diff --git a/ruff.toml b/ruff.toml
index f3f7486..4a08b3a 100644
--- a/ruff.toml
+++ b/ruff.toml
@@ -1,60 +1,55 @@
-target-version = "py38"
+line-length = 88
+unsafe-fixes = true
+target-version = "py39"
 
 [lint]
 select = ["ALL"]
 fixable = [
-    "UP",
-    'F401',   # unused imports
-    "F522",   # string-dot-format-extra-named-arguments
-    "F541",   # f-string-missing-placeholders
-    "W292",   # no-new-line-at-end-of-file
-    "E711",   # none-comparison
-    "E712",   # true-false-comparison
-    "E713",   # not-in-test
-    "E714",   # not-is-test
-    "I001",   # unsorted-imports
-    "UP037",  # quoted-annotation
-    "W293",   # blank-line-with-whitespace
-    "RSE102", # unnecessary-paren-on-raise-exception
-    "SIM108", # if-else-block-instead-of-if-exp
-    "I002",   #	missing-required-import	
-    "RUF100", # unused-noqa
+    "D",
+    'UP',
+    'F401',    # unused imports
+    "F522",    # string-dot-format-extra-named-arguments
+    "F541",    # f-string-missing-placeholders
+    "W292",    # no-new-line-at-end-of-file
+    "E711",    # none-comparison
+    "E712",    # true-false-comparison
+    "E713",    # not-in-test
+    "E714",    # not-is-test
+    "I001",    # unsorted-imports
+    "COM812",  # trailing-comma-missing
+    "Q000",    # bad-quotes-inline-string
+    "Q001",    # bad-quotes-multiline-string
+    "SIM108",  # if-else-block-instead-of-if-exp	
+    "E501",    # line-too-long
+    "FLY002",  # static-join-to-f-string
+    "PLW3301", # nested-min-max
+    "RUF010",  # explicit-f-string-type-conversion 
+    "RUF100",  # unused-noqa
+    "SIM110",  # reimplemented-builtin
+    "RET504",  # unnecessary-assign
+    "I002",    # missing-required-import
+    "PIE808",  # unnecessary-range-start
+    "RUF020",  # never-union 
+    "NPY201",  # numpy2-deprecation
 ]
 ignore = [
-    'TD',     # flake8-todos
-    'E712',   # TrueFalseComparison # sqlalchemy
-    "E711",   # none-comparison # sqlalchemy
-    "D100",   # public-module
-    "D104",   # public-package
-    "D107",   # public-init
-    "D201",   # no-blank-line-before-function
-    "D202",   # no-blank-line-after-function
-    "D203",   # one-blank-line-before-class
-    "D204",   # one-blank-line-after-class
-    "D211",   # no-blank-line-before-class
-    "D212",   # multi-line-summary-first-line
-    "D213",   # multi-line-summary-second-line
-    "D400",   # ends-in-period
-    "D401",   # non-imperative-mood
-    "D403",   # first-line-capitalized
-    "D406",   # new-line-after-section-name
-    "D407",   # dashed-underline-after-section
-    "D417",   # undocumented-param
-    "D415",   # ends-in-punctuation
-    "EM101",  # raw-string-in-exception
-    "TRY003", # raise-vanilla-args
-    "ANN101", # missing-type-self
-    "ANN102", # missing-type-cls
-    "ANN401", # dynamically-typed-expression
-    "FBT002", # boolean-default-value-in-function-definition
-    "PGH003", # blanket-type-ignore
-    "SIM117", # multiple-with-statements # python3.8
-    "B905",   # zip-without-explicit-strict
-    "PD010",  # use-of-dot-pivot-or-unstack
-    "D105",   # undocumented-magic-method
-    "TD",     # flake8-todos
-    "FIX",    # flake8-fixme
-    "D413",   # blank-line-after-last-section 
+    "TD",
+    'E712',    # TrueFalseComparison # sqlalchemy
+    "E711",    # none-comparison # sqlalchemy
+    "EM101",   # raw-string-in-exception
+    "TRY003",  # raise-vanilla-args
+    "ANN101",  # missing-type-self
+    "ANN102",  # missing-type-cls
+    "ANN401",  # dynamically-typed-expression
+    "FBT002",  # boolean-default-value-in-function-definition
+    "PGH003",  # blanket-type-ignore
+    "SIM117",  # multiple-with-statements # python3.8
+    "B905",    # zip-without-explicit-strict
+    "PD010",   # use-of-dot-pivot-or-unstack
+    "D105",    # undocumented-magic-method
+    "TD",      # flake8-todos
+    "FIX",     # flake8-fixme
+    "PLR2044", # empty-comment
     # ruff format
     "W191",   # tab-indentation
     "E111",   # indentation-with-invalid-multiple
@@ -70,6 +65,28 @@ ignore = [
     "COM819", # prohibited-trailing-comma
     "ISC001", # single-line-implicit-string-concatenation
     "ISC002", # multi-line-implicit-string-concatenation
+    # pydocstyle # google default
+    "D203",
+    "D204",
+    "D213",
+    "D215",
+    "D400",
+    "D401",
+    "D404",
+    "D406",
+    "D407",
+    "D408",
+    "D409",
+    "D413",
+    # pydocstyle # ignore
+    "D212", # multi-line-summary-first-line
+    "D403", # first-line-capitalized
+    "D415", # ends-in-punctuation
+    "D107", # undocumented-public-init
+    "D105", # undocumented-magic-method
+    # pydocstyle # TODO
+    "D100", # undocumented-public-module
+    "D104", # undocumented-public-package
 ]
 
 [lint.per-file-ignores]
@@ -100,4 +117,10 @@ required-imports = ["from __future__ import annotations"]
 # ruff format
 force-single-line = false
 force-wrap-aliases = false
-split-on-trailing-comma = false
\ No newline at end of file
+split-on-trailing-comma = false
+
+[lint.pydocstyle]
+convention = "google"
+
+[lint.flake8-type-checking]
+exempt-modules = ["typing", "typing_extensions"]