diff --git a/tunits/core/__init__.pyi b/tunits/core/__init__.pyi
index aa688fb..d4b7fb8 100644
--- a/tunits/core/__init__.pyi
+++ b/tunits/core/__init__.pyi
@@ -337,7 +337,7 @@ class ValueArray(Generic[ValueType2], WithUnit):
     def __init__(self, data: Any, unit: Any = None) -> None: ...
     def allclose(self, other: ValueArray | Value, *args: Any, **kwargs: float) -> bool: ...
     def unique(self: ArrayType) -> ArrayType: ...
-    def __array__(self, dtype: DTypeLike = None) -> NDArray[Any]: ...
+    def __array__(self, dtype: DTypeLike | None = None) -> NDArray[Any]: ...
     def __array_wrap__(self, out_arr: NDArray[Any], context: Any = None) -> NDArray[Any]: ...
     def __copy__(self: ArrayType) -> ArrayType: ...
     def __deepcopy__(self: ArrayType) -> ArrayType: ...
diff --git a/tunits/core/cython/unit_database.pyx b/tunits/core/cython/unit_database.pyx
index 0c7bbb8..302f04b 100644
--- a/tunits/core/cython/unit_database.pyx
+++ b/tunits/core/cython/unit_database.pyx
@@ -62,7 +62,7 @@ class UnitDatabase:
         """
         if formula in self.known_units:
             return self.known_units[formula]
-        parsed = unit_regex.parseString(formula)
+        parsed = unit_regex.parse_string(formula)
         result = Value(parsed.factor or 1)
         for item in parsed.posexp:
             result *= self._parse_unit_item(item, +1, auto_create)
diff --git a/tunits/core/cython/unit_grammar.pyx b/tunits/core/cython/unit_grammar.pyx
index 02be53e..00b0693 100644
--- a/tunits/core/cython/unit_grammar.pyx
+++ b/tunits/core/cython/unit_grammar.pyx
@@ -41,18 +41,18 @@ scalar_combine = Combine(
     + Optional('.' + Optional(Word(nums)))
     + Optional('e' + Word('+-' + nums, nums))
 )
-scalar = scalar_combine.setParseAction(lambda s, l, t: [float(t[0])])('factor')
+scalar = scalar_combine.set_parse_action(lambda s, l, t: [float(t[0])])('factor')
 
-number = Word(nums).setParseAction(lambda s, l, t: [int(t[0])])
+number = Word(nums).set_parse_action(lambda s, l, t: [int(t[0])])
 name = Word(alphas, alphanums)
 
 negatable = Optional(Literal('-'))('neg')
 exponent = _maybe_parens(negatable + _maybe_parens(number('num') + Optional('/' + number('denom'))))
 
 single_unit = name('name') + Optional('^' + exponent)
-head = Group(single_unit).setResultsName('posexp', True)
-times_unit = Group('*' + single_unit).setResultsName('posexp', True)
-over_unit = Group('/' + single_unit).setResultsName('negexp', True)
+head = Group(single_unit).set_results_name('posexp', True)
+times_unit = Group('*' + single_unit).set_results_name('posexp', True)
+over_unit = Group('/' + single_unit).set_results_name('negexp', True)
 
 unit_regex = (
     stringStart