= '3.8'
-
-sphinxcontrib-jsmath==1.0.1 ; python_version >= '3.5'
-
-sphinxcontrib-qthelp==1.0.3 ; python_version >= '3.5'
-
-sphinxcontrib-serializinghtml==1.1.5 ; python_version >= '3.5'
-
-stevedore==4.1.1 ; python_version >= '3.8'
-
-tomli==2.0.1 ; python_version < '3.11'
-
-tomlkit==0.11.6 ; python_version >= '3.6'
-
-twine==4.0.2
-
-urllib3==1.26.14 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
-
-webencodings==0.5.1
-
-wrapt==1.15.0rc1
-
-zipp==3.12.1 ; python_version >= '3.7'
-
-cffi==1.15.1
-
-clr-loader==0.2.5 ; python_version >= '3.7'
-
-numpy==1.24.2 ; python_version >= '3.10'
-
-pandas==1.5.3
-
--e .
-
-pycparser==2.21
-
-python-dateutil==2.8.2 ; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-
-pythonnet==3.0.1
-
+sphinx==7.3.7; python_version >= '3.9'
+sphinxcontrib-applehelp==1.0.8; python_version >= '3.9'
+sphinxcontrib-devhelp==1.0.6; python_version >= '3.9'
+sphinxcontrib-htmlhelp==2.0.5; python_version >= '3.9'
+sphinxcontrib-jsmath==1.0.1; python_version >= '3.5'
+sphinxcontrib-qthelp==1.0.7; python_version >= '3.9'
+sphinxcontrib-serializinghtml==1.1.10; python_version >= '3.9'
+stevedore==5.2.0; python_version >= '3.8'
+tomlkit==0.12.5; python_version >= '3.7'
+twine==5.1.0; python_version >= '3.8'
+urllib3==2.2.2; python_version >= '3.8'
+zipp==3.19.2; python_version >= '3.8'
+cffi==1.17.0rc1; python_version >= '3.8'
+clr-loader==0.2.6; python_version >= '3.7'
+numpy==1.26.4; python_version >= '3.9'
+pandas==2.2.2; python_version >= '3.9'
+-e . ; python_version >= '3.8'
+pycparser==2.22; python_version >= '3.8'
+python-dateutil==2.9.0.post0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+pythonnet==3.0.3; python_version < '3.13' and python_version >= '3.7'
+pytz==2024.1
+six==1.16.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+tzdata==2024.1; python_version >= '2'
+wrapt==1.16.0; python_version >= '3.6'
diff --git a/setup.cfg b/setup.cfg
index f17bb0aa..c9b714fa 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -18,9 +18,9 @@ classifiers =
     Programming Language :: Python
     Programming Language :: Python :: 3
     Programming Language :: Python :: 3 :: Only
-    Programming Language :: Python :: 3.8
-    Programming Language :: Python :: 3.9
     Programming Language :: Python :: 3.10
+    Programming Language :: Python :: 3.11
+    Programming Language :: Python :: 3.12
 author = Hugo Lapré
 author_email = hugo.lapre@brabantwater.nl
 url = https://github.com/Hugovdberg/PIconnect
@@ -39,7 +39,7 @@ install_requires =
     wrapt
     pytz
     pythonnet
-python_requires = >= 3.8
+python_requires = >= 3.9
 include_package_data = True
 zip_safe=False
 
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 06293acc..00000000
--- a/setup.py
+++ /dev/null
@@ -1,4 +0,0 @@
-"""A setuptools based setup module."""
-import setuptools
-
-setuptools.setup()
diff --git a/tests/fakes.py b/tests/fakes.py
index ecde526a..60e34d25 100644
--- a/tests/fakes.py
+++ b/tests/fakes.py
@@ -1,6 +1,5 @@
-""" PIconnect.test.fakes
-    Fake classes to mask SDK complexity
-"""
+"""Fake classes to mask SDK complexity."""
+
 import dataclasses
 import datetime
 from typing import Any, Dict, Generic, Iterable, List, TypeVar
@@ -8,9 +7,8 @@
 import pytest
 import pytz
 
-import PIconnect.PI as PI
 import PIconnect._typing.AF as AF
-from PIconnect._operators import OPERATORS, add_operators
+import PIconnect.PI as PI
 
 
 @dataclasses.dataclass
@@ -44,14 +42,14 @@ def __init__(self, timestamp: datetime.datetime):
 
 
 class FakeKeyValue(Generic[_a, _b]):
-    """Container for fake Key:Value pairs"""
+    """Container for fake Key:Value pairs."""
 
     def __init__(self, key: _a, value: _b) -> None:
         self.Key = key
         self.Value = value
 
 
-class FakeAFValue(Generic[_a]):
+class FakeAFValue(AF.Asset.AFValue, Generic[_a]):
     """Fake AFValue to mask away SDK complexity."""
 
     def __init__(self, value: _a, timestamp: datetime.datetime):
@@ -59,7 +57,17 @@ def __init__(self, value: _a, timestamp: datetime.datetime):
         self.Timestamp = FakeAFTime(timestamp)
 
 
+class FakeAFValues(AF.Asset.AFValues, Generic[_a]):
+    """Fake AFValues to mask away SDK complexity."""
+
+    def __init__(self, values: Iterable[FakeAFValue[_a]]):
+        self.Value = list(values)
+        self.Count = len(self.Value)
+
+
 class FakePIPoint_(Generic[_a]):
+    """Fake PI Point to mask away SDK complexity."""
+
     def __init__(
         self,
         tag: str,
@@ -69,18 +77,11 @@ def __init__(
     ):
         self.Name = tag
         self.values = [
-            FakeAFValue(value, timestamp)
-            for value, timestamp in zip(values, timestamps)
+            FakeAFValue(value, timestamp) for value, timestamp in zip(values, timestamps)
         ]
         self.attributes = [FakeKeyValue(*att) for att in attributes.items()]
 
 
-@add_operators(
-    operators=OPERATORS,
-    members=["_current_value", "sampled_data"],
-    newclassname="VirtualFakePIPoint",
-    attributes=["pi_point"],
-)
 class FakePIPoint(AF.PI.PIPoint, Generic[_a]):
     """Fake PI Point to mask away SDK complexity."""
 
@@ -90,21 +91,26 @@ def __init__(self, pi_point: FakePIPoint_[_a]) -> None:
         self.Name = pi_point.Name
 
     def CurrentValue(self) -> FakeAFValue[_a]:
+        """Return the current value of the PI Point."""
         self.call_stack.append("CurrentValue called")
         return self.pi_point.values[-1]
 
     def LoadAttributes(self, *args: Any, **kwargs: Any) -> None:
+        """Load the attributes of the PI Point."""
         self.call_stack.append("LoadAttributes called")
 
     def GetAttributes(self, *args: Any, **kwargs: Any) -> List[FakeKeyValue[str, Any]]:
+        """Return the attributes of the PI Point."""
         self.call_stack.append("GetAttributes called")
         return self.pi_point.attributes
 
     def RecordedValues(self, *args: Any, **kwargs: Any) -> List[FakeAFValue[_a]]:
+        """Return the recorded values of the PI Point."""
         self.call_stack.append("RecordedValues called")
         return self.pi_point.values
 
     def InterpolatedValues(self, *args: Any, **kwargs: Any) -> List[FakeAFValue[_a]]:
+        """Return the interpolated values of the PI Point."""
         self.call_stack.append("InterpolatedValues called")
         return self.pi_point.values
 
@@ -128,8 +134,7 @@ def __init__(self):
             1502732545.013,
         ]
         self.timestamps = [
-            datetime.datetime.fromtimestamp(x, tz=pytz.utc)
-            for x in self.timestamp_numbers
+            datetime.datetime.fromtimestamp(x, tz=pytz.utc) for x in self.timestamp_numbers
         ]
         self.attributes = {"engunits": "m3/h", "descriptor": "Flow"}
         pi_point = FakePIPoint_(
@@ -141,6 +146,7 @@ def __init__(self):
         self.point = PI.PIPoint(FakePIPoint(pi_point))
 
 
-@pytest.fixture
-def pi_point():
+@pytest.fixture()
+def pi_point() -> VirtualTestCase:
+    """Return a VirtualTestCase object."""
     return VirtualTestCase()
diff --git a/tests/test_PI.py b/tests/test_PI.py
index bf73d525..4a3d22c1 100644
--- a/tests/test_PI.py
+++ b/tests/test_PI.py
@@ -1,39 +1,47 @@
-""" PIconnect.test.test_PI
-    Test communication with the PI System.
-"""
+"""Test communication with the PI System."""
+
 import datetime
 
 import pytest
 import pytz
 
 import PIconnect as PI
+import PIconnect.PI as PI_
+
+from .fakes import VirtualTestCase, pi_point
 
-from .fakes import pi_point  # pylint: disable=unused-import
+__all__ = ["TestServer", "TestSearchPIPoints", "TestPIPoint", "pi_point"]
 
 
 class TestServer:
-    """Test connecting to the server"""
+    """Test connecting to the server."""
 
     def test_connection(self):
-        """Test that creating a PI.PIServer object without arguments raises no exception"""
+        """Test that creating a PI.PIServer object without arguments raises no exception."""
         PI.PIServer()
 
     def test_server_name(self):
         """Test that the server reports the same name as which was connected to."""
-        servername = PI.PIServer.default_server.Name
+        default_server = PI.PIServer.default_server
+        if default_server is None:
+            pytest.skip("No default server found.")
+        servername = default_server.Name
         server = PI.PIServer(servername)
         assert server.server_name == servername
 
     def test_warn_unkown_server(self):
         """Test that the server reports a warning when an unknown host is specified."""
-        server_names = [name for name in PI.PIServer.servers]
+        server_names = list(PI.PIServer.servers)
         server_name = "__".join(server_names + ["UnknownHostName"])
         with pytest.warns(UserWarning):
             PI.PIServer(server_name)
 
     def test_repr(self):
         """Test that the server representation matches the connected server."""
-        servername = PI.PIServer.default_server.Name
+        default_server = PI.PIServer.default_server
+        if default_server is None:
+            pytest.skip("No default server found.")
+        servername = default_server.Name
         server = PI.PIServer(servername)
         assert repr(server) == "PIServer(\\\\{})".format(servername)
 
@@ -47,7 +55,7 @@ def test_search_single_string(self):
             points = server.search("L_140_053*")
             assert isinstance(points, list)
             for point in points:
-                assert isinstance(point, PI.PI.PIPoint)
+                assert isinstance(point, PI_.PIPoint)
 
     def test_search_multiple_strings(self):
         """Tests searching for PI points using a list of strings."""
@@ -55,7 +63,7 @@ def test_search_multiple_strings(self):
             points = server.search(["L_140_053*", "M_127*"])
             assert isinstance(points, list)
             for point in points:
-                assert isinstance(point, PI.PI.PIPoint)
+                assert isinstance(point, PI_.PIPoint)
 
     # def test_search_integer_raises_error(self):
     #     """Tests searching for PI points using an integer raises a TypeError."""
@@ -66,7 +74,7 @@ def test_search_multiple_strings(self):
 class TestPIPoint:
     """Test valid interface of PIPoint."""
 
-    def test_repr(self, pi_point):
+    def test_repr(self, pi_point: VirtualTestCase):
         """Test representation of the PI Point."""
         assert repr(pi_point.point) == "%s(%s, %s; Current Value: %s %s)" % (
             "PIPoint",
@@ -76,15 +84,15 @@ def test_repr(self, pi_point):
             pi_point.attributes["engunits"],
         )
 
-    def test_name(self, pi_point):
+    def test_name(self, pi_point: VirtualTestCase):
         """Test retrieving the name of the PI Point."""
         assert pi_point.point.tag == pi_point.tag
 
-    def test_current_value(self, pi_point):
+    def test_current_value(self, pi_point: VirtualTestCase):
         """Test retrieving the current value from a PI point."""
         assert pi_point.point.current_value == pi_point.values[-1]
 
-    def test_last_update(self, pi_point):
+    def test_last_update(self, pi_point: VirtualTestCase):
         """Test retrieving the last update timestamp."""
         origin = datetime.datetime(1970, 1, 1).replace(tzinfo=pytz.utc)
         assert (
@@ -96,34 +104,34 @@ def test_last_update(self, pi_point):
             == 0
         )
 
-    def test_units_of_measurement(self, pi_point):
+    def test_units_of_measurement(self, pi_point: VirtualTestCase):
         """Test retrieving the units of measurement of the returned PI point."""
         assert pi_point.point.units_of_measurement == pi_point.attributes["engunits"]
 
-    def test_description(self, pi_point):
+    def test_description(self, pi_point: VirtualTestCase):
         """Test retrieving the description of the PI point."""
         assert pi_point.point.description == pi_point.attributes["descriptor"]
 
-    def test_raw_attributes(self, pi_point):
+    def test_raw_attributes(self, pi_point: VirtualTestCase):
         """Test retrieving the attributes of the PI point as a dict."""
         assert pi_point.point.raw_attributes == pi_point.attributes
 
-    def test_recorded_values_values(self, pi_point):
+    def test_recorded_values_values(self, pi_point: VirtualTestCase):
         """Test retrieving some recorded data from the server."""
         data = pi_point.point.recorded_values("01-07-2017", "02-07-2017")
         assert list(data.values) == pi_point.values
 
-    def test_recorded_values_timestamps(self, pi_point):
+    def test_recorded_values_timestamps(self, pi_point: VirtualTestCase):
         """Test retrieving some recorded data from the server."""
         data = pi_point.point.recorded_values("01-07-2017", "02-07-2017")
         assert list(data.index) == pi_point.timestamps
 
-    def test_interpolated_values_values(self, pi_point):
+    def test_interpolated_values_values(self, pi_point: VirtualTestCase):
         """Test retrieving some interpolated data from the server."""
         data = pi_point.point.interpolated_values("01-07-2017", "02-07-2017", "1h")
         assert list(data.values) == pi_point.values
 
-    def test_interpolated_values_timestamps(self, pi_point):
+    def test_interpolated_values_timestamps(self, pi_point: VirtualTestCase):
         """Test retrieving some interpolated data from the server."""
         data = pi_point.point.interpolated_values("01-07-2017", "02-07-2017", "1h")
         assert list(data.index) == pi_point.timestamps
diff --git a/tests/test_PIAF.py b/tests/test_PIAF.py
index 615fa362..c9640dbf 100644
--- a/tests/test_PIAF.py
+++ b/tests/test_PIAF.py
@@ -1,5 +1,7 @@
-"""Test communication with the PI AF system"""
-from typing import cast, List
+"""Test communication with the PI AF system."""
+
+from typing import cast
+
 import pytest
 
 import PIconnect as PI
@@ -7,10 +9,10 @@
 
 
 class TestAFDatabase:
-    """Test connecting to the AF database"""
+    """Test connecting to the AF database."""
 
     def test_connection(self):
-        """Test that creating a PI.PIAFDatabase object without arguments raises no exception"""
+        """Test creating a PI.PIAFDatabase object without arguments raises no exception."""
         PI.PIAFDatabase()
 
     def test_server_name(self):
@@ -20,21 +22,17 @@ def test_server_name(self):
         server = PI.PIAFDatabase(AFserver, database)
         assert server.server_name == AFserver
         assert server.database_name == database
-        assert repr(server) == "PIAFDatabase(\\\\{s}\\{d})".format(
-            s=AFserver, d=database
-        )
+        assert repr(server) == "PIAFDatabase(\\\\{s}\\{d})".format(s=AFserver, d=database)
 
     def test_unknown_server_name(self):
         """Test that the server reports a warning for an unknown server."""
-        AFserver_name = "__".join(
-            [name for name in PI.PIAFDatabase.servers] + ["UnkownServerName"]
-        )
+        AFserver_name = "__".join(list(PI.PIAFDatabase.servers) + ["UnkownServerName"])
         with pytest.warns(UserWarning):
             PI.PIAFDatabase(server=AFserver_name)
 
     def test_unknown_database_name(self):
         """Test that the server reports a warning for an unknown database."""
-        server = cast(AF.PISystem, PI.PIAFDatabase.default_server["server"]) # type: ignore
+        server = cast(AF.PISystem, PI.PIAFDatabase.default_server["server"])  # type: ignore
         databases = [db.Name for db in server.Databases]
         AFdatabase_name = "__".join(databases + ["UnkownDatabaseName"])
         with pytest.warns(UserWarning):
@@ -42,20 +40,20 @@ def test_unknown_database_name(self):
 
 
 class TestDatabaseDescendants:
-    """Test retrieving child elements"""
+    """Test retrieving child elements."""
 
     def test_children(self):
-        """Test that calling children on the database returns a dict of child elements"""
+        """Test that calling children on the database returns a dict of child elements."""
         with PI.PIAFDatabase() as db:
             children = db.children
         assert isinstance(children, dict)
 
 
 class TestDatabaseSearch:
-    """Test retrieving attributes"""
+    """Test retrieving attributes."""
 
     def test_search(self):
-        """Test that calling attributes on the database returns a list of attributes"""
+        """Test that calling attributes on the database returns a list of attributes."""
         with PI.PIAFDatabase() as db:
-            attributes = db.search([r'', r''])
+            attributes = db.search([r"", r""])
         assert isinstance(attributes, list)
diff --git a/tests/test_VirtualPIPoint_calculus.py b/tests/test_VirtualPIPoint_calculus.py
deleted file mode 100644
index f672a42d..00000000
--- a/tests/test_VirtualPIPoint_calculus.py
+++ /dev/null
@@ -1,79 +0,0 @@
-"""Test VirtualPIPoint calculus."""
-from .fakes import pi_point, VirtualTestCase  # pylint: disable=unused-import
-
-
-class TestVirtualAddition:
-    """Test VirtualPIPoint addition."""
-
-    def test_add_integer_current_value(self, pi_point: VirtualTestCase):
-        """Test adding an integer to a PIPoint via the current value."""
-        point2 = pi_point.point + 1
-        cur_value1 = pi_point.values[-1] + 1
-        try:
-            cur_value2 = point2.current_value
-        except Exception as e:
-            raise AttributeError(
-                f"Error in current_value (type {type(e)!r}, attribute: {type(point2)})"
-            ) from e
-        assert round(cur_value2 - cur_value1, ndigits=7) == 0
-
-    def test_add_integer_reverse_current_value(self, pi_point):
-        """Test adding a PIPoint to an integer via the current value."""
-        point2 = 1 + pi_point.point
-        assert round(point2.current_value - (pi_point.values[-1] + 1), ndigits=7) == 0
-
-    def test_add_pipoints_current_value(self, pi_point):
-        """Test adding two PIPoints via the current value."""
-        total = pi_point.point + pi_point.point
-        assert (
-            round(
-                total.current_value - (pi_point.values[-1] + pi_point.values[-1]),
-                ndigits=7,
-            )
-            == 0
-        )
-
-
-class TestVirtualMultiplication:
-    """Test VirtualPIPoint addition."""
-
-    def test_multiply_integer_current_value(self, pi_point):
-        """Test adding an integer to a PIPoint via the current value."""
-        point2 = pi_point.point * 1
-        assert round(point2.current_value - (pi_point.values[-1] * 1), ndigits=7) == 0
-
-    def test_multiply_integer_reverse_current_value(self, pi_point):
-        """Test adding a PIPoint to an integer via the current value."""
-        point2 = 1 * pi_point.point
-        assert round(point2.current_value - (pi_point.values[-1] * 1), ndigits=7) == 0
-
-    def test_multiply_pipoints_current_value(self, pi_point):
-        """Test adding two PIPoints via the current value."""
-        total = pi_point.point * pi_point.point
-        assert (
-            round(
-                total.current_value - (pi_point.values[-1] * pi_point.values[-1]),
-                ndigits=7,
-            )
-            == 0
-        )
-
-    def test_multiply_integer_two_current_value(self, pi_point):
-        """Test adding an integer to a PIPoint via the current value."""
-        point2 = pi_point.point * 2
-        assert round(point2.current_value - (pi_point.values[-1] * 2), ndigits=7) == 0
-
-    def test_multiply_integer_two_reverse_current_value(self, pi_point):
-        """Test adding a PIPoint to an integer via the current value."""
-        point2 = 2 * pi_point.point
-        assert round(point2.current_value - (pi_point.values[-1] * 2), ndigits=7) == 0
-
-    def test_multiply_float_two_current_value(self, pi_point):
-        """Test adding an integer to a PIPoint via the current value."""
-        point2 = pi_point.point * 2.0
-        assert round(point2.current_value - (pi_point.values[-1] * 2.0), ndigits=7) == 0
-
-    def test_multiply_float_two_reverse_current_value(self, pi_point):
-        """Test adding a PIPoint to an integer via the current value."""
-        point2 = 2.0 * pi_point.point
-        assert round(point2.current_value - (pi_point.values[-1] * 2.0), ndigits=7) == 0
diff --git a/tests/test_piconnect.py b/tests/test_piconnect.py
index 3c658c9e..2f784e9b 100644
--- a/tests/test_piconnect.py
+++ b/tests/test_piconnect.py
@@ -3,11 +3,9 @@
 
 """Tests for `PIconnect` package."""
 
-import pytest
 
 # from click.testing import CliRunner
 
-import PIconnect
 
 # from PIconnect import cli