diff --git a/.coveragerc b/.coveragerc
index 40b3f80..b3b043b 100644
--- a/.coveragerc
+++ b/.coveragerc
@@ -1,3 +1,7 @@
 # .coveragerc
 [report]
-show_missing = True
\ No newline at end of file
+show_missing = True
+exclude_lines = 
+    pragma: no cover
+    # ignore lines contains only ellipsis
+    ^\s*\.\.\.\s*$
diff --git a/docs/conf.py b/docs/conf.py
index 3480723..74d1f6b 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -48,9 +48,9 @@
 master_doc = "index"
 
 # General information about the project.
-project = u"PyFunctional"
-copyright = u"2019, Pedro Rodriguez"
-author = u"Pedro Rodriguez"
+project = "PyFunctional"
+copyright = "2019, Pedro Rodriguez"
+author = "Pedro Rodriguez"
 
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
@@ -206,7 +206,7 @@
 
 # -- Options for LaTeX output ---------------------------------------------
 
-latex_elements = {
+latex_elements: dict[str, str] = {
     # The paper size ('letterpaper' or 'a4paper').
     #'papersize': 'letterpaper',
     # The font size ('10pt', '11pt' or '12pt').
@@ -224,8 +224,8 @@
     (
         master_doc,
         "PyFunctional.tex",
-        u"PyFunctional Documentation",
-        u"Pedro Rodriguez",
+        "PyFunctional Documentation",
+        "Pedro Rodriguez",
         "manual",
     ),
 ]
@@ -255,7 +255,7 @@
 
 # One entry per manual page. List of tuples
 # (source start file, name, description, authors, manual section).
-man_pages = [(master_doc, "pyfunctional", u"PyFunctional Documentation", [author], 1)]
+man_pages = [(master_doc, "pyfunctional", "PyFunctional Documentation", [author], 1)]
 
 # If true, show URL addresses after external links.
 # man_show_urls = False
@@ -270,7 +270,7 @@
     (
         master_doc,
         "PyFunctional",
-        u"PyFunctional Documentation",
+        "PyFunctional Documentation",
         author,
         "PyFunctional",
         "One line description of project.",
diff --git a/functional/io.py b/functional/io.py
index 734f46e..7c514f0 100644
--- a/functional/io.py
+++ b/functional/io.py
@@ -4,6 +4,8 @@
 import io
 import builtins
 
+from typing import Optional
+
 
 WRITE_MODE = "wt"
 
@@ -78,7 +80,7 @@ def read(self):
 
 
 class CompressedFile(ReusableFile):
-    magic_bytes = None
+    magic_bytes: Optional[bytes] = None
 
     # pylint: disable=too-many-instance-attributes
     def __init__(
@@ -280,7 +282,7 @@ def read(self):
 
 
 COMPRESSION_CLASSES = [GZFile, BZ2File, XZFile]
-N_COMPRESSION_CHECK_BYTES = max(len(cls.magic_bytes) for cls in COMPRESSION_CLASSES)
+N_COMPRESSION_CHECK_BYTES = max(len(cls.magic_bytes) for cls in COMPRESSION_CLASSES)  # type: ignore
 
 
 def get_read_function(filename, disable_compression):
@@ -352,7 +354,5 @@ def universal_write_open(
         )
     else:
         raise ValueError(
-            "compression must be None, gz, gzip, lzma, or xz and was {0}".format(
-                compression
-            )
+            f"compression must be None, gz, gzip, lzma, or xz and was {compression}"
         )
diff --git a/functional/pipeline.py b/functional/pipeline.py
index fad364b..f6d08bd 100644
--- a/functional/pipeline.py
+++ b/functional/pipeline.py
@@ -4,12 +4,31 @@
 from operator import mul, add
 import collections
 from functools import reduce, wraps, partial
+from typing import (  # pylint: disable=unused-import
+    Any,
+    Callable,
+    DefaultDict,
+    Dict,
+    Generic,
+    Iterable,
+    Iterator,
+    List,
+    NamedTuple,
+    Optional,
+    Set,
+    Tuple,
+    TypeVar,
+    Union,
+    overload,
+)
 
 import json
 import csv
 import sqlite3
 import re
 
+from typing_extensions import Literal
+
 from tabulate import tabulate
 
 from functional.execution import ExecutionEngine
@@ -27,14 +46,40 @@
 from functional.execution import ExecutionStrategies
 
 
-class Sequence(object):
+_T_co = TypeVar("_T_co", covariant=True)  # pylint: disable=invalid-name
+_T1_co = TypeVar("_T1_co", covariant=True)  # pylint: disable=invalid-name
+_T1 = TypeVar("_T1")
+_T2 = TypeVar("_T2")
+_T3 = TypeVar("_T3")
+_T4 = TypeVar("_T4")
+_T5 = TypeVar("_T5")
+
+
+_U = TypeVar("_U")
+_U1 = TypeVar("_U1")
+_K = TypeVar("_K")
+_V = TypeVar("_V")
+
+_PT = TypeVar("_PT", str, bool, float, complex, bytes, int, dict, set, NamedTuple)
+
+
+class Sequence(Generic[_T_co]):
     """
     Sequence is a wrapper around any type of sequence which provides access to common
     functional transformations and reductions in a data pipeline style
     """
 
+    _base_sequence: Iterable[_T_co]
+    _max_repr_items: Optional[int]
+    _lineage: Lineage
+
     def __init__(
-        self, sequence, transform=None, engine=None, max_repr_items=None, no_wrap=None
+        self,
+        sequence: Iterable[_T_co],
+        transform=None,
+        engine=None,
+        max_repr_items=None,
+        no_wrap=None,
     ):
         # pylint: disable=protected-access
         """
@@ -64,7 +109,7 @@ def __init__(
             self._lineage.apply(transform)
         self.no_wrap = no_wrap
 
-    def __iter__(self):
+    def __iter__(self) -> Iterator[_T_co]:
         """
         Return iterator of sequence.
 
@@ -72,7 +117,7 @@ def __iter__(self):
         """
         return self._evaluate()
 
-    def __eq__(self, other):
+    def __eq__(self, other) -> bool:
         """
         Checks for equality with the sequence's equality operator.
 
@@ -81,7 +126,7 @@ def __eq__(self, other):
         """
         return self.sequence == other
 
-    def __ne__(self, other):
+    def __ne__(self, other) -> bool:
         """
         Checks for inequality with the sequence's inequality operator.
 
@@ -144,7 +189,7 @@ def __getitem__(self, item):
         self.cache()
         return _wrap(self.sequence[item])
 
-    def __reversed__(self):
+    def __reversed__(self) -> "Sequence[_T_co]":
         """
         Return reversed sequence using sequence's reverse function
 
@@ -152,7 +197,7 @@ def __reversed__(self):
         """
         return self._transform(transformations.reversed_t())
 
-    def __contains__(self, item):
+    def __contains__(self, item) -> bool:
         """
         Checks if item is in sequence.
 
@@ -161,7 +206,9 @@ def __contains__(self, item):
         """
         return self.sequence.__contains__(item)
 
-    def __add__(self, other):
+    def __add__(
+        self, other: Union[List[_T_co], "Sequence[_T_co]"]
+    ) -> "Sequence[_T_co]":
         """
         Concatenates sequence with other.
 
@@ -173,7 +220,7 @@ def __add__(self, other):
         else:
             return Sequence(self.sequence + other, no_wrap=self.no_wrap)
 
-    def _evaluate(self):
+    def _evaluate(self) -> Iterator[_T_co]:
         """
         Creates and returns an iterator which applies all the transformations in the lineage
 
@@ -196,7 +243,7 @@ def _transform(self, *transforms):
         return sequence
 
     @property
-    def sequence(self):
+    def sequence(self) -> List[_T_co]:
         """
         Alias for to_list used internally for brevity
 
@@ -204,7 +251,7 @@ def sequence(self):
         """
         return self.to_list()
 
-    def cache(self, delete_lineage=False):
+    def cache(self, delete_lineage=False) -> "Sequence[_T_co]":
         """
         Caches the result of the Sequence so far. This means that any functions applied on the
         pipeline before cache() are evaluated, and the result is stored in the Sequence. This is
@@ -225,7 +272,7 @@ def cache(self, delete_lineage=False):
             self._lineage = Lineage(engine=self.engine)
         return self
 
-    def head(self, no_wrap=None):
+    def head(self, no_wrap=None) -> _T_co:
         """
         Returns the first element of the sequence.
 
@@ -247,7 +294,7 @@ def head(self, no_wrap=None):
         else:
             return _wrap(self.take(1)[0])
 
-    def first(self, no_wrap=None):
+    def first(self, no_wrap=None) -> _T_co:
         """
         Returns the first element of the sequence.
 
@@ -266,6 +313,20 @@ def first(self, no_wrap=None):
         """
         return self.head(no_wrap=no_wrap)
 
+    @overload
+    def head_option(self: "Sequence[_PT]", no_wrap=None) -> Optional[_PT]:
+        ...
+
+    @overload
+    def head_option(
+        self: "Sequence[Iterable[_T1]]", no_wrap=None
+    ) -> Optional["Sequence[_T1]"]:
+        ...
+
+    @overload
+    def head_option(self: "Sequence[_T2]", no_wrap=None) -> Optional[_T2]:
+        ...
+
     def head_option(self, no_wrap=None):
         """
         Returns the first element of the sequence or None, if the sequence is empty.
@@ -283,7 +344,7 @@ def head_option(self, no_wrap=None):
             return None
         return self.head(no_wrap=no_wrap)
 
-    def last(self, no_wrap=None):
+    def last(self, no_wrap=None) -> _T_co:
         """
         Returns the last element of the sequence.
 
@@ -305,7 +366,7 @@ def last(self, no_wrap=None):
         else:
             return _wrap(self.sequence[-1])
 
-    def last_option(self, no_wrap=None):
+    def last_option(self, no_wrap=None) -> Optional[_T_co]:
         """
         Returns the last element of the sequence or None, if the sequence is empty.
 
@@ -322,7 +383,7 @@ def last_option(self, no_wrap=None):
             return None
         return self.last(no_wrap=no_wrap)
 
-    def init(self):
+    def init(self) -> "Sequence[_T_co]":
         """
         Returns the sequence, without its last element.
 
@@ -333,7 +394,7 @@ def init(self):
         """
         return self._transform(transformations.init_t())
 
-    def tail(self):
+    def tail(self) -> "Sequence[_T_co]":
         """
         Returns the sequence, without its first element.
 
@@ -344,7 +405,7 @@ def tail(self):
         """
         return self._transform(transformations.tail_t())
 
-    def inits(self):
+    def inits(self) -> "Sequence[Sequence[_T_co]]":
         """
         Returns consecutive inits of the sequence.
 
@@ -355,7 +416,7 @@ def inits(self):
         """
         return self._transform(transformations.inits_t(_wrap))
 
-    def tails(self):
+    def tails(self) -> "Sequence[Sequence[_T_co]]":
         """
         Returns consecutive tails of the sequence.
 
@@ -366,6 +427,54 @@ def tails(self):
         """
         return self._transform(transformations.tails_t(_wrap))
 
+    @overload
+    def cartesian(
+        self, __iter1: Iterable[_T1], *, repeat: int = 1
+    ) -> "Sequence[Tuple[_T_co, _T1]]":
+        ...
+
+    @overload
+    def cartesian(
+        self, __iter1: Iterable[_T1], __iter2: Iterable[_T2], *, repeat: int = 1
+    ) -> "Sequence[Tuple[_T_co, _T1, _T2]]":
+        ...
+
+    @overload
+    def cartesian(
+        self,
+        __iter1: Iterable[_T1],
+        __iter2: Iterable[_T2],
+        __iter3: Iterable[_T3],
+        *,
+        repeat: int = 1,
+    ) -> "Sequence[Tuple[_T_co, _T1, _T2, _T3]]":
+        ...
+
+    @overload
+    def cartesian(
+        self,
+        __iter1: Iterable[_T1],
+        __iter2: Iterable[_T2],
+        __iter3: Iterable[_T3],
+        __iter4: Iterable[_T4],
+        *,
+        repeat: int = 1,
+    ) -> "Sequence[Tuple[_T_co, _T1, _T2, _T3, _T4]]":
+        ...
+
+    @overload
+    def cartesian(
+        self,
+        __iter1: Iterable[Any],
+        __iter2: Iterable[Any],
+        __iter3: Iterable[Any],
+        __iter4: Iterable[Any],
+        __iter5: Iterable[Any],
+        *__iters: Iterable[Any],
+        repeat: int = 1,
+    ) -> "Sequence[Tuple[Any, ...]]":
+        ...
+
     def cartesian(self, *iterables, **kwargs):
         """
         Returns the cartesian product of the passed iterables with the specified number of
@@ -384,7 +493,7 @@ def cartesian(self, *iterables, **kwargs):
             transformations.cartesian_t(iterables, kwargs.get("repeat", 1))
         )
 
-    def drop(self, n):
+    def drop(self, n: int) -> "Sequence[_T_co]":
         """
         Drop the first n elements of the sequence.
 
@@ -399,7 +508,7 @@ def drop(self, n):
         else:
             return self._transform(transformations.drop_t(n))
 
-    def drop_right(self, n):
+    def drop_right(self, n: int) -> "Sequence[_T_co]":
         """
         Drops the last n elements of the sequence.
 
@@ -411,7 +520,7 @@ def drop_right(self, n):
         """
         return self._transform(transformations.drop_right_t(n))
 
-    def drop_while(self, func):
+    def drop_while(self, func: Callable[[_T_co], bool]) -> "Sequence[_T_co]":
         """
         Drops elements in the sequence while func evaluates to True, then returns the rest.
 
@@ -423,7 +532,7 @@ def drop_while(self, func):
         """
         return self._transform(transformations.drop_while_t(func))
 
-    def take(self, n):
+    def take(self, n: int) -> "Sequence[_T_co]":
         """
         Take the first n elements of the sequence.
 
@@ -438,7 +547,7 @@ def take(self, n):
         else:
             return self._transform(transformations.take_t(n))
 
-    def take_while(self, func):
+    def take_while(self, func: Callable[[_T_co], bool]) -> "Sequence[_T_co]":
         """
         Take elements in the sequence until func evaluates to False, then return them.
 
@@ -450,7 +559,7 @@ def take_while(self, func):
         """
         return self._transform(transformations.take_while_t(func))
 
-    def union(self, other):
+    def union(self, other: "Sequence[_T_co]") -> "Sequence[_T_co]":
         """
         New sequence with unique elements from self and other.
 
@@ -462,7 +571,7 @@ def union(self, other):
         """
         return self._transform(transformations.union_t(other))
 
-    def intersection(self, other):
+    def intersection(self, other: "Sequence[_T_co]") -> "Sequence[_T_co]":
         """
         New sequence with unique elements present in sequence and other.
 
@@ -474,7 +583,7 @@ def intersection(self, other):
         """
         return self._transform(transformations.intersection_t(other))
 
-    def difference(self, other):
+    def difference(self, other: "Sequence[_T_co]") -> "Sequence[_T_co]":
         """
         New sequence with unique elements present in sequence but not in other.
 
@@ -486,7 +595,7 @@ def difference(self, other):
         """
         return self._transform(transformations.difference_t(other))
 
-    def symmetric_difference(self, other):
+    def symmetric_difference(self, other: "Sequence[_T_co]") -> "Sequence[_T_co]":
         """
         New sequence with elements in either sequence or other, but not both.
 
@@ -498,7 +607,7 @@ def symmetric_difference(self, other):
         """
         return self._transform(transformations.symmetric_difference_t(other))
 
-    def map(self, func):
+    def map(self, func: Callable[[_T_co], _U]) -> "Sequence[_U]":
         """
         Maps f onto the elements of the sequence.
 
@@ -510,7 +619,7 @@ def map(self, func):
         """
         return self._transform(transformations.map_t(func))
 
-    def select(self, func):
+    def select(self, func: Callable[[_T_co], _U]) -> "Sequence[_U]":
         """
         Selects f from the elements of the sequence.
 
@@ -522,6 +631,42 @@ def select(self, func):
         """
         return self._transform(transformations.select_t(func))
 
+    @overload
+    def starmap(
+        self: "Sequence[Tuple[_T1]]", func: Callable[[_T1], _U]
+    ) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def starmap(
+        self: "Sequence[Tuple[_T1, _T2]]", func: Callable[[_T1, _T2], _U]
+    ) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def starmap(
+        self: "Sequence[Tuple[_T1, _T2, _T3]]", func: Callable[[_T1, _T2, _T3], _U]
+    ) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def starmap(
+        self: "Sequence[Tuple[_T1, _T2, _T3, _T4]]",
+        func: Callable[[_T1, _T2, _T3, _T4], _U],
+    ) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def starmap(
+        self: "Sequence[Tuple[_T1, _T2, _T3, _T4, _T5]]",
+        func: Callable[[_T1, _T2, _T3, _T4, _T5], _U],
+    ) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def starmap(self, func: Callable[..., _U]) -> "Sequence[_U]":
+        ...
+
     def starmap(self, func):
         """
         starmaps f onto the sequence as itertools.starmap does.
@@ -548,7 +693,7 @@ def smap(self, func):
         """
         return self._transform(transformations.starmap_t(func))
 
-    def for_each(self, func):
+    def for_each(self, func: Callable[[_T_co], Any]) -> None:
         """
         Executes func on each element of the sequence.
 
@@ -562,7 +707,7 @@ def for_each(self, func):
         for e in self:
             func(e)
 
-    def peek(self, func):
+    def peek(self, func: Callable[[_T_co], None]):
         """
         Executes func on each element of the sequence and returns the element
 
@@ -577,7 +722,7 @@ def peek(self, func):
         """
         return self._transform(transformations.peek_t(func))
 
-    def filter(self, func):
+    def filter(self, func: Callable[[_T_co], bool]) -> "Sequence[_T_co]":
         """
         Filters sequence to include only elements where func is True.
 
@@ -589,7 +734,7 @@ def filter(self, func):
         """
         return self._transform(transformations.filter_t(func))
 
-    def filter_not(self, func):
+    def filter_not(self, func: Callable[[_T_co], bool]) -> "Sequence[_T_co]":
         """
         Filters sequence to include only elements where func is False.
 
@@ -601,7 +746,7 @@ def filter_not(self, func):
         """
         return self._transform(transformations.filter_not_t(func))
 
-    def where(self, func):
+    def where(self, func: Callable[[_T_co], bool]) -> "Sequence[_T_co]":
         """
         Selects elements where func evaluates to True.
 
@@ -613,7 +758,7 @@ def where(self, func):
         """
         return self._transform(transformations.where_t(func))
 
-    def count(self, func):
+    def count(self, func: Callable[[_T_co], bool]) -> int:
         """
         Counts the number of elements in the sequence which satisfy the predicate func.
 
@@ -629,7 +774,7 @@ def count(self, func):
                 n += 1
         return n
 
-    def len(self):
+    def len(self) -> int:
         """
         Return length of sequence using its length function.
 
@@ -705,7 +850,7 @@ def all(self):
         """
         return all(self)
 
-    def exists(self, func):
+    def exists(self, func: Callable[[_T_co], bool]):
         """
         Returns True if an element in the sequence makes func evaluate to True.
 
@@ -723,7 +868,7 @@ def exists(self, func):
                 return True
         return False
 
-    def for_all(self, func):
+    def for_all(self, func: Callable[[_T_co], bool]):
         """
         Returns True if all elements in sequence make func evaluate to True.
 
@@ -741,6 +886,14 @@ def for_all(self, func):
                 return False
         return True
 
+    @overload
+    def max(self: "Sequence[Iterable[_T1]]") -> "Sequence[_T1]":
+        ...
+
+    @overload
+    def max(self) -> _T_co:
+        ...
+
     def max(self):
         """
         Returns the largest element in the sequence.
@@ -772,6 +925,14 @@ def max(self):
         """
         return _wrap(max(self))
 
+    @overload
+    def min(self: "Sequence[Iterable[_T1]]") -> "Sequence[_T1]":
+        ...
+
+    @overload
+    def min(self) -> _T_co:
+        ...
+
     def min(self):
         """
         Returns the smallest element in the sequence.
@@ -803,6 +964,16 @@ def min(self):
         """
         return _wrap(min(self))
 
+    @overload
+    def max_by(
+        self: "Sequence[Iterable[_T1]]", func: Callable[[Iterable[_T1]], _U]
+    ) -> "Sequence[_T1]":
+        ...
+
+    @overload
+    def max_by(self, func: Callable[[_T_co], _U]) -> _T_co:
+        ...
+
     def max_by(self, func):
         """
         Returns the largest element in the sequence.
@@ -828,6 +999,16 @@ def max_by(self, func):
         """
         return _wrap(max(self, key=func))
 
+    @overload
+    def min_by(
+        self: "Sequence[Iterable[_T1]]", func: Callable[[Iterable[_T1]], _U]
+    ) -> "Sequence[_T1]":
+        ...
+
+    @overload
+    def min_by(self, func: Callable[[_T_co], _U]) -> _T_co:
+        ...
+
     def min_by(self, func):
         """
         Returns the smallest element in the sequence.
@@ -853,7 +1034,7 @@ def min_by(self, func):
         """
         return _wrap(min(self, key=func))
 
-    def find(self, func):
+    def find(self, func: Callable[[_T_co], bool]) -> Optional[_T_co]:
         """
         Finds the first element of the sequence that satisfies func. If no such element exists,
         then return None.
@@ -869,7 +1050,7 @@ def find(self, func):
                 return element
         return None
 
-    def flatten(self):
+    def flatten(self: "Sequence[Iterable[_T1]]") -> "Sequence[_T1]":
         """
         Flattens a sequence of sequences to a single sequence of elements.
 
@@ -880,7 +1061,7 @@ def flatten(self):
         """
         return self._transform(transformations.flatten_t())
 
-    def flat_map(self, func):
+    def flat_map(self, func: Callable[[_T_co], Iterable[_U]]) -> "Sequence[_U]":
         """
         Applies func to each element of the sequence, which themselves should be sequences.
         Then appends each element of each sequence to a final result
@@ -899,7 +1080,9 @@ def flat_map(self, func):
         """
         return self._transform(transformations.flat_map_t(func))
 
-    def group_by(self, func):
+    def group_by(
+        self, func: Callable[[_T_co], _U]
+    ) -> "Sequence[Tuple[_U, List[_T_co]]]":
         """
         Group elements into a list of (Key, Value) tuples where func creates the key and maps
         to values matching that key.
@@ -912,7 +1095,9 @@ def group_by(self, func):
         """
         return self._transform(transformations.group_by_t(func))
 
-    def group_by_key(self):
+    def group_by_key(
+        self: "Sequence[Tuple[_K, _V]]",
+    ) -> "Sequence[Tuple[_K, List[_V]]]":
         """
         Group sequence of (Key, Value) elements by Key.
 
@@ -923,7 +1108,9 @@ def group_by_key(self):
         """
         return self._transform(transformations.group_by_key_t())
 
-    def reduce_by_key(self, func):
+    def reduce_by_key(
+        self: "Sequence[Tuple[_K, _V]]", func: Callable[[_K, _V], _V]
+    ) -> "Sequence[Tuple[_K, _V]]":
         """
         Reduces a sequence of (Key, Value) using func on each sequence of values.
 
@@ -936,7 +1123,7 @@ def reduce_by_key(self, func):
         """
         return self._transform(transformations.reduce_by_key_t(func))
 
-    def count_by_key(self):
+    def count_by_key(self: "Sequence[Tuple[_K, _V]]") -> "Sequence[Tuple[_K, int]]":
         """
         Reduces a sequence of (Key, Value) by counting each key
 
@@ -946,7 +1133,7 @@ def count_by_key(self):
         """
         return self._transform(transformations.count_by_key_t())
 
-    def count_by_value(self):
+    def count_by_value(self) -> "Sequence[Tuple[_T_co, int]]":
         """
         Reduces a sequence of items by counting each unique item
 
@@ -956,6 +1143,14 @@ def count_by_value(self):
         """
         return self._transform(transformations.count_by_value_t())
 
+    @overload
+    def reduce(self, func: Callable[[_T_co, _T_co], _T_co]) -> _T_co:
+        ...
+
+    @overload
+    def reduce(self, func: Callable[[_U, _T_co], _U], *, initial: _U) -> _U:
+        ...
+
     def reduce(self, func, *initial):
         """
         Reduce sequence of elements using func. API mirrors functools.reduce
@@ -976,7 +1171,7 @@ def reduce(self, func, *initial):
                 "reduce takes exactly one optional parameter for initial value"
             )
 
-    def accumulate(self, func=add):
+    def accumulate(self, func: Callable[[_U, _T_co], _U] = add) -> "Sequence[_U]":
         """
         Accumulate sequence of elements using func. API mirrors itertools.accumulate
 
@@ -991,7 +1186,7 @@ def accumulate(self, func=add):
         """
         return self._transform(transformations.accumulate_t(func))
 
-    def make_string(self, separator):
+    def make_string(self, separator: str) -> str:
         """
         Concatenate the elements of the sequence into a string separated by separator.
 
@@ -1003,6 +1198,30 @@ def make_string(self, separator):
         """
         return separator.join(str(e) for e in self)
 
+    @overload
+    def product(self, projection: Callable[[_T_co], _PT]) -> _PT:
+        ...
+
+    @overload
+    def product(self, projection: Callable[[_T_co], Iterable[_U]]) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def product(self, projection: Callable[[_T_co], _U]) -> _U:
+        ...
+
+    @overload
+    def product(self: "Sequence[_PT]") -> _PT:
+        ...
+
+    @overload
+    def product(self: "Sequence[Iterable[_T1]]") -> "Sequence[_T1]":
+        ...
+
+    @overload
+    def product(self) -> _T_co:
+        ...
+
     def product(self, projection=None):
         """
         Takes product of elements in sequence.
@@ -1035,6 +1254,30 @@ def product(self, projection=None):
         else:
             return self.reduce(mul)
 
+    @overload
+    def sum(self, projection: Callable[[_T_co], _PT]) -> _PT:
+        ...
+
+    @overload
+    def sum(self, projection: Callable[[_T_co], Iterable[_U]]) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def sum(self, projection: Callable[[_T_co], _U]) -> _U:
+        ...
+
+    @overload
+    def sum(self: "Sequence[_PT]") -> _PT:
+        ...
+
+    @overload
+    def sum(self: "Sequence[Iterable[_T1]]") -> "Sequence[_T1]":
+        ...
+
+    @overload
+    def sum(self) -> _T_co:
+        ...
+
     def sum(self, projection=None):
         """
         Takes sum of elements in sequence.
@@ -1053,6 +1296,30 @@ def sum(self, projection=None):
         else:
             return sum(self)
 
+    @overload
+    def average(self, projection: Callable[[_T_co], _PT]) -> _PT:
+        ...
+
+    @overload
+    def average(self, projection: Callable[[_T_co], Iterable[_U]]) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def average(self, projection: Callable[[_T_co], _U]) -> _U:
+        ...
+
+    @overload
+    def average(self: "Sequence[_PT]") -> _PT:
+        ...
+
+    @overload
+    def average(self: "Sequence[Iterable[_T1]]") -> "Sequence[_T1]":
+        ...
+
+    @overload
+    def average(self) -> _T_co:
+        ...
+
     def average(self, projection=None):
         """
         Takes the average of elements in the sequence
@@ -1071,6 +1338,27 @@ def average(self, projection=None):
         else:
             return sum(self) / length
 
+    @overload
+    def aggregate(
+        self, __func: Callable[[_T_co, _T_co], _T_co]
+    ) -> Union[_T_co, "Sequence"]:
+        ...
+
+    @overload
+    def aggregate(
+        self, __seed: _U, __func: Callable[[_T_co, _U], _U]
+    ) -> Union[_U, "Sequence"]:
+        ...
+
+    @overload
+    def aggregate(
+        self,
+        __seed: _U,
+        __func: Callable[[_T_co, _U], _U],
+        __result_lambda: Callable[[_U], _U1],
+    ) -> Union[_U, "Sequence"]:
+        ...
+
     def aggregate(self, *args):
         """
         Aggregates the sequence by specified arguments. Its behavior varies depending on if one,
@@ -1102,14 +1390,28 @@ def aggregate(self, *args):
             func = args[1]
             result_lambda = args[2]
         else:
-            raise ValueError(
-                "aggregate takes 1-3 arguments, {0} were given".format(len(args))
-            )
+            raise ValueError(f"aggregate takes 1-3 arguments, {len(args)} were given")
         if len(args) == 1:
             return result_lambda(self.drop(1).fold_left(self.first(), func))
         else:
             return result_lambda(self.fold_left(seed, func))
 
+    @overload
+    def fold_left(self, zero_value: _PT, func: Callable[[_T_co, _PT], _PT]) -> _PT:
+        ...
+
+    @overload
+    def fold_left(
+        self,
+        zero_value: Iterable[_U],
+        func: Callable[[_T_co, Iterable[_U]], Iterable[_U]],
+    ) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def fold_left(self, zero_value: _U, func: Callable[[_T_co, _U], _U]) -> _U:
+        ...
+
     def fold_left(self, zero_value, func):
         """
         Assuming that the sequence elements are of type A, folds from left to right starting with
@@ -1129,6 +1431,22 @@ def fold_left(self, zero_value, func):
             result = func(result, element)
         return _wrap(result)
 
+    @overload
+    def fold_right(self, zero_value: _PT, func: Callable[[_T_co, _PT], _PT]) -> _PT:
+        ...
+
+    @overload
+    def fold_right(
+        self,
+        zero_value: Iterable[_U],
+        func: Callable[[_T_co, Iterable[_U]], Iterable[_U]],
+    ) -> "Sequence[_U]":
+        ...
+
+    @overload
+    def fold_right(self, zero_value: _U, func: Callable[[_T_co, _U], _U]) -> _U:
+        ...
+
     def fold_right(self, zero_value, func):
         """
         Assuming that the sequence elements are of type A, folds from right to left starting with
@@ -1148,7 +1466,7 @@ def fold_right(self, zero_value, func):
             result = func(element, result)
         return _wrap(result)
 
-    def zip(self, sequence):
+    def zip(self, sequence: "Sequence[_T1_co]") -> "Sequence[Tuple[_T_co, _T1_co]]":
         """
         Zips the stored sequence with the given sequence.
 
@@ -1160,7 +1478,7 @@ def zip(self, sequence):
         """
         return self._transform(transformations.zip_t(sequence))
 
-    def zip_with_index(self, start=0):
+    def zip_with_index(self, start: int = 0) -> "Sequence[Tuple[_T_co, int]]":
         """
         Zips the sequence to its index, with the index being the second element of each tuple.
 
@@ -1171,7 +1489,7 @@ def zip_with_index(self, start=0):
         """
         return self._transform(transformations.zip_with_index_t(start))
 
-    def enumerate(self, start=0):
+    def enumerate(self, start: int = 0) -> "Sequence[Tuple[int, _T_co]]":
         """
         Uses python enumerate to to zip the sequence with indexes starting at start.
 
@@ -1183,7 +1501,7 @@ def enumerate(self, start=0):
         """
         return self._transform(transformations.enumerate_t(start))
 
-    def inner_join(self, other):
+    def inner_join(self: "Sequence[Tuple[_K, _V]]", other: "Sequence[Tuple[_K, _V]]"):
         """
         Sequence and other must be composed of (Key, Value) pairs.
         If self.sequence contains (K, V) pairs and other contains (K, W) pairs, the return result
@@ -1198,6 +1516,38 @@ def inner_join(self, other):
         """
         return self.join(other, "inner")
 
+    @overload
+    def join(
+        self: "Sequence[Tuple[_T1, _T2]]",
+        other: "Sequence[Tuple[_T1, _T2]]",
+        join_type: Literal["inner"],
+    ) -> "Sequence[Tuple[_T1, Tuple[_T2, _T2]]]":
+        ...
+
+    @overload
+    def join(
+        self: "Sequence[Tuple[_T1, _T2]]",
+        other: "Sequence[Tuple[_T1, _T2]]",
+        join_type: Literal["outer"],
+    ) -> "Sequence[Tuple[_T1, Tuple[Optional[_T2], Optional[_T2]]]]":
+        ...
+
+    @overload
+    def join(
+        self: "Sequence[Tuple[_T1, _T2]]",
+        other: "Sequence[Tuple[_T1, _T2]]",
+        join_type: Literal["left"],
+    ) -> "Sequence[Tuple[_T1, Tuple[Optional[_T2], _T2]]]":
+        ...
+
+    @overload
+    def join(
+        self: "Sequence[Tuple[_T1, _T2]]",
+        other: "Sequence[Tuple[_T1, _T2]]",
+        join_type: Literal["right"],
+    ) -> "Sequence[Tuple[_T1, Tuple[_T2, Optional[_T2]]]]":
+        ...
+
     def join(self, other, join_type="inner"):
         """
         Sequence and other must be composed of (Key, Value) pairs. If self.sequence contains (K, V)
@@ -1228,7 +1578,7 @@ def join(self, other, join_type="inner"):
         """
         return self._transform(transformations.join_t(other, join_type))
 
-    def left_join(self, other):
+    def left_join(self: "Sequence[Tuple[_K, _V]]", other: "Sequence[Tuple[_K, _V]]"):
         """
         Sequence and other must be composed of (Key, Value) pairs. If self.sequence contains (K, V)
         pairs and other contains (K, W) pairs, the return result is a sequence of (K, (V, W)) pairs.
@@ -1242,7 +1592,7 @@ def left_join(self, other):
         """
         return self.join(other, "left")
 
-    def right_join(self, other):
+    def right_join(self: "Sequence[Tuple[_K, _V]]", other: "Sequence[Tuple[_K, _V]]"):
         """
         Sequence and other must be composed of (Key, Value) pairs. If self.sequence contains (K, V)
         pairs and other contains (K, W) pairs, the return result is a sequence of (K, (V, W)) pairs.
@@ -1256,7 +1606,7 @@ def right_join(self, other):
         """
         return self.join(other, "right")
 
-    def outer_join(self, other):
+    def outer_join(self: "Sequence[Tuple[_K, _V]]", other: "Sequence[Tuple[_K, _V]]"):
         """
         Sequence and other must be composed of (Key, Value) pairs. If self.sequence contains (K, V)
         pairs and other contains (K, W) pairs, the return result is a sequence of (K, (V, W)) pairs.
@@ -1270,7 +1620,7 @@ def outer_join(self, other):
         """
         return self.join(other, "outer")
 
-    def partition(self, func):
+    def partition(self, func: Callable[[_T_co], bool]) -> "Sequence[Sequence[_T_co]]":
         """
         Partition the sequence based on satisfying the predicate func.
 
@@ -1282,7 +1632,7 @@ def partition(self, func):
         """
         return self._transform(transformations.partition_t(_wrap, func))
 
-    def grouped(self, size):
+    def grouped(self, size: int) -> "Sequence[List[_T_co]]":
         """
         Partitions the elements into groups of length size.
 
@@ -1299,7 +1649,7 @@ def grouped(self, size):
         """
         return self._transform(transformations.grouped_t(size))
 
-    def sliding(self, size, step=1):
+    def sliding(self, size: int, step=1) -> "Sequence[List[_T_co]]":
         """
         Groups elements in fixed size blocks by passing a sliding window over them.
 
@@ -1311,7 +1661,9 @@ def sliding(self, size, step=1):
         """
         return self._transform(transformations.sliding_t(_wrap, size, step))
 
-    def sorted(self, key=None, reverse=False):
+    def sorted(
+        self, key: Optional[Callable[[_T_co], Any]] = None, reverse: bool = False
+    ) -> "Sequence[_T_co]":
         """
         Uses python sort and its passed arguments to sort the input.
 
@@ -1324,7 +1676,7 @@ def sorted(self, key=None, reverse=False):
         """
         return self._transform(transformations.sorted_t(key=key, reverse=reverse))
 
-    def order_by(self, func):
+    def order_by(self, func: Optional[Callable[[_T_co], Any]]) -> "Sequence[_T_co]":
         """
         Orders the input according to func
 
@@ -1347,7 +1699,7 @@ def reverse(self):
         """
         return reversed(self)
 
-    def distinct(self):
+    def distinct(self) -> "Sequence[_T_co]":
         """
         Returns sequence of distinct elements. Elements must be hashable.
 
@@ -1358,7 +1710,7 @@ def distinct(self):
         """
         return self._transform(transformations.distinct_t())
 
-    def distinct_by(self, func):
+    def distinct_by(self, func: Callable[[_T_co], Any]) -> "Sequence[_T_co]":
         """
         Returns sequence of elements who are distinct by the passed function. The return
         value of func must be hashable. When two elements are distinct by func, the first is taken.
@@ -1368,7 +1720,7 @@ def distinct_by(self, func):
         """
         return self._transform(transformations.distinct_by_t(func))
 
-    def slice(self, start, until):
+    def slice(self, start: int, until: int) -> "Sequence[_T_co]":
         """
         Takes a slice of the sequence starting at start and until but not including until.
 
@@ -1383,7 +1735,7 @@ def slice(self, start, until):
         """
         return self._transform(transformations.slice_t(start, until))
 
-    def to_list(self, n=None):
+    def to_list(self, n: int = None) -> List[_T_co]:
         """
         Converts sequence to list of elements.
 
@@ -1405,7 +1757,7 @@ def to_list(self, n=None):
         else:
             return self.cache().take(n).list()
 
-    def list(self, n=None):
+    def list(self, n: int = None) -> List[_T_co]:
         """
         Converts sequence to list of elements.
 
@@ -1423,7 +1775,7 @@ def list(self, n=None):
         """
         return self.to_list(n=n)
 
-    def to_set(self):
+    def to_set(self) -> Set[_T_co]:
         """
         Converts sequence to a set of elements.
 
@@ -1440,7 +1792,7 @@ def to_set(self):
         """
         return set(self.sequence)
 
-    def set(self):
+    def set(self) -> Set[_T_co]:
         """
         Converts sequence to a set of elements.
 
@@ -1457,6 +1809,20 @@ def set(self):
         """
         return self.to_set()
 
+    @overload
+    def to_dict(self: "Sequence[Tuple[_K, _V]]") -> Dict[_K, _V]:
+        ...
+
+    @overload
+    def to_dict(
+        self: "Sequence[Tuple[_K, _V]]", default: Callable[[], _V]
+    ) -> DefaultDict[_K, _V]:
+        ...
+
+    @overload
+    def to_dict(self: "Sequence[Tuple[_K, _V]]", default: _V) -> DefaultDict[_K, _V]:
+        ...
+
     def to_dict(self, default=None):
         """
         Converts sequence of (Key, Value) pairs to a dictionary.
@@ -1484,6 +1850,20 @@ def to_dict(self, default=None):
             else:
                 return collections.defaultdict(lambda: default, dictionary)
 
+    @overload
+    def dict(self: "Sequence[Tuple[_K, _V]]") -> Dict[_K, _V]:
+        ...
+
+    @overload
+    def dict(
+        self: "Sequence[Tuple[_K, _V]]", default: Callable[[], _V]
+    ) -> DefaultDict[_K, _V]:
+        ...
+
+    @overload
+    def dict(self: "Sequence[Tuple[_K, _V]]", default: _V) -> DefaultDict[_K, _V]:
+        ...
+
     def dict(self, default=None):
         """
         Converts sequence of (Key, Value) pairs to a dictionary.
@@ -1593,7 +1973,7 @@ def to_csv(
         dialect="excel",
         compression=None,
         newline="",
-        **fmtparams
+        **fmtparams,
     ):
         """
         Saves the sequence to a csv file. Each element should be an iterable which will be expanded
@@ -1640,26 +2020,20 @@ def _insert_item(item):
             if isinstance(item, dict):
                 cols = ", ".join(item.keys())
                 placeholders = ", ".join("?" * len(item))
-                sql = "INSERT INTO {} ({}) VALUES ({})".format(
-                    table_name, cols, placeholders
-                )
+                sql = f"INSERT INTO {table_name} ({cols}) VALUES ({placeholders})"
                 conn.execute(sql, tuple(item.values()))
             elif is_namedtuple(item):
                 cols = ", ".join(item._fields)
                 placeholders = ", ".join("?" * len(item))
-                sql = "INSERT INTO {} ({}) VALUES ({})".format(
-                    table_name, cols, placeholders
-                )
+                sql = f"INSERT INTO {table_name} ({cols}) VALUES ({placeholders})"
                 conn.execute(sql, item)
             elif isinstance(item, (list, tuple)):
                 placeholders = ", ".join("?" * len(item))
-                sql = "INSERT INTO {} VALUES ({})".format(table_name, placeholders)
+                sql = f"INSERT INTO {table_name} VALUES ({placeholders})"
                 conn.execute(sql, item)
             else:
                 raise TypeError(
-                    "item must be one of dict, namedtuple, tuple or list got {}".format(
-                        type(item)
-                    )
+                    f"item must be one of dict, namedtuple, tuple or list got {type(item)}"
                 )
 
         self.for_each(_insert_item)
@@ -1785,9 +2159,9 @@ def tabulate(
         else:
             rows = self.take(n).list()
             if tablefmt == "simple":
-                message = "\nShowing {} of {} rows".format(n, length)
+                message = f"\nShowing {n} of {length} rows"
             elif tablefmt == "html":
-                message = "<p>Showing {} of {} rows".format(n, length)
+                message = f"<p>Showing {n} of {length} rows"
             else:
                 message = ""
         if len(headers) == 0 and is_namedtuple(rows[0]):
@@ -1806,6 +2180,21 @@ def tabulate(
         )
 
 
+@overload
+def _wrap(value: _PT) -> _PT:
+    ...
+
+
+@overload
+def _wrap(value: Iterable[_T_co]) -> Sequence[_T_co]:
+    ...
+
+
+@overload
+def _wrap(value: _T_co) -> _T_co:
+    ...
+
+
 def _wrap(value):
     """
     Wraps the passed value in a Sequence if it is not a primitive. If it is a string
@@ -1897,7 +2286,7 @@ def wrapper(self, *args, **kwargs):
             func_ = lambda seq: func(seq, *args, **kwargs)
 
         transform = transformations.Transformation(
-            "extended[{}]".format(name or func.__name__),
+            f"extended[{name or func.__name__}]",
             func_,
             {ExecutionStrategies.PARALLEL} if parallel else None,
         )
diff --git a/functional/streams.py b/functional/streams.py
index 90d802e..6ac3684 100644
--- a/functional/streams.py
+++ b/functional/streams.py
@@ -3,13 +3,18 @@
 import json as jsonapi
 import sqlite3 as sqlite3api
 import builtins
+from typing import Any, Iterable, TypeVar, overload
 
 from functional.execution import ExecutionEngine, ParallelExecutionEngine
-from functional.pipeline import Sequence
+from functional.pipeline import Sequence, _PT
 from functional.util import is_primitive, default_value
 from functional.io import get_read_function
 
 
+_T_co = TypeVar("_T_co", covariant=True)  # pylint: disable=invalid-name
+_T2_co = TypeVar("_T2_co", contravariant=True)  # pylint: disable=invalid-name
+
+
 class Stream(object):
     """
     Represents and implements a stream which separates the responsibilities of Sequence and
@@ -28,7 +33,25 @@ def __init__(self, disable_compression=False, max_repr_items=100, no_wrap=None):
         self.max_repr_items = max_repr_items
         self.no_wrap = no_wrap
 
-    def __call__(self, *args, no_wrap=None, **kwargs):
+    @overload
+    def __call__(self, no_wrap=None) -> Sequence[Any]:
+        ...
+
+    @overload
+    def __call__(self, __iter: Iterable[_T_co], no_wrap=None) -> Sequence[_T_co]:
+        ...
+
+    @overload
+    def __call__(self, __pt: _PT, no_wrap=None) -> Sequence[_PT]:
+        ...
+
+    @overload
+    def __call__(
+        self, __item: _T2_co, __item2: _T2_co, *__args: Iterable[_T2_co], no_wrap=None
+    ) -> Sequence[_T2_co]:
+        ...
+
+    def __call__(self, *args, **kwargs):
         """
         Create a Sequence using a sequential ExecutionEngine.
 
diff --git a/functional/test/test_functional.py b/functional/test/test_functional.py
index a66ec58..2ba6014 100644
--- a/functional/test/test_functional.py
+++ b/functional/test/test_functional.py
@@ -1074,22 +1074,22 @@ def my_zip(it):
 
         @extend
         def square(it):
-            return [i ** 2 for i in it]
+            return [i**2 for i in it]
 
         result = seq.range(100).square().list()
-        expected = [i ** 2 for i in range(100)]
+        expected = [i**2 for i in range(100)]
         self.assertEqual(result, expected)
 
         name = "PARALLEL_SQUARE"
 
         @extend(parallel=True, name=name)
         def square_parallel(it):
-            return [i ** 2 for i in it]
+            return [i**2 for i in it]
 
         result = seq.range(100).square_parallel()
         self.assertEqual(result.sum(), sum(expected))
         self.assertEqual(
-            repr(result._lineage), "Lineage: sequence -> extended[%s]" % name
+            repr(result._lineage), f"Lineage: sequence -> extended[{name}]"
         )
 
         @extend
@@ -1114,8 +1114,8 @@ def toarray(it):
         expected = array.array("f", range(10))
         self.assertEqual(result, expected)
 
-        result = seq.range(10).map(lambda x: x ** 2).toarray()
-        expected = array.array("f", [i ** 2 for i in range(10)])
+        result = seq.range(10).map(lambda x: x**2).toarray()
+        expected = array.array("f", [i**2 for i in range(10)])
         self.assertEqual(result, expected)
 
         # a more complex example combining all above
diff --git a/functional/test/test_io.py b/functional/test/test_io.py
index 3266880..e157de6 100644
--- a/functional/test/test_io.py
+++ b/functional/test/test_io.py
@@ -6,7 +6,7 @@
 class TestUtil(unittest.TestCase):
     def test_reusable_file(self):
         license_file_lf = ReusableFile("LICENSE.txt")
-        with open("LICENSE.txt") as license_file:
+        with open("LICENSE.txt", encoding="us-ascii") as license_file:
             self.assertEqual(list(license_file), list(license_file_lf))
         iter_1 = iter(license_file_lf)
         iter_2 = iter(license_file_lf)
diff --git a/functional/test/test_streams.py b/functional/test/test_streams.py
index 939ec6d..aa1ddb2 100644
--- a/functional/test/test_streams.py
+++ b/functional/test/test_streams.py
@@ -17,7 +17,7 @@ def setUp(self):
         self.seq_c_disabled = Stream(disable_compression=True)
 
     def test_open(self):
-        with open("LICENSE.txt") as f:
+        with open("LICENSE.txt", encoding="us-ascii") as f:
             data = f.readlines()
         self.assertListEqual(data, self.seq.open("LICENSE.txt").to_list())
 
@@ -68,7 +68,9 @@ def test_csv(self):
         result = self.seq.csv("functional/test/data/test.csv").to_list()
         expect = [["1", "2", "3", "4"], ["a", "b", "c", "d"]]
         self.assertEqual(expect, result)
-        with open("functional/test/data/test.csv", "r") as csv_file:
+        with open(
+            "functional/test/data/test.csv", "r", encoding="us-ascii"
+        ) as csv_file:
             self.assertEqual(expect, self.seq.csv(csv_file).to_list())
         with self.assertRaises(ValueError):
             self.seq.csv(1)
@@ -84,7 +86,9 @@ def test_csv_dict_reader(self):
         self.assertEqual(result[1]["b"], "5")
         self.assertEqual(result[1]["c"], "6")
 
-        with open("functional/test/data/test_header.csv", "r") as f:
+        with open(
+            "functional/test/data/test_header.csv", "r", encoding="us-ascii"
+        ) as f:
             result = self.seq.csv_dict_reader(f).to_list()
         self.assertEqual(result[0]["a"], "1")
         self.assertEqual(result[0]["b"], "2")
@@ -144,17 +148,17 @@ def test_json(self):
         list_test_path = "functional/test/data/test_list.json"
         dict_test_path = "functional/test/data/test_dict.json"
         list_expect = [1, 2, 3, 4, 5]
-        dict_expect = list({u"a": 1, u"b": 2, u"c": 3}.items())
+        dict_expect = list({"a": 1, "b": 2, "c": 3}.items())
 
         result = self.seq.json(list_test_path).to_list()
         self.assertEqual(list_expect, result)
         result = self.seq.json(dict_test_path).to_list()
         self.assertEqual(dict_expect, result)
 
-        with open(list_test_path) as file_handle:
+        with open(list_test_path, encoding="us-ascii") as file_handle:
             result = self.seq.json(file_handle).to_list()
             self.assertEqual(list_expect, result)
-        with open(dict_test_path) as file_handle:
+        with open(dict_test_path, encoding="us-ascii") as file_handle:
             result = self.seq.json(file_handle).to_list()
             self.assertEqual(dict_expect, result)
 
@@ -165,7 +169,7 @@ def test_gzip_json(self):
         list_test_path = "functional/test/data/test_list.json.gz"
         dict_test_path = "functional/test/data/test_dict.json.gz"
         list_expect = [1, 2, 3, 4, 5]
-        dict_expect = list({u"a": 1, u"b": 2, u"c": 3}.items())
+        dict_expect = list({"a": 1, "b": 2, "c": 3}.items())
 
         result = self.seq.json(list_test_path).to_list()
         self.assertEqual(list_expect, result)
@@ -179,7 +183,7 @@ def test_bz2_json(self):
         list_test_path = "functional/test/data/test_list.json.bz2"
         dict_test_path = "functional/test/data/test_dict.json.bz2"
         list_expect = [1, 2, 3, 4, 5]
-        dict_expect = list({u"a": 1, u"b": 2, u"c": 3}.items())
+        dict_expect = list({"a": 1, "b": 2, "c": 3}.items())
 
         result = self.seq.json(list_test_path).to_list()
         self.assertEqual(list_expect, result)
@@ -193,7 +197,7 @@ def test_xz_json(self):
         list_test_path = "functional/test/data/test_list.json.xz"
         dict_test_path = "functional/test/data/test_dict.json.xz"
         list_expect = [1, 2, 3, 4, 5]
-        dict_expect = list({u"a": 1, u"b": 2, u"c": 3}.items())
+        dict_expect = list({"a": 1, "b": 2, "c": 3}.items())
 
         result = self.seq.json(list_test_path).to_list()
         self.assertEqual(list_expect, result)
@@ -262,11 +266,11 @@ def test_to_file(self):
         tmp_path = "functional/test/data/tmp/output.txt"
         sequence = self.seq(1, 2, 3, 4)
         sequence.to_file(tmp_path)
-        with open(tmp_path, "r") as output:
+        with open(tmp_path, "r", encoding="us-ascii") as output:
             self.assertEqual("[1, 2, 3, 4]", output.readlines()[0])
 
         sequence.to_file(tmp_path, delimiter=":")
-        with open(tmp_path, "r") as output:
+        with open(tmp_path, "r", encoding="us-ascii") as output:
             self.assertEqual("1:2:3:4", output.readlines()[0])
 
     def test_to_file_compressed(self):
@@ -312,22 +316,22 @@ def test_to_jsonl_compressed(self):
 
     def test_to_json(self):
         tmp_path = "functional/test/data/tmp/output.txt"
-        elements = [[u"a", 1], [u"b", 2], [u"c", 3]]
+        elements = [["a", 1], ["b", 2], ["c", 3]]
         sequence = self.seq(elements)
 
         sequence.to_json(tmp_path)
         result = self.seq.json(tmp_path).to_list()
         self.assertEqual(elements, result)
 
-        dict_expect = {u"a": 1, u"b": 2, u"c": 3}
+        dict_expect = {"a": 1, "b": 2, "c": 3}
         sequence.to_json(tmp_path, root_array=False)
         result = self.seq.json(tmp_path).to_dict()
         self.assertEqual(dict_expect, result)
 
     def test_to_json_compressed(self):
         tmp_path = "functional/test/data/tmp/output.txt"
-        elements = [[u"a", 1], [u"b", 2], [u"c", 3]]
-        dict_expect = {u"a": 1, u"b": 2, u"c": 3}
+        elements = [["a", 1], ["b", 2], ["c", 3]]
+        dict_expect = {"a": 1, "b": 2, "c": 3}
         sequence = self.seq(elements)
 
         sequence.to_json(tmp_path, compression="gzip")
diff --git a/functional/test/test_util.py b/functional/test/test_util.py
index e339c23..eac2dc3 100644
--- a/functional/test/test_util.py
+++ b/functional/test/test_util.py
@@ -14,7 +14,7 @@
     default_value,
 )
 
-Data = namedtuple("Tuple", "x y")
+Data = namedtuple("Data", "x y")
 
 
 class TestUtil(unittest.TestCase):
diff --git a/functional/transformations.py b/functional/transformations.py
index ccd74c3..6d933a4 100644
--- a/functional/transformations.py
+++ b/functional/transformations.py
@@ -43,7 +43,7 @@ def map_t(func):
     :return: transformation
     """
     return Transformation(
-        "map({0})".format(name(func)),
+        f"map({name(func)})",
         partial(map, func),
         {ExecutionStrategies.PARALLEL},
     )
@@ -56,7 +56,7 @@ def select_t(func):
     :return: transformation
     """
     return Transformation(
-        "select({0})".format(name(func)),
+        "select({name(func)})",
         partial(map, func),
         {ExecutionStrategies.PARALLEL},
     )
@@ -69,7 +69,7 @@ def starmap_t(func):
     :return: transformation
     """
     return Transformation(
-        "starmap({})".format(name(func)),
+        "starmap({name(func)})",
         partial(starmap, func),
         {ExecutionStrategies.PARALLEL},
     )
@@ -82,7 +82,7 @@ def filter_t(func):
     :return: transformation
     """
     return Transformation(
-        "filter({0})".format(name(func)),
+        f"filter({name(func)})",
         partial(filter, func),
         {ExecutionStrategies.PARALLEL},
     )
@@ -95,7 +95,7 @@ def where_t(func):
     :return: transformation
     """
     return Transformation(
-        "where({0})".format(name(func)),
+        f"where({name(func)})",
         partial(filter, func),
         {ExecutionStrategies.PARALLEL},
     )
@@ -108,7 +108,7 @@ def filter_not_t(func):
     :return: transformation
     """
     return Transformation(
-        "filter_not({0})".format(name(func)),
+        f"filter_not({name(func)})",
         partial(filterfalse, func),
         {ExecutionStrategies.PARALLEL},
     )
@@ -130,7 +130,7 @@ def slice_t(start, until):
     :return: transformation
     """
     return Transformation(
-        "slice({0}, {1})".format(start, until),
+        f"slice({start}, {until})",
         lambda sequence: islice(sequence, start, until),
         None,
     )
@@ -168,7 +168,7 @@ def distinct_by(sequence):
                 distinct_lookup[key] = element
         return distinct_lookup.values()
 
-    return Transformation("distinct_by({0})".format(name(func)), distinct_by, None)
+    return Transformation(f"distinct_by({name(func)})", distinct_by, None)
 
 
 def sorted_t(key=None, reverse=False):
@@ -190,7 +190,7 @@ def order_by_t(func):
     :return: transformation
     """
     return Transformation(
-        "order_by({0})".format(name(func)),
+        f"order_by({name(func)})",
         lambda sequence: sorted(sequence, key=func),
         None,
     )
@@ -207,7 +207,7 @@ def drop_right_t(n):
     else:
         end_index = -n
     return Transformation(
-        "drop_right({0})".format(n),
+        f"drop_right({n})",
         lambda sequence: sequence[:end_index],
         [ExecutionStrategies.PRE_COMPUTE],
     )
@@ -220,7 +220,7 @@ def drop_t(n):
     :return: transformation
     """
     return Transformation(
-        "drop({0})".format(n), lambda sequence: islice(sequence, n, None), None
+        f"drop({n})", lambda sequence: islice(sequence, n, None), None
     )
 
 
@@ -230,9 +230,7 @@ def drop_while_t(func):
     :param func: drops while func is true
     :return: transformation
     """
-    return Transformation(
-        "drop_while({0})".format(name(func)), partial(dropwhile, func), None
-    )
+    return Transformation(f"drop_while({name(func)})", partial(dropwhile, func), None)
 
 
 def take_t(n):
@@ -241,9 +239,7 @@ def take_t(n):
     :param n: number to take
     :return: transformation
     """
-    return Transformation(
-        "take({0})".format(n), lambda sequence: islice(sequence, 0, n), None
-    )
+    return Transformation(f"take({n})", lambda sequence: islice(sequence, 0, n), None)
 
 
 def take_while_t(func):
@@ -252,9 +248,7 @@ def take_while_t(func):
     :param func: takes while func is True
     :return: transformation
     """
-    return Transformation(
-        "take_while({0})".format(name(func)), partial(takewhile, func), None
-    )
+    return Transformation(f"take_while({name(func)})", partial(takewhile, func), None)
 
 
 def flat_map_impl(func, sequence):
@@ -276,7 +270,7 @@ def flat_map_t(func):
     :return: transformation
     """
     return Transformation(
-        "flat_map({0})".format(name(func)),
+        f"flat_map({name(func)})",
         partial(flat_map_impl, func),
         {ExecutionStrategies.PARALLEL},
     )
@@ -472,7 +466,7 @@ def reduce_by_key_t(func):
     :return: transformation
     """
     return Transformation(
-        "reduce_by_key({0})".format(name(func)), partial(reduce_by_key_impl, func), None
+        f"reduce_by_key({name(func)})", partial(reduce_by_key_impl, func), None
     )
 
 
@@ -493,7 +487,7 @@ def accumulate_t(func):
     Transformation for Sequence.accumulate
     """
     return Transformation(
-        "accumulate({0})".format(name(func)), partial(accumulate_impl, func), None
+        f"accumulate({name(func)})", partial(accumulate_impl, func), None
     )
 
 
@@ -559,9 +553,7 @@ def group_by_t(func):
     :param func: grouping function
     :return: transformation
     """
-    return Transformation(
-        "group_by({0})".format(name(func)), partial(group_by_impl, func), None
-    )
+    return Transformation(f"group_by({name(func)})", partial(group_by_impl, func), None)
 
 
 def grouped_impl(size, sequence):
@@ -586,9 +578,7 @@ def grouped_t(size):
     :param size: size of groups
     :return: transformation
     """
-    return Transformation(
-        "grouped({0})".format(size), partial(grouped_impl, size), None
-    )
+    return Transformation(f"grouped({size})", partial(grouped_impl, size), None)
 
 
 def sliding_impl(wrap, size, step, sequence):
@@ -616,7 +606,7 @@ def sliding_t(wrap, size, step):
     :return: transformation
     """
     return Transformation(
-        "sliding({0}, {1})".format(size, step),
+        f"sliding({size}, {step})",
         partial(sliding_impl, wrap, size, step),
         {ExecutionStrategies.PRE_COMPUTE},
     )
@@ -642,7 +632,7 @@ def partition_t(wrap, func):
     :return: transformation
     """
     return Transformation(
-        "partition({0})".format(name(func)), partial(partition_impl, wrap, func), None
+        f"partition({name(func)})", partial(partition_impl, wrap, func), None
     )
 
 
@@ -704,7 +694,7 @@ def join_t(other, join_type):
     :return: transformation
     """
     return Transformation(
-        "{0}_join".format(join_type), partial(join_impl, other, join_type), None
+        f"{join_type}_join", partial(join_impl, other, join_type), None
     )
 
 
@@ -726,6 +716,4 @@ def peek_t(func):
     :param func: peek function
     :return: transformation
     """
-    return Transformation(
-        "peek({0})".format(name(func)), partial(peek_impl, func), None
-    )
+    return Transformation(f"peek({name(func)})", partial(peek_impl, func), None)
diff --git a/functional/util.py b/functional/util.py
index 0ac6f03..5b3de9a 100644
--- a/functional/util.py
+++ b/functional/util.py
@@ -161,12 +161,11 @@ def lazy_parallelize(func, result, processes=None, partition_size=None):
     else:
         processes = min(processes, CPU_COUNT)
     partition_size = partition_size or compute_partition_size(result, processes)
-    pool = Pool(processes=processes)
-    partitions = split_every(partition_size, iter(result))
-    packed_partitions = (pack(func, (partition,)) for partition in partitions)
-    for pool_result in pool.imap(unpack, packed_partitions):
-        yield pool_result
-    pool.terminate()
+    with Pool(processes=processes) as pool:
+        partitions = split_every(partition_size, iter(result))
+        packed_partitions = (pack(func, (partition,)) for partition in partitions)
+        for pool_result in pool.imap(unpack, packed_partitions):
+            yield pool_result
 
 
 def compute_partition_size(result, processes):
diff --git a/poetry.lock b/poetry.lock
index 2b892eb..50c7f1a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,98 +1,218 @@
-[[package]]
-name = "appdirs"
-version = "1.4.4"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
-optional = false
-python-versions = "*"
+# This file is automatically @generated by Poetry 1.4.0 and should not be changed by hand.
 
 [[package]]
 name = "astroid"
-version = "2.4.2"
+version = "2.11.7"
 description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6.2"
+files = [
+    {file = "astroid-2.11.7-py3-none-any.whl", hash = "sha256:86b0a340a512c65abf4368b80252754cda17c02cdbbd3f587dddf98112233e7b"},
+    {file = "astroid-2.11.7.tar.gz", hash = "sha256:bb24615c77f4837c707669d16907331374ae8a964650a66999da3f5ca68dc946"},
+]
 
 [package.dependencies]
-lazy-object-proxy = ">=1.4.0,<1.5.0"
-six = ">=1.12,<2.0"
-typed-ast = {version = ">=1.4.0,<1.5", markers = "implementation_name == \"cpython\" and python_version < \"3.8\""}
-wrapt = ">=1.11,<2.0"
-
-[[package]]
-name = "atomicwrites"
-version = "1.4.0"
-description = "Atomic file writes."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+lazy-object-proxy = ">=1.4.0"
+setuptools = ">=20.0"
+typed-ast = {version = ">=1.4.0,<2.0", markers = "implementation_name == \"cpython\" and python_version < \"3.8\""}
+typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
+wrapt = ">=1.11,<2"
 
 [[package]]
 name = "attrs"
-version = "20.3.0"
+version = "22.2.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
+files = [
+    {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"},
+    {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"},
+]
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "furo", "sphinx", "pre-commit"]
-docs = ["furo", "sphinx", "zope.interface"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six"]
+cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"]
+dev = ["attrs[docs,tests]"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope.interface"]
+tests = ["attrs[tests-no-zope]", "zope.interface"]
+tests-no-zope = ["cloudpickle", "cloudpickle", "hypothesis", "hypothesis", "mypy (>=0.971,<0.990)", "mypy (>=0.971,<0.990)", "pympler", "pympler", "pytest (>=4.3.0)", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-mypy-plugins", "pytest-xdist[psutil]", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "black"
-version = "19.10b0"
+version = "23.1.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "black-23.1.0-cp310-cp310-macosx_10_16_arm64.whl", hash = "sha256:b6a92a41ee34b883b359998f0c8e6eb8e99803aa8bf3123bf2b2e6fec505a221"},
+    {file = "black-23.1.0-cp310-cp310-macosx_10_16_universal2.whl", hash = "sha256:57c18c5165c1dbe291d5306e53fb3988122890e57bd9b3dcb75f967f13411a26"},
+    {file = "black-23.1.0-cp310-cp310-macosx_10_16_x86_64.whl", hash = "sha256:9880d7d419bb7e709b37e28deb5e68a49227713b623c72b2b931028ea65f619b"},
+    {file = "black-23.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e6663f91b6feca5d06f2ccd49a10f254f9298cc1f7f49c46e498a0771b507104"},
+    {file = "black-23.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:9afd3f493666a0cd8f8df9a0200c6359ac53940cbde049dcb1a7eb6ee2dd7074"},
+    {file = "black-23.1.0-cp311-cp311-macosx_10_16_arm64.whl", hash = "sha256:bfffba28dc52a58f04492181392ee380e95262af14ee01d4bc7bb1b1c6ca8d27"},
+    {file = "black-23.1.0-cp311-cp311-macosx_10_16_universal2.whl", hash = "sha256:c1c476bc7b7d021321e7d93dc2cbd78ce103b84d5a4cf97ed535fbc0d6660648"},
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 [package.extras]
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 description = "Python package for providing Mozilla's CA Bundle."
 category = "dev"
 optional = false
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-
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 description = "Composable command line interface toolkit"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
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+[package.dependencies]
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 [[package]]
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 description = "Hosted coverage reports for GitHub, Bitbucket and Gitlab"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 [package.dependencies]
 coverage = "*"
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+version = "0.4.6"
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+[package.dependencies]
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+
+[package.extras]
+toml = ["toml"]
 
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 name = "dill"
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 description = "serialize all of python"
 category = "main"
 optional = false
-python-versions = ">=2.6, !=3.0.*"
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 [package.extras]
 graph = ["objgraph (>=1.7.2)"]
 
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+description = "Backport of PEP 654 (exception groups)"
+category = "dev"
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+python-versions = ">=3.7"
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+
 [[package]]
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 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "dev"
 optional = false
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 category = "dev"
 optional = false
-python-versions = ">=3.6"
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 [package.dependencies]
 typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
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 [package.extras]
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+
+[[package]]
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 category = "dev"
 optional = false
-python-versions = ">=3.6,<4.0"
+python-versions = ">=3.7.0"
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-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"]
+plugins = ["setuptools"]
+requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
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+    {file = "pandas-1.1.5-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:2b1c6cd28a0dfda75c7b5957363333f01d370936e4c6276b7b8e696dd500582a"},
+    {file = "pandas-1.1.5-cp39-cp39-win32.whl", hash = "sha256:c94ff2780a1fd89f190390130d6d36173ca59fcfb3fe0ff596f9a56518191ccb"},
+    {file = "pandas-1.1.5-cp39-cp39-win_amd64.whl", hash = "sha256:edda9bacc3843dfbeebaf7a701763e68e741b08fccb889c003b0a52f0ee95782"},
+    {file = "pandas-1.1.5.tar.gz", hash = "sha256:f10fc41ee3c75a474d3bdf68d396f10782d013d7f67db99c0efbfd0acb99701b"},
+]
 
 [package.dependencies]
 numpy = ">=1.15.4"
@@ -219,167 +599,228 @@ python-dateutil = ">=2.7.3"
 pytz = ">=2017.2"
 
 [package.extras]
-test = ["pytest (>=4.0.2)", "pytest-xdist", "hypothesis (>=3.58)"]
+test = ["hypothesis (>=3.58)", "pytest (>=4.0.2)", "pytest-xdist"]
 
 [[package]]
 name = "pathspec"
-version = "0.8.1"
+version = "0.11.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.7"
+files = [
+    {file = "pathspec-0.11.1-py3-none-any.whl", hash = "sha256:d8af70af76652554bd134c22b3e8a1cc46ed7d91edcdd721ef1a0c51a84a5293"},
+    {file = "pathspec-0.11.1.tar.gz", hash = "sha256:2798de800fa92780e33acca925945e9a19a133b715067cf165b8866c15a31687"},
+]
 
 [[package]]
-name = "pluggy"
-version = "0.13.1"
-description = "plugin and hook calling mechanisms for python"
+name = "platformdirs"
+version = "3.2.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.7"
+files = [
+    {file = "platformdirs-3.2.0-py3-none-any.whl", hash = "sha256:ebe11c0d7a805086e99506aa331612429a72ca7cd52a1f0d277dc4adc20cb10e"},
+    {file = "platformdirs-3.2.0.tar.gz", hash = "sha256:d5b638ca397f25f979350ff789db335903d7ea010ab28903f57b27e1b16c2b08"},
+]
 
 [package.dependencies]
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
+typing-extensions = {version = ">=4.5", markers = "python_version < \"3.8\""}
 
 [package.extras]
-dev = ["pre-commit", "tox"]
+docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.22,!=1.23.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.2.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)"]
 
 [[package]]
-name = "py"
-version = "1.10.0"
-description = "library with cross-python path, ini-parsing, io, code, log facilities"
+name = "pluggy"
+version = "1.0.0"
+description = "plugin and hook calling mechanisms for python"
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
+files = [
+    {file = "pluggy-1.0.0-py2.py3-none-any.whl", hash = "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"},
+    {file = "pluggy-1.0.0.tar.gz", hash = "sha256:4224373bacce55f955a878bf9cfa763c1e360858e330072059e10bad68531159"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pylint"
-version = "2.6.0"
+version = "2.13.9"
 description = "python code static checker"
 category = "dev"
 optional = false
-python-versions = ">=3.5.*"
+python-versions = ">=3.6.2"
+files = [
+    {file = "pylint-2.13.9-py3-none-any.whl", hash = "sha256:705c620d388035bdd9ff8b44c5bcdd235bfb49d276d488dd2c8ff1736aa42526"},
+    {file = "pylint-2.13.9.tar.gz", hash = "sha256:095567c96e19e6f57b5b907e67d265ff535e588fe26b12b5ebe1fc5645b2c731"},
+]
 
 [package.dependencies]
-astroid = ">=2.4.0,<=2.5"
+astroid = ">=2.11.5,<=2.12.0-dev0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
+dill = ">=0.2"
 isort = ">=4.2.5,<6"
-mccabe = ">=0.6,<0.7"
-toml = ">=0.7.1"
+mccabe = ">=0.6,<0.8"
+platformdirs = ">=2.2.0"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+testutil = ["gitpython (>3)"]
 
 [[package]]
 name = "pypandoc"
-version = "1.5"
+version = "1.11"
 description = "Thin wrapper for pandoc."
 category = "dev"
 optional = false
-python-versions = "*"
-
-[[package]]
-name = "pyparsing"
-version = "2.4.7"
-description = "Python parsing module"
-category = "dev"
-optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.6"
+files = [
+    {file = "pypandoc-1.11-py3-none-any.whl", hash = "sha256:b260596934e9cfc6513056110a7c8600171d414f90558bf4407e68b209be8007"},
+    {file = "pypandoc-1.11.tar.gz", hash = "sha256:7f6d68db0e57e0f6961bec2190897118c4d305fc2d31c22cd16037f22ee084a5"},
+]
 
 [[package]]
 name = "pytest"
-version = "5.4.3"
+version = "7.2.2"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
+files = [
+    {file = "pytest-7.2.2-py3-none-any.whl", hash = "sha256:130328f552dcfac0b1cec75c12e3f005619dc5f874f0a06e8ff7263f0ee6225e"},
+    {file = "pytest-7.2.2.tar.gz", hash = "sha256:c99ab0c73aceb050f68929bc93af19ab6db0558791c6a0715723abe9d0ade9d4"},
+]
 
 [package.dependencies]
-atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
-attrs = ">=17.4.0"
+attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
+exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
-more-itertools = ">=4.0.0"
+iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<1.0"
-py = ">=1.5.0"
-wcwidth = "*"
+pluggy = ">=0.12,<2.0"
+tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-checkqa-mypy = ["mypy (==v0.761)"]
-testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
+testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"]
 
 [[package]]
 name = "pytest-cov"
-version = "2.10.1"
+version = "4.0.0"
 description = "Pytest plugin for measuring coverage."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
+files = [
+    {file = "pytest-cov-4.0.0.tar.gz", hash = "sha256:996b79efde6433cdbd0088872dbc5fb3ed7fe1578b68cdbba634f14bb8dd0470"},
+    {file = "pytest_cov-4.0.0-py3-none-any.whl", hash = "sha256:2feb1b751d66a8bd934e5edfa2e961d11309dc37b73b0eabe73b5945fee20f6b"},
+]
 
 [package.dependencies]
-coverage = ">=4.4"
+coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests (==2.0.2)", "six", "pytest-xdist", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.1"
+version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = true
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
+    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
+    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+]
 
 [package.dependencies]
 six = ">=1.5"
 
 [[package]]
 name = "pytz"
-version = "2020.5"
+version = "2023.2"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = true
 python-versions = "*"
-
-[[package]]
-name = "regex"
-version = "2020.11.13"
-description = "Alternative regular expression module, to replace re."
-category = "dev"
-optional = false
-python-versions = "*"
+files = [
+    {file = "pytz-2023.2-py2.py3-none-any.whl", hash = "sha256:8a8baaf1e237175b02f5c751eea67168043a749c843989e2b3015aa1ad9db68b"},
+    {file = "pytz-2023.2.tar.gz", hash = "sha256:a27dcf612c05d2ebde626f7d506555f10dfc815b3eddccfaadfc7d99b11c9a07"},
+]
 
 [[package]]
 name = "requests"
-version = "2.25.1"
+version = "2.28.2"
 description = "Python HTTP for Humans."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.7, <4"
+files = [
+    {file = "requests-2.28.2-py3-none-any.whl", hash = "sha256:64299f4909223da747622c030b781c0d7811e359c37124b4bd368fb8c6518baa"},
+    {file = "requests-2.28.2.tar.gz", hash = "sha256:98b1b2782e3c6c4904938b84c0eb932721069dfdb9134313beff7c83c2df24bf"},
+]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-chardet = ">=3.0.2,<5"
-idna = ">=2.5,<3"
+charset-normalizer = ">=2,<4"
+idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
-socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "setuptools"
+version = "67.6.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "setuptools-67.6.0-py3-none-any.whl", hash = "sha256:b78aaa36f6b90a074c1fa651168723acbf45d14cb1196b6f02c0fd07f17623b2"},
+    {file = "setuptools-67.6.0.tar.gz", hash = "sha256:2ee892cd5f29f3373097f5a814697e397cf3ce313616df0af11231e2ad118077"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
-version = "1.15.0"
+version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
 category = "main"
-optional = false
+optional = true
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
 
 [[package]]
 name = "tabulate"
-version = "0.8.7"
+version = "0.9.0"
 description = "Pretty-print tabular data"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
+files = [
+    {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
+    {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
+]
 
 [package.extras]
 widechars = ["wcwidth"]
@@ -391,409 +832,191 @@ description = "Python Library for Tom's Obvious, Minimal Language"
 category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
+
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
 
 [[package]]
 name = "typed-ast"
-version = "1.4.2"
+version = "1.5.4"
 description = "a fork of Python 2 and 3 ast modules with type comment support"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+files = [
+    {file = "typed_ast-1.5.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:669dd0c4167f6f2cd9f57041e03c3c2ebf9063d0757dc89f79ba1daa2bfca9d4"},
+    {file = "typed_ast-1.5.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:211260621ab1cd7324e0798d6be953d00b74e0428382991adfddb352252f1d62"},
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-]
-zipp = [
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-    {file = "zipp-3.4.0.tar.gz", hash = "sha256:ed5eee1974372595f9e416cc7bbeeb12335201d8081ca8a0743c954d4446e5cb"},
-]
+lock-version = "2.0"
+python-versions = "^3.7"
+content-hash = "d9f1fa3dab9c9740b282564c4fa9f08aedf0d4003e35c14ce3d882732cc585dd"
diff --git a/pyproject.toml b/pyproject.toml
index afb39e8..066e4e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,9 +14,10 @@ classifiers = [
     'Development Status :: 5 - Production/Stable',
     'Intended Audience :: Developers',
     'License :: OSI Approved :: MIT License',
-    'Programming Language :: Python :: 3.6',
     'Programming Language :: Python :: 3.7',
     'Programming Language :: Python :: 3.8',
+    'Programming Language :: Python :: 3.9',
+    'Programming Language :: Python :: 3.10',
     'Programming Language :: Python :: Implementation :: CPython',
     'Programming Language :: Python :: Implementation :: PyPy',
     'Natural Language :: English',
@@ -28,22 +29,26 @@ packages = [
 ]
 
 [tool.poetry.dependencies]
-python = "^3.6,>=3.6.1"
+python = "^3.7"
 dill = ">=0.2.5"
 tabulate = "<=1.0.0"
 pandas = {version = "^1.0.3", optional = true}
+typing-extensions = "^3.7"
 
 [tool.poetry.extras]
 all = ["pandas"]
 
 [tool.poetry.dev-dependencies]
 pypandoc = "^1.5"
-black = "^19.10b0"
-pytest = "^5.4.1"
-pylint = "^2.4.4"
-pytest-cov = "^2.8.1"
+black = "^23.1"
+pytest = "^7.0"
+pylint = "^2"
+pytest-cov = "^4.0"
 codecov = "^2.0.22"
-coverage = "<5.0.0"
+coverage = "^5.0.0"
+
+[tool.poetry.group.dev.dependencies]
+mypy = "^1.1.1"
 
 [build-system]
 requires = ["poetry>=0.12"]
diff --git a/travis.sh b/travis.sh
deleted file mode 100755
index 0773231..0000000
--- a/travis.sh
+++ /dev/null
@@ -1,12 +0,0 @@
-#!/usr/bin/env bash
-
-set -e
-
-pip install pylint
-
-if ! [[ $NOPANDAS -eq 1 ]]; then
-    pip install pandas
-fi
-
-nosetests --with-coverage --cover-package=functional
-pylint functional