diff --git a/capa/features/freeze/__init__.py b/capa/features/freeze/__init__.py
index b87f225a..28db5b04 100644
--- a/capa/features/freeze/__init__.py
+++ b/capa/features/freeze/__init__.py
@@ -268,7 +268,7 @@ def dumps(extractor: capa.features.extractors.base_extractor.FeatureExtractor) -
                     basic_block=bbaddr,
                     address=Address.from_capa(addr),
                     feature=feature_from_capa(feature),
-                ) # type: ignore
+                )  # type: ignore
                 for feature, addr in extractor.extract_basic_block_features(f, bb)
             ]
 
@@ -304,21 +304,21 @@ def dumps(extractor: capa.features.extractors.base_extractor.FeatureExtractor) -
                 address=faddr,
                 features=tuple(ffeatures),
                 basic_blocks=basic_blocks,
-            ) # type: ignore
+            )  # type: ignore
         )
 
     features = Features(
         global_=global_features,
         file=tuple(file_features),
         functions=tuple(function_features),
-    ) # type: ignore
+    )  # type: ignore
 
     freeze = Freeze(
         version=2,
         base_address=Address.from_capa(extractor.get_base_address()),
         extractor=Extractor(name=extractor.__class__.__name__),
         features=features,
-    ) # type: ignore
+    )  # type: ignore
 
     return freeze.json()
 
diff --git a/capa/features/freeze/features.py b/capa/features/freeze/features.py
index aef7cc32..3e074618 100644
--- a/capa/features/freeze/features.py
+++ b/capa/features/freeze/features.py
@@ -101,77 +101,77 @@ class FeatureModel(BaseModel):
 
 def feature_from_capa(f: capa.features.common.Feature) -> "Feature":
     if isinstance(f, capa.features.common.OS):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return OSFeature(os=f.value, description=f.description)
 
     elif isinstance(f, capa.features.common.Arch):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return ArchFeature(arch=f.value, description=f.description)
 
     elif isinstance(f, capa.features.common.Format):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return FormatFeature(format=f.value, description=f.description)
 
     elif isinstance(f, capa.features.common.MatchedRule):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return MatchFeature(match=f.value, description=f.description)
 
     elif isinstance(f, capa.features.common.Characteristic):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return CharacteristicFeature(characteristic=f.value, description=f.description)
 
     elif isinstance(f, capa.features.file.Export):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return ExportFeature(export=f.value, description=f.description)
 
     elif isinstance(f, capa.features.file.Import):
-        assert isinstance(f.value,str)
-        return ImportFeature(import_=f.value, description=f.description) # type: ignore
+        assert isinstance(f.value, str)
+        return ImportFeature(import_=f.value, description=f.description)  # type: ignore
 
     elif isinstance(f, capa.features.file.Section):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return SectionFeature(section=f.value, description=f.description)
 
     elif isinstance(f, capa.features.file.FunctionName):
-        assert isinstance(f.value,str)
-        return FunctionNameFeature(function_name=f.value, description=f.description) # type: ignore
+        assert isinstance(f.value, str)
+        return FunctionNameFeature(function_name=f.value, description=f.description)  # type: ignore
 
     # must come before check for String due to inheritance
     elif isinstance(f, capa.features.common.Substring):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return SubstringFeature(substring=f.value, description=f.description)
 
     # must come before check for String due to inheritance
     elif isinstance(f, capa.features.common.Regex):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return RegexFeature(regex=f.value, description=f.description)
 
     elif isinstance(f, capa.features.common.String):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return StringFeature(string=f.value, description=f.description)
 
     elif isinstance(f, capa.features.common.Class):
-        assert isinstance(f.value,str)
-        return ClassFeature(class_=f.value, description=f.description) # type: ignore
+        assert isinstance(f.value, str)
+        return ClassFeature(class_=f.value, description=f.description)  # type: ignore
 
     elif isinstance(f, capa.features.common.Namespace):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return NamespaceFeature(namespace=f.value, description=f.description)
 
     elif isinstance(f, capa.features.basicblock.BasicBlock):
-        assert isinstance(f.value,(str|None))
+        assert isinstance(f.value, (str | None))
         return BasicBlockFeature(description=f.description)
 
     elif isinstance(f, capa.features.insn.API):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return APIFeature(api=f.value, description=f.description)
 
     elif isinstance(f, capa.features.insn.Property):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return PropertyFeature(property=f.value, access=f.access, description=f.description)
 
     elif isinstance(f, capa.features.insn.Number):
-        assert isinstance(f.value,(int,float))
+        assert isinstance(f.value, (int, float))
         return NumberFeature(number=f.value, description=f.description)
 
     elif isinstance(f, capa.features.common.Bytes):
@@ -180,20 +180,20 @@ def feature_from_capa(f: capa.features.common.Feature) -> "Feature":
         return BytesFeature(bytes=binascii.hexlify(buf).decode("ascii"), description=f.description)
 
     elif isinstance(f, capa.features.insn.Offset):
-        assert isinstance(f.value,int)
+        assert isinstance(f.value, int)
         return OffsetFeature(offset=f.value, description=f.description)
 
     elif isinstance(f, capa.features.insn.Mnemonic):
-        assert isinstance(f.value,str)
+        assert isinstance(f.value, str)
         return MnemonicFeature(mnemonic=f.value, description=f.description)
 
     elif isinstance(f, capa.features.insn.OperandNumber):
-        assert isinstance(f.value,int)
-        return OperandNumberFeature(index=f.index, operand_number=f.value, description=f.description) # type: ignore
+        assert isinstance(f.value, int)
+        return OperandNumberFeature(index=f.index, operand_number=f.value, description=f.description)  # type: ignore
 
     elif isinstance(f, capa.features.insn.OperandOffset):
-        assert isinstance(f.value,int)
-        return OperandOffsetFeature(index=f.index, operand_offset=f.value, description=f.description) # type: ignore
+        assert isinstance(f.value, int)
+        return OperandOffsetFeature(index=f.index, operand_offset=f.value, description=f.description)  # type: ignore
 
     else:
         raise NotImplementedError(f"feature_from_capa({type(f)}) not implemented")
diff --git a/capa/render/result_document.py b/capa/render/result_document.py
index db220c70..1fa1706b 100644
--- a/capa/render/result_document.py
+++ b/capa/render/result_document.py
@@ -355,7 +355,7 @@ class Match(BaseModel):
             node=node,
             children=tuple(children),
             locations=tuple(locations),
-            captures = {capture : tuple(captures[capture]) for capture in captures}
+            captures={capture: tuple(captures[capture]) for capture in captures},
         )
 
 
@@ -497,8 +497,8 @@ class RuleMetadata(FrozenModel):
                 malware_family=rule.meta.get("maec/malware-family"),
                 malware_category=rule.meta.get("maec/malware-category"),
                 malware_category_ov=rule.meta.get("maec/malware-category-ov"),
-            ), # type: ignore
-        ) # type: ignore
+            ),  # type: ignore
+        )  # type: ignore
 
     class Config:
         frozen = True