diff --git a/.github/workflows/plotly_ci.yaml b/.github/workflows/plotly_ci.yaml
index 4744bfa..53d503e 100644
--- a/.github/workflows/plotly_ci.yaml
+++ b/.github/workflows/plotly_ci.yaml
@@ -39,6 +39,9 @@ jobs:
       - name: Run formatter
         run: make lint
 
+      - name: Run stubs install
+        run: make stubs
+
       - name: Run checks
         run: make checks
 
diff --git a/Makefile b/Makefile
index 7b155e9..313c475 100644
--- a/Makefile
+++ b/Makefile
@@ -21,6 +21,10 @@ checks:
 	@poetry run pytest tests/
 	@poetry run poetry check
 
+stubs:
+	@poetry run mypy --install-types --non-interactive plotly_calplot
+	@poetry run python3 -m pip install types-pytz
+
 pypi_deploy:
 	@poetry config pypi-token.pypi $(PLOTLY_PRD_TOKEN)
 	@poetry build
diff --git a/dist/plotly_calplot-0.1.0-py3-none-any.whl b/dist/plotly_calplot-0.1.0-py3-none-any.whl
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diff --git a/dist/plotly_calplot-0.1.7-py3-none-any.whl b/dist/plotly_calplot-0.1.7-py3-none-any.whl
deleted file mode 100644
index 70d92df..0000000
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diff --git a/dist/plotly_calplot-0.1.7.tar.gz b/dist/plotly_calplot-0.1.7.tar.gz
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diff --git a/examples/plotly_fig_show.py b/examples/plotly_fig_show.py
index 348c195..beaafba 100644
--- a/examples/plotly_fig_show.py
+++ b/examples/plotly_fig_show.py
@@ -8,7 +8,7 @@
 dummy_end_date = "2022-10-03"
 dummy_df = pd.DataFrame(
     {
-        "ds": pd.date_range(dummy_start_date, dummy_end_date),
+        "ds": pd.date_range(dummy_start_date, dummy_end_date, tz="Singapore"),
         "value": np.random.randint(
             -10,
             30,
@@ -17,6 +17,7 @@
         ),
     }
 )
+
 fig1 = calplot(
     dummy_df,
     x="ds",
@@ -30,7 +31,5 @@
     dummy_df,
     x="ds",
     y="value",
-    dark_theme=True,
-    showscale=True,
 )
 fig2.show()
diff --git a/plotly_calplot/calplot.py b/plotly_calplot/calplot.py
index ed5cb69..805abc2 100644
--- a/plotly_calplot/calplot.py
+++ b/plotly_calplot/calplot.py
@@ -1,5 +1,5 @@
 from datetime import date
-from typing import Any, Dict, Optional
+from typing import Any, Dict, Optional, Union
 
 import numpy as np
 from pandas import DataFrame, Grouper, Series
@@ -11,7 +11,7 @@
     showscale_of_heatmaps,
 )
 from plotly_calplot.single_year_calplot import year_calplot
-from plotly_calplot.utils import fill_empty_with_zeros
+from plotly_calplot.utils import fill_empty_with_zeros, validate_date_column
 
 
 def _get_subplot_layout(**kwargs: Any) -> go.Layout:
@@ -65,7 +65,7 @@ def calplot(
     colorscale: str = "greens",
     title: str = "",
     month_lines: bool = True,
-    total_height: int = None,
+    total_height: Union[int, None] = None,
     space_between_plots: float = 0.08,
     showscale: bool = False,
     text: Optional[str] = None,
@@ -74,6 +74,7 @@ def calplot(
     cmap_max: Optional[float] = None,
     start_month: int = 1,
     end_month: int = 12,
+    date_fmt: str = "%Y-%m-%d",
 ) -> go.Figure:
     """
     Yearly Calendar Heatmap
@@ -149,7 +150,15 @@ def calplot(
 
     end_month : int = 12
         ending month range to plot, defaults to 12 (December)
+
+    date_fmt : str = "%Y-%m-%d"
+        date format for the date column in data, defaults to "%Y-%m-%d"
+        If the date column is already in datetime format, this parameter
+        will be ignored.
     """
+    print(data[x])
+    data[x] = validate_date_column(data[x], date_fmt)
+    print(data[x])
     unique_years = data[x].dt.year.unique()
     unique_years_amount = len(unique_years)
     if years_title:
@@ -236,8 +245,9 @@ def month_calplot(
     colorscale: str = "greens",
     title: str = "",
     year_height: int = 30,
-    total_height: int = None,
+    total_height: Union[int, None] = None,
     showscale: bool = False,
+    date_fmt: str = "%Y-%m-%d",
 ) -> go.Figure:
     """
     Yearly Calendar Heatmap by months (12 cols per row)
@@ -279,6 +289,11 @@ def month_calplot(
 
     showscale : bool = False
         wether to show the scale of the data
+
+    date_fmt : str = "%Y-%m-%d"
+        date format for the date column in data, defaults to "%Y-%m-%d"
+        If the date column is already in datetime format, this parameter
+        will be ignored.
     """
     if data is None:
         if not isinstance(x, Series):
@@ -292,6 +307,8 @@ def month_calplot(
         x = x.name
         y = y.name
 
+    data[x] = validate_date_column(data[x], date_fmt)
+
     gData = data.set_index(x)[y].groupby(Grouper(freq="M")).sum()
     unique_years = gData.index.year.unique()
     unique_years_amount = len(unique_years)
diff --git a/plotly_calplot/date_extractors.py b/plotly_calplot/date_extractors.py
index b1c1b96..eea60a6 100644
--- a/plotly_calplot/date_extractors.py
+++ b/plotly_calplot/date_extractors.py
@@ -18,7 +18,7 @@ def get_month_names(
 
 
 def get_date_coordinates(
-    data: pd.DataFrame, x: str, start_month: int, end_month: int
+    data: pd.DataFrame, x: str
 ) -> Tuple[Any, List[float], List[int]]:
     month_days = []
     for m in data[x].dt.month.unique():
diff --git a/plotly_calplot/single_year_calplot.py b/plotly_calplot/single_year_calplot.py
index d229247..5de0371 100644
--- a/plotly_calplot/single_year_calplot.py
+++ b/plotly_calplot/single_year_calplot.py
@@ -1,4 +1,4 @@
-from typing import List, Optional
+from typing import List, Optional, Union
 
 from pandas.core.frame import DataFrame
 from plotly import graph_objects as go
@@ -27,7 +27,7 @@ def year_calplot(
     colorscale: str = "greens",
     title: str = "",
     month_lines: bool = True,
-    total_height: int = None,
+    total_height: Union[int, None] = None,
     text: Optional[List[str]] = None,
     text_name: Optional[str] = None,
     years_as_columns: bool = False,
@@ -40,7 +40,7 @@ def year_calplot(
 
     month_names = get_month_names(data, x, start_month, end_month)
     month_positions, weekdays_in_year, weeknumber_of_dates = get_date_coordinates(
-        data, x, start_month, end_month
+        data, x
     )
 
     # the calendar is actually a heatmap :)
diff --git a/plotly_calplot/utils.py b/plotly_calplot/utils.py
index 573454f..7c6a539 100644
--- a/plotly_calplot/utils.py
+++ b/plotly_calplot/utils.py
@@ -11,6 +11,19 @@ def fill_empty_with_zeros(
     start_month: int,
     end_month: int,
 ) -> pd.DataFrame:
+    """
+    Fills empty dates with zeros in the selected year data.
+
+    Args:
+        selected_year_data (DataFrame): The data for the selected year.
+        x (str): The column name for the date values.
+        year (int): The year for which the data is being filled.
+        start_month (int): The starting month of the year.
+        end_month (int): The ending month of the year.
+
+    Returns:
+        pd.DataFrame: The final DataFrame with empty dates filled with zeros.
+    """
     if end_month != 12:
         last_date = datetime(year, end_month + 1, 1) + timedelta(days=-1)
     else:
@@ -20,3 +33,35 @@ def fill_empty_with_zeros(
     df = pd.DataFrame({x: pd.date_range(year_min_date, year_max_date)})
     final_df = df.merge(selected_year_data, how="left")
     return final_df
+
+
+def validate_date_column(date_column: pd.Series, date_fmt: str) -> pd.Series:
+    """
+    Validate the date column from a DataFrame.
+
+    Parameters:
+        data (DataFrame): The input DataFrame.
+        x (str): The name of the column containing the date values.
+
+    Returns:
+        pd.Series: The date column extracted from the DataFrame.
+
+    Raises:
+        ValueError: If the column is not in datetime format.
+    """
+    if date_column.dtype == "datetime64[ns]":
+        return date_column
+    elif date_column.dtype == "object":
+        try:
+            return pd.to_datetime(date_column, format=date_fmt)
+        except ValueError:
+            raise ValueError(
+                f"Date column is not in the {date_fmt} format. Use change date_fmt parameter to match your dates."  # noqa
+            )
+    try:
+        if date_column.dt.tz is not None:
+            return date_column.dt.tz_localize(None)
+    except Exception as e:
+        raise Exception(
+            f"Exception {e}\nDate column is not in datetime format or not in the right string format. Please convert it to datetime format first or use the date_fmt parameter."  # noqa
+        )
diff --git a/poetry.lock b/poetry.lock
index 9229e98..181a938 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,5 @@
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+
 [[package]]
 name = "altair"
 version = "4.2.0"
@@ -5,6 +7,10 @@ description = "Altair: A declarative statistical visualization library for Pytho
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "altair-4.2.0-py3-none-any.whl", hash = "sha256:0c724848ae53410c13fa28be2b3b9a9dcb7b5caa1a70f7f217bd663bb419935a"},
+    {file = "altair-4.2.0.tar.gz", hash = "sha256:d87d9372e63b48cd96b2a6415f0cf9457f50162ab79dc7a31cd7e024dd840026"},
+]
 
 [package.dependencies]
 entrypoints = "*"
@@ -15,7 +21,7 @@ pandas = ">=0.18"
 toolz = "*"
 
 [package.extras]
-dev = ["black", "docutils", "ipython", "flake8", "pytest", "sphinx", "mistune (<2.0.0)", "m2r", "vega-datasets", "recommonmark"]
+dev = ["black", "docutils", "flake8", "ipython", "m2r", "mistune (<2.0.0)", "pytest", "recommonmark", "sphinx", "vega-datasets"]
 
 [[package]]
 name = "appnope"
@@ -24,6 +30,10 @@ description = "Disable App Nap on macOS >= 10.9"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
 
 [[package]]
 name = "argon2-cffi"
@@ -32,13 +42,17 @@ description = "The secure Argon2 password hashing algorithm."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-21.3.0.tar.gz", hash = "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"},
+    {file = "argon2_cffi-21.3.0-py3-none-any.whl", hash = "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80"},
+]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
 
 [package.extras]
-dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
-docs = ["sphinx", "sphinx-notfound-page", "furo"]
+dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
+docs = ["furo", "sphinx", "sphinx-notfound-page"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 
 [[package]]
@@ -48,12 +62,35 @@ description = "Low-level CFFI bindings for Argon2"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
+]
 
 [package.dependencies]
 cffi = ">=1.0.1"
 
 [package.extras]
-dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+dev = ["cogapp", "pre-commit", "pytest", "wheel"]
 tests = ["pytest"]
 
 [[package]]
@@ -63,6 +100,10 @@ description = "Annotate AST trees with source code positions"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "asttokens-2.0.5-py2.py3-none-any.whl", hash = "sha256:0844691e88552595a6f4a4281a9f7f79b8dd45ca4ccea82e5e05b4bbdb76705c"},
+    {file = "asttokens-2.0.5.tar.gz", hash = "sha256:9a54c114f02c7a9480d56550932546a3f1fe71d8a02f1bc7ccd0ee3ee35cf4d5"},
+]
 
 [package.dependencies]
 six = "*"
@@ -77,6 +118,10 @@ description = "Atomic file writes."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
+    {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
+]
 
 [[package]]
 name = "attrs"
@@ -85,12 +130,16 @@ description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "attrs-21.4.0-py2.py3-none-any.whl", hash = "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4"},
+    {file = "attrs-21.4.0.tar.gz", hash = "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"},
+]
 
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-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
-docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"]
+dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "six", "sphinx", "sphinx-notfound-page", "zope.interface"]
+docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"]
+tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "six", "zope.interface"]
+tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "six"]
 
 [[package]]
 name = "backcall"
@@ -99,6 +148,10 @@ description = "Specifications for callback functions passed in to an API"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
+    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
+]
 
 [[package]]
 name = "backports.zoneinfo"
@@ -107,6 +160,24 @@ description = "Backport of the standard library zoneinfo module"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-macosx_10_14_x86_64.whl", hash = "sha256:da6013fd84a690242c310d77ddb8441a559e9cb3d3d59ebac9aca1a57b2e18bc"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-manylinux1_i686.whl", hash = "sha256:89a48c0d158a3cc3f654da4c2de1ceba85263fafb861b98b59040a5086259722"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-manylinux1_x86_64.whl", hash = "sha256:1c5742112073a563c81f786e77514969acb58649bcdf6cdf0b4ed31a348d4546"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-win32.whl", hash = "sha256:e8236383a20872c0cdf5a62b554b27538db7fa1bbec52429d8d106effbaeca08"},
+    {file = "backports.zoneinfo-0.2.1-cp36-cp36m-win_amd64.whl", hash = "sha256:8439c030a11780786a2002261569bdf362264f605dfa4d65090b64b05c9f79a7"},
+    {file = "backports.zoneinfo-0.2.1-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:f04e857b59d9d1ccc39ce2da1021d196e47234873820cbeaad210724b1ee28ac"},
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+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:e81b76cace8eda1fca50e345242ba977f9be6ae3945af8d46326d776b4cf78d1"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:7b0a64cda4145548fed9efc10322770f929b944ce5cee6c0dfe0c87bf4c0c8c9"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-win32.whl", hash = "sha256:1b13e654a55cd45672cb54ed12148cd33628f672548f373963b0bff67b217328"},
+    {file = "backports.zoneinfo-0.2.1-cp38-cp38-win_amd64.whl", hash = "sha256:4a0f800587060bf8880f954dbef70de6c11bbe59c673c3d818921f042f9954a6"},
+    {file = "backports.zoneinfo-0.2.1.tar.gz", hash = "sha256:fadbfe37f74051d024037f223b8e001611eac868b5c5b06144ef4d8b799862f2"},
+]
 
 [package.extras]
 tzdata = ["tzdata"]
@@ -118,6 +189,10 @@ description = "Screen-scraping library"
 category = "dev"
 optional = false
 python-versions = ">=3.6.0"
+files = [
+    {file = "beautifulsoup4-4.11.1-py3-none-any.whl", hash = "sha256:58d5c3d29f5a36ffeb94f02f0d786cd53014cf9b3b3951d42e0080d8a9498d30"},
+    {file = "beautifulsoup4-4.11.1.tar.gz", hash = "sha256:ad9aa55b65ef2808eb405f46cf74df7fcb7044d5cbc26487f96eb2ef2e436693"},
+]
 
 [package.dependencies]
 soupsieve = ">1.2"
@@ -133,6 +208,10 @@ description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.6.2"
+files = [
+    {file = "black-21.12b0-py3-none-any.whl", hash = "sha256:a615e69ae185e08fdd73e4715e260e2479c861b5740057fde6e8b4e3b7dd589f"},
+    {file = "black-21.12b0.tar.gz", hash = "sha256:77b80f693a569e2e527958459634f18df9b0ba2625ba4e0c2d5da5be42e6f2b3"},
+]
 
 [package.dependencies]
 click = ">=7.1.2"
@@ -142,7 +221,7 @@ platformdirs = ">=2"
 tomli = ">=0.2.6,<2.0.0"
 typing-extensions = [
     {version = ">=3.10.0.0", markers = "python_version < \"3.10\""},
-    {version = "!=3.10.0.1", markers = "python_version >= \"3.10\""},
+    {version = ">=3.10.0.0,<3.10.0.1 || >3.10.0.1", markers = "python_version >= \"3.10\""},
 ]
 
 [package.extras]
@@ -159,14 +238,17 @@ description = "An easy safelist-based HTML-sanitizing tool."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "bleach-5.0.0-py3-none-any.whl", hash = "sha256:08a1fe86d253b5c88c92cc3d810fd8048a16d15762e1e5b74d502256e5926aa1"},
+    {file = "bleach-5.0.0.tar.gz", hash = "sha256:c6d6cc054bdc9c83b48b8083e236e5f00f238428666d2ce2e083eaa5fd568565"},
+]
 
 [package.dependencies]
 six = ">=1.9.0"
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0)"]
-dev = ["pip-tools (==6.5.1)", "pytest (==7.1.1)", "flake8 (==4.0.1)", "tox (==3.24.5)", "sphinx (==4.3.2)", "twine (==4.0.0)", "wheel (==0.37.1)", "hashin (==0.17.0)", "black (==22.3.0)", "mypy (==0.942)"]
+dev = ["black (==22.3.0)", "flake8 (==4.0.1)", "hashin (==0.17.0)", "mypy (==0.942)", "pip-tools (==6.5.1)", "pytest (==7.1.1)", "sphinx (==4.3.2)", "tox (==3.24.5)", "twine (==4.0.0)", "wheel (==0.37.1)"]
 
 [[package]]
 name = "blinker"
@@ -175,6 +257,9 @@ description = "Fast, simple object-to-object and broadcast signaling"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "blinker-1.4.tar.gz", hash = "sha256:471aee25f3992bd325afa3772f1063dbdbbca947a041b8b89466dc00d606f8b6"},
+]
 
 [[package]]
 name = "cachetools"
@@ -183,6 +268,10 @@ description = "Extensible memoizing collections and decorators"
 category = "dev"
 optional = false
 python-versions = "~=3.7"
+files = [
+    {file = "cachetools-5.0.0-py3-none-any.whl", hash = "sha256:8fecd4203a38af17928be7b90689d8083603073622229ca7077b72d8e5a976e4"},
+    {file = "cachetools-5.0.0.tar.gz", hash = "sha256:486471dfa8799eb7ec503a8059e263db000cdda20075ce5e48903087f79d5fd6"},
+]
 
 [[package]]
 name = "certifi"
@@ -191,6 +280,10 @@ description = "Python package for providing Mozilla's CA Bundle."
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "certifi-2021.10.8-py2.py3-none-any.whl", hash = "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"},
+    {file = "certifi-2021.10.8.tar.gz", hash = "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872"},
+]
 
 [[package]]
 name = "cffi"
@@ -199,6 +292,58 @@ description = "Foreign Function Interface for Python calling C code."
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+    {file = "cffi-1.15.0.tar.gz", hash = "sha256:920f0d66a896c2d99f0adbb391f990a84091179542c205fa53ce5787aff87954"},
+]
 
 [package.dependencies]
 pycparser = "*"
@@ -210,9 +355,13 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 category = "dev"
 optional = false
 python-versions = ">=3.5.0"
+files = [
+    {file = "charset-normalizer-2.0.12.tar.gz", hash = "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597"},
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+]
 
 [package.extras]
-unicode_backport = ["unicodedata2"]
+unicode-backport = ["unicodedata2"]
 
 [[package]]
 name = "click"
@@ -221,6 +370,10 @@ description = "Composable command line interface toolkit"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "click-8.0.4-py3-none-any.whl", hash = "sha256:6a7a62563bbfabfda3a38f3023a1db4a35978c0abd76f6c9605ecd6554d6d9b1"},
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+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -232,6 +385,10 @@ description = "Cross-platform colored terminal text."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+]
 
 [[package]]
 name = "coverage"
@@ -240,6 +397,49 @@ description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "coverage-6.4.2-pp36.pp37.pp38-none-any.whl", hash = "sha256:e2618cb2cf5a7cc8d698306e42ebcacd02fb7ef8cfc18485c59394152c70be97"},
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+]
 
 [package.dependencies]
 tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
@@ -254,6 +454,26 @@ description = "An implementation of the Debug Adapter Protocol for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "debugpy-1.6.0-cp310-cp310-win_amd64.whl", hash = "sha256:40de9ba137d355538432209d05e0f5fe5d0498dce761c39119ad4b950b51db31"},
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+    {file = "debugpy-1.6.0-cp39-cp39-win_amd64.whl", hash = "sha256:30abefefd2ff5a5481162d613cb70e60e2fa80a5eb4c994717c0f008ed25d2e1"},
+    {file = "debugpy-1.6.0-py2.py3-none-any.whl", hash = "sha256:4de7777842da7e08652f2776c552070bbdd758557fdec73a15d7be0e4aab95ce"},
+    {file = "debugpy-1.6.0.zip", hash = "sha256:7b79c40852991f7b6c3ea65845ed0f5f6b731c37f4f9ad9c61e2ab4bd48a9275"},
+]
 
 [[package]]
 name = "decorator"
@@ -262,6 +482,10 @@ description = "Decorators for Humans"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
+    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
+]
 
 [[package]]
 name = "defusedxml"
@@ -270,6 +494,10 @@ description = "XML bomb protection for Python stdlib modules"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
+    {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
+]
 
 [[package]]
 name = "entrypoints"
@@ -278,6 +506,10 @@ description = "Discover and load entry points from installed packages."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "entrypoints-0.4-py3-none-any.whl", hash = "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"},
+    {file = "entrypoints-0.4.tar.gz", hash = "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4"},
+]
 
 [[package]]
 name = "executing"
@@ -286,6 +518,10 @@ description = "Get the currently executing AST node of a frame, and other inform
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "executing-0.8.3-py2.py3-none-any.whl", hash = "sha256:d1eef132db1b83649a3905ca6dd8897f71ac6f8cac79a7e58a1a09cf137546c9"},
+    {file = "executing-0.8.3.tar.gz", hash = "sha256:c6554e21c6b060590a6d3be4b82fb78f8f0194d809de5ea7df1c093763311501"},
+]
 
 [[package]]
 name = "fastjsonschema"
@@ -294,9 +530,13 @@ description = "Fastest Python implementation of JSON schema"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "fastjsonschema-2.15.3-py3-none-any.whl", hash = "sha256:ddb0b1d8243e6e3abb822bd14e447a89f4ab7439342912d590444831fa00b6a0"},
+    {file = "fastjsonschema-2.15.3.tar.gz", hash = "sha256:0a572f0836962d844c1fc435e200b2e4f4677e4e6611a2e3bdd01ba697c275ec"},
+]
 
 [package.extras]
-devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
 [[package]]
 name = "flake8"
@@ -305,6 +545,10 @@ description = "the modular source code checker: pep8 pyflakes and co"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "flake8-4.0.1-py2.py3-none-any.whl", hash = "sha256:479b1304f72536a55948cb40a32dce8bb0ffe3501e26eaf292c7e60eb5e0428d"},
+    {file = "flake8-4.0.1.tar.gz", hash = "sha256:806e034dda44114815e23c16ef92f95c91e4c71100ff52813adf7132a6ad870d"},
+]
 
 [package.dependencies]
 mccabe = ">=0.6.0,<0.7.0"
@@ -318,6 +562,10 @@ description = "Git Object Database"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "gitdb-4.0.9-py3-none-any.whl", hash = "sha256:8033ad4e853066ba6ca92050b9df2f89301b8fc8bf7e9324d412a63f8bf1a8fd"},
+    {file = "gitdb-4.0.9.tar.gz", hash = "sha256:bac2fd45c0a1c9cf619e63a90d62bdc63892ef92387424b855792a6cabe789aa"},
+]
 
 [package.dependencies]
 smmap = ">=3.0.1,<6"
@@ -329,6 +577,10 @@ description = "GitPython is a python library used to interact with Git repositor
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "GitPython-3.1.27-py3-none-any.whl", hash = "sha256:5b68b000463593e05ff2b261acff0ff0972df8ab1b70d3cdbd41b546c8b8fc3d"},
+    {file = "GitPython-3.1.27.tar.gz", hash = "sha256:1c885ce809e8ba2d88a29befeb385fcea06338d3640712b59ca623c220bb5704"},
+]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
@@ -340,6 +592,10 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "idna-3.3-py3-none-any.whl", hash = "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff"},
+    {file = "idna-3.3.tar.gz", hash = "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"},
+]
 
 [[package]]
 name = "importlib-metadata"
@@ -348,14 +604,18 @@ description = "Read metadata from Python packages"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "importlib_metadata-4.11.3-py3-none-any.whl", hash = "sha256:1208431ca90a8cca1a6b8af391bb53c1a2db74e5d1cef6ddced95d4b2062edc6"},
+    {file = "importlib_metadata-4.11.3.tar.gz", hash = "sha256:ea4c597ebf37142f827b8f39299579e31685c31d3a438b59f469406afd0f2539"},
+]
 
 [package.dependencies]
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+docs = ["jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
 
 [[package]]
 name = "importlib-resources"
@@ -364,13 +624,17 @@ description = "Read resources from Python packages"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "importlib_resources-5.6.0-py3-none-any.whl", hash = "sha256:a9dd72f6cc106aeb50f6e66b86b69b454766dd6e39b69ac68450253058706bcc"},
+    {file = "importlib_resources-5.6.0.tar.gz", hash = "sha256:1b93238cbf23b4cde34240dd8321d99e9bf2eb4bc91c0c99b2886283e7baad85"},
+]
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+docs = ["jaraco.packaging (>=9)", "rst.linker (>=1.9)", "sphinx"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
 
 [[package]]
 name = "iniconfig"
@@ -379,6 +643,10 @@ description = "iniconfig: brain-dead simple config-ini parsing"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
+    {file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
+]
 
 [[package]]
 name = "ipykernel"
@@ -387,6 +655,10 @@ description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "ipykernel-6.13.0-py3-none-any.whl", hash = "sha256:2b0987af43c0d4b62cecb13c592755f599f96f29aafe36c01731aaa96df30d39"},
+    {file = "ipykernel-6.13.0.tar.gz", hash = "sha256:0e28273e290858393e86e152b104e5506a79c13d25b951ac6eca220051b4be60"},
+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
@@ -401,7 +673,7 @@ tornado = ">=6.1"
 traitlets = ">=5.1.0"
 
 [package.extras]
-test = ["pytest (>=6.0)", "pytest-cov", "flaky", "ipyparallel", "pre-commit", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=6.0)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -410,6 +682,10 @@ description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
+files = [
+    {file = "ipython-8.2.0-py3-none-any.whl", hash = "sha256:1b672bfd7a48d87ab203d9af8727a3b0174a4566b4091e9447c22fb63ea32857"},
+    {file = "ipython-8.2.0.tar.gz", hash = "sha256:70e5eb132cac594a34b5f799bd252589009905f05104728aea6a403ec2519dc1"},
+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "sys_platform == \"darwin\""}
@@ -422,11 +698,12 @@ pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
 pickleshare = "*"
 prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
 pygments = ">=2.4.0"
+setuptools = ">=18.5"
 stack-data = "*"
 traitlets = ">=5"
 
 [package.extras]
-all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"]
+all = ["Sphinx (>=1.3)", "black", "curio", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "testpath", "trio"]
 black = ["black"]
 doc = ["Sphinx (>=1.3)"]
 kernel = ["ipykernel"]
@@ -436,7 +713,7 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
 
 [[package]]
 name = "ipython-genutils"
@@ -445,6 +722,10 @@ description = "Vestigial utilities from IPython"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "ipython_genutils-0.2.0-py2.py3-none-any.whl", hash = "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8"},
+    {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
+]
 
 [[package]]
 name = "ipywidgets"
@@ -453,6 +734,10 @@ description = "IPython HTML widgets for Jupyter"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "ipywidgets-7.7.0-py2.py3-none-any.whl", hash = "sha256:e58ff58bc94d481e91ecb6e13a5cb96a87b6b8ade135e055603d0ca24593df38"},
+    {file = "ipywidgets-7.7.0.tar.gz", hash = "sha256:ab4a5596855a88b83761921c768707d65e5847068139bc1729ddfe834703542a"},
+]
 
 [package.dependencies]
 ipykernel = ">=4.5.1"
@@ -464,7 +749,7 @@ traitlets = ">=4.3.1"
 widgetsnbextension = ">=3.6.0,<3.7.0"
 
 [package.extras]
-test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
+test = ["mock", "pytest (>=3.6.0)", "pytest-cov"]
 
 [[package]]
 name = "isort"
@@ -473,12 +758,16 @@ description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
 python-versions = ">=3.6.1,<4.0"
+files = [
+    {file = "isort-5.10.1-py3-none-any.whl", hash = "sha256:6f62d78e2f89b4500b080fe3a81690850cd254227f27f75c3a0c491a1f351ba7"},
+    {file = "isort-5.10.1.tar.gz", hash = "sha256:e8443a5e7a020e9d7f97f1d7d9cd17c88bcb3bc7e218bf9cf5095fe550be2951"},
+]
 
 [package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
+pipfile-deprecated-finder = ["pipreqs", "requirementslib"]
 plugins = ["setuptools"]
+requirements-deprecated-finder = ["pip-api", "pipreqs"]
 
 [[package]]
 name = "jedi"
@@ -487,6 +776,10 @@ description = "An autocompletion tool for Python that can be used for text edito
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "jedi-0.18.1-py2.py3-none-any.whl", hash = "sha256:637c9635fcf47945ceb91cd7f320234a7be540ded6f3e99a50cb6febdfd1ba8d"},
+    {file = "jedi-0.18.1.tar.gz", hash = "sha256:74137626a64a99c8eb6ae5832d99b3bdd7d29a3850fe2aa80a4126b2a7d949ab"},
+]
 
 [package.dependencies]
 parso = ">=0.8.0,<0.9.0"
@@ -502,6 +795,10 @@ description = "A very fast and expressive template engine."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "Jinja2-3.1.1-py3-none-any.whl", hash = "sha256:539835f51a74a69f41b848a9645dbdc35b4f20a3b601e2d9a7e22947b15ff119"},
+    {file = "Jinja2-3.1.1.tar.gz", hash = "sha256:640bed4bb501cbd17194b3cace1dc2126f5b619cf068a726b98192a0fde74ae9"},
+]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -516,6 +813,10 @@ description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jsonschema-4.4.0-py3-none-any.whl", hash = "sha256:77281a1f71684953ee8b3d488371b162419767973789272434bbc3f29d9c8823"},
+    {file = "jsonschema-4.4.0.tar.gz", hash = "sha256:636694eb41b3535ed608fe04129f26542b59ed99808b4f688aa32dcf55317a83"},
+]
 
 [package.dependencies]
 attrs = ">=17.4.0"
@@ -524,7 +825,7 @@ pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format_nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
 [[package]]
 name = "jupyter-client"
@@ -533,6 +834,10 @@ description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jupyter_client-7.2.2-py3-none-any.whl", hash = "sha256:44045448eadc12493d819d965eb1dc9d10d1927698adbb9b14eb9a3a4a45ba53"},
+    {file = "jupyter_client-7.2.2.tar.gz", hash = "sha256:8fdbad344a8baa6a413d86d25bbf87ce21cb2b4aa5a8e0413863b9754eb8eb8a"},
+]
 
 [package.dependencies]
 entrypoints = "*"
@@ -554,6 +859,10 @@ description = "Jupyter core package. A base package on which Jupyter projects re
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "jupyter_core-4.9.2-py3-none-any.whl", hash = "sha256:f875e4d27e202590311d468fa55f90c575f201490bd0c18acabe4e318db4a46d"},
+    {file = "jupyter_core-4.9.2.tar.gz", hash = "sha256:d69baeb9ffb128b8cd2657fcf2703f89c769d1673c851812119e3a2a0e93ad9a"},
+]
 
 [package.dependencies]
 pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
@@ -566,6 +875,10 @@ description = "Pygments theme using JupyterLab CSS variables"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "jupyterlab_pygments-0.2.0-py2.py3-none-any.whl", hash = "sha256:8feffeec1799aaaea5b889add289e0c6dd648ea049be800fde814de46bf99f83"},
+    {file = "jupyterlab_pygments-0.2.0.tar.gz", hash = "sha256:2d48bcdd666043afc086af56adaf6bb79bbeffb1d73ed00ec4a2113f6cc22581"},
+]
 
 [[package]]
 name = "jupyterlab-widgets"
@@ -574,6 +887,10 @@ description = "A JupyterLab extension."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "jupyterlab_widgets-1.1.0-py3-none-any.whl", hash = "sha256:c2a9bd3789f120f64d73268c066ed3b000c56bc1dda217be5cdc43e7b4ebad3f"},
+    {file = "jupyterlab_widgets-1.1.0.tar.gz", hash = "sha256:d5f41bc1713795385f718d44dcba47e1e1473c6289f28a95aa6b2c0782ee372a"},
+]
 
 [[package]]
 name = "markupsafe"
@@ -582,6 +899,48 @@ description = "Safely add untrusted strings to HTML/XML markup."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "MarkupSafe-2.1.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:86b1f75c4e7c2ac2ccdaec2b9022845dbb81880ca318bb7a0a01fbf7813e3812"},
+    {file = "MarkupSafe-2.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f121a1420d4e173a5d96e47e9a0c0dcff965afdf1626d28de1460815f7c4ee7a"},
+    {file = "MarkupSafe-2.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a49907dd8420c5685cfa064a1335b6754b74541bbb3706c259c02ed65b644b3e"},
+    {file = "MarkupSafe-2.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:10c1bfff05d95783da83491be968e8fe789263689c02724e0c691933c52994f5"},
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 [[package]]
 name = "matplotlib-inline"
@@ -590,6 +949,10 @@ description = "Inline Matplotlib backend for Jupyter"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "matplotlib-inline-0.1.3.tar.gz", hash = "sha256:a04bfba22e0d1395479f866853ec1ee28eea1485c1d69a6faf00dc3e24ff34ee"},
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+]
 
 [package.dependencies]
 traitlets = "*"
@@ -601,6 +964,10 @@ description = "McCabe checker, plugin for flake8"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "mistune"
@@ -609,32 +976,70 @@ description = "The fastest markdown parser in pure Python"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "mypy"
-version = "0.942"
+version = "1.7.1"
 description = "Optional static typing for Python"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
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+]
 
 [package.dependencies]
-mypy-extensions = ">=0.4.3"
-tomli = ">=1.1.0"
-typing-extensions = ">=3.10"
+mypy-extensions = ">=1.0.0"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+typing-extensions = ">=4.1.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
-python2 = ["typed-ast (>=1.4.0,<2)"]
+install-types = ["pip"]
+mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
 
 [[package]]
 name = "mypy-extensions"
-version = "0.4.3"
-description = "Experimental type system extensions for programs checked with the mypy typechecker."
+version = "1.0.0"
+description = "Type system extensions for programs checked with the mypy type checker."
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.5"
+files = [
+    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
+    {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
+]
 
 [[package]]
 name = "nbclient"
@@ -643,6 +1048,10 @@ description = "A client library for executing notebooks. Formerly nbconvert's Ex
 category = "dev"
 optional = false
 python-versions = ">=3.7.0"
+files = [
+    {file = "nbclient-0.5.13-py3-none-any.whl", hash = "sha256:47ac905af59379913c1f8f541098d2550153cf8dc58553cbe18c702b181518b0"},
+    {file = "nbclient-0.5.13.tar.gz", hash = "sha256:40c52c9b5e3c31faecaee69f202b3f53e38d7c1c563de0fadde9d7eda0fdafe8"},
+]
 
 [package.dependencies]
 jupyter-client = ">=6.1.5"
@@ -651,8 +1060,8 @@ nest-asyncio = "*"
 traitlets = ">=5.0.0"
 
 [package.extras]
-sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"]
-test = ["ipython (<8.0.0)", "ipykernel", "ipywidgets (<8.0.0)", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "xmltodict", "black", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)"]
+sphinx = ["Sphinx (>=1.7)", "mock", "moto", "myst-parser", "sphinx-book-theme"]
+test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "wheel (>=0.31.0)", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
@@ -661,6 +1070,10 @@ description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "nbconvert-6.5.0-py3-none-any.whl", hash = "sha256:c56dd0b8978a1811a5654f74c727ff16ca87dd5a43abd435a1c49b840fcd8360"},
+    {file = "nbconvert-6.5.0.tar.gz", hash = "sha256:223e46e27abe8596b8aed54301fadbba433b7ffea8196a68fd7b1ff509eee99d"},
+]
 
 [package.dependencies]
 beautifulsoup4 = "*"
@@ -681,10 +1094,10 @@ tinycss2 = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
-docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+all = ["ipykernel", "ipython", "ipywidgets (>=7)", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "tornado (>=6.1)"]
+docs = ["ipython", "nbsphinx (>=0.2.12)", "sphinx (>=1.5.1)", "sphinx-rtd-theme"]
 serve = ["tornado (>=6.1)"]
-test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"]
+test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency"]
 webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
@@ -694,6 +1107,10 @@ description = "The Jupyter Notebook format"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "nbformat-5.3.0-py3-none-any.whl", hash = "sha256:38856d97de49e8292e2d5d8f595e9d26f02abfd87e075d450af4511870b40538"},
+    {file = "nbformat-5.3.0.tar.gz", hash = "sha256:fcc5ab8cb74e20b19570b5be809e2dba9b82836fd2761a89066ad43394ba29f5"},
+]
 
 [package.dependencies]
 fastjsonschema = "*"
@@ -702,7 +1119,7 @@ jupyter-core = "*"
 traitlets = ">=4.1"
 
 [package.extras]
-test = ["check-manifest", "testpath", "pytest", "pre-commit"]
+test = ["check-manifest", "pre-commit", "pytest", "testpath"]
 
 [[package]]
 name = "nest-asyncio"
@@ -711,6 +1128,10 @@ description = "Patch asyncio to allow nested event loops"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "nest_asyncio-1.5.5-py3-none-any.whl", hash = "sha256:b98e3ec1b246135e4642eceffa5a6c23a3ab12c82ff816a92c612d68205813b2"},
+    {file = "nest_asyncio-1.5.5.tar.gz", hash = "sha256:e442291cd942698be619823a17a86a5759eabe1f8613084790de189fe9e16d65"},
+]
 
 [[package]]
 name = "notebook"
@@ -719,6 +1140,10 @@ description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "notebook-6.4.10-py3-none-any.whl", hash = "sha256:49cead814bff0945fcb2ee07579259418672ac175d3dc3d8102a4b0a656ed4df"},
+    {file = "notebook-6.4.10.tar.gz", hash = "sha256:2408a76bc6289283a8eecfca67e298ec83c67db51a4c2e1b713dd180bb39e90e"},
+]
 
 [package.dependencies]
 argon2-cffi = "*"
@@ -738,17 +1163,47 @@ tornado = ">=6.1"
 traitlets = ">=4.2.1"
 
 [package.extras]
-docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"]
+docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
 json-logging = ["json-logging"]
-test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
+test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixsocket", "selenium"]
 
 [[package]]
 name = "numpy"
-version = "1.22.3"
-description = "NumPy is the fundamental package for array computing with Python."
+version = "1.24.4"
+description = "Fundamental package for array computing in Python"
 category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
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 [[package]]
 name = "packaging"
@@ -757,30 +1212,81 @@ description = "Core utilities for Python packages"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
 pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
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+version = "2.0.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "main"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
 numpy = [
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-    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.20.3", markers = "python_version < \"3.10\""},
     {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
+    {version = ">=1.23.2", markers = "python_version >= \"3.11\""},
 ]
-python-dateutil = ">=2.8.1"
+python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
+tzdata = ">=2022.1"
 
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+spss = ["pyreadstat (>=1.1.2)"]
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+xml = ["lxml (>=4.6.3)"]
 
 [[package]]
 name = "pandocfilters"
@@ -789,6 +1295,10 @@ description = "Utilities for writing pandoc filters in python"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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+]
 
 [[package]]
 name = "parso"
@@ -797,6 +1307,10 @@ description = "A Python Parser"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.extras]
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
@@ -809,6 +1323,10 @@ description = "Utility library for gitignore style pattern matching of file path
 category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
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+]
 
 [[package]]
 name = "pexpect"
@@ -817,6 +1335,10 @@ description = "Pexpect allows easy control of interactive console applications."
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 ptyprocess = ">=0.5"
@@ -828,6 +1350,10 @@ description = "Tiny 'shelve'-like database with concurrency support"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "pillow"
@@ -836,6 +1362,46 @@ description = "Python Imaging Library (Fork)"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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+    {file = "psutil-5.9.0.tar.gz", hash = "sha256:869842dbd66bb80c3217158e629d6fceaecc3a3166d3d1faee515b05dd26ca25"},
+]
 
 [package.extras]
-test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"]
+test = ["enum34", "ipaddress", "mock", "pywin32", "unittest2", "wmi"]
 
 [[package]]
 name = "ptyprocess"
@@ -925,6 +1571,10 @@ description = "Run a subprocess in a pseudo terminal"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
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+]
 
 [[package]]
 name = "pure-eval"
@@ -933,6 +1583,10 @@ description = "Safely evaluate AST nodes without side effects"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pure_eval-0.2.2-py3-none-any.whl", hash = "sha256:01eaab343580944bc56080ebe0a674b39ec44a945e6d09ba7db3cb8cec289350"},
+    {file = "pure_eval-0.2.2.tar.gz", hash = "sha256:2b45320af6dfaa1750f543d714b6d1c520a1688dec6fd24d339063ce0aaa9ac3"},
+]
 
 [package.extras]
 tests = ["pytest"]
@@ -944,6 +1598,10 @@ description = "library with cross-python path, ini-parsing, io, code, log facili
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+    {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
+]
 
 [[package]]
 name = "pyarrow"
@@ -952,6 +1610,38 @@ description = "Python library for Apache Arrow"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+    {file = "pyarrow-7.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:306120af554e7e137895254a3b4741fad682875a5f6403509cd276de3fe5b844"},
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+    {file = "pyarrow-7.0.0.tar.gz", hash = "sha256:da656cad3c23a2ebb6a307ab01d35fce22f7850059cffafcb90d12590f8f4f38"},
+]
 
 [package.dependencies]
 numpy = ">=1.16.6"
@@ -963,6 +1653,10 @@ description = "Python style guide checker"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+    {file = "pycodestyle-2.8.0.tar.gz", hash = "sha256:eddd5847ef438ea1c7870ca7eb78a9d47ce0cdb4851a5523949f2601d0cbbe7f"},
+]
 
 [[package]]
 name = "pycparser"
@@ -971,6 +1665,10 @@ description = "C parser in Python"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
+    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
+    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
+]
 
 [[package]]
 name = "pydeck"
@@ -979,6 +1677,10 @@ description = "Widget for deck.gl maps"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "pydeck-0.7.1-py2.py3-none-any.whl", hash = "sha256:7fc49b00840608068b930f9269169c7c9f3198b8b4635c934ba6d887c4e54503"},
+    {file = "pydeck-0.7.1.tar.gz", hash = "sha256:907601c99f7510e16d27d7cb62bfa145216d166a2b5c9c50cfe2b65b032ebd2e"},
+]
 
 [package.dependencies]
 ipykernel = {version = ">=5.1.2", markers = "python_version >= \"3.4\""}
@@ -997,6 +1699,10 @@ description = "passive checker of Python programs"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+    {file = "pyflakes-2.4.0.tar.gz", hash = "sha256:05a85c2872edf37a4ed30b0cce2f6093e1d0581f8c19d7393122da7e25b2b24c"},
+]
 
 [[package]]
 name = "pygments"
@@ -1005,6 +1711,10 @@ description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "Pygments-2.11.2-py3-none-any.whl", hash = "sha256:44238f1b60a76d78fc8ca0528ee429702aae011c265fe6a8dd8b63049ae41c65"},
+    {file = "Pygments-2.11.2.tar.gz", hash = "sha256:4e426f72023d88d03b2fa258de560726ce890ff3b630f88c21cbb8b2503b8c6a"},
+]
 
 [[package]]
 name = "pympler"
@@ -1013,6 +1723,10 @@ description = "A development tool to measure, monitor and analyze the memory beh
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "Pympler-1.0.1-py3-none-any.whl", hash = "sha256:d260dda9ae781e1eab6ea15bacb84015849833ba5555f141d2d9b7b7473b307d"},
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+]
 
 [[package]]
 name = "pyparsing"
@@ -1021,9 +1735,13 @@ description = "pyparsing module - Classes and methods to define and execute pars
 category = "dev"
 optional = false
 python-versions = ">=3.6.8"
+files = [
+    {file = "pyparsing-3.0.8-py3-none-any.whl", hash = "sha256:ef7b523f6356f763771559412c0d7134753f037822dad1b16945b7b846f7ad06"},
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+]
 
 [package.extras]
-diagrams = ["railroad-diagrams", "jinja2"]
+diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyrsistent"
@@ -1032,6 +1750,29 @@ description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [[package]]
 name = "pytest"
@@ -1040,6 +1781,10 @@ description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "pytest-7.1.1-py3-none-any.whl", hash = "sha256:92f723789a8fdd7180b6b06483874feca4c48a5c76968e03bb3e7f806a1869ea"},
+    {file = "pytest-7.1.1.tar.gz", hash = "sha256:841132caef6b1ad17a9afde46dc4f6cfa59a05f9555aae5151f73bdf2820ca63"},
+]
 
 [package.dependencies]
 atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
@@ -1061,13 +1806,17 @@ description = "Pytest plugin for measuring coverage."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "pytest-cov-3.0.0.tar.gz", hash = "sha256:e7f0f5b1617d2210a2cabc266dfe2f4c75a8d32fb89eafb7ad9d06f6d076d470"},
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+]
 
 [package.dependencies]
 coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"
 
 [package.extras]
-testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
 
 [[package]]
 name = "python-dateutil"
@@ -1076,17 +1825,25 @@ description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
 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 = "2022.1"
+version = "2023.3.post1"
 description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [[package]]
 name = "pytz-deprecation-shim"
@@ -1095,6 +1852,10 @@ description = "Shims to make deprecation of pytz easier"
 category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
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+]
 
 [package.dependencies]
 "backports.zoneinfo" = {version = "*", markers = "python_version >= \"3.6\" and python_version < \"3.9\""}
@@ -1107,6 +1868,20 @@ description = "Python for Window Extensions"
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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 name = "pywinpty"
@@ -1115,6 +1890,13 @@ description = "Pseudo terminal support for Windows from Python."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
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 name = "pyzmq"
@@ -1123,6 +1905,55 @@ description = "Python bindings for 0MQ"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
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+]
 
 [package.dependencies]
 cffi = {version = "*", markers = "implementation_name == \"pypy\""}
@@ -1135,6 +1966,10 @@ description = "Python HTTP for Humans."
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+files = [
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+]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
@@ -1144,7 +1979,7 @@ urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
 socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
-use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
 name = "semver"
@@ -1153,6 +1988,10 @@ description = "Python helper for Semantic Versioning (http://semver.org/)"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+files = [
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+]
 
 [[package]]
 name = "send2trash"
@@ -1161,12 +2000,33 @@ description = "Send file to trash natively under Mac OS X, Windows and Linux."
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.extras]
-nativelib = ["pyobjc-framework-cocoa", "pywin32"]
-objc = ["pyobjc-framework-cocoa"]
+nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
+objc = ["pyobjc-framework-Cocoa"]
 win32 = ["pywin32"]
 
+[[package]]
+name = "setuptools"
+version = "68.0.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.extras]
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+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 = "1.16.0"
@@ -1174,6 +2034,10 @@ description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
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+]
 
 [[package]]
 name = "smmap"
@@ -1182,6 +2046,10 @@ description = "A pure Python implementation of a sliding window memory map manag
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [[package]]
 name = "soupsieve"
@@ -1190,6 +2058,10 @@ description = "A modern CSS selector implementation for Beautiful Soup."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "soupsieve-2.3.2-py3-none-any.whl", hash = "sha256:a714129d3021ec17ce5be346b1007300558b378332c289a1a20e7d4de6ff18a5"},
+    {file = "soupsieve-2.3.2.tar.gz", hash = "sha256:0bcc6d7432153063e3df09c3ac9442af3eba488715bfcad6a4c38ccb2a523124"},
+]
 
 [[package]]
 name = "stack-data"
@@ -1198,6 +2070,10 @@ description = "Extract data from python stack frames and tracebacks for informat
 category = "dev"
 optional = false
 python-versions = "*"
+files = [
+    {file = "stack_data-0.2.0-py3-none-any.whl", hash = "sha256:999762f9c3132308789affa03e9271bbbe947bf78311851f4d485d8402ed858e"},
+    {file = "stack_data-0.2.0.tar.gz", hash = "sha256:45692d41bd633a9503a5195552df22b583caf16f0b27c4e58c98d88c8b648e12"},
+]
 
 [package.dependencies]
 asttokens = "*"
@@ -1205,7 +2081,7 @@ executing = "*"
 pure-eval = "*"
 
 [package.extras]
-tests = ["cython", "littleutils", "pygments", "typeguard", "pytest"]
+tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
 
 [[package]]
 name = "streamlit"
@@ -1214,6 +2090,10 @@ description = "The fastest way to build data apps in Python"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "streamlit-1.8.1-py2.py3-none-any.whl", hash = "sha256:24d19c420d760c88eafc3f9508cbbd77ddab4a99a3a3b4db06f7741531f120a5"},
+    {file = "streamlit-1.8.1.tar.gz", hash = "sha256:507c84439996c6ffed150a2bdd1352b46acc8a476a1012e73241f7cc2fda3056"},
+]
 
 [package.dependencies]
 altair = ">=3.2.0"
@@ -1247,6 +2127,10 @@ description = "Retry code until it succeeds"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "tenacity-8.0.1-py3-none-any.whl", hash = "sha256:f78f4ea81b0fabc06728c11dc2a8c01277bfc5181b321a4770471902e3eb844a"},
+    {file = "tenacity-8.0.1.tar.gz", hash = "sha256:43242a20e3e73291a28bcbcacfd6e000b02d3857a9a9fff56b297a27afdc932f"},
+]
 
 [package.extras]
 doc = ["reno", "sphinx", "tornado (>=4.5)"]
@@ -1258,6 +2142,10 @@ description = "Tornado websocket backend for the Xterm.js Javascript terminal em
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "terminado-0.13.3-py3-none-any.whl", hash = "sha256:874d4ea3183536c1782d13c7c91342ef0cf4e5ee1d53633029cbc972c8760bd8"},
+    {file = "terminado-0.13.3.tar.gz", hash = "sha256:94d1cfab63525993f7d5c9b469a50a18d0cdf39435b59785715539dd41e36c0d"},
+]
 
 [package.dependencies]
 ptyprocess = {version = "*", markers = "os_name != \"nt\""}
@@ -1274,13 +2162,17 @@ description = "A tiny CSS parser"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "tinycss2-1.1.1-py3-none-any.whl", hash = "sha256:fe794ceaadfe3cf3e686b22155d0da5780dd0e273471a51846d0a02bc204fec8"},
+    {file = "tinycss2-1.1.1.tar.gz", hash = "sha256:b2e44dd8883c360c35dd0d1b5aad0b610e5156c2cb3b33434634e539ead9d8bf"},
+]
 
 [package.dependencies]
 webencodings = ">=0.4"
 
 [package.extras]
-doc = ["sphinx", "sphinx-rtd-theme"]
-test = ["pytest", "pytest-cov", "pytest-flake8", "pytest-isort", "coverage"]
+doc = ["sphinx", "sphinx_rtd_theme"]
+test = ["coverage[toml]", "pytest", "pytest-cov", "pytest-flake8", "pytest-isort"]
 
 [[package]]
 name = "toml"
@@ -1289,6 +2181,10 @@ 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"
@@ -1297,6 +2193,10 @@ description = "A lil' TOML parser"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "tomli-1.2.3-py3-none-any.whl", hash = "sha256:e3069e4be3ead9668e21cb9b074cd948f7b3113fd9c8bba083f48247aab8b11c"},
+    {file = "tomli-1.2.3.tar.gz", hash = "sha256:05b6166bff487dc068d322585c7ea4ef78deed501cc124060e0f238e89a9231f"},
+]
 
 [[package]]
 name = "toolz"
@@ -1305,6 +2205,10 @@ description = "List processing tools and functional utilities"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "toolz-0.11.2-py3-none-any.whl", hash = "sha256:a5700ce83414c64514d82d60bcda8aabfde092d1c1a8663f9200c07fdcc6da8f"},
+    {file = "toolz-0.11.2.tar.gz", hash = "sha256:6b312d5e15138552f1bda8a4e66c30e236c831b612b2bf0005f8a1df10a4bc33"},
+]
 
 [[package]]
 name = "tornado"
@@ -1313,6 +2217,49 @@ description = "Tornado is a Python web framework and asynchronous networking lib
 category = "dev"
 optional = false
 python-versions = ">= 3.5"
+files = [
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+    {file = "tornado-6.1-cp39-cp39-manylinux2010_i686.whl", hash = "sha256:e0791ac58d91ac58f694d8d2957884df8e4e2f6687cdf367ef7eb7497f79eaa2"},
+    {file = "tornado-6.1-cp39-cp39-manylinux2010_x86_64.whl", hash = "sha256:66324e4e1beede9ac79e60f88de548da58b1f8ab4b2f1354d8375774f997e6c0"},
+    {file = "tornado-6.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:a48900ecea1cbb71b8c71c620dee15b62f85f7c14189bdeee54966fbd9a0c5bd"},
+    {file = "tornado-6.1-cp39-cp39-win32.whl", hash = "sha256:d3d20ea5782ba63ed13bc2b8c291a053c8d807a8fa927d941bd718468f7b950c"},
+    {file = "tornado-6.1-cp39-cp39-win_amd64.whl", hash = "sha256:548430be2740e327b3fe0201abe471f314741efcb0067ec4f2d7dcfb4825f3e4"},
+    {file = "tornado-6.1.tar.gz", hash = "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791"},
+]
 
 [[package]]
 name = "traitlets"
@@ -1321,6 +2268,10 @@ description = "Traitlets Python configuration system"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "traitlets-5.1.1-py3-none-any.whl", hash = "sha256:2d313cc50a42cd6c277e7d7dc8d4d7fedd06a2c215f78766ae7b1a66277e0033"},
+    {file = "traitlets-5.1.1.tar.gz", hash = "sha256:059f456c5a7c1c82b98c2e8c799f39c9b8128f6d0d46941ee118daace9eb70c7"},
+]
 
 [package.extras]
 test = ["pytest"]
@@ -1332,14 +2283,22 @@ description = "Backported and Experimental Type Hints for Python 3.6+"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "typing_extensions-4.1.1-py3-none-any.whl", hash = "sha256:21c85e0fe4b9a155d0799430b0ad741cdce7e359660ccbd8b530613e8df88ce2"},
+    {file = "typing_extensions-4.1.1.tar.gz", hash = "sha256:1a9462dcc3347a79b1f1c0271fbe79e844580bb598bafa1ed208b94da3cdcd42"},
+]
 
 [[package]]
 name = "tzdata"
 version = "2022.1"
 description = "Provider of IANA time zone data"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2"
+files = [
+    {file = "tzdata-2022.1-py2.py3-none-any.whl", hash = "sha256:238e70234214138ed7b4e8a0fab0e5e13872edab3be586ab8198c407620e2ab9"},
+    {file = "tzdata-2022.1.tar.gz", hash = "sha256:8b536a8ec63dc0751342b3984193a3118f8fca2afe25752bb9b7fffd398552d3"},
+]
 
 [[package]]
 name = "tzlocal"
@@ -1348,6 +2307,10 @@ description = "tzinfo object for the local timezone"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "tzlocal-4.2-py3-none-any.whl", hash = "sha256:89885494684c929d9191c57aa27502afc87a579be5cdd3225c77c463ea043745"},
+    {file = "tzlocal-4.2.tar.gz", hash = "sha256:ee5842fa3a795f023514ac2d801c4a81d1743bbe642e3940143326b3a00addd7"},
+]
 
 [package.dependencies]
 "backports.zoneinfo" = {version = "*", markers = "python_version < \"3.9\""}
@@ -1356,7 +2319,7 @@ tzdata = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
 devenv = ["black", "pyroma", "pytest-cov", "zest.releaser"]
-test = ["pytest-mock (>=3.3)", "pytest (>=4.3)"]
+test = ["pytest (>=4.3)", "pytest-mock (>=3.3)"]
 
 [[package]]
 name = "urllib3"
@@ -1365,10 +2328,14 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+files = [
+    {file = "urllib3-1.26.9-py2.py3-none-any.whl", hash = "sha256:44ece4d53fb1706f667c9bd1c648f5469a2ec925fcf3a776667042d645472c14"},
+    {file = "urllib3-1.26.9.tar.gz", hash = "sha256:aabaf16477806a5e1dd19aa41f8c2b7950dd3c746362d7e3223dbe6de6ac448e"},
+]
 
 [package.extras]
-brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
-secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
+secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
@@ -1378,13 +2345,17 @@ description = "Python Data Validation for Humans™."
 category = "dev"
 optional = false
 python-versions = ">=3.4"
+files = [
+    {file = "validators-0.18.2-py3-none-any.whl", hash = "sha256:0143dcca8a386498edaf5780cbd5960da1a4c85e0719f3ee5c9b41249c4fefbd"},
+    {file = "validators-0.18.2.tar.gz", hash = "sha256:37cd9a9213278538ad09b5b9f9134266e7c226ab1fede1d500e29e0a8fbb9ea6"},
+]
 
 [package.dependencies]
 decorator = ">=3.4.0"
 six = ">=1.4.0"
 
 [package.extras]
-test = ["pytest (>=2.2.3)", "flake8 (>=2.4.0)", "isort (>=4.2.2)"]
+test = ["flake8 (>=2.4.0)", "isort (>=4.2.2)", "pytest (>=2.2.3)"]
 
 [[package]]
 name = "vulture"
@@ -1393,6 +2364,10 @@ description = "Find dead code"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "vulture-2.3-py2.py3-none-any.whl", hash = "sha256:f39de5e6f1df1f70c3b50da54f1c8d494159e9ca3d01a9b89eac929600591703"},
+    {file = "vulture-2.3.tar.gz", hash = "sha256:03d5a62bcbe9ceb9a9b0575f42d71a2d414070229f2e6f95fa6e7c71aaaed967"},
+]
 
 [package.dependencies]
 toml = "*"
@@ -1404,6 +2379,32 @@ description = "Filesystem events monitoring"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "watchdog-2.1.7-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:177bae28ca723bc00846466016d34f8c1d6a621383b6caca86745918d55c7383"},
+    {file = "watchdog-2.1.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1d1cf7dfd747dec519486a98ef16097e6c480934ef115b16f18adb341df747a4"},
+    {file = "watchdog-2.1.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7f14ce6adea2af1bba495acdde0e510aecaeb13b33f7bd2f6324e551b26688ca"},
+    {file = "watchdog-2.1.7-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:4d0e98ac2e8dd803a56f4e10438b33a2d40390a72750cff4939b4b274e7906fa"},
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-    {file = "tornado-6.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:a48900ecea1cbb71b8c71c620dee15b62f85f7c14189bdeee54966fbd9a0c5bd"},
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-    {file = "tornado-6.1.tar.gz", hash = "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791"},
-]
-traitlets = [
-    {file = "traitlets-5.1.1-py3-none-any.whl", hash = "sha256:2d313cc50a42cd6c277e7d7dc8d4d7fedd06a2c215f78766ae7b1a66277e0033"},
-    {file = "traitlets-5.1.1.tar.gz", hash = "sha256:059f456c5a7c1c82b98c2e8c799f39c9b8128f6d0d46941ee118daace9eb70c7"},
-]
-typing-extensions = [
-    {file = "typing_extensions-4.1.1-py3-none-any.whl", hash = "sha256:21c85e0fe4b9a155d0799430b0ad741cdce7e359660ccbd8b530613e8df88ce2"},
-    {file = "typing_extensions-4.1.1.tar.gz", hash = "sha256:1a9462dcc3347a79b1f1c0271fbe79e844580bb598bafa1ed208b94da3cdcd42"},
-]
-tzdata = []
-tzlocal = []
-urllib3 = [
-    {file = "urllib3-1.26.9-py2.py3-none-any.whl", hash = "sha256:44ece4d53fb1706f667c9bd1c648f5469a2ec925fcf3a776667042d645472c14"},
-    {file = "urllib3-1.26.9.tar.gz", hash = "sha256:aabaf16477806a5e1dd19aa41f8c2b7950dd3c746362d7e3223dbe6de6ac448e"},
-]
-validators = []
-vulture = []
-watchdog = []
-wcwidth = [
-    {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
-    {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
-]
-webencodings = [
-    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
-    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
-]
-widgetsnbextension = []
-zipp = [
-    {file = "zipp-3.8.0-py3-none-any.whl", hash = "sha256:c4f6e5bbf48e74f7a38e7cc5b0480ff42b0ae5178957d564d18932525d5cf099"},
-    {file = "zipp-3.8.0.tar.gz", hash = "sha256:56bf8aadb83c24db6c4b577e13de374ccfb67da2078beba1d037c17980bf43ad"},
-]
+content-hash = "b432667fa8e3dd6c84d2ba6ff5237b0d4a6ebd4d36f5ef3e3adaa2a7a84e8069"
diff --git a/pyproject.toml b/pyproject.toml
index 2da1df5..47b6128 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "plotly_calplot"
-version = "0.1.16"
+version = "0.1.18"
 description = "Calendar Plot made with Plotly"
 authors = ["Bruno Rodrigues Silva <b.rosilva1@gmail.com>"]
 license = "MIT"
@@ -10,18 +10,19 @@ readme = "README.md"
 [tool.poetry.dependencies]
 python = ">=3.8,<4.0.0"
 plotly = "^5.4.0"
-pandas = "^1.0.5"
+pandas = "*"
 numpy = "^1.22.3"
+pytz = "^2023.3.post1"
 
-[tool.poetry.dev-dependencies]
+[tool.poetry.group.dev.dependencies]
 black = "^21.12b0"
 isort = "^5.10.1"
 streamlit = "^1.3.0"
 pytest = "^7.1.1"
 pytest-cov = "^3.0.0"
-mypy = "^0.942"
 flake8 = "^4.0.1"
 vulture = "^2.3"
+mypy = "^1.7.1"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
diff --git a/tests/test_date_extractors.py b/tests/test_date_extractors.py
index 5c3c6bd..22badd2 100644
--- a/tests/test_date_extractors.py
+++ b/tests/test_date_extractors.py
@@ -34,7 +34,7 @@ def test_should_get_month_names(self) -> None:
 
     def test_should_get_date_right_coordinates(self) -> None:
         month_positions, weekdays_in_year, weeknumber_of_dates = get_date_coordinates(
-            self.sample_dataframe, "ds", 1, 5
+            self.sample_dataframe, "ds"
         )
 
         self.assertEqual(len(month_positions), 12)
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 90b783a..6b6bbc3 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -2,8 +2,9 @@
 from unittest import TestCase
 
 import pandas as pd
+import pytz
 
-from plotly_calplot.utils import fill_empty_with_zeros
+from plotly_calplot.utils import fill_empty_with_zeros, validate_date_column
 
 
 class TestUtils(TestCase):
@@ -36,3 +37,69 @@ def test_fill_empty_with_zeros_dark_theme(self) -> None:
         final_df = fill_empty_with_zeros(selected_year_data, "ds", 2019, 1, 12)
 
         self.assertEqual(final_df.shape[0], 365)
+
+    def test_validate_date_column_datetime64(self) -> None:
+        date_column = pd.Series(
+            [
+                datetime(2022, 1, 1),
+                datetime(2022, 1, 2),
+                datetime(2022, 1, 3),
+            ]
+        )
+        date_fmt = "%Y-%m-%d"
+
+        result = validate_date_column(date_column, date_fmt)
+
+        self.assertEqual(result.dtype, "datetime64[ns]")
+
+    def test_validate_date_column_object(self) -> None:
+        date_column = pd.Series(["2022-01-01", "2022-01-02", "2022-01-03"])
+        date_fmt = "%Y-%m-%d"
+
+        result = validate_date_column(date_column, date_fmt)
+
+        self.assertEqual(result.dtype, "datetime64[ns]")
+
+    def test_validate_date_column_invalid_format(self) -> None:
+        date_column = pd.Series(["2022-01-01", "2022-01-02", "2022-01-03"])
+        date_fmt = "%d-%m-%Y"
+
+        with self.assertRaises(ValueError):
+            validate_date_column(date_column, date_fmt)
+
+    def test_validate_date_column_invalid_type(self) -> None:
+        date_column = pd.Series([1, 2, 3])
+        date_fmt = "%Y-%m-%d"
+
+        with self.assertRaises(Exception):
+            validate_date_column(date_column, date_fmt)
+
+    def test_validate_date_column_utc_tz(self) -> None:
+        tz = pytz.UTC
+        date_column = pd.Series(
+            [
+                datetime(2022, 1, 1, tzinfo=tz),
+                datetime(2022, 1, 2, tzinfo=tz),
+                datetime(2022, 1, 3, tzinfo=tz),
+            ]
+        )
+        date_fmt = "%Y-%m-%d"
+
+        self.assertTrue(
+            validate_date_column(date_column, date_fmt).dtype == "datetime64[ns]"
+        )
+
+    def test_validate_date_column_singapore_tz(self) -> None:
+        tz = pytz.timezone("Singapore")
+        date_column = pd.Series(
+            [
+                datetime(2022, 1, 1, tzinfo=tz),
+                datetime(2022, 1, 2, tzinfo=tz),
+                datetime(2022, 1, 3, tzinfo=tz),
+            ]
+        )
+        date_fmt = "%Y-%m-%d"
+
+        self.assertTrue(
+            validate_date_column(date_column, date_fmt).dtype == "datetime64[ns]"
+        )