diff --git a/volatility3/cli/text_renderer.py b/volatility3/cli/text_renderer.py
index ffb8d516b..6e58ee68d 100644
--- a/volatility3/cli/text_renderer.py
+++ b/volatility3/cli/text_renderer.py
@@ -389,9 +389,11 @@ class JsonRenderer(CLIRenderer):
         interfaces.renderers.Disassembly: quoted_optional(display_disassembly),
         format_hints.MultiTypeData: quoted_optional(multitypedata_as_text),
         bytes: optional(lambda x: " ".join([f"{b:02x}" for b in x])),
-        datetime.datetime: lambda x: x.isoformat()
-        if not isinstance(x, interfaces.renderers.BaseAbsentValue)
-        else None,
+        datetime.datetime: lambda x: (
+            x.isoformat()
+            if not isinstance(x, interfaces.renderers.BaseAbsentValue)
+            else None
+        ),
         "default": lambda x: x,
     }
 
diff --git a/volatility3/framework/__init__.py b/volatility3/framework/__init__.py
index 9c17846a8..1565b2267 100644
--- a/volatility3/framework/__init__.py
+++ b/volatility3/framework/__init__.py
@@ -206,9 +206,9 @@ def _zipwalk(path: str):
             if not file.is_dir():
                 dirlist = zip_results.get(os.path.dirname(file.filename), [])
                 dirlist.append(os.path.basename(file.filename))
-                zip_results[
-                    os.path.join(path, os.path.dirname(file.filename))
-                ] = dirlist
+                zip_results[os.path.join(path, os.path.dirname(file.filename))] = (
+                    dirlist
+                )
     for value in zip_results:
         yield value, zip_results[value]
 
diff --git a/volatility3/framework/automagic/mac.py b/volatility3/framework/automagic/mac.py
index aa75fbc3d..e51753139 100644
--- a/volatility3/framework/automagic/mac.py
+++ b/volatility3/framework/automagic/mac.py
@@ -138,9 +138,9 @@ class MacIntelStacker(interfaces.automagic.StackerLayerInterface):
                 config_path = join("automagic", "MacIntelHelper", new_layer_name)
                 context.config[join(config_path, "memory_layer")] = layer_name
                 context.config[join(config_path, "page_map_offset")] = dtb
-                context.config[
-                    join(config_path, MacSymbolFinder.banner_config_key)
-                ] = str(banner, "latin-1")
+                context.config[join(config_path, MacSymbolFinder.banner_config_key)] = (
+                    str(banner, "latin-1")
+                )
 
                 new_layer = intel.Intel32e(
                     context,
diff --git a/volatility3/framework/automagic/module.py b/volatility3/framework/automagic/module.py
index ee56a040c..ff13db905 100644
--- a/volatility3/framework/automagic/module.py
+++ b/volatility3/framework/automagic/module.py
@@ -34,9 +34,9 @@ class KernelModule(interfaces.automagic.AutomagicInterface):
             return None
         # The requirement is unfulfilled and is a ModuleRequirement
 
-        context.config[
-            interfaces.configuration.path_join(new_config_path, "class")
-        ] = "volatility3.framework.contexts.Module"
+        context.config[interfaces.configuration.path_join(new_config_path, "class")] = (
+            "volatility3.framework.contexts.Module"
+        )
 
         for req in requirement.requirements:
             if (
diff --git a/volatility3/framework/automagic/symbol_finder.py b/volatility3/framework/automagic/symbol_finder.py
index bf1c8ff16..21e594549 100644
--- a/volatility3/framework/automagic/symbol_finder.py
+++ b/volatility3/framework/automagic/symbol_finder.py
@@ -150,12 +150,12 @@ class SymbolFinder(interfaces.automagic.AutomagicInterface):
                 clazz = self.symbol_class
                 # Set the discovered options
                 path_join = interfaces.configuration.path_join
-                context.config[
-                    path_join(config_path, requirement.name, "class")
-                ] = clazz
-                context.config[
-                    path_join(config_path, requirement.name, "isf_url")
-                ] = isf_path
+                context.config[path_join(config_path, requirement.name, "class")] = (
+                    clazz
+                )
+                context.config[path_join(config_path, requirement.name, "isf_url")] = (
+                    isf_path
+                )
                 context.config[
                     path_join(config_path, requirement.name, "symbol_mask")
                 ] = layer.address_mask
diff --git a/volatility3/framework/automagic/windows.py b/volatility3/framework/automagic/windows.py
index a8530829b..52296f5ad 100644
--- a/volatility3/framework/automagic/windows.py
+++ b/volatility3/framework/automagic/windows.py
@@ -402,19 +402,19 @@ class WinSwapLayers(interfaces.automagic.AutomagicInterface):
                     if swap_location:
                         context.config[current_layer_path] = current_layer_name
                         try:
-                            context.config[
-                                layer_loc_path
-                            ] = requirements.URIRequirement.location_from_file(
-                                swap_location
+                            context.config[layer_loc_path] = (
+                                requirements.URIRequirement.location_from_file(
+                                    swap_location
+                                )
                             )
                         except ValueError:
                             vollog.warning(
                                 f"Volatility swap_location {swap_location} could not be validated - swap layer disabled"
                             )
                             continue
-                        context.config[
-                            layer_class_path
-                        ] = "volatility3.framework.layers.physical.FileLayer"
+                        context.config[layer_class_path] = (
+                            "volatility3.framework.layers.physical.FileLayer"
+                        )
 
                     # Add the requirement
                     new_req = requirements.TranslationLayerRequirement(
@@ -424,9 +424,9 @@ class WinSwapLayers(interfaces.automagic.AutomagicInterface):
                     )
                     swap_req.add_requirement(new_req)
 
-                context.config[
-                    path_join(swap_sub_config, "number_of_elements")
-                ] = counter
+                context.config[path_join(swap_sub_config, "number_of_elements")] = (
+                    counter
+                )
                 context.config[swap_sub_config] = True
 
                 swap_req.construct(context, swap_config)
diff --git a/volatility3/framework/configuration/requirements.py b/volatility3/framework/configuration/requirements.py
index abdffdbe4..1c0622574 100644
--- a/volatility3/framework/configuration/requirements.py
+++ b/volatility3/framework/configuration/requirements.py
@@ -550,9 +550,9 @@ class VersionRequirement(interfaces.configuration.RequirementInterface):
         config_path = interfaces.configuration.path_join(config_path, self.name)
         if not self.matches_required(self._version, self._component.version):
             return {config_path: self}
-        context.config[
-            interfaces.configuration.path_join(config_path, self.name)
-        ] = True
+        context.config[interfaces.configuration.path_join(config_path, self.name)] = (
+            True
+        )
         return {}
 
     @classmethod
diff --git a/volatility3/framework/layers/avml.py b/volatility3/framework/layers/avml.py
index c825464cc..2e5572192 100644
--- a/volatility3/framework/layers/avml.py
+++ b/volatility3/framework/layers/avml.py
@@ -224,7 +224,7 @@ class AVMLStacker(interfaces.automagic.StackerLayerInterface):
         except exceptions.LayerException:
             return None
         new_name = context.layers.free_layer_name("AVMLLayer")
-        context.config[
-            interfaces.configuration.path_join(new_name, "base_layer")
-        ] = layer_name
+        context.config[interfaces.configuration.path_join(new_name, "base_layer")] = (
+            layer_name
+        )
         return AVMLLayer(context, new_name, new_name)
diff --git a/volatility3/framework/layers/elf.py b/volatility3/framework/layers/elf.py
index a10d36592..b2fd6d4d1 100644
--- a/volatility3/framework/layers/elf.py
+++ b/volatility3/framework/layers/elf.py
@@ -115,9 +115,9 @@ class Elf64Stacker(interfaces.automagic.StackerLayerInterface):
             vollog.log(constants.LOGLEVEL_VVVV, f"Exception: {excp}")
             return None
         new_name = context.layers.free_layer_name("Elf64Layer")
-        context.config[
-            interfaces.configuration.path_join(new_name, "base_layer")
-        ] = layer_name
+        context.config[interfaces.configuration.path_join(new_name, "base_layer")] = (
+            layer_name
+        )
 
         try:
             return Elf64Layer(context, new_name, new_name)
diff --git a/volatility3/framework/layers/intel.py b/volatility3/framework/layers/intel.py
index 7d3b86a12..ae477854d 100644
--- a/volatility3/framework/layers/intel.py
+++ b/volatility3/framework/layers/intel.py
@@ -277,9 +277,9 @@ class Intel(linear.LinearlyMappedLayer):
         This allows translation layers to provide maps of contiguous
         regions in one layer
         """
-        stashed_offset = (
-            stashed_mapped_offset
-        ) = stashed_size = stashed_mapped_size = stashed_map_layer = None
+        stashed_offset = stashed_mapped_offset = stashed_size = stashed_mapped_size = (
+            stashed_map_layer
+        ) = None
         for offset, size, mapped_offset, mapped_size, map_layer in self._mapping(
             offset, length, ignore_errors
         ):
diff --git a/volatility3/framework/layers/lime.py b/volatility3/framework/layers/lime.py
index 28d646640..8b93932ab 100644
--- a/volatility3/framework/layers/lime.py
+++ b/volatility3/framework/layers/lime.py
@@ -104,7 +104,7 @@ class LimeStacker(interfaces.automagic.StackerLayerInterface):
         except LimeFormatException:
             return None
         new_name = context.layers.free_layer_name("LimeLayer")
-        context.config[
-            interfaces.configuration.path_join(new_name, "base_layer")
-        ] = layer_name
+        context.config[interfaces.configuration.path_join(new_name, "base_layer")] = (
+            layer_name
+        )
         return LimeLayer(context, new_name, new_name)
diff --git a/volatility3/framework/layers/qemu.py b/volatility3/framework/layers/qemu.py
index 501b8655e..ff483291c 100644
--- a/volatility3/framework/layers/qemu.py
+++ b/volatility3/framework/layers/qemu.py
@@ -486,9 +486,9 @@ class QemuStacker(interfaces.automagic.StackerLayerInterface):
         except exceptions.LayerException:
             return None
         new_name = context.layers.free_layer_name("QemuSuspendLayer")
-        context.config[
-            interfaces.configuration.path_join(new_name, "base_layer")
-        ] = layer_name
+        context.config[interfaces.configuration.path_join(new_name, "base_layer")] = (
+            layer_name
+        )
         layer = QemuSuspendLayer(context, new_name, new_name)
         cls.stacker_slow_warning()
         return layer
diff --git a/volatility3/framework/layers/xen.py b/volatility3/framework/layers/xen.py
index f7881a091..927b30430 100644
--- a/volatility3/framework/layers/xen.py
+++ b/volatility3/framework/layers/xen.py
@@ -173,8 +173,8 @@ class XenCoreDumpStacker(elf.Elf64Stacker):
             vollog.log(constants.LOGLEVEL_VVVV, f"Exception: {excp}")
             return None
         new_name = context.layers.free_layer_name("XenCoreDumpLayer")
-        context.config[
-            interfaces.configuration.path_join(new_name, "base_layer")
-        ] = layer_name
+        context.config[interfaces.configuration.path_join(new_name, "base_layer")] = (
+            layer_name
+        )
 
         return XenCoreDumpLayer(context, new_name, new_name)
diff --git a/volatility3/framework/objects/__init__.py b/volatility3/framework/objects/__init__.py
index 831856e3d..316a30bec 100644
--- a/volatility3/framework/objects/__init__.py
+++ b/volatility3/framework/objects/__init__.py
@@ -768,12 +768,10 @@ class Array(interfaces.objects.ObjectInterface, collections.abc.Sequence):
             raise IndexError(f"Member not present in array template: {child}")
 
     @overload
-    def __getitem__(self, i: int) -> interfaces.objects.Template:
-        ...
+    def __getitem__(self, i: int) -> interfaces.objects.Template: ...
 
     @overload
-    def __getitem__(self, s: slice) -> List[interfaces.objects.Template]:
-        ...
+    def __getitem__(self, s: slice) -> List[interfaces.objects.Template]: ...
 
     def __getitem__(self, i):
         """Returns the i-th item from the array."""
diff --git a/volatility3/framework/plugins/mac/pslist.py b/volatility3/framework/plugins/mac/pslist.py
index 88045a277..9b570f3f9 100644
--- a/volatility3/framework/plugins/mac/pslist.py
+++ b/volatility3/framework/plugins/mac/pslist.py
@@ -49,9 +49,7 @@ class PsList(interfaces.plugins.PluginInterface):
         ]
 
     @classmethod
-    def get_list_tasks(
-        cls, method: str
-    ) -> Callable[
+    def get_list_tasks(cls, method: str) -> Callable[
         [interfaces.context.ContextInterface, str, Callable[[int], bool]],
         Iterable[interfaces.objects.ObjectInterface],
     ]:
diff --git a/volatility3/framework/plugins/windows/crashinfo.py b/volatility3/framework/plugins/windows/crashinfo.py
index 4ecd85087..862eb6080 100644
--- a/volatility3/framework/plugins/windows/crashinfo.py
+++ b/volatility3/framework/plugins/windows/crashinfo.py
@@ -46,9 +46,9 @@ class Crashinfo(interfaces.plugins.PluginInterface):
             bitmap_size = format_hints.Hex(summary_header.BitmapSize)
             bitmap_pages = format_hints.Hex(summary_header.Pages)
         else:
-            bitmap_header_size = (
-                bitmap_size
-            ) = bitmap_pages = renderers.NotApplicableValue()
+            bitmap_header_size = bitmap_size = bitmap_pages = (
+                renderers.NotApplicableValue()
+            )
 
         yield (
             0,
diff --git a/volatility3/framework/plugins/windows/mftscan.py b/volatility3/framework/plugins/windows/mftscan.py
index 7e4e1ca18..a266fd864 100644
--- a/volatility3/framework/plugins/windows/mftscan.py
+++ b/volatility3/framework/plugins/windows/mftscan.py
@@ -176,7 +176,6 @@ class MFTScan(interfaces.plugins.PluginInterface, timeliner.TimeLinerInterface):
 
 
 class ADS(interfaces.plugins.PluginInterface):
-
     """Scans for Alternate Data Stream"""
 
     _required_framework_version = (2, 0, 0)
diff --git a/volatility3/framework/plugins/windows/netscan.py b/volatility3/framework/plugins/windows/netscan.py
index d0bbd5cbd..62ead3ab7 100644
--- a/volatility3/framework/plugins/windows/netscan.py
+++ b/volatility3/framework/plugins/windows/netscan.py
@@ -487,10 +487,12 @@ class NetScan(interfaces.plugins.PluginInterface, timeliner.TimeLinerInterface):
             if not isinstance(row_data[9], datetime.datetime):
                 continue
             row_data = [
-                "N/A"
-                if isinstance(i, renderers.UnreadableValue)
-                or isinstance(i, renderers.UnparsableValue)
-                else i
+                (
+                    "N/A"
+                    if isinstance(i, renderers.UnreadableValue)
+                    or isinstance(i, renderers.UnparsableValue)
+                    else i
+                )
                 for i in row_data
             ]
             description = (
diff --git a/volatility3/framework/plugins/windows/registry/printkey.py b/volatility3/framework/plugins/windows/registry/printkey.py
index e248c19bc..180f8f9d9 100644
--- a/volatility3/framework/plugins/windows/registry/printkey.py
+++ b/volatility3/framework/plugins/windows/registry/printkey.py
@@ -193,9 +193,9 @@ class PrintKey(interfaces.plugins.PluginInterface):
                     vollog.debug(
                         "Couldn't read registry value type, so data is unreadable"
                     )
-                    value_data: Union[
-                        interfaces.renderers.BaseAbsentValue, bytes
-                    ] = renderers.UnreadableValue()
+                    value_data: Union[interfaces.renderers.BaseAbsentValue, bytes] = (
+                        renderers.UnreadableValue()
+                    )
                 else:
                     try:
                         value_data = node.decode_data()
diff --git a/volatility3/framework/renderers/conversion.py b/volatility3/framework/renderers/conversion.py
index bf7da9ecb..bb18fcc8a 100644
--- a/volatility3/framework/renderers/conversion.py
+++ b/volatility3/framework/renderers/conversion.py
@@ -28,9 +28,9 @@ def wintime_to_datetime(
 def unixtime_to_datetime(
     unixtime: int,
 ) -> Union[interfaces.renderers.BaseAbsentValue, datetime.datetime]:
-    ret: Union[
-        interfaces.renderers.BaseAbsentValue, datetime.datetime
-    ] = renderers.UnparsableValue()
+    ret: Union[interfaces.renderers.BaseAbsentValue, datetime.datetime] = (
+        renderers.UnparsableValue()
+    )
 
     if unixtime > 0:
         with contextlib.suppress(ValueError):
diff --git a/volatility3/framework/symbols/__init__.py b/volatility3/framework/symbols/__init__.py
index 10cf39cf1..d1e7a104d 100644
--- a/volatility3/framework/symbols/__init__.py
+++ b/volatility3/framework/symbols/__init__.py
@@ -35,9 +35,9 @@ class SymbolSpace(interfaces.symbols.SymbolSpaceInterface):
 
     def __init__(self) -> None:
         super().__init__()
-        self._dict: Dict[
-            str, interfaces.symbols.BaseSymbolTableInterface
-        ] = collections.OrderedDict()
+        self._dict: Dict[str, interfaces.symbols.BaseSymbolTableInterface] = (
+            collections.OrderedDict()
+        )
         # Permanently cache all resolved symbols
         self._resolved: Dict[str, interfaces.objects.Template] = {}
         self._resolved_symbols: Dict[str, interfaces.objects.Template] = {}
@@ -73,9 +73,9 @@ class SymbolSpace(interfaces.symbols.SymbolSpaceInterface):
         self, offset: int, size: int = 0, table_name: str = None
     ) -> Iterable[str]:
         """Returns all symbols that exist at a specific relative address."""
-        table_list: Iterable[
-            interfaces.symbols.BaseSymbolTableInterface
-        ] = self._dict.values()
+        table_list: Iterable[interfaces.symbols.BaseSymbolTableInterface] = (
+            self._dict.values()
+        )
         if table_name is not None:
             if table_name in self._dict:
                 table_list = [self._dict[table_name]]
@@ -179,15 +179,15 @@ class SymbolSpace(interfaces.symbols.SymbolSpaceInterface):
                         if child.vol.type_name not in self._resolved:
                             traverse_list.append(child.vol.type_name)
                             try:
-                                self._resolved[
-                                    child.vol.type_name
-                                ] = self._weak_resolve(
-                                    SymbolType.TYPE, child.vol.type_name
+                                self._resolved[child.vol.type_name] = (
+                                    self._weak_resolve(
+                                        SymbolType.TYPE, child.vol.type_name
+                                    )
                                 )
                             except exceptions.SymbolError:
-                                self._resolved[
-                                    child.vol.type_name
-                                ] = self.UnresolvedTemplate(child.vol.type_name)
+                                self._resolved[child.vol.type_name] = (
+                                    self.UnresolvedTemplate(child.vol.type_name)
+                                )
                         # Stash the replacement
                         replacements.add((traverser, child))
                     elif child.children:
diff --git a/volatility3/framework/symbols/windows/extensions/__init__.py b/volatility3/framework/symbols/windows/extensions/__init__.py
index d435851d7..846e5bd90 100755
--- a/volatility3/framework/symbols/windows/extensions/__init__.py
+++ b/volatility3/framework/symbols/windows/extensions/__init__.py
@@ -452,9 +452,9 @@ class FILE_OBJECT(objects.StructType, pool.ExecutiveObject):
         ].is_valid(self.FileName.Buffer)
 
     def file_name_with_device(self) -> Union[str, interfaces.renderers.BaseAbsentValue]:
-        name: Union[
-            str, interfaces.renderers.BaseAbsentValue
-        ] = renderers.UnreadableValue()
+        name: Union[str, interfaces.renderers.BaseAbsentValue] = (
+            renderers.UnreadableValue()
+        )
 
         # this pointer needs to be checked against native_layer_name because the object may
         # be instantiated from a primary (virtual) layer or a memory (physical) layer.
diff --git a/volatility3/plugins/windows/statistics.py b/volatility3/plugins/windows/statistics.py
index 9915312e3..7f56b75f8 100644
--- a/volatility3/plugins/windows/statistics.py
+++ b/volatility3/plugins/windows/statistics.py
@@ -31,13 +31,9 @@ class Statistics(plugins.PluginInterface):
         # Do mass mapping and determine the number of different layers and how many pages go to each one
         layer = self.context.layers[self.config["primary"]]
 
-        page_count = (
-            swap_count
-        ) = (
-            invalid_page_count
-        ) = (
-            large_page_count
-        ) = large_swap_count = large_invalid_count = other_invalid = 0
+        page_count = swap_count = invalid_page_count = large_page_count = (
+            large_swap_count
+        ) = large_invalid_count = other_invalid = 0
 
         if isinstance(layer, intel.Intel):
             page_addr = 0