diff --git a/.github/workflows/selective_cache_persist.yml b/.github/workflows/selective_cache_persist.yml
index b44e232bd..59e4e690b 100644
--- a/.github/workflows/selective_cache_persist.yml
+++ b/.github/workflows/selective_cache_persist.yml
@@ -14,7 +14,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [ '3.8-minver', '3.8', '3.9', '3.10', '3.11', '3.12']
+        python-version: [ '3.9-minver', '3.9', '3.10', '3.11', '3.12']
         #
     name: Persist cache for ${{ matrix.python-version }}
     steps:
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 10dbe0105..883cbd0dc 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -16,10 +16,9 @@ jobs:
       matrix:
         include:
           - name-suffix: "(Minimum Versions)"
-            python-version: "3.8"
+            python-version: "3.9"
             cache-suffix: "-minver"
             extra-requirements: "-c requirements/minver.txt"
-          - python-version: "3.8"
           - python-version: "3.9"
           - python-version: "3.10"
           - python-version: "3.11"
diff --git a/fastf1/_api.py b/fastf1/_api.py
index e5e3aa5ba..1f7266462 100644
--- a/fastf1/_api.py
+++ b/fastf1/_api.py
@@ -4,7 +4,6 @@
 import json
 import zlib
 from typing import (
-    Dict,
     Optional,
     Union
 )
@@ -29,7 +28,7 @@
 
 base_url = 'https://livetiming.formula1.com'
 
-headers: Dict[str, str] = {
+headers: dict[str, str] = {
     'Host': 'livetiming.formula1.com',
     'Connection': 'close',
     'TE': 'identity',
@@ -37,7 +36,7 @@
     'Accept-Encoding': 'gzip, identity',
 }
 
-pages: Dict[str, str] = {
+pages: dict[str, str] = {
     'session_data': 'SessionData.json',  # track + session status + lap count
     'session_info': 'SessionInfo.jsonStream',  # more rnd
     'archive_status': 'ArchiveStatus.json',  # rnd=1880327548
@@ -83,7 +82,7 @@ def make_path(wname, wdate, sname, sdate):
 
 
 # define all empty columns for timing data
-EMPTY_LAPS = {'Time': pd.NaT, 'Driver': str(), 'LapTime': pd.NaT,
+EMPTY_LAPS = {'Time': pd.NaT, 'Driver': '', 'LapTime': pd.NaT,
               'NumberOfLaps': np.nan, 'NumberOfPitStops': np.nan,
               'PitOutTime': pd.NaT, 'PitInTime': pd.NaT,
               'Sector1Time': pd.NaT, 'Sector2Time': pd.NaT,
@@ -92,7 +91,7 @@ def make_path(wname, wdate, sname, sdate):
               'SpeedI1': np.nan, 'SpeedI2': np.nan, 'SpeedFL': np.nan,
               'SpeedST': np.nan, 'IsPersonalBest': False}
 
-EMPTY_STREAM = {'Time': pd.NaT, 'Driver': str(), 'Position': np.nan,
+EMPTY_STREAM = {'Time': pd.NaT, 'Driver': '', 'Position': np.nan,
                 'GapToLeader': np.nan, 'IntervalToPositionAhead': np.nan}
 
 
diff --git a/fastf1/core.py b/fastf1/core.py
index e25ad54fc..eacd28dab 100644
--- a/fastf1/core.py
+++ b/fastf1/core.py
@@ -43,15 +43,13 @@
 import re
 import typing
 import warnings
+from collections.abc import Iterable
 from functools import cached_property
 from typing import (
     Any,
     Callable,
-    Iterable,
-    List,
     Literal,
     Optional,
-    Tuple,
     Union
 )
 
@@ -925,8 +923,8 @@ def add_driver_ahead(self, drop_existing: bool = True) -> "Telemetry":
         )
 
         if ((d['Date'].shape != dtd['Date'].shape)
-                or np.any((d['Date'].values
-                           != dtd['Date'].values))):
+                or np.any(d['Date'].values
+                          != dtd['Date'].values)):
             dtd = dtd.resample_channels(new_date_ref=d["Date"])
 
         # indices need to match as .join works index-on-index
@@ -1510,7 +1508,7 @@ def _load_laps_data(self, livedata=None):
             elif not len(d2):
                 result = d1.copy()
                 result.reset_index(drop=True, inplace=True)
-                result['Compound'] = str()
+                result['Compound'] = ''
                 result['TyreLife'] = np.nan
                 result['Stint'] = 0
                 result['New'] = False
@@ -3295,7 +3293,7 @@ def pick_accurate(self) -> "Laps":
         """
         return self[self['IsAccurate']]
 
-    def split_qualifying_sessions(self) -> List[Optional["Laps"]]:
+    def split_qualifying_sessions(self) -> list[Optional["Laps"]]:
         """Splits a lap object into individual laps objects for each
         qualifying session.
 
@@ -3354,7 +3352,7 @@ def split_qualifying_sessions(self) -> List[Optional["Laps"]]:
         return laps
 
     def iterlaps(self, require: Optional[Iterable] = None) \
-            -> Iterable[Tuple[int, "Lap"]]:
+            -> Iterable[tuple[int, "Lap"]]:
         """Iterator for iterating over all laps in self.
 
         This method wraps :meth:`pandas.DataFrame.iterrows`.
@@ -3762,9 +3760,8 @@ class NoLapDataError(Exception):
     after processing the result.
     """
     def __init__(self, *args):
-        super(NoLapDataError, self).__init__("Failed to load session because "
-                                             "the API did not provide any "
-                                             "usable data.")
+        super().__init__("Failed to load session because the API did not "
+                         "provide any usable data.")
 
 
 class InvalidSessionError(Exception):
@@ -3772,6 +3769,4 @@ class InvalidSessionError(Exception):
     can be found."""
 
     def __init__(self, *args):
-        super(InvalidSessionError, self).__init__(
-            "No matching session can be found."
-        )
+        super().__init__("No matching session can be found.")
diff --git a/fastf1/ergast/interface.py b/fastf1/ergast/interface.py
index ff3f00cbc..a157a8f43 100644
--- a/fastf1/ergast/interface.py
+++ b/fastf1/ergast/interface.py
@@ -1,10 +1,8 @@
 import copy
 import json
 from typing import (
-    List,
     Literal,
     Optional,
-    Type,
     Union
 )
 
@@ -252,7 +250,7 @@ class ErgastSimpleResponse(ErgastResponseMixin, ErgastResultFrame):
     _internal_names_set = set(_internal_names)
 
     @property
-    def _constructor(self) -> Type["ErgastResultFrame"]:
+    def _constructor(self) -> type["ErgastResultFrame"]:
         # drop from ErgastSimpleResponse to ErgastResultFrame, removing the
         # ErgastResponseMixin because a slice of the data is no longer a full
         # response and pagination, ... is therefore not supported anymore
@@ -363,7 +361,7 @@ def description(self) -> ErgastResultFrame:
         return self._description
 
     @property
-    def content(self) -> List[ErgastResultFrame]:
+    def content(self) -> list[ErgastResultFrame]:
         """A ``list`` of :class:`ErgastResultFrame` that contain the main
         response data.
 
diff --git a/fastf1/events.py b/fastf1/events.py
index a935141c8..0af2aab00 100644
--- a/fastf1/events.py
+++ b/fastf1/events.py
@@ -194,7 +194,6 @@
 from typing import (
     Literal,
     Optional,
-    Type,
     Union
 )
 
@@ -624,7 +623,7 @@ def _get_schedule_ff1(year):
             data[f'session{j+1}_date'][i] = pd.Timestamp(date)
             data[f'session{j+1}_date_Utc'][i] = pd.Timestamp(date_utc)
 
-    str().capitalize()
+    ''.capitalize()
 
     df = pd.DataFrame(data)
     # change column names from snake_case to UpperCamelCase
@@ -885,7 +884,7 @@ def __init__(self, *args, year: int = 0,
             self[col] = self[col].astype(_type)
 
     @property
-    def _constructor_sliced_horizontal(self) -> Type["Event"]:
+    def _constructor_sliced_horizontal(self) -> type["Event"]:
         return Event
 
     def is_testing(self):
diff --git a/fastf1/internals/fuzzy.py b/fastf1/internals/fuzzy.py
index 4a5406464..24fd77a72 100644
--- a/fastf1/internals/fuzzy.py
+++ b/fastf1/internals/fuzzy.py
@@ -1,5 +1,4 @@
 import warnings
-from typing import List
 
 import numpy as np
 
@@ -15,7 +14,7 @@
 
 def fuzzy_matcher(
         query: str,
-        reference: List[List[str]],
+        reference: list[list[str]],
         abs_confidence: float = 0.0,
         rel_confidence: float = 0.0
 ) -> (int, bool):
diff --git a/fastf1/internals/pandas_extensions.py b/fastf1/internals/pandas_extensions.py
index 9a5823c81..3188a5f03 100644
--- a/fastf1/internals/pandas_extensions.py
+++ b/fastf1/internals/pandas_extensions.py
@@ -1,5 +1,3 @@
-from typing import List
-
 import numpy as np
 from pandas import (
     DataFrame,
@@ -35,7 +33,7 @@
 
 def create_df_fast(
         *,
-        arrays: List[np.ndarray],
+        arrays: list[np.ndarray],
         columns: list,
         fallback: bool = True
 ) -> DataFrame:
@@ -71,7 +69,7 @@ def create_df_fast(
 
 
 def _fallback_create_df(
-        arrays: List[np.ndarray],
+        arrays: list[np.ndarray],
         columns: list
 ) -> DataFrame:
     data = {col: arr for col, arr in zip(columns, arrays)}
@@ -87,7 +85,7 @@ def _fallback_if_unsupported(func):
 
 @_fallback_if_unsupported
 def _unsafe_create_df_fast(
-        arrays: List[np.ndarray],
+        arrays: list[np.ndarray],
         columns: list
 ) -> DataFrame:
     # Implements parts of pandas' internal DataFrame creation mechanics
diff --git a/fastf1/livetiming/__main__.py b/fastf1/livetiming/__main__.py
index db2741c2d..bfd5e15a5 100644
--- a/fastf1/livetiming/__main__.py
+++ b/fastf1/livetiming/__main__.py
@@ -15,7 +15,7 @@ def save(args):
 
 
 def convert(args):
-    with open(args.input, 'r') as infile:
+    with open(args.input) as infile:
         messages = infile.readlines()
     data, ec = messages_from_raw(messages)
     with open(args.output, 'w') as outfile:
diff --git a/fastf1/livetiming/client.py b/fastf1/livetiming/client.py
index 4a845f682..6e006f9cd 100644
--- a/fastf1/livetiming/client.py
+++ b/fastf1/livetiming/client.py
@@ -3,10 +3,8 @@
 import json
 import logging
 import time
-from typing import (
-    Iterable,
-    Optional
-)
+from collections.abc import Iterable
+from typing import Optional
 
 import requests
 
diff --git a/fastf1/livetiming/data.py b/fastf1/livetiming/data.py
index 220b3e48e..f287674b1 100644
--- a/fastf1/livetiming/data.py
+++ b/fastf1/livetiming/data.py
@@ -95,7 +95,7 @@ def load(self):
                 next_data = None
             else:
                 # read a new file as next file
-                with open(next_file, 'r') as fobj:
+                with open(next_file) as fobj:
                     next_data = fobj.readlines()
 
             if current_data is None:
diff --git a/fastf1/plotting/__init__.py b/fastf1/plotting/__init__.py
index 691d8ce99..1e6b6c568 100644
--- a/fastf1/plotting/__init__.py
+++ b/fastf1/plotting/__init__.py
@@ -1,8 +1,4 @@
 import warnings
-from typing import (
-    Dict,
-    List
-)
 
 from fastf1.plotting._constants import \
     LEGACY_DRIVER_COLORS as _LEGACY_DRIVER_COLORS
@@ -91,11 +87,11 @@ def __getattr__(name):
     raise AttributeError(f"module {__name__!r} has no attribute {name!r}")
 
 
-_DEPR_COMPOUND_COLORS: Dict[str, str] = {
+_DEPR_COMPOUND_COLORS: dict[str, str] = {
     key: val for key, val
     in _Constants['2024'].CompoundColors.items()
 }
-COMPOUND_COLORS: Dict[str, str]
+COMPOUND_COLORS: dict[str, str]
 """
 Mapping of tyre compound names to compound colors (hex color codes).
 (current season only)
@@ -107,8 +103,8 @@ def __getattr__(name):
 """
 
 
-_DEPR_DRIVER_COLORS: Dict[str, str] = _LEGACY_DRIVER_COLORS.copy()
-DRIVER_COLORS: Dict[str, str]
+_DEPR_DRIVER_COLORS: dict[str, str] = _LEGACY_DRIVER_COLORS.copy()
+DRIVER_COLORS: dict[str, str]
 """
 Mapping of driver names to driver colors (hex color codes).
 
@@ -123,8 +119,8 @@ def __getattr__(name):
 """
 
 
-_DEPR_DRIVER_TRANSLATE: Dict[str, str] = _LEGACY_DRIVER_TRANSLATE.copy()
-DRIVER_TRANSLATE: Dict[str, str]
+_DEPR_DRIVER_TRANSLATE: dict[str, str] = _LEGACY_DRIVER_TRANSLATE.copy()
+DRIVER_TRANSLATE: dict[str, str]
 """
 Mapping of driver names to theirs respective abbreviations.
 
@@ -138,13 +134,13 @@ def __getattr__(name):
     future version. Use :func:`~fastf1.plotting.get_driver_name` instead.
 """
 
-_DEPR_TEAM_COLORS: Dict[str, str] = {
+_DEPR_TEAM_COLORS: dict[str, str] = {
     # str(key.value): val for key, val
     # in _Constants['2024'].Colormaps[_Colormaps.Default].items()
     name.replace("kick ", ""): team.TeamColor.FastF1 for name, team
     in _Constants['2024'].Teams.items()
 }
-TEAM_COLORS: Dict[str, str]
+TEAM_COLORS: dict[str, str]
 """
 Mapping of team names to team colors (hex color codes).
 (current season only)
@@ -154,8 +150,8 @@ def __getattr__(name):
     future version. Use :func:`~fastf1.plotting.get_team_color` instead.
 """
 
-_DEPR_TEAM_TRANSLATE: Dict[str, str] = _LEGACY_TEAM_TRANSLATE.copy()
-TEAM_TRANSLATE: Dict[str, str]
+_DEPR_TEAM_TRANSLATE: dict[str, str] = _LEGACY_TEAM_TRANSLATE.copy()
+TEAM_TRANSLATE: dict[str, str]
 """
 Mapping of team names to theirs respective abbreviations.
 
@@ -164,8 +160,8 @@ def __getattr__(name):
     future version. Use :func:`~fastf1.plotting.get_team_name` instead.
 """
 
-_DEPR_COLOR_PALETTE: List[str] = _COLOR_PALETTE.copy()
-COLOR_PALETTE: List[str]
+_DEPR_COLOR_PALETTE: list[str] = _COLOR_PALETTE.copy()
+COLOR_PALETTE: list[str]
 """
 The default color palette for matplotlib plot lines in fastf1's color scheme.
 
diff --git a/fastf1/plotting/_backend.py b/fastf1/plotting/_backend.py
index 02c3ac2ea..ab23e635e 100644
--- a/fastf1/plotting/_backend.py
+++ b/fastf1/plotting/_backend.py
@@ -1,8 +1,4 @@
 import dataclasses
-from typing import (
-    Dict,
-    List
-)
 
 import fastf1._api
 from fastf1.plotting._base import (
@@ -16,12 +12,12 @@
 
 def _load_drivers_from_f1_livetiming(
         *, api_path: str, year: str
-) -> List[_Team]:
+) -> list[_Team]:
     # load the driver information for the determined session
     driver_info = fastf1._api.driver_info(api_path)
 
     # parse the data into the required format
-    teams: Dict[str, _Team] = dict()
+    teams: dict[str, _Team] = dict()
 
     # Sorting by driver number here will directly guarantee that drivers
     # are sorted by driver number within each team. This has two advantages:
diff --git a/fastf1/plotting/_base.py b/fastf1/plotting/_base.py
index e1a4cdfc2..0f7a71703 100644
--- a/fastf1/plotting/_base.py
+++ b/fastf1/plotting/_base.py
@@ -1,8 +1,4 @@
 import unicodedata
-from typing import (
-    Dict,
-    List
-)
 
 from fastf1.logger import get_logger
 from fastf1.plotting._constants.base import TeamConst
@@ -25,21 +21,21 @@ class _Team:
 
     def __init__(self):
         super().__init__()
-        self.drivers: List["_Driver"] = list()
+        self.drivers: list[_Driver] = list()
 
 
 class _DriverTeamMapping:
     def __init__(
             self,
             year: str,
-            teams: List[_Team],
+            teams: list[_Team],
     ):
         self.year = year
         self.teams = teams
 
-        self.drivers_by_normalized: Dict[str, _Driver] = dict()
-        self.drivers_by_abbreviation: Dict[str, _Driver] = dict()
-        self.teams_by_normalized: Dict[str, _Team] = dict()
+        self.drivers_by_normalized: dict[str, _Driver] = dict()
+        self.drivers_by_abbreviation: dict[str, _Driver] = dict()
+        self.teams_by_normalized: dict[str, _Team] = dict()
 
         for team in teams:
             for driver in team.drivers:
diff --git a/fastf1/plotting/_constants/__init__.py b/fastf1/plotting/_constants/__init__.py
index 34fe5fbc4..f79bf1aa2 100644
--- a/fastf1/plotting/_constants/__init__.py
+++ b/fastf1/plotting/_constants/__init__.py
@@ -1,5 +1,3 @@
-from typing import Dict
-
 from fastf1.plotting._constants import (  # noqa: F401, unused import used through globals()
     season2018,
     season2019,
@@ -12,7 +10,7 @@
 from fastf1.plotting._constants.base import BaseSeasonConst
 
 
-Constants: Dict[str, BaseSeasonConst] = dict()
+Constants: dict[str, BaseSeasonConst] = dict()
 
 for year in range(2018, 2025):
     season = globals()[f"season{year}"]
@@ -32,7 +30,7 @@
 }
 
 
-LEGACY_TEAM_TRANSLATE: Dict[str, str] = {
+LEGACY_TEAM_TRANSLATE: dict[str, str] = {
     'MER': 'mercedes',
     'FER': 'ferrari',
     'RBR': 'red bull',
@@ -46,7 +44,7 @@
 }
 
 
-LEGACY_DRIVER_COLORS: Dict[str, str] = {
+LEGACY_DRIVER_COLORS: dict[str, str] = {
     "valtteri bottas": "#00e701",
     "zhou guanyu": "#008d01",
     "theo pourchaire": "#004601",
@@ -93,7 +91,7 @@
 }
 
 
-LEGACY_DRIVER_TRANSLATE: Dict[str, str] = {
+LEGACY_DRIVER_TRANSLATE: dict[str, str] = {
     'LEC': 'charles leclerc', 'SAI': 'carlos sainz',
     'SHW': 'robert shwartzman',
     'VER': 'max verstappen', 'PER': 'sergio perez',
diff --git a/fastf1/plotting/_constants/base.py b/fastf1/plotting/_constants/base.py
index b492fbaee..fe74202a0 100644
--- a/fastf1/plotting/_constants/base.py
+++ b/fastf1/plotting/_constants/base.py
@@ -1,5 +1,4 @@
 from dataclasses import dataclass
-from typing import Dict
 
 
 class CompoundsConst:
@@ -30,5 +29,5 @@ class TeamConst:
 
 @dataclass(frozen=True)
 class BaseSeasonConst:
-    CompoundColors: Dict[str, str]
-    Teams: Dict[str, TeamConst]
+    CompoundColors: dict[str, str]
+    Teams: dict[str, TeamConst]
diff --git a/fastf1/plotting/_constants/season2018.py b/fastf1/plotting/_constants/season2018.py
index c8bb81280..782ec33ba 100644
--- a/fastf1/plotting/_constants/season2018.py
+++ b/fastf1/plotting/_constants/season2018.py
@@ -1,4 +1,3 @@
-from typing import Dict
 
 from fastf1.plotting._constants.base import (
     CompoundsConst,
@@ -11,7 +10,7 @@
 # and values may be modified there, it the used API provides different values
 
 
-Teams: Dict[str, TeamConst] = {
+Teams: dict[str, TeamConst] = {
     'ferrari': TeamConst(
         ShortName='Ferrari',
         TeamColor=TeamColorsConst(
@@ -91,7 +90,7 @@
     )
 }
 
-CompoundColors: Dict[CompoundsConst, str] = {
+CompoundColors: dict[CompoundsConst, str] = {
     CompoundsConst.HyperSoft: "#feb1c1",
     CompoundsConst.UltraSoft: "#b24ba7",
     CompoundsConst.SuperSoft: "#fc2b2a",
diff --git a/fastf1/plotting/_constants/season2019.py b/fastf1/plotting/_constants/season2019.py
index 7c786d602..4b7038cc4 100644
--- a/fastf1/plotting/_constants/season2019.py
+++ b/fastf1/plotting/_constants/season2019.py
@@ -1,4 +1,3 @@
-from typing import Dict
 
 from fastf1.plotting._constants.base import (
     CompoundsConst,
@@ -11,7 +10,7 @@
 # and values may be modified there, it the used API provides different values
 
 
-Teams: Dict[str, TeamConst] = {
+Teams: dict[str, TeamConst] = {
     'alfa romeo': TeamConst(
         ShortName='Alfa Romeo',
         TeamColor=TeamColorsConst(
@@ -84,7 +83,7 @@
     )
 }
 
-CompoundColors: Dict[CompoundsConst, str] = {
+CompoundColors: dict[CompoundsConst, str] = {
     CompoundsConst.Soft: "#da291c",
     CompoundsConst.Medium: "#ffd12e",
     CompoundsConst.Hard: "#f0f0ec",
diff --git a/fastf1/plotting/_constants/season2020.py b/fastf1/plotting/_constants/season2020.py
index c4f13ddfe..5c87b33f4 100644
--- a/fastf1/plotting/_constants/season2020.py
+++ b/fastf1/plotting/_constants/season2020.py
@@ -1,4 +1,3 @@
-from typing import Dict
 
 from fastf1.plotting._constants.base import (
     CompoundsConst,
@@ -11,7 +10,7 @@
 # and values may be modified there, it the used API provides different values
 
 
-Teams: Dict[str, TeamConst] = {
+Teams: dict[str, TeamConst] = {
     'alfa romeo': TeamConst(
         ShortName='Alfa Romeo',
         TeamColor=TeamColorsConst(
@@ -84,7 +83,7 @@
     )
 }
 
-CompoundColors: Dict[CompoundsConst, str] = {
+CompoundColors: dict[CompoundsConst, str] = {
     CompoundsConst.Soft: "#da291c",
     CompoundsConst.Medium: "#ffd12e",
     CompoundsConst.Hard: "#f0f0ec",
diff --git a/fastf1/plotting/_constants/season2021.py b/fastf1/plotting/_constants/season2021.py
index 3a03b274e..9273a39ae 100644
--- a/fastf1/plotting/_constants/season2021.py
+++ b/fastf1/plotting/_constants/season2021.py
@@ -1,4 +1,3 @@
-from typing import Dict
 
 from fastf1.plotting._constants.base import (
     CompoundsConst,
@@ -11,7 +10,7 @@
 # and values may be modified there, it the used API provides different values
 
 
-Teams: Dict[str, TeamConst] = {
+Teams: dict[str, TeamConst] = {
     'alfa romeo': TeamConst(
         ShortName='Alfa Romeo',
         TeamColor=TeamColorsConst(
@@ -84,7 +83,7 @@
     )
 }
 
-CompoundColors: Dict[CompoundsConst, str] = {
+CompoundColors: dict[CompoundsConst, str] = {
     CompoundsConst.Soft: "#da291c",
     CompoundsConst.Medium: "#ffd12e",
     CompoundsConst.Hard: "#f0f0ec",
diff --git a/fastf1/plotting/_constants/season2022.py b/fastf1/plotting/_constants/season2022.py
index 4f09b282c..6983a01df 100644
--- a/fastf1/plotting/_constants/season2022.py
+++ b/fastf1/plotting/_constants/season2022.py
@@ -1,4 +1,3 @@
-from typing import Dict
 
 from fastf1.plotting._constants.base import (
     CompoundsConst,
@@ -11,7 +10,7 @@
 # and values may be modified there, it the used API provides different values
 
 
-Teams: Dict[str, TeamConst] = {
+Teams: dict[str, TeamConst] = {
     'alfa romeo': TeamConst(
         ShortName='Alfa Romeo',
         TeamColor=TeamColorsConst(
@@ -84,7 +83,7 @@
     )
 }
 
-CompoundColors: Dict[CompoundsConst, str] = {
+CompoundColors: dict[CompoundsConst, str] = {
     CompoundsConst.Soft: "#da291c",
     CompoundsConst.Medium: "#ffd12e",
     CompoundsConst.Hard: "#f0f0ec",
diff --git a/fastf1/plotting/_constants/season2023.py b/fastf1/plotting/_constants/season2023.py
index be88f828e..e58cdfbc0 100644
--- a/fastf1/plotting/_constants/season2023.py
+++ b/fastf1/plotting/_constants/season2023.py
@@ -1,4 +1,3 @@
-from typing import Dict
 
 from fastf1.plotting._constants.base import (
     CompoundsConst,
@@ -11,7 +10,7 @@
 # and values may be modified there, it the used API provides different values
 
 
-Teams: Dict[str, TeamConst] = {
+Teams: dict[str, TeamConst] = {
     'alfa romeo': TeamConst(
         ShortName='Alfa Romeo',
         TeamColor=TeamColorsConst(
@@ -84,7 +83,7 @@
     )
 }
 
-CompoundColors: Dict[CompoundsConst, str] = {
+CompoundColors: dict[CompoundsConst, str] = {
     CompoundsConst.Soft: "#da291c",
     CompoundsConst.Medium: "#ffd12e",
     CompoundsConst.Hard: "#f0f0ec",
diff --git a/fastf1/plotting/_constants/season2024.py b/fastf1/plotting/_constants/season2024.py
index b067d74b1..4d1b23ed2 100644
--- a/fastf1/plotting/_constants/season2024.py
+++ b/fastf1/plotting/_constants/season2024.py
@@ -1,4 +1,3 @@
-from typing import Dict
 
 from fastf1.plotting._constants.base import (
     CompoundsConst,
@@ -11,7 +10,7 @@
 # and values may be modified there, if the used API provides different values
 
 
-Teams: Dict[str, TeamConst] = {
+Teams: dict[str, TeamConst] = {
     'alpine': TeamConst(
         ShortName='Alpine',
         TeamColor=TeamColorsConst(
@@ -84,7 +83,7 @@
     )
 }
 
-CompoundColors: Dict[CompoundsConst, str] = {
+CompoundColors: dict[CompoundsConst, str] = {
     CompoundsConst.Soft: "#da291c",
     CompoundsConst.Medium: "#ffd12e",
     CompoundsConst.Hard: "#f0f0ec",
diff --git a/fastf1/plotting/_interface.py b/fastf1/plotting/_interface.py
index d0d085836..ae6ae6236 100644
--- a/fastf1/plotting/_interface.py
+++ b/fastf1/plotting/_interface.py
@@ -1,11 +1,9 @@
 import dataclasses
+from collections.abc import Sequence
 from typing import (
     Any,
-    Dict,
-    List,
     Literal,
     Optional,
-    Sequence,
     Union
 )
 
@@ -334,7 +332,7 @@ def get_driver_abbreviation(
 
 def get_driver_names_by_team(
         identifier: str, session: Session, *, exact_match: bool = False
-) -> List[str]:
+) -> list[str]:
     """
     Get a list of full names of all drivers that drove for a team in a given
     session based on a recognizable and identifiable part of the team name.
@@ -351,7 +349,7 @@ def get_driver_names_by_team(
 
 def get_driver_abbreviations_by_team(
         identifier: str, session: Session, *, exact_match: bool = False
-) -> List[str]:
+) -> list[str]:
     """
     Get a list of abbreviations of all drivers that drove for a team in a given
     session based on a recognizable and identifiable part of the team name.
@@ -411,7 +409,7 @@ def get_driver_style(
         colormap: str = 'default',
         additional_color_kws: Union[list, tuple] = (),
         exact_match: bool = False
-) -> Dict[str, Any]:
+) -> dict[str, Any]:
     """
     Get a plotting style that is unique for a driver based on the driver's
     abbreviation or based on a recognizable and identifiable part of the
@@ -626,7 +624,7 @@ def get_compound_color(compound: str, session: Session) -> str:
     return _Constants[year].CompoundColors[compound.upper()]
 
 
-def get_compound_mapping(session: Session) -> Dict[str, str]:
+def get_compound_mapping(session: Session) -> dict[str, str]:
     """
     Returns a dictionary that maps compound names to their associated
     colors. The colors are given as hexadecimal RGB color codes.
@@ -643,7 +641,7 @@ def get_compound_mapping(session: Session) -> Dict[str, str]:
 
 def get_driver_color_mapping(
         session: Session, *, colormap: str = 'default',
-) -> Dict[str, str]:
+) -> dict[str, str]:
     """
     Returns a dictionary that maps driver abbreviations to their associated
     colors. The colors are given as hexadecimal RGB color codes.
@@ -677,7 +675,7 @@ def get_driver_color_mapping(
     return colors
 
 
-def list_team_names(session: Session, *, short: bool = False) -> List[str]:
+def list_team_names(session: Session, *, short: bool = False) -> list[str]:
     """Returns a list of team names of all teams in the ``session``.
 
     By default, the full team names are returned. Use the ``short`` argument
@@ -699,19 +697,19 @@ def list_team_names(session: Session, *, short: bool = False) -> List[str]:
     return list(team.value for team in dtm.teams_by_normalized.values())
 
 
-def list_driver_abbreviations(session: Session) -> List[str]:
+def list_driver_abbreviations(session: Session) -> list[str]:
     """Returns a list of abbreviations of all drivers in the ``session``."""
     dtm = _get_driver_team_mapping(session)
     return list(dtm.drivers_by_abbreviation.keys())
 
 
-def list_driver_names(session: Session) -> List[str]:
+def list_driver_names(session: Session) -> list[str]:
     """Returns a list of full names of all drivers in the ``session``."""
     dtm = _get_driver_team_mapping(session)
     return list(driver.value for driver in dtm.drivers_by_normalized.values())
 
 
-def list_compounds(session: Session) -> List[str]:
+def list_compounds(session: Session) -> list[str]:
     """Returns a list of all compound names for this season (not session)."""
     year = str(session.event['EventDate'].year)
     return list(_Constants[year].CompoundColors.keys())
diff --git a/fastf1/plotting/_plotting.py b/fastf1/plotting/_plotting.py
index a75d4560a..2256a15b5 100644
--- a/fastf1/plotting/_plotting.py
+++ b/fastf1/plotting/_plotting.py
@@ -1,8 +1,5 @@
 import warnings
-from typing import (
-    List,
-    Optional
-)
+from typing import Optional
 
 import numpy as np
 import pandas as pd
@@ -37,7 +34,7 @@
 _logger = get_logger(__package__)
 
 
-_COLOR_PALETTE: List[str] = ['#FF79C6', '#50FA7B', '#8BE9FD', '#BD93F9',
+_COLOR_PALETTE: list[str] = ['#FF79C6', '#50FA7B', '#8BE9FD', '#BD93F9',
                              '#FFB86C', '#FF5555', '#F1FA8C']
 # The default color palette for matplotlib plot lines in fastf1's color scheme
 
@@ -181,9 +178,9 @@ def driver_color(identifier: str) -> str:
         key_ratios.sort(reverse=True)
         if key_ratios[0][0] != 100:
             _logger.warning(
-                ("Correcting invalid user input "
+                "Correcting invalid user input "
                  f"'{identifier}' to '{key_ratios[0][1]}'."
-                 )
+
             )
         if ((key_ratios[0][0] < 35)
                 or (key_ratios[0][0] / key_ratios[1][0] < 1.2)):
@@ -268,9 +265,9 @@ def team_color(identifier: str) -> str:
         key_ratios.sort(reverse=True)
         if key_ratios[0][0] != 100:
             _logger.warning(
-                ("Correcting invalid user input "
+                "Correcting invalid user input "
                  f"'{identifier}' to '{key_ratios[0][1]}'."
-                 )
+
             )
         if ((key_ratios[0][0] < 35)
                 or (key_ratios[0][0] / key_ratios[1][0] < 1.2)):
diff --git a/fastf1/req.py b/fastf1/req.py
index d23a01f31..f16e0d6ec 100644
--- a/fastf1/req.py
+++ b/fastf1/req.py
@@ -29,10 +29,7 @@
 import re
 import sys
 import time
-from typing import (
-    Optional,
-    Tuple
-)
+from typing import Optional
 
 import requests
 from requests_cache import CacheMixin
@@ -524,8 +521,8 @@ def _enable_default_cache(cls):
                     try:
                         os.mkdir(cache_dir, mode=0o0700)
                     except Exception as err:
-                        _logger.error("Failed to create cache directory {0}. "
-                                      "Error {1}".format(cache_dir, err))
+                        _logger.error(f"Failed to create cache directory "
+                                      f"{cache_dir}. Error {err}")
                         raise
 
                 # Enable cache with default
@@ -632,7 +629,7 @@ def ci_mode(cls, enabled: bool):
         cls._ci_mode = enabled
 
     @classmethod
-    def get_cache_info(cls) -> Tuple[Optional[str], Optional[int]]:
+    def get_cache_info(cls) -> tuple[Optional[str], Optional[int]]:
         """Returns information about the cache directory and its size.
 
         If the cache is not configured, None will be returned for both the
@@ -658,7 +655,7 @@ def _convert_size(cls, size_bytes):  # https://stackoverflow.com/questions/51940
         i = int(math.floor(math.log(size_bytes, 1024)))
         p = math.pow(1024, i)
         s = round(size_bytes / p, 2)
-        return "%s %s" % (s, size_name[i])
+        return f"{s} {size_name[i]}"
 
     @classmethod
     def _get_size(cls, start_path='.'):  # https://stackoverflow.com/questions/1392413/calculating-a-directorys-size-using-python # noqa: E501
diff --git a/fastf1/utils.py b/fastf1/utils.py
index 4e35f0314..b3fb36074 100644
--- a/fastf1/utils.py
+++ b/fastf1/utils.py
@@ -3,9 +3,7 @@
 import warnings
 from functools import reduce
 from typing import (
-    Dict,
     Optional,
-    Tuple,
     Union
 )
 
@@ -22,7 +20,7 @@
 def delta_time(
         reference_lap: "fastf1.core.Lap",
         compare_lap: "fastf1.core.Lap"
-) -> Tuple[pd.Series, "fastf1.core.Telemetry", "fastf1.core.Telemetry"]:
+) -> tuple[pd.Series, "fastf1.core.Telemetry", "fastf1.core.Telemetry"]:
     """Calculates the delta time of a given lap, along the 'Distance' axis
     of the reference lap.
 
@@ -114,7 +112,7 @@ def mini_pro(stream):
     return delta, ref, comp
 
 
-def recursive_dict_get(d: Dict, *keys: str, default_none: bool = False):
+def recursive_dict_get(d: dict, *keys: str, default_none: bool = False):
     """Recursive dict get. Can take an arbitrary number of keys and returns an
     empty dict if any key does not exist.
     https://stackoverflow.com/a/28225747"""
diff --git a/pyproject.toml b/pyproject.toml
index 13b9d4c24..c4e5a75af 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,16 +12,16 @@ readme = "README.md"
 license = { file = "LICENSE" }
 
 # minimum python version additionally needs to be changed in the test matrix
-requires-python = ">=3.8"
+requires-python = ">=3.9"
 # minimum package versions additionally need to be changed in requirements/minver.txt
 dependencies = [
   "matplotlib>=3.5.1,<4.0.0",
-  "numpy>=1.21.5,<3.0.0",
+  "numpy>=1.23.1,<3.0.0",
   "pandas>=1.4.1,<3.0.0",
   "python-dateutil",
   "requests>=2.28.1",
   "requests-cache>=1.0.0",
-  "scipy>=1.7.3,<2.0.0",
+  "scipy>=1.8.1,<2.0.0",
   "rapidfuzz",
   "timple>=0.1.6",
   "websockets>=10.3",
@@ -85,6 +85,7 @@ select = [
     "E",
     "F",
     "W",
+    "UP",
     "NPY201"
 ]
 
diff --git a/requirements/minver.txt b/requirements/minver.txt
index 1f0f33cc4..cd2f83f8f 100644
--- a/requirements/minver.txt
+++ b/requirements/minver.txt
@@ -1,8 +1,8 @@
 matplotlib==3.5.1
-numpy==1.21.5
+numpy==1.23.1
 pandas==1.4.1
 requests==2.28.1
 requests-cache==1.0.0
-scipy==1.7.3
+scipy==1.8.1
 timple==0.1.6
 websockets==10.3
\ No newline at end of file