diff --git a/CHANGELOG.md b/CHANGELOG.md
index b59a7c7..399d5a1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -73,3 +73,8 @@
 ## 0.7.4
 
 - Added start and end parameters to plotting functions.
+
+## 0.8.0
+
+// TODO: says what you added to the pacakge
+- Added
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index 4bf79e1..20f65f4 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -6,6 +6,7 @@ version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
     {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
@@ -17,6 +18,7 @@ version = "2.4.1"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
     {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
@@ -26,8 +28,8 @@ files = [
 six = ">=1.12.0"
 
 [package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+astroid = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\""]
+test = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\"", "pytest"]
 
 [[package]]
 name = "black"
@@ -35,6 +37,7 @@ version = "24.3.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "black-24.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7d5e026f8da0322b5662fa7a8e752b3fa2dac1c1cbc213c3d7ff9bdd0ab12395"},
     {file = "black-24.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9f50ea1132e2189d8dff0115ab75b65590a3e97de1e143795adb4ce317934995"},
@@ -71,7 +74,7 @@ typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
-d = ["aiohttp (>=3.7.4)", "aiohttp (>=3.7.4,!=3.9.0)"]
+d = ["aiohttp (>=3.7.4) ; sys_platform != \"win32\" or implementation_name != \"pypy\"", "aiohttp (>=3.7.4,!=3.9.0) ; sys_platform == \"win32\" and implementation_name == \"pypy\""]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
@@ -81,6 +84,7 @@ version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
@@ -92,6 +96,7 @@ version = "8.1.7"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
     {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
@@ -106,10 +111,105 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main", "dev"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {main = "sys_platform == \"win32\"", dev = "sys_platform == \"win32\" or platform_system == \"Windows\""}
+
+[[package]]
+name = "contourpy"
+version = "1.3.2"
+description = "Python library for calculating contours of 2D quadrilateral grids"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+numpy = ">=1.23"
+
+[package.extras]
+bokeh = ["bokeh", "selenium"]
+docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
+mypy = ["bokeh", "contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.15.0)", "types-Pillow"]
+test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
+test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
+
+[[package]]
+name = "cycler"
+version = "0.12.1"
+description = "Composable style cycles"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
+    {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
+]
+
+[package.extras]
+docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
+tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "decorator"
@@ -117,6 +217,7 @@ version = "5.1.1"
 description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.5"
+groups = ["main"]
 files = [
     {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
     {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
@@ -128,6 +229,7 @@ version = "0.3.8"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "distlib-0.3.8-py2.py3-none-any.whl", hash = "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784"},
     {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
@@ -139,6 +241,8 @@ version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
+markers = "python_version < \"3.11\""
 files = [
     {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
     {file = "exceptiongroup-1.2.0.tar.gz", hash = "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"},
@@ -153,13 +257,14 @@ version = "2.0.1"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.5"
+groups = ["main"]
 files = [
     {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"},
     {file = "executing-2.0.1.tar.gz", hash = "sha256:35afe2ce3affba8ee97f2d69927fa823b08b472b7b994e36a52a964b93d16147"},
 ]
 
 [package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
 
 [[package]]
 name = "filelock"
@@ -167,6 +272,7 @@ version = "3.13.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "filelock-3.13.1-py3-none-any.whl", hash = "sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c"},
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@@ -175,7 +281,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.24)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
-typing = ["typing-extensions (>=4.8)"]
+typing = ["typing-extensions (>=4.8) ; python_version < \"3.11\""]
 
 [[package]]
 name = "flake8"
@@ -183,6 +289,7 @@ version = "7.0.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.8.1"
+groups = ["dev"]
 files = [
     {file = "flake8-7.0.0-py2.py3-none-any.whl", hash = "sha256:a6dfbb75e03252917f2473ea9653f7cd799c3064e54d4c8140044c5c065f53c3"},
     {file = "flake8-7.0.0.tar.gz", hash = "sha256:33f96621059e65eec474169085dc92bf26e7b2d47366b70be2f67ab80dc25132"},
@@ -193,12 +300,87 @@ mccabe = ">=0.7.0,<0.8.0"
 pycodestyle = ">=2.11.0,<2.12.0"
 pyflakes = ">=3.2.0,<3.3.0"
 
+[[package]]
+name = "fonttools"
+version = "4.57.0"
+description = "Tools to manipulate font files"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "fonttools-4.57.0.tar.gz", hash = "sha256:727ece10e065be2f9dd239d15dd5d60a66e17eac11aea47d447f9f03fdbc42de"},
+]
+
+[package.extras]
+all = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\"", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0) ; python_version <= \"3.12\"", "xattr ; sys_platform == \"darwin\"", "zopfli (>=0.1.4)"]
+graphite = ["lz4 (>=1.7.4.2)"]
+interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
+lxml = ["lxml (>=4.0)"]
+pathops = ["skia-pathops (>=0.5.0)"]
+plot = ["matplotlib"]
+repacker = ["uharfbuzz (>=0.23.0)"]
+symfont = ["sympy"]
+type1 = ["xattr ; sys_platform == \"darwin\""]
+ufo = ["fs (>=2.2.0,<3)"]
+unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
+woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
+
 [[package]]
 name = "identify"
 version = "2.5.35"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "identify-2.5.35-py2.py3-none-any.whl", hash = "sha256:c4de0081837b211594f8e877a6b4fad7ca32bbfc1a9307fdd61c28bfe923f13e"},
     {file = "identify-2.5.35.tar.gz", hash = "sha256:10a7ca245cfcd756a554a7288159f72ff105ad233c7c4b9c6f0f4d108f5f6791"},
@@ -213,6 +395,7 @@ version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -224,6 +407,7 @@ version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
     {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
@@ -240,7 +424,6 @@ prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
-typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
 all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
@@ -261,6 +444,7 @@ version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
     {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
@@ -274,12 +458,161 @@ docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alab
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
 testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
+[[package]]
+name = "kiwisolver"
+version = "1.4.8"
+description = "A fast implementation of the Cassowary constraint solver"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
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 version = "0.1.6"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.5"
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 files = [
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 description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
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 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.5"
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 files = [
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 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
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 files = [
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 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
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 files = [
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 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
+groups = ["main", "dev"]
 files = [
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 optional = false
 python-versions = ">=3.9"
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 optional = false
 python-versions = ">=3.6"
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 python-versions = ">=3.8"
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 python-versions = "*"
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+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=8.2)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
+test-arrow = ["pyarrow"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
+xmp = ["defusedxml"]
+
 [[package]]
 name = "platformdirs"
 version = "4.2.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
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@@ -561,6 +1006,7 @@ version = "5.21.0"
 description = "An open-source, interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "plotly-5.21.0-py3-none-any.whl", hash = "sha256:a33f41fd5922e45b2b253f795b200d14452eb625790bb72d0a72cf1328a6abbf"},
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@@ -576,6 +1022,7 @@ version = "1.4.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pluggy-1.4.0-py3-none-any.whl", hash = "sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981"},
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@@ -591,6 +1038,7 @@ version = "3.6.2"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "pre_commit-3.6.2-py2.py3-none-any.whl", hash = "sha256:ba637c2d7a670c10daedc059f5c49b5bd0aadbccfcd7ec15592cf9665117532c"},
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@@ -609,6 +1057,7 @@ version = "3.0.43"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
+groups = ["main"]
 files = [
     {file = "prompt_toolkit-3.0.43-py3-none-any.whl", hash = "sha256:a11a29cb3bf0a28a387fe5122cdb649816a957cd9261dcedf8c9f1fef33eacf6"},
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@@ -623,6 +1072,8 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "sys_platform != \"win32\""
 files = [
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@@ -634,6 +1085,7 @@ version = "0.2.2"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "pure_eval-0.2.2-py3-none-any.whl", hash = "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350"},
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@@ -648,6 +1100,7 @@ version = "2.11.1"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pycodestyle-2.11.1-py2.py3-none-any.whl", hash = "sha256:44fe31000b2d866f2e41841b18528a505fbd7fef9017b04eff4e2648a0fadc67"},
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@@ -659,6 +1112,7 @@ version = "2.6.4"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -678,6 +1132,7 @@ version = "2.16.3"
 description = ""
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pydantic_core-2.16.3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:75b81e678d1c1ede0785c7f46690621e4c6e63ccd9192af1f0bd9d504bbb6bf4"},
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@@ -769,6 +1224,7 @@ version = "3.2.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
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@@ -780,21 +1236,38 @@ version = "2.17.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "pygments-2.17.2-py3-none-any.whl", hash = "sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c"},
     {file = "pygments-2.17.2.tar.gz", hash = "sha256:da46cec9fd2de5be3a8a784f434e4c4ab670b4ff54d605c4c2717e9d49c4c367"},
 ]
 
 [package.extras]
-plugins = ["importlib-metadata"]
+plugins = ["importlib-metadata ; python_version < \"3.8\""]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pyparsing"
+version = "3.2.3"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "pyparsing-3.2.3-py3-none-any.whl", hash = "sha256:a749938e02d6fd0b59b356ca504a24982314bb090c383e3cf201c95ef7e2bfcf"},
+    {file = "pyparsing-3.2.3.tar.gz", hash = "sha256:b9c13f1ab8b3b542f72e28f634bad4de758ab3ce4546e4301970ad6fa77c38be"},
+]
+
+[package.extras]
+diagrams = ["jinja2", "railroad-diagrams"]
+
 [[package]]
 name = "pytest"
 version = "8.1.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pytest-8.1.1-py3-none-any.whl", hash = "sha256:2a8386cfc11fa9d2c50ee7b2a57e7d898ef90470a7a34c4b949ff59662bb78b7"},
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@@ -817,6 +1290,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -831,6 +1305,7 @@ version = "2024.1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"},
     {file = "pytz-2024.1.tar.gz", hash = "sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812"},
@@ -842,6 +1317,7 @@ version = "6.0.1"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.6"
+groups = ["main", "dev"]
 files = [
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@@ -861,6 +1337,7 @@ files = [
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+    {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a08c6f0fe150303c1c6b71ebcd7213c2858041a7e01975da3a99aed1e7a378ef"},
     {file = "PyYAML-6.0.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0"},
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@@ -901,6 +1378,7 @@ version = "69.2.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "setuptools-69.2.0-py3-none-any.whl", hash = "sha256:c21c49fb1042386df081cb5d86759792ab89efca84cf114889191cd09aacc80c"},
     {file = "setuptools-69.2.0.tar.gz", hash = "sha256:0ff4183f8f42cd8fa3acea16c45205521a4ef28f73c6391d8a25e92893134f2e"},
@@ -908,7 +1386,7 @@ files = [
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+testing = ["build[virtualenv]", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov ; platform_python_implementation != \"PyPy\"", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy (>=0.9.1) ; platform_python_implementation != \"PyPy\"", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.2)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
@@ -917,6 +1395,7 @@ version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+groups = ["main"]
 files = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -928,6 +1407,7 @@ version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -947,6 +1427,7 @@ version = "8.2.3"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "tenacity-8.2.3-py3-none-any.whl", hash = "sha256:ce510e327a630c9e1beaf17d42e6ffacc88185044ad85cf74c0a8887c6a0f88c"},
     {file = "tenacity-8.2.3.tar.gz", hash = "sha256:5398ef0d78e63f40007c1fb4c0bff96e1911394d2fa8d194f77619c05ff6cc8a"},
@@ -961,6 +1442,8 @@ version = "2.0.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
+markers = "python_version < \"3.11\""
 files = [
     {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
@@ -972,6 +1455,7 @@ version = "5.14.2"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "traitlets-5.14.2-py3-none-any.whl", hash = "sha256:fcdf85684a772ddeba87db2f398ce00b40ff550d1528c03c14dbf6a02003cd80"},
     {file = "traitlets-5.14.2.tar.gz", hash = "sha256:8cdd83c040dab7d1dee822678e5f5d100b514f7b72b01615b26fc5718916fdf9"},
@@ -987,6 +1471,7 @@ version = "6.0.12.20240311"
 description = "Typing stubs for PyYAML"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "types-PyYAML-6.0.12.20240311.tar.gz", hash = "sha256:a9e0f0f88dc835739b0c1ca51ee90d04ca2a897a71af79de9aec5f38cb0a5342"},
     {file = "types_PyYAML-6.0.12.20240311-py3-none-any.whl", hash = "sha256:b845b06a1c7e54b8e5b4c683043de0d9caf205e7434b3edc678ff2411979b8f6"},
@@ -998,6 +1483,7 @@ version = "4.10.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev"]
 files = [
     {file = "typing_extensions-4.10.0-py3-none-any.whl", hash = "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475"},
     {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
@@ -1009,6 +1495,7 @@ version = "2024.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["main"]
 files = [
     {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
     {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
@@ -1020,6 +1507,7 @@ version = "20.25.1"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "virtualenv-20.25.1-py3-none-any.whl", hash = "sha256:961c026ac520bac5f69acb8ea063e8a4f071bcc9457b9c1f28f6b085c511583a"},
     {file = "virtualenv-20.25.1.tar.gz", hash = "sha256:e08e13ecdca7a0bd53798f356d5831434afa5b07b93f0abdf0797b7a06ffe197"},
@@ -1032,7 +1520,7 @@ platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
 [[package]]
 name = "wcwidth"
@@ -1040,12 +1528,13 @@ version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
 ]
 
 [metadata]
-lock-version = "2.0"
-python-versions = "^3.9"
-content-hash = "c5ea2c2e57fb887ed9121c44dbdf21fc13a8fb7103ad7cba9f4974d315e366a7"
+lock-version = "2.1"
+python-versions = ">3.10,<4.0"
+content-hash = "4fae891d438674d4f618f4eaf7c2c9c3998c72fa2aad326e7849a4e8fbc1f2ef"
diff --git a/pyproject.toml b/pyproject.toml
index 8085b39..28d8a02 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,18 +1,19 @@
 [tool.poetry]
 name = "meteaudata"
-version = "0.7.4"
+version = "0.8.0"
 description = "A lightweight package for tracking metadata about time series to create repeatable data pipelines."
 authors = ["Jean-David Therrien <jeandavidt@gmail.com>"]
 license = "CC-BY4"
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "^3.9"
+python = ">3.10,<4.0"
 pandas = ">=1.4"
 ipython = "^8.2"
 pyyaml = "^6.0.1"
 pydantic = "^2.0"
 plotly = "^5.21.0"
+matplotlib = "3.10.1"
 
 [tool.poetry.group.dev.dependencies]
 mypy = "^1.9.0"
diff --git a/src/meteaudata/__init__.py b/src/meteaudata/__init__.py
index b1695c8..43fceaa 100644
--- a/src/meteaudata/__init__.py
+++ b/src/meteaudata/__init__.py
@@ -4,8 +4,14 @@
 from meteaudata.processing_steps.univariate.interpolate import (  # noqa: F401
     linear_interpolation,
 )
+from meteaudata.processing_steps.univariate.remove_duplicates import (
+    remove_duplicates,  # noqa: F401
+)
 from meteaudata.processing_steps.univariate.replace import replace_ranges  # noqa: F401
 from meteaudata.processing_steps.univariate.resample import resample  # noqa: F401
+from meteaudata.processing_steps.univariate.select_time_range import (
+    select_time_range,  # noqa: F401
+)
 from meteaudata.processing_steps.univariate.subset import subset  # noqa: F401
 from meteaudata.types import (  # noqa: F401
     DataProvenance,
diff --git a/src/meteaudata/processing_steps/multivariate/average.py b/src/meteaudata/processing_steps/multivariate/average.py
index 7049914..3768887 100644
--- a/src/meteaudata/processing_steps/multivariate/average.py
+++ b/src/meteaudata/processing_steps/multivariate/average.py
@@ -2,6 +2,7 @@
 from typing import Optional
 
 import pandas as pd
+
 from meteaudata.types import (
     DataProvenance,
     FunctionInfo,
diff --git a/src/meteaudata/processing_steps/univariate/remove_duplicates.py b/src/meteaudata/processing_steps/univariate/remove_duplicates.py
new file mode 100644
index 0000000..2f633b9
--- /dev/null
+++ b/src/meteaudata/processing_steps/univariate/remove_duplicates.py
@@ -0,0 +1,76 @@
+import datetime
+from typing import Literal
+
+import pandas as pd
+
+from meteaudata.types import (
+    FunctionInfo,
+    Parameters,
+    ProcessingStep,
+    ProcessingType,
+)
+
+
+def remove_duplicates(
+    input_series: list[pd.Series],
+    *args,
+    keep: Literal["first", "last", False] = "first",
+    **kwargs,
+) -> list[tuple[pd.Series, list[ProcessingStep]]]:
+    """
+    A processing function to remove duplicate sample points from time series data.
+
+    The function checks for duplicates and retains only the desired occurrence of each duplicate.
+    first -> keeps first encountered row with that index
+    last -> keeps last encountered value with that index
+    False -> removes all duplicated values
+
+    Args:
+        input_series (list[pd.Series]): List of input time series to be processed.
+
+    Returns:
+        list[tuple[pd.Series, list[ProcessingStep]]]: Time series with duplicates removed, including metadata about the processing steps.
+    """
+
+    func_info = FunctionInfo(
+        name="remove_duplicates",
+        version="0.1",
+        author="Loes Verhaeghe",
+        reference="Loes Verhaeghe with the help of chat gpt",
+    )
+
+    processing_step = ProcessingStep(
+        type=ProcessingType.RESAMPLING,
+        parameters=Parameters(keep=keep),
+        function_info=func_info,
+        description="A processing function to remove duplicate sample points from time series",
+        run_datetime=datetime.datetime.now(),
+        requires_calibration=False,
+        input_series_names=[str(col.name) for col in input_series],
+        suffix="DEDUPLICATED",
+    )
+
+    outputs = []
+
+    for col in input_series:
+        col = col.copy()
+        col_name = col.name
+        signal, _ = str(col_name).split("_")
+
+        # Ensure the series has a proper datetime index
+        if not isinstance(col.index, pd.DatetimeIndex):
+            raise IndexError(
+                f"Series {col.name} has index type {type(col.index)}. Please provide pd.DatetimeIndex."
+            )
+
+        # Remove duplicate values while keeping the first occurrence
+        filtered_col = col.loc[~col.index.duplicated(keep=keep)]
+
+        # Update the series name with the processing step suffix
+        new_name = f"{signal}_{processing_step.suffix}"
+        filtered_col.name = new_name
+
+        # Append the filtered series along with the processing step metadata
+        outputs.append((filtered_col, [processing_step]))
+
+    return outputs
diff --git a/src/meteaudata/processing_steps/univariate/resample.py b/src/meteaudata/processing_steps/univariate/resample.py
index d00dd9c..3b5f9b5 100644
--- a/src/meteaudata/processing_steps/univariate/resample.py
+++ b/src/meteaudata/processing_steps/univariate/resample.py
@@ -39,7 +39,7 @@ def resample(
     for col in input_series:
         col = col.copy()
         col_name = col.name
-        signal, _ = str(col_name).split("_")
+        signal = "_".join(str(col_name).split("_")[:-1])
         if not isinstance(col.index, (pd.DatetimeIndex, pd.TimedeltaIndex)):
             raise IndexError(
                 f"Series {col.name} has index type {type(col.index)}. Please provide either pd.DatetimeIndex or pd.TimedeltaIndex"
diff --git a/src/meteaudata/processing_steps/univariate/select_time_range.py b/src/meteaudata/processing_steps/univariate/select_time_range.py
new file mode 100644
index 0000000..100f7d5
--- /dev/null
+++ b/src/meteaudata/processing_steps/univariate/select_time_range.py
@@ -0,0 +1,76 @@
+import datetime
+
+import pandas as pd
+
+from meteaudata.types import (
+    FunctionInfo,
+    Parameters,
+    ProcessingStep,
+    ProcessingType,
+)
+
+
+def select_time_range(
+    input_series: list[pd.Series], start_time: str, end_time: str, *args, **kwargs
+) -> list[tuple[pd.Series, list[ProcessingStep]]]:
+    """
+    A processing function to filter time series data within a specified time range.
+
+    The function accepts a start and end time, and filters the data accordingly.
+
+    Args:
+        input_series (list[pd.Series]): List of input time series to be processed.
+        start_time (str): Start of the time range (e.g., "2023-10-01 00:00:00").
+        end_time (str): End of the time range (e.g., "2023-10-20 00:00:00").
+
+    Returns:
+        list[tuple[pd.Series, list[ProcessingStep]]]: Filtered time series with metadata about the processing steps.
+    """
+
+    func_info = FunctionInfo(
+        name="select_time_range",
+        version="0.1",
+        author="Loes Verhaeghe",
+        reference="Loes Verhaeghe with the help of chat gpt",
+    )
+
+    parameters = Parameters(start_time=start_time, end_time=end_time)
+
+    processing_step = ProcessingStep(
+        type=ProcessingType.FILTERING,
+        parameters=parameters,
+        function_info=func_info,
+        description="A processing function to select data between a specific time range",
+        run_datetime=datetime.datetime.now(),
+        requires_calibration=False,
+        input_series_names=[str(col.name) for col in input_series],
+        suffix="TIME-SLICE",
+    )
+
+    outputs = []
+
+    start_time = pd.to_datetime(start_time)
+    end_time = pd.to_datetime(end_time)
+
+    for col in input_series:
+        col = col.copy()
+        col_name = col.name
+        signal, _ = str(col_name).split("_")
+
+        # Ensure the series has a proper datetime index
+        if not isinstance(col.index, pd.DatetimeIndex):
+            raise IndexError(
+                f"Series {col.name} has index type {type(col.index)}. Please provide pd.DatetimeIndex."
+            )
+
+        # Filter the data based on the given time range
+        filtered_col = col[(col.index >= start_time) & (col.index <= end_time)]
+
+        # Update the series name with the processing step suffix
+        new_name = f"{signal}_{processing_step.suffix}"
+        filtered_col.name = new_name
+
+        # Append the filtered series along with the processing step metadata
+        outputs.append((filtered_col, [processing_step]))
+
+    return outputs
diff --git a/src/meteaudata/timeseries_stats.py b/src/meteaudata/timeseries_stats.py
new file mode 100644
index 0000000..597dd95
--- /dev/null
+++ b/src/meteaudata/timeseries_stats.py
@@ -0,0 +1,23 @@
+from meteaudata.types import (
+    TimeSeries,
+)
+
+
+def check_missing_values(input_ts: TimeSeries) -> int:
+    """
+    A function to count the missing values in a time series.
+
+    The function checks for any missing (NaN) values in the input series.
+
+    Args:
+        input_ts (TimeSeries): input time series to be processed.
+
+    Returns:
+        int: The number of NaN values in the Time Series data
+    """
+
+    data = input_ts.series
+
+    missing_count = data.isnull().sum()
+
+    return missing_count
diff --git a/src/meteaudata/types.py b/src/meteaudata/types.py
index b202d6d..d4f87bb 100644
--- a/src/meteaudata/types.py
+++ b/src/meteaudata/types.py
@@ -9,6 +9,7 @@
 from pathlib import Path
 from typing import Any, Optional, Protocol, Union
 
+import matplotlib.pyplot as plt
 import numpy as np
 import pandas as pd
 import plotly.graph_objects as go
@@ -545,6 +546,8 @@ def plot(
         )
         return fig
 
+    # TODO: implement plot_mpl for the time_series object.
+
     def remove_duplicated_steps(self):
         steps = self.processing_steps
         new_steps = []
@@ -1012,6 +1015,45 @@ def plot(
         )
         return fig
 
+    def plot_mpl(
+        self,
+        ts_names: list[str],
+        title: Optional[str] = None,
+        y_axis: Optional[str] = None,
+        x_axis: Optional[str] = None,
+    ) -> None:
+        """
+        Renders the selected time series in a matplotlib figure.
+        """
+        # Set default titles if not provided
+        if not title:
+            title = f"Time series plot of {self.name}"
+        if not y_axis:
+            y_axis = f"{self.name} ({self.units})"
+        if not x_axis:
+            x_axis = "Time"
+
+        # Create a figure and axis
+        fig = plt.figure(figsize=(12, 6))
+
+        # Loop through time series names and plot each one
+        for ts_name in ts_names:
+            ts = self.time_series[ts_name].series
+            # Assuming the time series `ts` has a pandas Series structure
+            plt.plot(ts, label=ts_name)
+
+        # Add title and labels
+        plt.title(title)
+        plt.xlabel(x_axis)
+        plt.ylabel(y_axis)
+
+        # Show legend
+        plt.legend()
+
+        # Display the plot
+        plt.tight_layout()
+        return fig
+
     def build_dependency_graph(self, ts_name: str) -> list[dict[str, Any]]:
         """
         Build a data structure that represents all the processig steps and their dependencies for a given time series.
@@ -1564,6 +1606,8 @@ def plot(
             )
         return fig
 
+    # TODO: implement plot_mpl for the dataset object.
+
     def __eq__(self, other):
         if not isinstance(other, Dataset):
             return False
diff --git a/tests/test_metEAUdata.py b/tests/test_metEAUdata.py
index 5c3387c..a5caaa7 100644
--- a/tests/test_metEAUdata.py
+++ b/tests/test_metEAUdata.py
@@ -6,8 +6,10 @@
 from meteaudata.processing_steps.univariate import (
     interpolate,
     prediction,
+    remove_duplicates,
     replace,
     resample,
+    select_time_range,
     subset,
 )
 from meteaudata.types import DataProvenance, Dataset, Signal, TimeSeries
@@ -91,9 +93,21 @@ def sample_dataset():
             reason="sensor calibration procedure",
             replace_with=np.nan,
         )
+        # pd.date_range(start="2020-01-01", freq="6min", periods=100),)
         signal = signal.process(
             [f"{signal_name}_RESAMPLED#1"], interpolate.linear_interpolation
         )
+        signal = signal.process(
+            [f"{signal_name}_LIN-INT#1"],
+            select_time_range.select_time_range,
+            "2020-01-01 00:00:00",
+            "2020-01-01 02:00:00",
+        )
+        signal = signal.process(
+            [f"{signal_name}_TIME-SLICE#1"],
+            remove_duplicates.remove_duplicates,
+            keep="last",
+        )
     return dataset
 
 
diff --git a/tests/test_snippets.py b/tests/test_snippets.py
deleted file mode 100644
index 36d31d2..0000000
--- a/tests/test_snippets.py
+++ /dev/null
@@ -1,11 +0,0 @@
-from snippets import create_dataset, create_signal
-
-
-def test_create_signal():
-    print("We got here! It means the file ran with no errors")
-    assert True
-
-
-def test_create_dataset():
-    print("We got here! It means the file ran with no errors")
-    assert True