Add. missing workflow for CLI

Author: tupui

.gitignore

@@ -30,3 +30,4 @@ build/*
 dist/*
 sdist/*
 docs/_build
+app.html

src/simdec/workflow.py

@@ -0,0 +1,55 @@
+from pathlib import Path
+from typing_extensions import Annotated
+
+import matplotlib.pyplot as plt
+import pandas as pd
+import panel as pn
+import typer
+
+import simdec as sd
+
+app = typer.Typer()
+
+
+@app.command()
+def main(
+    data: Annotated[
+        Path,
+        typer.Option(
+            exists=True,
+            file_okay=True,
+            dir_okay=False,
+            writable=False,
+            readable=True,
+            resolve_path=True,
+        ),
+    ]
+):
+    data = pd.read_csv(data)
+    output_name, *inputs_names = list(data.columns)
+    inputs, output = data[inputs_names], data[output_name]
+
+    res = sd.sensitivity_indices(inputs=inputs, output=output)
+    si = res.si
+
+    res = sd.decomposition(inputs=inputs, output=output, sensitivity_indices=si)
+
+    fig, ax = plt.subplots()
+    palette = sd.palette(states=res.states)
+    _ = sd.visualization(bins=res.bins, palette=palette, ax=ax)
+
+    # use a notebook to see the styling
+    table, styler = sd.tableau(
+        statistic=res.statistic,
+        var_names=res.var_names,
+        states=res.states,
+        bins=res.bins,
+        palette=palette[::-1],
+    )
+
+    # panel app
+    pn.extension(template="material")
+    pn_fig = pn.pane.Matplotlib(fig, dpi=144)
+    pn_table = pn.pane.DataFrame(styler)
+    pn_app = pn.Column(pn_fig, pn_table)
+    pn_app.save("app.html")