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		Runtime error
		
	initial commit
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        app.py
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            from typing import List, Dict, Tuple
         
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            import matplotlib.colors as mpl_colors
         
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            import seaborn as sns
         
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            import shinyswatch
         
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            from shiny import App, Inputs, Outputs, Session, reactive, render, req, ui
         
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            sns.set_theme()
         
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            www_dir = Path(__file__).parent.resolve() / "www"
         
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            df = pd.read_csv(Path(__file__).parent / "penguins.csv", na_values="NA")
         
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            numeric_cols: List[str] = df.select_dtypes(include=["float64"]).columns.tolist()
         
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            species: List[str] = df["Species"].unique().tolist()
         
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            species.sort()
         
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            app_ui = ui.page_fillable(
         
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                shinyswatch.theme.minty(),
         
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                ui.layout_sidebar(
         
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                    ui.sidebar(
         
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                        # Artwork by @allison_horst
         
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                        ui.input_selectize(
         
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                            "xvar",
         
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                            "X variable",
         
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                            numeric_cols,
         
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                            selected="Bill Length (mm)",
         
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                        ),
         
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                        ui.input_selectize(
         
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                            "yvar",
         
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                            "Y variable",
         
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                            numeric_cols,
         
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                            selected="Bill Depth (mm)",
         
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                        ),
         
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                        ui.input_checkbox_group(
         
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                            "species", "Filter by species", species, selected=species
         
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                        ),
         
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                        ui.hr(),
         
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                        ui.input_switch("by_species", "Show species", value=True),
         
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                        ui.input_switch("show_margins", "Show marginal plots", value=True),
         
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                    ),
         
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                    ui.output_ui("value_boxes"),
         
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                    ui.output_plot("scatter", fill=True),
         
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                    ui.help_text(
         
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                        "Artwork by ",
         
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                        ui.a("@allison_horst", href="https://twitter.com/allison_horst"),
         
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                        class_="text-end",
         
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                    ),
         
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                ),
         
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            )
         
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            def server(input: Inputs, output: Outputs, session: Session):
         
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                @reactive.Calc
         
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                def filtered_df() -> pd.DataFrame:
         
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                    """Returns a Pandas data frame that includes only the desired rows"""
         
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                    # This calculation "req"uires that at least one species is selected
         
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                    req(len(input.species()) > 0)
         
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                    # Filter the rows so we only include the desired species
         
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                    return df[df["Species"].isin(input.species())]
         
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                @output
         
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                @render.plot
         
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                def scatter():
         
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                    """Generates a plot for Shiny to display to the user"""
         
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                    # The plotting function to use depends on whether margins are desired
         
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                    plotfunc = sns.jointplot if input.show_margins() else sns.scatterplot
         
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                    plotfunc(
         
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                        data=filtered_df(),
         
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                        x=input.xvar(),
         
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                        y=input.yvar(),
         
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                        palette=palette,
         
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                        hue="Species" if input.by_species() else None,
         
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                        hue_order=species,
         
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                        legend=False,
         
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                    )
         
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                @output
         
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                @render.ui
         
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                def value_boxes():
         
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                    df = filtered_df()
         
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                    def penguin_value_box(title: str, count: int, bgcol: str, showcase_img: str):
         
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                        return ui.value_box(
         
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                            title,
         
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                            count,
         
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                            {"class_": "pt-1 pb-0"},
         
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                            showcase=ui.fill.as_fill_item(
         
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                                ui.tags.img(
         
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                                    {"style": "object-fit:contain;"},
         
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                                    src=showcase_img,
         
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                                )
         
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                            ),
         
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                            theme_color=None,
         
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                            style=f"background-color: {bgcol};",
         
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                        )
         
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                    if not input.by_species():
         
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                        return penguin_value_box(
         
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                            "Penguins",
         
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                            len(df.index),
         
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                            bg_palette["default"],
         
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                            # Artwork by @allison_horst
         
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                            showcase_img="penguins.png",
         
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                        )
         
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                    value_boxes = [
         
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                        penguin_value_box(
         
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                            name,
         
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                            len(df[df["Species"] == name]),
         
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                            bg_palette[name],
         
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                            # Artwork by @allison_horst
         
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                            showcase_img=f"{name}.png",
         
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                        )
         
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                        for name in species
         
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                        # Only include boxes for _selected_ species
         
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                        if name in input.species()
         
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                    ]
         
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                    return ui.layout_column_wrap(*value_boxes, width = 1 / len(value_boxes))
         
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            # "darkorange", "purple", "cyan4"
         
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            colors = [[255, 140, 0], [160, 32, 240], [0, 139, 139]]
         
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            colors = [(r / 255.0, g / 255.0, b / 255.0) for r, g, b in colors]
         
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            palette: Dict[str, Tuple[float, float, float]] = {
         
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                "Adelie": colors[0],
         
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                "Chinstrap": colors[1],
         
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                "Gentoo": colors[2],
         
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                "default": sns.color_palette()[0],  # type: ignore
         
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            }
         
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            bg_palette = {}
         
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            # Use `sns.set_style("whitegrid")` to help find approx alpha value
         
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            for name, col in palette.items():
         
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                # Adjusted n_colors until `axe` accessibility did not complain about color contrast
         
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                bg_palette[name] = mpl_colors.to_hex(sns.light_palette(col, n_colors=7)[1])  # type: ignore
         
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            app = App(
         
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                app_ui,
         
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                server,
         
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                static_assets=str(www_dir),
         
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            )
         
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            import gradio as gr
         
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            gr.load("models/sudo-ai/zero123plus-v1.1").launch()
         
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