Showcase Decision Tree Classifier using Iris dataset.

app.py

@@ -7,361 +7,164 @@ app = marimo.App()
 @app.cell
 def _():
     import marimo as mo
-
-    mo.md("# Welcome to marimo! 🌊🍃")
-    return (mo,)
-
-
-@app.cell
-def _(mo):
-    slider = mo.ui.slider(1, 22)
-    return (slider,)
-
-
-@app.cell
-def _(mo, slider):
-    mo.md(
-        f"""
-        marimo is a **reactive** Python notebook.
-
-        This means that unlike traditional notebooks, marimo notebooks **run
-        automatically** when you modify them or
-        interact with UI elements, like this slider: {slider}.
-
-        {"##" + "🍃" * slider.value}
-        """
+    import polars as pl
+    from sklearn import datasets
+    from sklearn.model_selection import train_test_split
+    from sklearn.tree import DecisionTreeClassifier
+    from sklearn.metrics import accuracy_score, classification_report, confusion_matrix
+
+    mo.md("# Iris Dataset Showcase")
+    return (
+        DecisionTreeClassifier,
+        accuracy_score,
+        classification_report,
+        confusion_matrix,
+        datasets,
+        mo,
+        pl,
+        train_test_split,
     )
-    return
 
 
 @app.cell(hide_code=True)
-def _(mo):
-    mo.accordion(
-        {
-            "Tip: disabling automatic execution": mo.md(
-                rf"""
-            marimo lets you disable automatic execution: just go into the
-            notebook settings and set
-
-            "Runtime > On Cell Change" to "lazy".
-
-            When the runtime is lazy, after running a cell, marimo marks its
-            descendants as stale instead of automatically running them. The
-            lazy runtime puts you in control over when cells are run, while
-            still giving guarantees about the notebook state.
-            """
-            )
-        }
-    )
-    return
-
-
-@app.cell(hide_code=True)
-def _(mo):
-    mo.md(
-        """
-        Tip: This is a tutorial notebook. You can create your own notebooks
-        by entering `marimo edit` at the command line.
-        """
-    ).callout()
-    return
+def _(datasets):
+    iris = datasets.load_iris()
+    X = iris.data
+    y = iris.target
+    return X, iris, y
 
 
 @app.cell(hide_code=True)
-def _(mo):
-    mo.md(
-        """
-        ## 1. Reactive execution
-
-        A marimo notebook is made up of small blocks of Python code called
-        cells.
-
-        marimo reads your cells and models the dependencies among them: whenever
-        a cell that defines a global variable  is run, marimo
-        **automatically runs** all cells that reference that variable.
-
-        Reactivity keeps your program state and outputs in sync with your code,
-        making for a dynamic programming environment that prevents bugs before they
-        happen.
-        """
-    )
-    return
-
-
-@app.cell(hide_code=True)
-def _(changed, mo):
-    (
-        mo.md(
-            f"""
-            **✨ Nice!** The value of `changed` is now {changed}.
-
-            When you updated the value of the variable `changed`, marimo
-            **reacted** by running this cell automatically, because this cell
-            references the global variable `changed`.
-
-            Reactivity ensures that your notebook state is always
-            consistent, which is crucial for doing good science; it's also what
-            enables marimo notebooks to double as tools and  apps.
-            """
-        )
-        if changed
-        else mo.md(
-            """
-            **🌊 See it in action.** In the next cell, change the value of the
-            variable  `changed` to `True`, then click the run button.
-            """
-        )
-    )
-    return
+def _(X, train_test_split, y):
+    # Split the dataset into training and testing sets
+    X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
+    return X_test, X_train, y_test, y_train
 
 
 @app.cell
-def _():
-    changed = False
-    return (changed,)
-
+def _(DecisionTreeClassifier, X_train, mo, y_train):
+    classifier = DecisionTreeClassifier()
 
-@app.cell(hide_code=True)
-def _(mo):
-    mo.accordion(
-        {
-            "Tip: execution order": (
-                """
-                The order of cells on the page has no bearing on
-                the order in which cells are executed: marimo knows that a cell
-                reading a variable must run after the cell that  defines it. This
-                frees you to organize your code in the way that makes the most
-                sense for you.
-                """
-            )
-        }
-    )
-    return
+    classifier.fit(X_train, y_train)
+    mo.md(f"""
+        ## Decision Tree Classifier
+    """)
+    return (classifier,)
 
 
-@app.cell(hide_code=True)
-def _(mo):
-    mo.md(
-        """
-        **Global names must be unique.** To enable reactivity, marimo imposes a
-        constraint on how names appear in cells: no two cells may define the same
-        variable.
-        """
-    )
-    return
-
-
-@app.cell(hide_code=True)
-def _(mo):
-    mo.accordion(
-        {
-            "Tip: encapsulation": (
-                """
-                By encapsulating logic in functions, classes, or Python modules,
-                you can minimize the number of global variables in your notebook.
-                """
-            )
-        }
-    )
-    return
-
-
-@app.cell(hide_code=True)
-def _(mo):
-    mo.accordion(
-        {
-            "Tip: private variables": (
-                """
-                Variables prefixed with an underscore are "private" to a cell, so
-                they can be defined by multiple cells.
-                """
-            )
-        }
-    )
-    return
-
-
-@app.cell(hide_code=True)
-def _(mo):
-    mo.md(
-        """
-        ## 2. UI elements
-
-        Cells can output interactive UI elements. Interacting with a UI
-        element **automatically triggers notebook execution**: when
-        you interact with a UI element, its value is sent back to Python, and
-        every cell that references that element is re-run.
-
-        marimo provides a library of UI elements to choose from under
-        `marimo.ui`.
-        """
-    )
-    return
+@app.cell
+def _(X_test, classifier):
+    y_pred = classifier.predict(X_test)
+    return (y_pred,)
 
 
 @app.cell
-def _(mo):
-    mo.md("""**🌊 Some UI elements.** Try interacting with the below elements.""")
-    return
+def _(
+    accuracy_score,
+    classification_report,
+    confusion_matrix,
+    mo,
+    y_pred,
+    y_test,
+):
+    # Calculate accuracy
+    accuracy = accuracy_score(y_test, y_pred)
 
+    # Confusion matrix
+    conf_matrix = confusion_matrix(y_test, y_pred)
 
-@app.cell
-def _(mo):
-    icon = mo.ui.dropdown(["🍃", "🌊", "✨"], value="🍃")
-    return (icon,)
+    # Classification report
+    class_report = classification_report(y_test, y_pred)
 
+    mo.md(f"""
+        Accuracy: {accuracy}
 
-@app.cell
-def _(icon, mo):
-    repetitions = mo.ui.slider(1, 16, label=f"number of {icon.value}: ")
-    return (repetitions,)
+        Confusion Matrix:
+    ```
+        {conf_matrix}
+    ```
 
 
-@app.cell
-def _(icon, repetitions):
-    icon, repetitions
-    return
+        Classification Report:
+    ```
+        {class_report}
+    ```
+    """)
+    return accuracy, class_report, conf_matrix
 
 
 @app.cell
-def _(icon, mo, repetitions):
-    mo.md("# " + icon.value * repetitions.value)
-    return
+def _(X_test, pl, y_pred, y_test):
+    import seaborn as sns
+    import matplotlib.pyplot as plt
 
-
-@app.cell(hide_code=True)
-def _(mo):
-    mo.md(
-        """
-        ## 3. marimo is just Python
-
-        marimo cells parse Python (and only Python), and marimo notebooks are
-        stored as pure Python files — outputs are _not_ included. There's no
-        magical syntax.
-
-        The Python files generated by marimo are:
-
-        - easily versioned with git, yielding minimal diffs
-        - legible for both humans and machines
-        - formattable using your tool of choice,
-        - usable as Python  scripts, with UI  elements taking their default
-        values, and
-        - importable by other modules (more on that in the future).
-        """
-    )
-    return
+    df = pl.DataFrame({
+        "sepal length (cm)": X_test[:, 0],
+        "sepal width (cm)": X_test[:, 1],
+        "Predicted": y_pred,
+        "Actual": y_test
+    })
+    return df, plt, sns
 
 
-@app.cell(hide_code=True)
-def _(mo):
-    mo.md(
-        """
-        ## 4. Running notebooks as apps
-
-        marimo notebooks can double as apps. Click the app window icon in the
-        bottom-right to see this notebook in "app view."
-
-        Serve a notebook as an app with `marimo run` at the command-line.
-        Of course, you can use marimo just to level-up your
-        notebooking, without ever making apps.
-        """
+@app.cell
+def _(df, mo, plt, sns):
+    plt.figure(figsize=(10, 6))
+    sns.scatterplot(data=df, x='sepal length (cm)', y='sepal width (cm)', hue='Predicted', style='Actual', palette='Set1', markers=['o', 's', 'D'])
+    plt.title('Iris Dataset: Sepal Length vs Sepal Width')
+    plt.xlabel('Sepal Length (cm)')
+    plt.ylabel('Sepal Width (cm)')
+    plt.legend(title='Class')
+    mo.vstack(
+        [
+            mo.md("## Iris Dataset"),
+            plt.gcf()
+        ]
     )
     return
 
 
-@app.cell(hide_code=True)
-def _(mo):
-    mo.md(
-        """
-        ## 5. The `marimo` command-line tool
-
-        **Creating and editing notebooks.** Use
-
-        ```
-        marimo edit
-        ```
-
-        in a terminal to start the marimo notebook server. From here
-        you can create a new notebook or edit existing ones.
-
-
-        **Running as apps.** Use
-
-        ```
-        marimo run notebook.py
-        ```
-
-        to start a webserver that serves your notebook as an app in read-only mode,
-        with code cells hidden.
-
-        **Convert a Jupyter notebook.** Convert a Jupyter notebook to a marimo
-        notebook using `marimo convert`:
-
-        ```
-        marimo convert your_notebook.ipynb > your_app.py
-        ```
-
-        **Tutorials.** marimo comes packaged with tutorials:
-
-        - `dataflow`: more on marimo's automatic execution
-        - `ui`: how to use UI elements
-        - `markdown`: how to write markdown, with interpolated values and
-           LaTeX
-        - `plots`: how plotting works in marimo
-        - `sql`: how to use SQL
-        - `layout`: layout elements in marimo
-        - `fileformat`: how marimo's file format works
-        - `markdown-format`: for using `.md` files in marimo
-        - `for-jupyter-users`: if you are coming from Jupyter
-
-        Start a tutorial with `marimo tutorial`; for example,
-
-        ```
-        marimo tutorial dataflow
-        ```
-
-        In addition to tutorials, we have examples in our
-        [our GitHub repo](https://www.github.com/marimo-team/marimo/tree/main/examples).
-        """
-    )
+@app.cell
+def _(conf_matrix, iris, mo, plt, sns):
+    plt.figure(figsize=(8, 6))
+    sns.heatmap(conf_matrix, annot=True, fmt='d', cmap='Blues', xticklabels=iris.target_names, yticklabels=iris.target_names)
+    plt.xlabel('Predicted')
+    plt.ylabel('Actual')
+    mo.vstack([
+        mo.md("## Confusion Matrix"),
+        plt.gcf()
+    ])
     return
 
 
 @app.cell(hide_code=True)
-def _(mo):
-    mo.md(
-        """
-        ## 6. The marimo editor
-
-        Here are some tips to help you get started with the marimo editor.
-        """
-    )
-    return
+def _(iris, pl):
+    iris_df = pl.DataFrame(data=iris.data, schema=iris.feature_names)
+    iris_df = iris_df.with_columns(pl.Series("species", iris.target))
+    return (iris_df,)
 
 
 @app.cell
-def _(mo, tips):
-    mo.accordion(tips)
+def _(iris_df, mo, plt, sns):
+    sns.pairplot(iris_df.to_pandas(), hue='species', palette='Set1', markers=["o", "s", "D"])
+    mo.vstack([
+        mo.md("## Pair Plot"),
+        plt.gcf()
+    ])
     return
 
 
-@app.cell(hide_code=True)
-def _(mo):
-    mo.md("""## Finally, a fun fact""")
-    return
-
-
-@app.cell(hide_code=True)
-def _(mo):
-    mo.md(
-        """
-        The name "marimo" is a reference to a type of algae that, under
-        the right conditions, clumps together to form a small sphere
-        called a "marimo moss ball". Made of just strands of algae, these
-        beloved assemblages are greater than the sum of their parts.
-        """
-    )
-    return
+@app.cell
+def _(classifier, iris, mo, plt):
+    from sklearn.tree import plot_tree
+
+    plt.figure(figsize=(12, 8))
+    plot_tree(classifier, filled=True, feature_names=iris.feature_names, class_names=iris.target_names)
+    mo.vstack([
+        mo.md("## Classifier Decision Tree Visualization"),
+        plt.gcf()
+    ])
+    return (plot_tree,)
 
 
 @app.cell(hide_code=True)

pyproject.toml

@@ -6,4 +6,9 @@ readme = "README.md"
 requires-python = ">=3.13"
 dependencies = [
     "marimo>=0.10.16",
+    "matplotlib>=3.10.0",
+    "polars>=1.20.0",
+    "pyarrow>=19.0.0",
+    "scikit-learn>=1.6.1",
+    "seaborn>=0.13.2",
 ]

uv.lock

@@ -20,10 +20,22 @@ version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
     { name = "marimo" },
+    { name = "matplotlib" },
+    { name = "polars" },
+    { name = "pyarrow" },
+    { name = "scikit-learn" },
+    { name = "seaborn" },
 ]
 
 [package.metadata]
-requires-dist = [{ name = "marimo", specifier = ">=0.10.16" }]
+requires-dist = [
+    { name = "marimo", specifier = ">=0.10.16" },
+    { name = "matplotlib", specifier = ">=3.10.0" },
+    { name = "polars", specifier = ">=1.20.0" },
+    { name = "pyarrow", specifier = ">=19.0.0" },
+    { name = "scikit-learn", specifier = ">=1.6.1" },
+    { name = "seaborn", specifier = ">=0.13.2" },
+]
 
 [[package]]
 name = "click"
@@ -46,6 +58,46 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335 },
 ]
 
+[[package]]
+name = "contourpy"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/25/c2/fc7193cc5383637ff390a712e88e4ded0452c9fbcf84abe3de5ea3df1866/contourpy-1.3.1.tar.gz", hash = "sha256:dfd97abd83335045a913e3bcc4a09c0ceadbe66580cf573fe961f4a825efa699", size = 13465753 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9a/e7/de62050dce687c5e96f946a93546910bc67e483fe05324439e329ff36105/contourpy-1.3.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:a761d9ccfc5e2ecd1bf05534eda382aa14c3e4f9205ba5b1684ecfe400716ef2", size = 271548 },
+    { url = "https://files.pythonhosted.org/packages/78/4d/c2a09ae014ae984c6bdd29c11e74d3121b25eaa117eca0bb76340efd7e1c/contourpy-1.3.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:523a8ee12edfa36f6d2a49407f705a6ef4c5098de4f498619787e272de93f2d5", size = 255576 },
+    { url = "https://files.pythonhosted.org/packages/ab/8a/915380ee96a5638bda80cd061ccb8e666bfdccea38d5741cb69e6dbd61fc/contourpy-1.3.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ece6df05e2c41bd46776fbc712e0996f7c94e0d0543af1656956d150c4ca7c81", size = 306635 },
+    { url = "https://files.pythonhosted.org/packages/29/5c/c83ce09375428298acd4e6582aeb68b1e0d1447f877fa993d9bf6cd3b0a0/contourpy-1.3.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:573abb30e0e05bf31ed067d2f82500ecfdaec15627a59d63ea2d95714790f5c2", size = 345925 },
+    { url = "https://files.pythonhosted.org/packages/29/63/5b52f4a15e80c66c8078a641a3bfacd6e07106835682454647aca1afc852/contourpy-1.3.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a9fa36448e6a3a1a9a2ba23c02012c43ed88905ec80163f2ffe2421c7192a5d7", size = 318000 },
+    { url = "https://files.pythonhosted.org/packages/9a/e2/30ca086c692691129849198659bf0556d72a757fe2769eb9620a27169296/contourpy-1.3.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3ea9924d28fc5586bf0b42d15f590b10c224117e74409dd7a0be3b62b74a501c", size = 322689 },
+    { url = "https://files.pythonhosted.org/packages/6b/77/f37812ef700f1f185d348394debf33f22d531e714cf6a35d13d68a7003c7/contourpy-1.3.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5b75aa69cb4d6f137b36f7eb2ace9280cfb60c55dc5f61c731fdf6f037f958a3", size = 1268413 },
+    { url = "https://files.pythonhosted.org/packages/3f/6d/ce84e79cdd128542ebeb268f84abb4b093af78e7f8ec504676673d2675bc/contourpy-1.3.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:041b640d4ec01922083645a94bb3b2e777e6b626788f4095cf21abbe266413c1", size = 1326530 },
+    { url = "https://files.pythonhosted.org/packages/72/22/8282f4eae20c73c89bee7a82a19c4e27af9b57bb602ecaa00713d5bdb54d/contourpy-1.3.1-cp313-cp313-win32.whl", hash = "sha256:36987a15e8ace5f58d4d5da9dca82d498c2bbb28dff6e5d04fbfcc35a9cb3a82", size = 175315 },
+    { url = "https://files.pythonhosted.org/packages/e3/d5/28bca491f65312b438fbf076589dcde7f6f966b196d900777f5811b9c4e2/contourpy-1.3.1-cp313-cp313-win_amd64.whl", hash = "sha256:a7895f46d47671fa7ceec40f31fae721da51ad34bdca0bee83e38870b1f47ffd", size = 220987 },
+    { url = "https://files.pythonhosted.org/packages/2f/24/a4b285d6adaaf9746e4700932f579f1a7b6f9681109f694cfa233ae75c4e/contourpy-1.3.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:9ddeb796389dadcd884c7eb07bd14ef12408aaae358f0e2ae24114d797eede30", size = 285001 },
+    { url = "https://files.pythonhosted.org/packages/48/1d/fb49a401b5ca4f06ccf467cd6c4f1fd65767e63c21322b29b04ec40b40b9/contourpy-1.3.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:19c1555a6801c2f084c7ddc1c6e11f02eb6a6016ca1318dd5452ba3f613a1751", size = 268553 },
+    { url = "https://files.pythonhosted.org/packages/79/1e/4aef9470d13fd029087388fae750dccb49a50c012a6c8d1d634295caa644/contourpy-1.3.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:841ad858cff65c2c04bf93875e384ccb82b654574a6d7f30453a04f04af71342", size = 310386 },
+    { url = "https://files.pythonhosted.org/packages/b0/34/910dc706ed70153b60392b5305c708c9810d425bde12499c9184a1100888/contourpy-1.3.1-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4318af1c925fb9a4fb190559ef3eec206845f63e80fb603d47f2d6d67683901c", size = 349806 },
+    { url = "https://files.pythonhosted.org/packages/31/3c/faee6a40d66d7f2a87f7102236bf4780c57990dd7f98e5ff29881b1b1344/contourpy-1.3.1-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:14c102b0eab282427b662cb590f2e9340a9d91a1c297f48729431f2dcd16e14f", size = 321108 },
+    { url = "https://files.pythonhosted.org/packages/17/69/390dc9b20dd4bb20585651d7316cc3054b7d4a7b4f8b710b2b698e08968d/contourpy-1.3.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:05e806338bfeaa006acbdeba0ad681a10be63b26e1b17317bfac3c5d98f36cda", size = 327291 },
+    { url = "https://files.pythonhosted.org/packages/ef/74/7030b67c4e941fe1e5424a3d988080e83568030ce0355f7c9fc556455b01/contourpy-1.3.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:4d76d5993a34ef3df5181ba3c92fabb93f1eaa5729504fb03423fcd9f3177242", size = 1263752 },
+    { url = "https://files.pythonhosted.org/packages/f0/ed/92d86f183a8615f13f6b9cbfc5d4298a509d6ce433432e21da838b4b63f4/contourpy-1.3.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:89785bb2a1980c1bd87f0cb1517a71cde374776a5f150936b82580ae6ead44a1", size = 1318403 },
+    { url = "https://files.pythonhosted.org/packages/b3/0e/c8e4950c77dcfc897c71d61e56690a0a9df39543d2164040301b5df8e67b/contourpy-1.3.1-cp313-cp313t-win32.whl", hash = "sha256:8eb96e79b9f3dcadbad2a3891672f81cdcab7f95b27f28f1c67d75f045b6b4f1", size = 185117 },
+    { url = "https://files.pythonhosted.org/packages/c1/31/1ae946f11dfbd229222e6d6ad8e7bd1891d3d48bde5fbf7a0beb9491f8e3/contourpy-1.3.1-cp313-cp313t-win_amd64.whl", hash = "sha256:287ccc248c9e0d0566934e7d606201abd74761b5703d804ff3df8935f523d546", size = 236668 },
+]
+
+[[package]]
+name = "cycler"
+version = "0.12.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a9/95/a3dbbb5028f35eafb79008e7522a75244477d2838f38cbb722248dabc2a8/cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c", size = 7615 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321 },
+]
+
 [[package]]
 name = "docutils"
 version = "0.21.2"
@@ -55,6 +107,23 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8f/d7/9322c609343d929e75e7e5e6255e614fcc67572cfd083959cdef3b7aad79/docutils-0.21.2-py3-none-any.whl", hash = "sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2", size = 587408 },
 ]
 
+[[package]]
+name = "fonttools"
+version = "4.55.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/13/8d/8912cdde6a2b4c19ced69ea5790cd17d1c095a3c0104c1c936a1de804a64/fonttools-4.55.4.tar.gz", hash = "sha256:9598af0af85073659facbe9612fcc56b071ef2f26e3819ebf9bd8c5d35f958c5", size = 3498560 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/09/9b/e7505e7f08c291ab28e6b5c7ae9fe92aab10f5c4b3666fc67eb59f6e454b/fonttools-4.55.4-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:699dd32da7258a89939567a3d71b3f8decf84da54488a2526693f0d981a76479", size = 2757277 },
+    { url = "https://files.pythonhosted.org/packages/7c/15/a26ae0e5be690038cf1d62277f1007282d4d355dc30dbf0a95224fe69b0e/fonttools-4.55.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0f374b18ac04fbf78f20940418aee7882be3cdcb328ded80e16c3356499f64cf", size = 2294678 },
+    { url = "https://files.pythonhosted.org/packages/71/6a/20863c8ddf4dc7fd290b5ffddfc83d5918447523001b67a2dc81a0899b0d/fonttools-4.55.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b18792529ca3c24259090b6faa60bd0bdfcc4a06312e8f06d6fccab007f07193", size = 4784624 },
+    { url = "https://files.pythonhosted.org/packages/94/2f/c74fa21fddd6a4c22c80f2f86820a0c960a5c0f8f46407bc9c1e1c9b9f50/fonttools-4.55.4-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8e91d25261ebc9ff2143b95e6272f46b9f28e260b8f40feda07c80b66ff7e61d", size = 4856618 },
+    { url = "https://files.pythonhosted.org/packages/00/37/1e9f1cb3b2454adac0b5fe85e940ea8d4eb174a9338e47020ec7d3cf1057/fonttools-4.55.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:2695781a897395d03504fd24b60c944726b5e7b7af9ea3d922f7319d70c6fc37", size = 4765002 },
+    { url = "https://files.pythonhosted.org/packages/ff/fa/36b815132a71b9df13e9c52cd198194b48eb31f9a6d041f3ec6476d8b74f/fonttools-4.55.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:21de3ef5b8e5361fd01d6aef2c09dda4ede139d6b3a1f5cf621d6bea48840dfd", size = 4985906 },
+    { url = "https://files.pythonhosted.org/packages/73/9a/51eb1cdc08d0883c40a3ea6d9a8ecd862bac587371bc92e0f35315688994/fonttools-4.55.4-cp313-cp313-win32.whl", hash = "sha256:0ef33fda14e39aabb892a18ed16805b0b5b4e8a801fd1815a694be9dc7f30024", size = 2163286 },
+    { url = "https://files.pythonhosted.org/packages/2b/a0/6fdeb063dfb401e3efc342ef8ff6cd9e290d9895c3777dbc3850842eb1ad/fonttools-4.55.4-cp313-cp313-win_amd64.whl", hash = "sha256:e953b1614e32b6da828ae7659c8f330a593b6c4b7a4a31f8f63c01b12f0d3680", size = 2209022 },
+    { url = "https://files.pythonhosted.org/packages/f3/5d/29b126e12df844432e188d19e74f47c2578fa5a72a122b4f41819e1e0923/fonttools-4.55.4-py3-none-any.whl", hash = "sha256:d07ad8f31038c6394a0945752458313367a0ef8125d284ee59f99e68393a3c2d", size = 1111964 },
+]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -94,6 +163,51 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9", size = 1572278 },
 ]
 
+[[package]]
+name = "joblib"
+version = "1.4.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/64/33/60135848598c076ce4b231e1b1895170f45fbcaeaa2c9d5e38b04db70c35/joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e", size = 2116621 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/91/29/df4b9b42f2be0b623cbd5e2140cafcaa2bef0759a00b7b70104dcfe2fb51/joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6", size = 301817 },
+]
+
+[[package]]
+name = "kiwisolver"
+version = "1.4.8"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/82/59/7c91426a8ac292e1cdd53a63b6d9439abd573c875c3f92c146767dd33faf/kiwisolver-1.4.8.tar.gz", hash = "sha256:23d5f023bdc8c7e54eb65f03ca5d5bb25b601eac4d7f1a042888a1f45237987e", size = 97538 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/79/b3/e62464a652f4f8cd9006e13d07abad844a47df1e6537f73ddfbf1bc997ec/kiwisolver-1.4.8-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:1c8ceb754339793c24aee1c9fb2485b5b1f5bb1c2c214ff13368431e51fc9a09", size = 124156 },
+    { url = "https://files.pythonhosted.org/packages/8d/2d/f13d06998b546a2ad4f48607a146e045bbe48030774de29f90bdc573df15/kiwisolver-1.4.8-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:54a62808ac74b5e55a04a408cda6156f986cefbcf0ada13572696b507cc92fa1", size = 66555 },
+    { url = "https://files.pythonhosted.org/packages/59/e3/b8bd14b0a54998a9fd1e8da591c60998dc003618cb19a3f94cb233ec1511/kiwisolver-1.4.8-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:68269e60ee4929893aad82666821aaacbd455284124817af45c11e50a4b42e3c", size = 65071 },
+    { url = "https://files.pythonhosted.org/packages/f0/1c/6c86f6d85ffe4d0ce04228d976f00674f1df5dc893bf2dd4f1928748f187/kiwisolver-1.4.8-cp313-cp313-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:34d142fba9c464bc3bbfeff15c96eab0e7310343d6aefb62a79d51421fcc5f1b", size = 1378053 },
+    { url = "https://files.pythonhosted.org/packages/4e/b9/1c6e9f6dcb103ac5cf87cb695845f5fa71379021500153566d8a8a9fc291/kiwisolver-1.4.8-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3ddc373e0eef45b59197de815b1b28ef89ae3955e7722cc9710fb91cd77b7f47", size = 1472278 },
+    { url = "https://files.pythonhosted.org/packages/ee/81/aca1eb176de671f8bda479b11acdc42c132b61a2ac861c883907dde6debb/kiwisolver-1.4.8-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:77e6f57a20b9bd4e1e2cedda4d0b986ebd0216236f0106e55c28aea3d3d69b16", size = 1478139 },
+    { url = "https://files.pythonhosted.org/packages/49/f4/e081522473671c97b2687d380e9e4c26f748a86363ce5af48b4a28e48d06/kiwisolver-1.4.8-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:08e77738ed7538f036cd1170cbed942ef749137b1311fa2bbe2a7fda2f6bf3cc", size = 1413517 },
+    { url = "https://files.pythonhosted.org/packages/8f/e9/6a7d025d8da8c4931522922cd706105aa32b3291d1add8c5427cdcd66e63/kiwisolver-1.4.8-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a5ce1e481a74b44dd5e92ff03ea0cb371ae7a0268318e202be06c8f04f4f1246", size = 1474952 },
+    { url = "https://files.pythonhosted.org/packages/82/13/13fa685ae167bee5d94b415991c4fc7bb0a1b6ebea6e753a87044b209678/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:fc2ace710ba7c1dfd1a3b42530b62b9ceed115f19a1656adefce7b1782a37794", size = 2269132 },
+    { url = "https://files.pythonhosted.org/packages/ef/92/bb7c9395489b99a6cb41d502d3686bac692586db2045adc19e45ee64ed23/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:3452046c37c7692bd52b0e752b87954ef86ee2224e624ef7ce6cb21e8c41cc1b", size = 2425997 },
+    { url = "https://files.pythonhosted.org/packages/ed/12/87f0e9271e2b63d35d0d8524954145837dd1a6c15b62a2d8c1ebe0f182b4/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:7e9a60b50fe8b2ec6f448fe8d81b07e40141bfced7f896309df271a0b92f80f3", size = 2376060 },
+    { url = "https://files.pythonhosted.org/packages/02/6e/c8af39288edbce8bf0fa35dee427b082758a4b71e9c91ef18fa667782138/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:918139571133f366e8362fa4a297aeba86c7816b7ecf0bc79168080e2bd79957", size = 2520471 },
+    { url = "https://files.pythonhosted.org/packages/13/78/df381bc7b26e535c91469f77f16adcd073beb3e2dd25042efd064af82323/kiwisolver-1.4.8-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e063ef9f89885a1d68dd8b2e18f5ead48653176d10a0e324e3b0030e3a69adeb", size = 2338793 },
+    { url = "https://files.pythonhosted.org/packages/d0/dc/c1abe38c37c071d0fc71c9a474fd0b9ede05d42f5a458d584619cfd2371a/kiwisolver-1.4.8-cp313-cp313-win_amd64.whl", hash = "sha256:a17b7c4f5b2c51bb68ed379defd608a03954a1845dfed7cc0117f1cc8a9b7fd2", size = 71855 },
+    { url = "https://files.pythonhosted.org/packages/a0/b6/21529d595b126ac298fdd90b705d87d4c5693de60023e0efcb4f387ed99e/kiwisolver-1.4.8-cp313-cp313-win_arm64.whl", hash = "sha256:3cd3bc628b25f74aedc6d374d5babf0166a92ff1317f46267f12d2ed54bc1d30", size = 65430 },
+    { url = "https://files.pythonhosted.org/packages/34/bd/b89380b7298e3af9b39f49334e3e2a4af0e04819789f04b43d560516c0c8/kiwisolver-1.4.8-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:370fd2df41660ed4e26b8c9d6bbcad668fbe2560462cba151a721d49e5b6628c", size = 126294 },
+    { url = "https://files.pythonhosted.org/packages/83/41/5857dc72e5e4148eaac5aa76e0703e594e4465f8ab7ec0fc60e3a9bb8fea/kiwisolver-1.4.8-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:84a2f830d42707de1d191b9490ac186bf7997a9495d4e9072210a1296345f7dc", size = 67736 },
+    { url = "https://files.pythonhosted.org/packages/e1/d1/be059b8db56ac270489fb0b3297fd1e53d195ba76e9bbb30e5401fa6b759/kiwisolver-1.4.8-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:7a3ad337add5148cf51ce0b55642dc551c0b9d6248458a757f98796ca7348712", size = 66194 },
+    { url = "https://files.pythonhosted.org/packages/e1/83/4b73975f149819eb7dcf9299ed467eba068ecb16439a98990dcb12e63fdd/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7506488470f41169b86d8c9aeff587293f530a23a23a49d6bc64dab66bedc71e", size = 1465942 },
+    { url = "https://files.pythonhosted.org/packages/c7/2c/30a5cdde5102958e602c07466bce058b9d7cb48734aa7a4327261ac8e002/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2f0121b07b356a22fb0414cec4666bbe36fd6d0d759db3d37228f496ed67c880", size = 1595341 },
+    { url = "https://files.pythonhosted.org/packages/ff/9b/1e71db1c000385aa069704f5990574b8244cce854ecd83119c19e83c9586/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d6d6bd87df62c27d4185de7c511c6248040afae67028a8a22012b010bc7ad062", size = 1598455 },
+    { url = "https://files.pythonhosted.org/packages/85/92/c8fec52ddf06231b31cbb779af77e99b8253cd96bd135250b9498144c78b/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:291331973c64bb9cce50bbe871fb2e675c4331dab4f31abe89f175ad7679a4d7", size = 1522138 },
+    { url = "https://files.pythonhosted.org/packages/0b/51/9eb7e2cd07a15d8bdd976f6190c0164f92ce1904e5c0c79198c4972926b7/kiwisolver-1.4.8-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:893f5525bb92d3d735878ec00f781b2de998333659507d29ea4466208df37bed", size = 1582857 },
+    { url = "https://files.pythonhosted.org/packages/0f/95/c5a00387a5405e68ba32cc64af65ce881a39b98d73cc394b24143bebc5b8/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:b47a465040146981dc9db8647981b8cb96366fbc8d452b031e4f8fdffec3f26d", size = 2293129 },
+    { url = "https://files.pythonhosted.org/packages/44/83/eeb7af7d706b8347548313fa3a3a15931f404533cc54fe01f39e830dd231/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:99cea8b9dd34ff80c521aef46a1dddb0dcc0283cf18bde6d756f1e6f31772165", size = 2421538 },
+    { url = "https://files.pythonhosted.org/packages/05/f9/27e94c1b3eb29e6933b6986ffc5fa1177d2cd1f0c8efc5f02c91c9ac61de/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:151dffc4865e5fe6dafce5480fab84f950d14566c480c08a53c663a0020504b6", size = 2390661 },
+    { url = "https://files.pythonhosted.org/packages/d9/d4/3c9735faa36ac591a4afcc2980d2691000506050b7a7e80bcfe44048daa7/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:577facaa411c10421314598b50413aa1ebcf5126f704f1e5d72d7e4e9f020d90", size = 2546710 },
+    { url = "https://files.pythonhosted.org/packages/4c/fa/be89a49c640930180657482a74970cdcf6f7072c8d2471e1babe17a222dc/kiwisolver-1.4.8-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:be4816dc51c8a471749d664161b434912eee82f2ea66bd7628bd14583a833e85", size = 2349213 },
+]
+
 [[package]]
 name = "marimo"
 version = "0.10.16"
@@ -131,6 +245,37 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/3f/08/83871f3c50fc983b88547c196d11cf8c3340e37c32d2e9d6152abe2c61f7/Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803", size = 106349 },
 ]
 
+[[package]]
+name = "matplotlib"
+version = "3.10.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "contourpy" },
+    { name = "cycler" },
+    { name = "fonttools" },
+    { name = "kiwisolver" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "pillow" },
+    { name = "pyparsing" },
+    { name = "python-dateutil" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/68/dd/fa2e1a45fce2d09f4aea3cee169760e672c8262325aa5796c49d543dc7e6/matplotlib-3.10.0.tar.gz", hash = "sha256:b886d02a581b96704c9d1ffe55709e49b4d2d52709ccebc4be42db856e511278", size = 36686418 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/72/11/1b2a094d95dcb6e6edd4a0b238177c439006c6b7a9fe8d31801237bf512f/matplotlib-3.10.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:96f2886f5c1e466f21cc41b70c5a0cd47bfa0015eb2d5793c88ebce658600e25", size = 8173073 },
+    { url = "https://files.pythonhosted.org/packages/0d/c4/87b6ad2723070511a411ea719f9c70fde64605423b184face4e94986de9d/matplotlib-3.10.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:12eaf48463b472c3c0f8dbacdbf906e573013df81a0ab82f0616ea4b11281908", size = 8043892 },
+    { url = "https://files.pythonhosted.org/packages/57/69/cb0812a136550b21361335e9ffb7d459bf6d13e03cb7b015555d5143d2d6/matplotlib-3.10.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2fbbabc82fde51391c4da5006f965e36d86d95f6ee83fb594b279564a4c5d0d2", size = 8450532 },
+    { url = "https://files.pythonhosted.org/packages/ea/3a/bab9deb4fb199c05e9100f94d7f1c702f78d3241e6a71b784d2b88d7bebd/matplotlib-3.10.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ad2e15300530c1a94c63cfa546e3b7864bd18ea2901317bae8bbf06a5ade6dcf", size = 8593905 },
+    { url = "https://files.pythonhosted.org/packages/8b/66/742fd242f989adc1847ddf5f445815f73ad7c46aa3440690cc889cfa423c/matplotlib-3.10.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:3547d153d70233a8496859097ef0312212e2689cdf8d7ed764441c77604095ae", size = 9399609 },
+    { url = "https://files.pythonhosted.org/packages/fa/d6/54cee7142cef7d910a324a7aedf335c0c147b03658b54d49ec48166f10a6/matplotlib-3.10.0-cp313-cp313-win_amd64.whl", hash = "sha256:c55b20591ced744aa04e8c3e4b7543ea4d650b6c3c4b208c08a05b4010e8b442", size = 8039076 },
+    { url = "https://files.pythonhosted.org/packages/43/14/815d072dc36e88753433bfd0385113405efb947e6895ff7b4d2e8614a33b/matplotlib-3.10.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:9ade1003376731a971e398cc4ef38bb83ee8caf0aee46ac6daa4b0506db1fd06", size = 8211000 },
+    { url = "https://files.pythonhosted.org/packages/9a/76/34e75f364194ec352678adcb540964be6f35ec7d3d8c75ebcb17e6839359/matplotlib-3.10.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:95b710fea129c76d30be72c3b38f330269363fbc6e570a5dd43580487380b5ff", size = 8087707 },
+    { url = "https://files.pythonhosted.org/packages/c3/2b/b6bc0dff6a72d333bc7df94a66e6ce662d224e43daa8ad8ae4eaa9a77f55/matplotlib-3.10.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5cdbaf909887373c3e094b0318d7ff230b2ad9dcb64da7ade654182872ab2593", size = 8477384 },
+    { url = "https://files.pythonhosted.org/packages/c2/2d/b5949fb2b76e9b47ab05e25a5f5f887c70de20d8b0cbc704a4e2ee71c786/matplotlib-3.10.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d907fddb39f923d011875452ff1eca29a9e7f21722b873e90db32e5d8ddff12e", size = 8610334 },
+    { url = "https://files.pythonhosted.org/packages/d6/9a/6e3c799d5134d9af44b01c787e1360bee38cf51850506ea2e743a787700b/matplotlib-3.10.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:3b427392354d10975c1d0f4ee18aa5844640b512d5311ef32efd4dd7db106ede", size = 9406777 },
+    { url = "https://files.pythonhosted.org/packages/0e/dd/e6ae97151e5ed648ab2ea48885bc33d39202b640eec7a2910e2c843f7ac0/matplotlib-3.10.0-cp313-cp313t-win_amd64.whl", hash = "sha256:5fd41b0ec7ee45cd960a8e71aea7c946a28a0b8a4dcee47d2856b2af051f334c", size = 8109742 },
+]
+
 [[package]]
 name = "narwhals"
 version = "1.23.0"
@@ -140,6 +285,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/38/13/23b73a1f300521613f967763ef4ada4737474f9d5b620b7e5ba9e4857ee7/narwhals-1.23.0-py3-none-any.whl", hash = "sha256:8d6e7fa0b13af01784837efc060e2a663e5d888decf31f261ff8fc06a7cefeb4", size = 306212 },
 ]
 
+[[package]]
+name = "numpy"
+version = "2.2.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ec/d0/c12ddfd3a02274be06ffc71f3efc6d0e457b0409c4481596881e748cb264/numpy-2.2.2.tar.gz", hash = "sha256:ed6906f61834d687738d25988ae117683705636936cc605be0bb208b23df4d8f", size = 20233295 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e1/fe/df5624001f4f5c3e0b78e9017bfab7fdc18a8d3b3d3161da3d64924dd659/numpy-2.2.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b208cfd4f5fe34e1535c08983a1a6803fdbc7a1e86cf13dd0c61de0b51a0aadc", size = 20899188 },
+    { url = "https://files.pythonhosted.org/packages/a9/80/d349c3b5ed66bd3cb0214be60c27e32b90a506946857b866838adbe84040/numpy-2.2.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d0bbe7dd86dca64854f4b6ce2ea5c60b51e36dfd597300057cf473d3615f2369", size = 14113972 },
+    { url = "https://files.pythonhosted.org/packages/9d/50/949ec9cbb28c4b751edfa64503f0913cbfa8d795b4a251e7980f13a8a655/numpy-2.2.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:22ea3bb552ade325530e72a0c557cdf2dea8914d3a5e1fecf58fa5dbcc6f43cd", size = 5114294 },
+    { url = "https://files.pythonhosted.org/packages/8d/f3/399c15629d5a0c68ef2aa7621d430b2be22034f01dd7f3c65a9c9666c445/numpy-2.2.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:128c41c085cab8a85dc29e66ed88c05613dccf6bc28b3866cd16050a2f5448be", size = 6648426 },
+    { url = "https://files.pythonhosted.org/packages/2c/03/c72474c13772e30e1bc2e558cdffd9123c7872b731263d5648b5c49dd459/numpy-2.2.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:250c16b277e3b809ac20d1f590716597481061b514223c7badb7a0f9993c7f84", size = 14045990 },
+    { url = "https://files.pythonhosted.org/packages/83/9c/96a9ab62274ffafb023f8ee08c88d3d31ee74ca58869f859db6845494fa6/numpy-2.2.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e0c8854b09bc4de7b041148d8550d3bd712b5c21ff6a8ed308085f190235d7ff", size = 16096614 },
+    { url = "https://files.pythonhosted.org/packages/d5/34/cd0a735534c29bec7093544b3a509febc9b0df77718a9b41ffb0809c9f46/numpy-2.2.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:b6fb9c32a91ec32a689ec6410def76443e3c750e7cfc3fb2206b985ffb2b85f0", size = 15242123 },
+    { url = "https://files.pythonhosted.org/packages/5e/6d/541717a554a8f56fa75e91886d9b79ade2e595918690eb5d0d3dbd3accb9/numpy-2.2.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:57b4012e04cc12b78590a334907e01b3a85efb2107df2b8733ff1ed05fce71de", size = 17859160 },
+    { url = "https://files.pythonhosted.org/packages/b9/a5/fbf1f2b54adab31510728edd06a05c1b30839f37cf8c9747cb85831aaf1b/numpy-2.2.2-cp313-cp313-win32.whl", hash = "sha256:4dbd80e453bd34bd003b16bd802fac70ad76bd463f81f0c518d1245b1c55e3d9", size = 6273337 },
+    { url = "https://files.pythonhosted.org/packages/56/e5/01106b9291ef1d680f82bc47d0c5b5e26dfed15b0754928e8f856c82c881/numpy-2.2.2-cp313-cp313-win_amd64.whl", hash = "sha256:5a8c863ceacae696aff37d1fd636121f1a512117652e5dfb86031c8d84836369", size = 12609010 },
+    { url = "https://files.pythonhosted.org/packages/9f/30/f23d9876de0f08dceb707c4dcf7f8dd7588266745029debb12a3cdd40be6/numpy-2.2.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:b3482cb7b3325faa5f6bc179649406058253d91ceda359c104dac0ad320e1391", size = 20924451 },
+    { url = "https://files.pythonhosted.org/packages/6a/ec/6ea85b2da9d5dfa1dbb4cb3c76587fc8ddcae580cb1262303ab21c0926c4/numpy-2.2.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:9491100aba630910489c1d0158034e1c9a6546f0b1340f716d522dc103788e39", size = 14122390 },
+    { url = "https://files.pythonhosted.org/packages/68/05/bfbdf490414a7dbaf65b10c78bc243f312c4553234b6d91c94eb7c4b53c2/numpy-2.2.2-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:41184c416143defa34cc8eb9d070b0a5ba4f13a0fa96a709e20584638254b317", size = 5156590 },
+    { url = "https://files.pythonhosted.org/packages/f7/ec/fe2e91b2642b9d6544518388a441bcd65c904cea38d9ff998e2e8ebf808e/numpy-2.2.2-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7dca87ca328f5ea7dafc907c5ec100d187911f94825f8700caac0b3f4c384b49", size = 6671958 },
+    { url = "https://files.pythonhosted.org/packages/b1/6f/6531a78e182f194d33ee17e59d67d03d0d5a1ce7f6be7343787828d1bd4a/numpy-2.2.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0bc61b307655d1a7f9f4b043628b9f2b721e80839914ede634e3d485913e1fb2", size = 14019950 },
+    { url = "https://files.pythonhosted.org/packages/e1/fb/13c58591d0b6294a08cc40fcc6b9552d239d773d520858ae27f39997f2ae/numpy-2.2.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9fad446ad0bc886855ddf5909cbf8cb5d0faa637aaa6277fb4b19ade134ab3c7", size = 16079759 },
+    { url = "https://files.pythonhosted.org/packages/2c/f2/f2f8edd62abb4b289f65a7f6d1f3650273af00b91b7267a2431be7f1aec6/numpy-2.2.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:149d1113ac15005652e8d0d3f6fd599360e1a708a4f98e43c9c77834a28238cb", size = 15226139 },
+    { url = "https://files.pythonhosted.org/packages/aa/29/14a177f1a90b8ad8a592ca32124ac06af5eff32889874e53a308f850290f/numpy-2.2.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:106397dbbb1896f99e044efc90360d098b3335060375c26aa89c0d8a97c5f648", size = 17856316 },
+    { url = "https://files.pythonhosted.org/packages/95/03/242ae8d7b97f4e0e4ab8dd51231465fb23ed5e802680d629149722e3faf1/numpy-2.2.2-cp313-cp313t-win32.whl", hash = "sha256:0eec19f8af947a61e968d5429f0bd92fec46d92b0008d0a6685b40d6adf8a4f4", size = 6329134 },
+    { url = "https://files.pythonhosted.org/packages/80/94/cd9e9b04012c015cb6320ab3bf43bc615e248dddfeb163728e800a5d96f0/numpy-2.2.2-cp313-cp313t-win_amd64.whl", hash = "sha256:97b974d3ba0fb4612b77ed35d7627490e8e3dff56ab41454d9e8b23448940576", size = 12696208 },
+]
+
 [[package]]
 name = "packaging"
 version = "24.2"
@@ -149,6 +322,33 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/88/ef/eb23f262cca3c0c4eb7ab1933c3b1f03d021f2c48f54763065b6f0e321be/packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759", size = 65451 },
 ]
 
+[[package]]
+name = "pandas"
+version = "2.2.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+    { name = "python-dateutil" },
+    { name = "pytz" },
+    { name = "tzdata" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9c/d6/9f8431bacc2e19dca897724cd097b1bb224a6ad5433784a44b587c7c13af/pandas-2.2.3.tar.gz", hash = "sha256:4f18ba62b61d7e192368b84517265a99b4d7ee8912f8708660fb4a366cc82667", size = 4399213 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/64/22/3b8f4e0ed70644e85cfdcd57454686b9057c6c38d2f74fe4b8bc2527214a/pandas-2.2.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f00d1345d84d8c86a63e476bb4955e46458b304b9575dcf71102b5c705320015", size = 12477643 },
+    { url = "https://files.pythonhosted.org/packages/e4/93/b3f5d1838500e22c8d793625da672f3eec046b1a99257666c94446969282/pandas-2.2.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3508d914817e153ad359d7e069d752cdd736a247c322d932eb89e6bc84217f28", size = 11281573 },
+    { url = "https://files.pythonhosted.org/packages/f5/94/6c79b07f0e5aab1dcfa35a75f4817f5c4f677931d4234afcd75f0e6a66ca/pandas-2.2.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:22a9d949bfc9a502d320aa04e5d02feab689d61da4e7764b62c30b991c42c5f0", size = 15196085 },
+    { url = "https://files.pythonhosted.org/packages/e8/31/aa8da88ca0eadbabd0a639788a6da13bb2ff6edbbb9f29aa786450a30a91/pandas-2.2.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f3a255b2c19987fbbe62a9dfd6cff7ff2aa9ccab3fc75218fd4b7530f01efa24", size = 12711809 },
+    { url = "https://files.pythonhosted.org/packages/ee/7c/c6dbdb0cb2a4344cacfb8de1c5808ca885b2e4dcfde8008266608f9372af/pandas-2.2.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:800250ecdadb6d9c78eae4990da62743b857b470883fa27f652db8bdde7f6659", size = 16356316 },
+    { url = "https://files.pythonhosted.org/packages/57/b7/8b757e7d92023b832869fa8881a992696a0bfe2e26f72c9ae9f255988d42/pandas-2.2.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6374c452ff3ec675a8f46fd9ab25c4ad0ba590b71cf0656f8b6daa5202bca3fb", size = 14022055 },
+    { url = "https://files.pythonhosted.org/packages/3b/bc/4b18e2b8c002572c5a441a64826252ce5da2aa738855747247a971988043/pandas-2.2.3-cp313-cp313-win_amd64.whl", hash = "sha256:61c5ad4043f791b61dd4752191d9f07f0ae412515d59ba8f005832a532f8736d", size = 11481175 },
+    { url = "https://files.pythonhosted.org/packages/76/a3/a5d88146815e972d40d19247b2c162e88213ef51c7c25993942c39dbf41d/pandas-2.2.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3b71f27954685ee685317063bf13c7709a7ba74fc996b84fc6821c59b0f06468", size = 12615650 },
+    { url = "https://files.pythonhosted.org/packages/9c/8c/f0fd18f6140ddafc0c24122c8a964e48294acc579d47def376fef12bcb4a/pandas-2.2.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:38cf8125c40dae9d5acc10fa66af8ea6fdf760b2714ee482ca691fc66e6fcb18", size = 11290177 },
+    { url = "https://files.pythonhosted.org/packages/ed/f9/e995754eab9c0f14c6777401f7eece0943840b7a9fc932221c19d1abee9f/pandas-2.2.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ba96630bc17c875161df3818780af30e43be9b166ce51c9a18c1feae342906c2", size = 14651526 },
+    { url = "https://files.pythonhosted.org/packages/25/b0/98d6ae2e1abac4f35230aa756005e8654649d305df9a28b16b9ae4353bff/pandas-2.2.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1db71525a1538b30142094edb9adc10be3f3e176748cd7acc2240c2f2e5aa3a4", size = 11871013 },
+    { url = "https://files.pythonhosted.org/packages/cc/57/0f72a10f9db6a4628744c8e8f0df4e6e21de01212c7c981d31e50ffc8328/pandas-2.2.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:15c0e1e02e93116177d29ff83e8b1619c93ddc9c49083f237d4312337a61165d", size = 15711620 },
+    { url = "https://files.pythonhosted.org/packages/ab/5f/b38085618b950b79d2d9164a711c52b10aefc0ae6833b96f626b7021b2ed/pandas-2.2.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:ad5b65698ab28ed8d7f18790a0dc58005c7629f227be9ecc1072aa74c0c1d43a", size = 13098436 },
+]
+
 [[package]]
 name = "parso"
 version = "0.8.4"
@@ -158,6 +358,47 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c6/ac/dac4a63f978e4dcb3c6d3a78c4d8e0192a113d288502a1216950c41b1027/parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18", size = 103650 },
 ]
 
+[[package]]
+name = "pillow"
+version = "11.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f3/af/c097e544e7bd278333db77933e535098c259609c4eb3b85381109602fb5b/pillow-11.1.0.tar.gz", hash = "sha256:368da70808b36d73b4b390a8ffac11069f8a5c85f29eff1f1b01bcf3ef5b2a20", size = 46742715 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b3/31/9ca79cafdce364fd5c980cd3416c20ce1bebd235b470d262f9d24d810184/pillow-11.1.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ae98e14432d458fc3de11a77ccb3ae65ddce70f730e7c76140653048c71bfcbc", size = 3226640 },
+    { url = "https://files.pythonhosted.org/packages/ac/0f/ff07ad45a1f172a497aa393b13a9d81a32e1477ef0e869d030e3c1532521/pillow-11.1.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:cc1331b6d5a6e144aeb5e626f4375f5b7ae9934ba620c0ac6b3e43d5e683a0f0", size = 3101437 },
+    { url = "https://files.pythonhosted.org/packages/08/2f/9906fca87a68d29ec4530be1f893149e0cb64a86d1f9f70a7cfcdfe8ae44/pillow-11.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:758e9d4ef15d3560214cddbc97b8ef3ef86ce04d62ddac17ad39ba87e89bd3b1", size = 4326605 },
+    { url = "https://files.pythonhosted.org/packages/b0/0f/f3547ee15b145bc5c8b336401b2d4c9d9da67da9dcb572d7c0d4103d2c69/pillow-11.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b523466b1a31d0dcef7c5be1f20b942919b62fd6e9a9be199d035509cbefc0ec", size = 4411173 },
+    { url = "https://files.pythonhosted.org/packages/b1/df/bf8176aa5db515c5de584c5e00df9bab0713548fd780c82a86cba2c2fedb/pillow-11.1.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:9044b5e4f7083f209c4e35aa5dd54b1dd5b112b108648f5c902ad586d4f945c5", size = 4369145 },
+    { url = "https://files.pythonhosted.org/packages/de/7c/7433122d1cfadc740f577cb55526fdc39129a648ac65ce64db2eb7209277/pillow-11.1.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:3764d53e09cdedd91bee65c2527815d315c6b90d7b8b79759cc48d7bf5d4f114", size = 4496340 },
+    { url = "https://files.pythonhosted.org/packages/25/46/dd94b93ca6bd555588835f2504bd90c00d5438fe131cf01cfa0c5131a19d/pillow-11.1.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:31eba6bbdd27dde97b0174ddf0297d7a9c3a507a8a1480e1e60ef914fe23d352", size = 4296906 },
+    { url = "https://files.pythonhosted.org/packages/a8/28/2f9d32014dfc7753e586db9add35b8a41b7a3b46540e965cb6d6bc607bd2/pillow-11.1.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b5d658fbd9f0d6eea113aea286b21d3cd4d3fd978157cbf2447a6035916506d3", size = 4431759 },
+    { url = "https://files.pythonhosted.org/packages/33/48/19c2cbe7403870fbe8b7737d19eb013f46299cdfe4501573367f6396c775/pillow-11.1.0-cp313-cp313-win32.whl", hash = "sha256:f86d3a7a9af5d826744fabf4afd15b9dfef44fe69a98541f666f66fbb8d3fef9", size = 2291657 },
+    { url = "https://files.pythonhosted.org/packages/3b/ad/285c556747d34c399f332ba7c1a595ba245796ef3e22eae190f5364bb62b/pillow-11.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:593c5fd6be85da83656b93ffcccc2312d2d149d251e98588b14fbc288fd8909c", size = 2626304 },
+    { url = "https://files.pythonhosted.org/packages/e5/7b/ef35a71163bf36db06e9c8729608f78dedf032fc8313d19bd4be5c2588f3/pillow-11.1.0-cp313-cp313-win_arm64.whl", hash = "sha256:11633d58b6ee5733bde153a8dafd25e505ea3d32e261accd388827ee987baf65", size = 2375117 },
+    { url = "https://files.pythonhosted.org/packages/79/30/77f54228401e84d6791354888549b45824ab0ffde659bafa67956303a09f/pillow-11.1.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:70ca5ef3b3b1c4a0812b5c63c57c23b63e53bc38e758b37a951e5bc466449861", size = 3230060 },
+    { url = "https://files.pythonhosted.org/packages/ce/b1/56723b74b07dd64c1010fee011951ea9c35a43d8020acd03111f14298225/pillow-11.1.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:8000376f139d4d38d6851eb149b321a52bb8893a88dae8ee7d95840431977081", size = 3106192 },
+    { url = "https://files.pythonhosted.org/packages/e1/cd/7bf7180e08f80a4dcc6b4c3a0aa9e0b0ae57168562726a05dc8aa8fa66b0/pillow-11.1.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9ee85f0696a17dd28fbcfceb59f9510aa71934b483d1f5601d1030c3c8304f3c", size = 4446805 },
+    { url = "https://files.pythonhosted.org/packages/97/42/87c856ea30c8ed97e8efbe672b58c8304dee0573f8c7cab62ae9e31db6ae/pillow-11.1.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:dd0e081319328928531df7a0e63621caf67652c8464303fd102141b785ef9547", size = 4530623 },
+    { url = "https://files.pythonhosted.org/packages/ff/41/026879e90c84a88e33fb00cc6bd915ac2743c67e87a18f80270dfe3c2041/pillow-11.1.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:e63e4e5081de46517099dc30abe418122f54531a6ae2ebc8680bcd7096860eab", size = 4465191 },
+    { url = "https://files.pythonhosted.org/packages/e5/fb/a7960e838bc5df57a2ce23183bfd2290d97c33028b96bde332a9057834d3/pillow-11.1.0-cp313-cp313t-win32.whl", hash = "sha256:dda60aa465b861324e65a78c9f5cf0f4bc713e4309f83bc387be158b077963d9", size = 2295494 },
+    { url = "https://files.pythonhosted.org/packages/d7/6c/6ec83ee2f6f0fda8d4cf89045c6be4b0373ebfc363ba8538f8c999f63fcd/pillow-11.1.0-cp313-cp313t-win_amd64.whl", hash = "sha256:ad5db5781c774ab9a9b2c4302bbf0c1014960a0a7be63278d13ae6fdf88126fe", size = 2631595 },
+    { url = "https://files.pythonhosted.org/packages/cf/6c/41c21c6c8af92b9fea313aa47c75de49e2f9a467964ee33eb0135d47eb64/pillow-11.1.0-cp313-cp313t-win_arm64.whl", hash = "sha256:67cd427c68926108778a9005f2a04adbd5e67c442ed21d95389fe1d595458756", size = 2377651 },
+]
+
+[[package]]
+name = "polars"
+version = "1.20.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/dd/8f/1005f24c8c413d8a393973fcb45e6085a2311bb513ee0c6674d438e99c31/polars-1.20.0.tar.gz", hash = "sha256:e8e9e3156fae02b58e276e5f2c16a5907a79b38617a9e2d731b533d87798f451", size = 4292434 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/93/ef/74d56f82bc2e7911276ffad8f24e7ae6f7a102ecab3b2e88b87e84243356/polars-1.20.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:9a313e10ea80b99a0d32bfb942b2260b9658155287b0c2ac5876323acaff4f2c", size = 32143323 },
+    { url = "https://files.pythonhosted.org/packages/dd/e1/51c7b2bc3037af89f1c109b61a2d2f44c411212df63dd0e9c6683b66d98e/polars-1.20.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:4474bd004376599f7e4906bd350026cbbe805ba604121090578a97f63da15381", size = 28954418 },
+    { url = "https://files.pythonhosted.org/packages/2a/1a/862b8bf65182b261022292a1cd49728db876a1ef64ff377d6f7b17653886/polars-1.20.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4996e17cb6f57d9aeaf79f66c54ef2913cea7bd025410c076ef8c05d4f7d792a", size = 32850943 },
+    { url = "https://files.pythonhosted.org/packages/b7/33/1970863f0c1782a916299346d150c5bb8373d4e6827fabb8c37a0a2bcb8e/polars-1.20.0-cp39-abi3-manylinux_2_24_aarch64.whl", hash = "sha256:d488ffb92d4934d9c326fa2d0fb2e9a4e3c2c625c59f4a77a77e4acd4d5a0d66", size = 29885148 },
+    { url = "https://files.pythonhosted.org/packages/bb/2d/b29112da3e98ba55e8ba77f08a90312004d2e4be0fd6401ff7d5d71eae0a/polars-1.20.0-cp39-abi3-win_amd64.whl", hash = "sha256:5ce417d2b6d4f3b8f422fcb3482039e8076182cceacbd880175fe970c6f99c84", size = 32947632 },
+    { url = "https://files.pythonhosted.org/packages/60/da/245e5852342cab10c48dc788f7b3d39a1f926f783ea124f196ad783ea6aa/polars-1.20.0-cp39-abi3-win_arm64.whl", hash = "sha256:f474f3d65450138cd2dbab2d9b6041b8646c30fad0b28e6d62457788f994bf62", size = 29141207 },
+]
+
 [[package]]
 name = "psutil"
 version = "6.1.1"
@@ -173,6 +414,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7b/d7/7831438e6c3ebbfa6e01a927127a6cb42ad3ab844247f3c5b96bea25d73d/psutil-6.1.1-cp37-abi3-win_amd64.whl", hash = "sha256:f35cfccb065fff93529d2afb4a2e89e363fe63ca1e4a5da22b603a85833c2649", size = 254444 },
 ]
 
+[[package]]
+name = "pyarrow"
+version = "19.0.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7b/01/fe1fd04744c2aa038e5a11c7a4adb3d62bce09798695e54f7274b5977134/pyarrow-19.0.0.tar.gz", hash = "sha256:8d47c691765cf497aaeed4954d226568563f1b3b74ff61139f2d77876717084b", size = 1129096 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f5/b9/ba07ed3dd6b6e4f379b78e9c47c50c8886e07862ab7fa6339ac38622d755/pyarrow-19.0.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:cf3bf0ce511b833f7bc5f5bb3127ba731e97222023a444b7359f3a22e2a3b463", size = 30651291 },
+    { url = "https://files.pythonhosted.org/packages/ad/10/0d304243c8277035298a68a70807efb76199c6c929bb3363c92ac9be6a0d/pyarrow-19.0.0-cp313-cp313-macosx_12_0_x86_64.whl", hash = "sha256:4d8b0c0de0a73df1f1bf439af1b60f273d719d70648e898bc077547649bb8352", size = 32100461 },
+    { url = "https://files.pythonhosted.org/packages/8a/61/bcfc5182e11831bca3f849945b9b106e09fd10ded773dff466658e972a45/pyarrow-19.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92aff08e23d281c69835e4a47b80569242a504095ef6a6223c1f6bb8883431d", size = 41132491 },
+    { url = "https://files.pythonhosted.org/packages/8e/87/2915a29049ec352dc69a967fbcbd76b0180319233de0daf8bd368df37099/pyarrow-19.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c3b78eff5968a1889a0f3bc81ca57e1e19b75f664d9c61a42a604bf9d8402aae", size = 42192529 },
+    { url = "https://files.pythonhosted.org/packages/48/18/44e5542b2707a8afaf78b5b88c608f261871ae77787eac07b7c679ca6f0f/pyarrow-19.0.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:b34d3bde38eba66190b215bae441646330f8e9da05c29e4b5dd3e41bde701098", size = 40495363 },
+    { url = "https://files.pythonhosted.org/packages/ba/d6/5096deb7599bbd20bc2768058fe23bc725b88eb41bee58303293583a2935/pyarrow-19.0.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:5418d4d0fab3a0ed497bad21d17a7973aad336d66ad4932a3f5f7480d4ca0c04", size = 42074075 },
+    { url = "https://files.pythonhosted.org/packages/2c/df/e3c839c04c284c9ec3d62b02a8c452b795d9b07b04079ab91ce33484d4c5/pyarrow-19.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:e82c3d5e44e969c217827b780ed8faf7ac4c53f934ae9238872e749fa531f7c9", size = 25239803 },
+    { url = "https://files.pythonhosted.org/packages/6a/d3/a6d4088e906c7b5d47792256212606d2ae679046dc750eee0ae167338e5c/pyarrow-19.0.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:f208c3b58a6df3b239e0bb130e13bc7487ed14f39a9ff357b6415e3f6339b560", size = 30695401 },
+    { url = "https://files.pythonhosted.org/packages/94/25/70040fd0e397dd1b937f459eaeeec942a76027357491dca0ada09d1322af/pyarrow-19.0.0-cp313-cp313t-macosx_12_0_x86_64.whl", hash = "sha256:c751c1c93955b7a84c06794df46f1cec93e18610dcd5ab7d08e89a81df70a849", size = 32104680 },
+    { url = "https://files.pythonhosted.org/packages/4e/f9/92783290cc0d80ca16d34b0c126305bfacca4b87dd889c8f16c6ef2a8fd7/pyarrow-19.0.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b903afaa5df66d50fc38672ad095806443b05f202c792694f3a604ead7c6ea6e", size = 41076754 },
+    { url = "https://files.pythonhosted.org/packages/05/46/2c9870f50a495c72e2b8982ae29a9b1680707ea936edc0de444cec48f875/pyarrow-19.0.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a22a4bc0937856263df8b94f2f2781b33dd7f876f787ed746608e06902d691a5", size = 42163133 },
+    { url = "https://files.pythonhosted.org/packages/7b/2f/437922b902549228fb15814e8a26105bff2787ece466a8d886eb6699efad/pyarrow-19.0.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:5e8a28b918e2e878c918f6d89137386c06fe577cd08d73a6be8dafb317dc2d73", size = 40452210 },
+    { url = "https://files.pythonhosted.org/packages/36/ef/1d7975053af9d106da973bac142d0d4da71b7550a3576cc3e0b3f444d21a/pyarrow-19.0.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:29cd86c8001a94f768f79440bf83fee23963af5e7bc68ce3a7e5f120e17edf89", size = 42077618 },
+]
+
 [[package]]
 name = "pycrdt"
 version = "0.11.1"
@@ -215,6 +477,36 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/09/fb/79a8d27966e90feeeb686395c8b1bff8221727abcbd80d2485841393a955/pymdown_extensions-10.14.1-py3-none-any.whl", hash = "sha256:637951cbfbe9874ba28134fb3ce4b8bcadd6aca89ac4998ec29dcbafd554ae08", size = 264283 },
 ]
 
+[[package]]
+name = "pyparsing"
+version = "3.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/8b/1a/3544f4f299a47911c2ab3710f534e52fea62a633c96806995da5d25be4b2/pyparsing-3.2.1.tar.gz", hash = "sha256:61980854fd66de3a90028d679a954d5f2623e83144b5afe5ee86f43d762e5f0a", size = 1067694 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1c/a7/c8a2d361bf89c0d9577c934ebb7421b25dc84bf3a8e3ac0a40aed9acc547/pyparsing-3.2.1-py3-none-any.whl", hash = "sha256:506ff4f4386c4cec0590ec19e6302d3aedb992fdc02c761e90416f158dacf8e1", size = 107716 },
+]
+
+[[package]]
+name = "python-dateutil"
+version = "2.9.0.post0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "six" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892 },
+]
+
+[[package]]
+name = "pytz"
+version = "2024.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/3a/31/3c70bf7603cc2dca0f19bdc53b4537a797747a58875b552c8c413d963a3f/pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a", size = 319692 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/11/c3/005fcca25ce078d2cc29fd559379817424e94885510568bc1bc53d7d5846/pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725", size = 508002 },
+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.2"
@@ -257,6 +549,78 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0e/4e/33df635528292bd2d18404e4daabcd74ca8a9853b2e1df85ed3d32d24362/ruff-0.9.2-py3-none-win_arm64.whl", hash = "sha256:a1b63fa24149918f8b37cef2ee6fff81f24f0d74b6f0bdc37bc3e1f2143e41c6", size = 10001738 },
 ]
 
+[[package]]
+name = "scikit-learn"
+version = "1.6.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "joblib" },
+    { name = "numpy" },
+    { name = "scipy" },
+    { name = "threadpoolctl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9e/a5/4ae3b3a0755f7b35a280ac90b28817d1f380318973cff14075ab41ef50d9/scikit_learn-1.6.1.tar.gz", hash = "sha256:b4fc2525eca2c69a59260f583c56a7557c6ccdf8deafdba6e060f94c1c59738e", size = 7068312 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2e/59/8eb1872ca87009bdcdb7f3cdc679ad557b992c12f4b61f9250659e592c63/scikit_learn-1.6.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2ffa1e9e25b3d93990e74a4be2c2fc61ee5af85811562f1288d5d055880c4322", size = 12010001 },
+    { url = "https://files.pythonhosted.org/packages/9d/05/f2fc4effc5b32e525408524c982c468c29d22f828834f0625c5ef3d601be/scikit_learn-1.6.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:dc5cf3d68c5a20ad6d571584c0750ec641cc46aeef1c1507be51300e6003a7e1", size = 11096360 },
+    { url = "https://files.pythonhosted.org/packages/c8/e4/4195d52cf4f113573fb8ebc44ed5a81bd511a92c0228889125fac2f4c3d1/scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c06beb2e839ecc641366000ca84f3cf6fa9faa1777e29cf0c04be6e4d096a348", size = 12209004 },
+    { url = "https://files.pythonhosted.org/packages/94/be/47e16cdd1e7fcf97d95b3cb08bde1abb13e627861af427a3651fcb80b517/scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e8ca8cb270fee8f1f76fa9bfd5c3507d60c6438bbee5687f81042e2bb98e5a97", size = 13171776 },
+    { url = "https://files.pythonhosted.org/packages/34/b0/ca92b90859070a1487827dbc672f998da95ce83edce1270fc23f96f1f61a/scikit_learn-1.6.1-cp313-cp313-win_amd64.whl", hash = "sha256:7a1c43c8ec9fde528d664d947dc4c0789be4077a3647f232869f41d9bf50e0fb", size = 11071865 },
+    { url = "https://files.pythonhosted.org/packages/12/ae/993b0fb24a356e71e9a894e42b8a9eec528d4c70217353a1cd7a48bc25d4/scikit_learn-1.6.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:a17c1dea1d56dcda2fac315712f3651a1fea86565b64b48fa1bc090249cbf236", size = 11955804 },
+    { url = "https://files.pythonhosted.org/packages/d6/54/32fa2ee591af44507eac86406fa6bba968d1eb22831494470d0a2e4a1eb1/scikit_learn-1.6.1-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:6a7aa5f9908f0f28f4edaa6963c0a6183f1911e63a69aa03782f0d924c830a35", size = 11100530 },
+    { url = "https://files.pythonhosted.org/packages/3f/58/55856da1adec655bdce77b502e94a267bf40a8c0b89f8622837f89503b5a/scikit_learn-1.6.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0650e730afb87402baa88afbf31c07b84c98272622aaba002559b614600ca691", size = 12433852 },
+    { url = "https://files.pythonhosted.org/packages/ff/4f/c83853af13901a574f8f13b645467285a48940f185b690936bb700a50863/scikit_learn-1.6.1-cp313-cp313t-win_amd64.whl", hash = "sha256:3f59fe08dc03ea158605170eb52b22a105f238a5d512c4470ddeca71feae8e5f", size = 11337256 },
+]
+
+[[package]]
+name = "scipy"
+version = "1.15.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/76/c6/8eb0654ba0c7d0bb1bf67bf8fbace101a8e4f250f7722371105e8b6f68fc/scipy-1.15.1.tar.gz", hash = "sha256:033a75ddad1463970c96a88063a1df87ccfddd526437136b6ee81ff0312ebdf6", size = 59407493 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2b/bf/dd68965a4c5138a630eeed0baec9ae96e5d598887835bdde96cdd2fe4780/scipy-1.15.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:100193bb72fbff37dbd0bf14322314fc7cbe08b7ff3137f11a34d06dc0ee6b85", size = 41441136 },
+    { url = "https://files.pythonhosted.org/packages/ef/5e/4928581312922d7e4d416d74c416a660addec4dd5ea185401df2269ba5a0/scipy-1.15.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:2114a08daec64980e4b4cbdf5bee90935af66d750146b1d2feb0d3ac30613692", size = 32533699 },
+    { url = "https://files.pythonhosted.org/packages/32/90/03f99c43041852837686898c66767787cd41c5843d7a1509c39ffef683e9/scipy-1.15.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:6b3e71893c6687fc5e29208d518900c24ea372a862854c9888368c0b267387ab", size = 24807289 },
+    { url = "https://files.pythonhosted.org/packages/9d/52/bfe82b42ae112eaba1af2f3e556275b8727d55ac6e4932e7aef337a9d9d4/scipy-1.15.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:837299eec3d19b7e042923448d17d95a86e43941104d33f00da7e31a0f715d3c", size = 27929844 },
+    { url = "https://files.pythonhosted.org/packages/f6/77/54ff610bad600462c313326acdb035783accc6a3d5f566d22757ad297564/scipy-1.15.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:82add84e8a9fb12af5c2c1a3a3f1cb51849d27a580cb9e6bd66226195142be6e", size = 38031272 },
+    { url = "https://files.pythonhosted.org/packages/f1/26/98585cbf04c7cf503d7eb0a1966df8a268154b5d923c5fe0c1ed13154c49/scipy-1.15.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:070d10654f0cb6abd295bc96c12656f948e623ec5f9a4eab0ddb1466c000716e", size = 40210217 },
+    { url = "https://files.pythonhosted.org/packages/fd/3f/3d2285eb6fece8bc5dbb2f9f94d61157d61d155e854fd5fea825b8218f12/scipy-1.15.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:55cc79ce4085c702ac31e49b1e69b27ef41111f22beafb9b49fea67142b696c4", size = 42587785 },
+    { url = "https://files.pythonhosted.org/packages/48/7d/5b5251984bf0160d6533695a74a5fddb1fa36edd6f26ffa8c871fbd4782a/scipy-1.15.1-cp313-cp313-win_amd64.whl", hash = "sha256:c352c1b6d7cac452534517e022f8f7b8d139cd9f27e6fbd9f3cbd0bfd39f5bef", size = 43640439 },
+    { url = "https://files.pythonhosted.org/packages/e7/b8/0e092f592d280496de52e152582030f8a270b194f87f890e1a97c5599b81/scipy-1.15.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0458839c9f873062db69a03de9a9765ae2e694352c76a16be44f93ea45c28d2b", size = 41619862 },
+    { url = "https://files.pythonhosted.org/packages/f6/19/0b6e1173aba4db9e0b7aa27fe45019857fb90d6904038b83927cbe0a6c1d/scipy-1.15.1-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:af0b61c1de46d0565b4b39c6417373304c1d4f5220004058bdad3061c9fa8a95", size = 32610387 },
+    { url = "https://files.pythonhosted.org/packages/e7/02/754aae3bd1fa0f2479ade3cfdf1732ecd6b05853f63eee6066a32684563a/scipy-1.15.1-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:71ba9a76c2390eca6e359be81a3e879614af3a71dfdabb96d1d7ab33da6f2364", size = 24883814 },
+    { url = "https://files.pythonhosted.org/packages/1f/ac/d7906201604a2ea3b143bb0de51b3966f66441ba50b7dc182c4505b3edf9/scipy-1.15.1-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:14eaa373c89eaf553be73c3affb11ec6c37493b7eaaf31cf9ac5dffae700c2e0", size = 27944865 },
+    { url = "https://files.pythonhosted.org/packages/84/9d/8f539002b5e203723af6a6f513a45e0a7671e9dabeedb08f417ac17e4edc/scipy-1.15.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f735bc41bd1c792c96bc426dece66c8723283695f02df61dcc4d0a707a42fc54", size = 39883261 },
+    { url = "https://files.pythonhosted.org/packages/97/c0/62fd3bab828bcccc9b864c5997645a3b86372a35941cdaf677565c25c98d/scipy-1.15.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:2722a021a7929d21168830790202a75dbb20b468a8133c74a2c0230c72626b6c", size = 42093299 },
+    { url = "https://files.pythonhosted.org/packages/e4/1f/5d46a8d94e9f6d2c913cbb109e57e7eed914de38ea99e2c4d69a9fc93140/scipy-1.15.1-cp313-cp313t-win_amd64.whl", hash = "sha256:bc7136626261ac1ed988dca56cfc4ab5180f75e0ee52e58f1e6aa74b5f3eacd5", size = 43181730 },
+]
+
+[[package]]
+name = "seaborn"
+version = "0.13.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "matplotlib" },
+    { name = "numpy" },
+    { name = "pandas" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/86/59/a451d7420a77ab0b98f7affa3a1d78a313d2f7281a57afb1a34bae8ab412/seaborn-0.13.2.tar.gz", hash = "sha256:93e60a40988f4d65e9f4885df477e2fdaff6b73a9ded434c1ab356dd57eefff7", size = 1457696 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/83/11/00d3c3dfc25ad54e731d91449895a79e4bf2384dc3ac01809010ba88f6d5/seaborn-0.13.2-py3-none-any.whl", hash = "sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987", size = 294914 },
+]
+
+[[package]]
+name = "six"
+version = "1.17.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050 },
+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -278,6 +642,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/aa/ab/fe4f57c83620b39dfc9e7687ebad59129ff05170b99422105019d9a65eec/starlette-0.45.2-py3-none-any.whl", hash = "sha256:4daec3356fb0cb1e723a5235e5beaf375d2259af27532958e2d79df549dad9da", size = 71505 },
 ]
 
+[[package]]
+name = "threadpoolctl"
+version = "3.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/bd/55/b5148dcbf72f5cde221f8bfe3b6a540da7aa1842f6b491ad979a6c8b84af/threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107", size = 41936 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4b/2c/ffbf7a134b9ab11a67b0cf0726453cedd9c5043a4fe7a35d1cefa9a1bcfb/threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467", size = 18414 },
+]
+
 [[package]]
 name = "tomlkit"
 version = "0.13.2"
@@ -287,6 +660,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f9/b6/a447b5e4ec71e13871be01ba81f5dfc9d0af7e473da256ff46bc0e24026f/tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde", size = 37955 },
 ]
 
+[[package]]
+name = "tzdata"
+version = "2025.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/43/0f/fa4723f22942480be4ca9527bbde8d43f6c3f2fe8412f00e7f5f6746bc8b/tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694", size = 194950 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0f/dd/84f10e23edd882c6f968c21c2434fe67bd4a528967067515feca9e611e5e/tzdata-2025.1-py2.py3-none-any.whl", hash = "sha256:7e127113816800496f027041c570f50bcd464a020098a3b6b199517772303639", size = 346762 },
+]
+
 [[package]]
 name = "uvicorn"
 version = "0.34.0"