Clean app.py and remove pengiuns file

app.py

@@ -1,157 +1,11 @@
-from pathlib import Path
-from typing import List, Dict, Tuple
-import matplotlib.colors as mpl_colors
+from shiny import App, ui
 
-import pandas as pd
-import seaborn as sns
-import shinyswatch
-
-import shiny.experimental as x
-from shiny import App, Inputs, Outputs, Session, reactive, render, req, ui
-
-sns.set_theme()
-
-www_dir = Path(__file__).parent.resolve() / "www"
-
-df = pd.read_csv(Path(__file__).parent / "penguins.csv", na_values="NA")
-numeric_cols: List[str] = df.select_dtypes(include=["float64"]).columns.tolist()
-species: List[str] = df["Species"].unique().tolist()
-species.sort()
-
-app_ui = x.ui.page_fillable(
-    shinyswatch.theme.minty(),
-    x.ui.layout_sidebar(
-        x.ui.sidebar(
-            # Artwork by @allison_horst
-            ui.input_selectize(
-                "xvar",
-                "X variable",
-                numeric_cols,
-                selected="Bill Length (mm)",
-            ),
-            ui.input_selectize(
-                "yvar",
-                "Y variable",
-                numeric_cols,
-                selected="Bill Depth (mm)",
-            ),
-            ui.input_checkbox_group(
-                "species", "Filter by species", species, selected=species
-            ),
-            ui.hr(),
-            ui.input_switch("by_species", "Show species", value=True),
-            ui.input_switch("show_margins", "Show marginal plots", value=True),
-        ),
-        ui.output_ui("value_boxes"),
-        x.ui.output_plot("scatter", fill=True),
-        ui.help_text(
-            "Artwork by ",
-            ui.a("@allison_horst", href="https://twitter.com/allison_horst"),
-            class_="text-end",
-        ),
-        fill=True,
-        fillable=True,
-    ),
+app_ui = ui.page_fluid(
+    ui.input_slider("n", "Choose a number n:", 0, 100, 40),
+    ui.output_text_verbatim("txt")
 )
 
+def server(input, output, session):
+    ...
 
-def server(input: Inputs, output: Outputs, session: Session):
-    @reactive.Calc
-    def filtered_df() -> pd.DataFrame:
-        """Returns a Pandas data frame that includes only the desired rows"""
-
-        # This calculation "req"uires that at least one species is selected
-        req(len(input.species()) > 0)
-
-        # Filter the rows so we only include the desired species
-        return df[df["Species"].isin(input.species())]
-
-    @output
-    @render.plot
-    def scatter():
-        """Generates a plot for Shiny to display to the user"""
-
-        # The plotting function to use depends on whether margins are desired
-        plotfunc = sns.jointplot if input.show_margins() else sns.scatterplot
-
-        plotfunc(
-            data=filtered_df(),
-            x=input.xvar(),
-            y=input.yvar(),
-            palette=palette,
-            hue="Species" if input.by_species() else None,
-            hue_order=species,
-            legend=False,
-        )
-
-    @output
-    @render.ui
-    def value_boxes():
-        df = filtered_df()
-
-        def penguin_value_box(title: str, count: int, bgcol: str, showcase_img: str):
-            return x.ui.value_box(
-                title,
-                count,
-                {"class_": "pt-1 pb-0"},
-                showcase=x.ui.bind_fill_role(
-                    ui.tags.img(
-                        {"style": "object-fit:contain;"},
-                        src=showcase_img,
-                    ),
-                    item=True,
-                ),
-                theme_color=None,
-                style=f"background-color: {bgcol};",
-                height="90px",
-                full_screen=True,
-            )
-
-        if not input.by_species():
-            return penguin_value_box(
-                "Penguins",
-                len(df.index),
-                bg_palette["default"],
-                # Artwork by @allison_horst
-                showcase_img="penguins.png",
-            )
-
-        value_boxes = [
-            penguin_value_box(
-                name,
-                len(df[df["Species"] == name]),
-                bg_palette[name],
-                # Artwork by @allison_horst
-                showcase_img=f"{name}.png",
-            )
-            for name in species
-            # Only include boxes for _selected_ species
-            if name in input.species()
-        ]
-
-        return x.ui.layout_column_wrap(1 / len(value_boxes), *value_boxes)
-
-
-# "darkorange", "purple", "cyan4"
-colors = [[255, 140, 0], [160, 32, 240], [0, 139, 139]]
-colors = [(r / 255.0, g / 255.0, b / 255.0) for r, g, b in colors]
-
-palette: Dict[str, Tuple[float, float, float]] = {
-    "Adelie": colors[0],
-    "Chinstrap": colors[1],
-    "Gentoo": colors[2],
-    "default": sns.color_palette()[0],  # type: ignore
-}
-
-bg_palette = {}
-# Use `sns.set_style("whitegrid")` to help find approx alpha value
-for name, col in palette.items():
-    # Adjusted n_colors until `axe` accessibility did not complain about color contrast
-    bg_palette[name] = mpl_colors.to_hex(sns.light_palette(col, n_colors=7)[1])  # type: ignore
-
-
-app = App(
-    app_ui,
-    server,
-    static_assets=str(www_dir),
-)
+app = App(app_ui, server)

penguins.csv

@@ -1,345 +0,0 @@
-Species,Island,Bill Length (mm),Bill Depth (mm),Flipper Length (mm),Body Mass (g),Sex,Year
-Adelie,Torgersen,39.1,18.7,181,3750,male,2007
-Adelie,Torgersen,39.5,17.4,186,3800,female,2007
-Adelie,Torgersen,40.3,18,195,3250,female,2007
-Adelie,Torgersen,NA,NA,NA,NA,NA,2007
-Adelie,Torgersen,36.7,19.3,193,3450,female,2007
-Adelie,Torgersen,39.3,20.6,190,3650,male,2007
-Adelie,Torgersen,38.9,17.8,181,3625,female,2007
-Adelie,Torgersen,39.2,19.6,195,4675,male,2007
-Adelie,Torgersen,34.1,18.1,193,3475,NA,2007
-Adelie,Torgersen,42,20.2,190,4250,NA,2007
-Adelie,Torgersen,37.8,17.1,186,3300,NA,2007
-Adelie,Torgersen,37.8,17.3,180,3700,NA,2007
-Adelie,Torgersen,41.1,17.6,182,3200,female,2007
-Adelie,Torgersen,38.6,21.2,191,3800,male,2007
-Adelie,Torgersen,34.6,21.1,198,4400,male,2007
-Adelie,Torgersen,36.6,17.8,185,3700,female,2007
-Adelie,Torgersen,38.7,19,195,3450,female,2007
-Adelie,Torgersen,42.5,20.7,197,4500,male,2007
-Adelie,Torgersen,34.4,18.4,184,3325,female,2007
-Adelie,Torgersen,46,21.5,194,4200,male,2007
-Adelie,Biscoe,37.8,18.3,174,3400,female,2007
-Adelie,Biscoe,37.7,18.7,180,3600,male,2007
-Adelie,Biscoe,35.9,19.2,189,3800,female,2007
-Adelie,Biscoe,38.2,18.1,185,3950,male,2007
-Adelie,Biscoe,38.8,17.2,180,3800,male,2007
-Adelie,Biscoe,35.3,18.9,187,3800,female,2007
-Adelie,Biscoe,40.6,18.6,183,3550,male,2007
-Adelie,Biscoe,40.5,17.9,187,3200,female,2007
-Adelie,Biscoe,37.9,18.6,172,3150,female,2007
-Adelie,Biscoe,40.5,18.9,180,3950,male,2007
-Adelie,Dream,39.5,16.7,178,3250,female,2007
-Adelie,Dream,37.2,18.1,178,3900,male,2007
-Adelie,Dream,39.5,17.8,188,3300,female,2007
-Adelie,Dream,40.9,18.9,184,3900,male,2007
-Adelie,Dream,36.4,17,195,3325,female,2007
-Adelie,Dream,39.2,21.1,196,4150,male,2007
-Adelie,Dream,38.8,20,190,3950,male,2007
-Adelie,Dream,42.2,18.5,180,3550,female,2007
-Adelie,Dream,37.6,19.3,181,3300,female,2007
-Adelie,Dream,39.8,19.1,184,4650,male,2007
-Adelie,Dream,36.5,18,182,3150,female,2007
-Adelie,Dream,40.8,18.4,195,3900,male,2007
-Adelie,Dream,36,18.5,186,3100,female,2007
-Adelie,Dream,44.1,19.7,196,4400,male,2007
-Adelie,Dream,37,16.9,185,3000,female,2007
-Adelie,Dream,39.6,18.8,190,4600,male,2007
-Adelie,Dream,41.1,19,182,3425,male,2007
-Adelie,Dream,37.5,18.9,179,2975,NA,2007
-Adelie,Dream,36,17.9,190,3450,female,2007
-Adelie,Dream,42.3,21.2,191,4150,male,2007
-Adelie,Biscoe,39.6,17.7,186,3500,female,2008
-Adelie,Biscoe,40.1,18.9,188,4300,male,2008
-Adelie,Biscoe,35,17.9,190,3450,female,2008
-Adelie,Biscoe,42,19.5,200,4050,male,2008
-Adelie,Biscoe,34.5,18.1,187,2900,female,2008
-Adelie,Biscoe,41.4,18.6,191,3700,male,2008
-Adelie,Biscoe,39,17.5,186,3550,female,2008
-Adelie,Biscoe,40.6,18.8,193,3800,male,2008
-Adelie,Biscoe,36.5,16.6,181,2850,female,2008
-Adelie,Biscoe,37.6,19.1,194,3750,male,2008
-Adelie,Biscoe,35.7,16.9,185,3150,female,2008
-Adelie,Biscoe,41.3,21.1,195,4400,male,2008
-Adelie,Biscoe,37.6,17,185,3600,female,2008
-Adelie,Biscoe,41.1,18.2,192,4050,male,2008
-Adelie,Biscoe,36.4,17.1,184,2850,female,2008
-Adelie,Biscoe,41.6,18,192,3950,male,2008
-Adelie,Biscoe,35.5,16.2,195,3350,female,2008
-Adelie,Biscoe,41.1,19.1,188,4100,male,2008
-Adelie,Torgersen,35.9,16.6,190,3050,female,2008
-Adelie,Torgersen,41.8,19.4,198,4450,male,2008
-Adelie,Torgersen,33.5,19,190,3600,female,2008
-Adelie,Torgersen,39.7,18.4,190,3900,male,2008
-Adelie,Torgersen,39.6,17.2,196,3550,female,2008
-Adelie,Torgersen,45.8,18.9,197,4150,male,2008
-Adelie,Torgersen,35.5,17.5,190,3700,female,2008
-Adelie,Torgersen,42.8,18.5,195,4250,male,2008
-Adelie,Torgersen,40.9,16.8,191,3700,female,2008
-Adelie,Torgersen,37.2,19.4,184,3900,male,2008
-Adelie,Torgersen,36.2,16.1,187,3550,female,2008
-Adelie,Torgersen,42.1,19.1,195,4000,male,2008
-Adelie,Torgersen,34.6,17.2,189,3200,female,2008
-Adelie,Torgersen,42.9,17.6,196,4700,male,2008
-Adelie,Torgersen,36.7,18.8,187,3800,female,2008
-Adelie,Torgersen,35.1,19.4,193,4200,male,2008
-Adelie,Dream,37.3,17.8,191,3350,female,2008
-Adelie,Dream,41.3,20.3,194,3550,male,2008
-Adelie,Dream,36.3,19.5,190,3800,male,2008
-Adelie,Dream,36.9,18.6,189,3500,female,2008
-Adelie,Dream,38.3,19.2,189,3950,male,2008
-Adelie,Dream,38.9,18.8,190,3600,female,2008
-Adelie,Dream,35.7,18,202,3550,female,2008
-Adelie,Dream,41.1,18.1,205,4300,male,2008
-Adelie,Dream,34,17.1,185,3400,female,2008
-Adelie,Dream,39.6,18.1,186,4450,male,2008
-Adelie,Dream,36.2,17.3,187,3300,female,2008
-Adelie,Dream,40.8,18.9,208,4300,male,2008
-Adelie,Dream,38.1,18.6,190,3700,female,2008
-Adelie,Dream,40.3,18.5,196,4350,male,2008
-Adelie,Dream,33.1,16.1,178,2900,female,2008
-Adelie,Dream,43.2,18.5,192,4100,male,2008
-Adelie,Biscoe,35,17.9,192,3725,female,2009
-Adelie,Biscoe,41,20,203,4725,male,2009
-Adelie,Biscoe,37.7,16,183,3075,female,2009
-Adelie,Biscoe,37.8,20,190,4250,male,2009
-Adelie,Biscoe,37.9,18.6,193,2925,female,2009
-Adelie,Biscoe,39.7,18.9,184,3550,male,2009
-Adelie,Biscoe,38.6,17.2,199,3750,female,2009
-Adelie,Biscoe,38.2,20,190,3900,male,2009
-Adelie,Biscoe,38.1,17,181,3175,female,2009
-Adelie,Biscoe,43.2,19,197,4775,male,2009
-Adelie,Biscoe,38.1,16.5,198,3825,female,2009
-Adelie,Biscoe,45.6,20.3,191,4600,male,2009
-Adelie,Biscoe,39.7,17.7,193,3200,female,2009
-Adelie,Biscoe,42.2,19.5,197,4275,male,2009
-Adelie,Biscoe,39.6,20.7,191,3900,female,2009
-Adelie,Biscoe,42.7,18.3,196,4075,male,2009
-Adelie,Torgersen,38.6,17,188,2900,female,2009
-Adelie,Torgersen,37.3,20.5,199,3775,male,2009
-Adelie,Torgersen,35.7,17,189,3350,female,2009
-Adelie,Torgersen,41.1,18.6,189,3325,male,2009
-Adelie,Torgersen,36.2,17.2,187,3150,female,2009
-Adelie,Torgersen,37.7,19.8,198,3500,male,2009
-Adelie,Torgersen,40.2,17,176,3450,female,2009
-Adelie,Torgersen,41.4,18.5,202,3875,male,2009
-Adelie,Torgersen,35.2,15.9,186,3050,female,2009
-Adelie,Torgersen,40.6,19,199,4000,male,2009
-Adelie,Torgersen,38.8,17.6,191,3275,female,2009
-Adelie,Torgersen,41.5,18.3,195,4300,male,2009
-Adelie,Torgersen,39,17.1,191,3050,female,2009
-Adelie,Torgersen,44.1,18,210,4000,male,2009
-Adelie,Torgersen,38.5,17.9,190,3325,female,2009
-Adelie,Torgersen,43.1,19.2,197,3500,male,2009
-Adelie,Dream,36.8,18.5,193,3500,female,2009
-Adelie,Dream,37.5,18.5,199,4475,male,2009
-Adelie,Dream,38.1,17.6,187,3425,female,2009
-Adelie,Dream,41.1,17.5,190,3900,male,2009
-Adelie,Dream,35.6,17.5,191,3175,female,2009
-Adelie,Dream,40.2,20.1,200,3975,male,2009
-Adelie,Dream,37,16.5,185,3400,female,2009
-Adelie,Dream,39.7,17.9,193,4250,male,2009
-Adelie,Dream,40.2,17.1,193,3400,female,2009
-Adelie,Dream,40.6,17.2,187,3475,male,2009
-Adelie,Dream,32.1,15.5,188,3050,female,2009
-Adelie,Dream,40.7,17,190,3725,male,2009
-Adelie,Dream,37.3,16.8,192,3000,female,2009
-Adelie,Dream,39,18.7,185,3650,male,2009
-Adelie,Dream,39.2,18.6,190,4250,male,2009
-Adelie,Dream,36.6,18.4,184,3475,female,2009
-Adelie,Dream,36,17.8,195,3450,female,2009
-Adelie,Dream,37.8,18.1,193,3750,male,2009
-Adelie,Dream,36,17.1,187,3700,female,2009
-Adelie,Dream,41.5,18.5,201,4000,male,2009
-Gentoo,Biscoe,46.1,13.2,211,4500,female,2007
-Gentoo,Biscoe,50,16.3,230,5700,male,2007
-Gentoo,Biscoe,48.7,14.1,210,4450,female,2007
-Gentoo,Biscoe,50,15.2,218,5700,male,2007
-Gentoo,Biscoe,47.6,14.5,215,5400,male,2007
-Gentoo,Biscoe,46.5,13.5,210,4550,female,2007
-Gentoo,Biscoe,45.4,14.6,211,4800,female,2007
-Gentoo,Biscoe,46.7,15.3,219,5200,male,2007
-Gentoo,Biscoe,43.3,13.4,209,4400,female,2007
-Gentoo,Biscoe,46.8,15.4,215,5150,male,2007
-Gentoo,Biscoe,40.9,13.7,214,4650,female,2007
-Gentoo,Biscoe,49,16.1,216,5550,male,2007
-Gentoo,Biscoe,45.5,13.7,214,4650,female,2007
-Gentoo,Biscoe,48.4,14.6,213,5850,male,2007
-Gentoo,Biscoe,45.8,14.6,210,4200,female,2007
-Gentoo,Biscoe,49.3,15.7,217,5850,male,2007
-Gentoo,Biscoe,42,13.5,210,4150,female,2007
-Gentoo,Biscoe,49.2,15.2,221,6300,male,2007
-Gentoo,Biscoe,46.2,14.5,209,4800,female,2007
-Gentoo,Biscoe,48.7,15.1,222,5350,male,2007
-Gentoo,Biscoe,50.2,14.3,218,5700,male,2007
-Gentoo,Biscoe,45.1,14.5,215,5000,female,2007
-Gentoo,Biscoe,46.5,14.5,213,4400,female,2007
-Gentoo,Biscoe,46.3,15.8,215,5050,male,2007
-Gentoo,Biscoe,42.9,13.1,215,5000,female,2007
-Gentoo,Biscoe,46.1,15.1,215,5100,male,2007
-Gentoo,Biscoe,44.5,14.3,216,4100,NA,2007
-Gentoo,Biscoe,47.8,15,215,5650,male,2007
-Gentoo,Biscoe,48.2,14.3,210,4600,female,2007
-Gentoo,Biscoe,50,15.3,220,5550,male,2007
-Gentoo,Biscoe,47.3,15.3,222,5250,male,2007
-Gentoo,Biscoe,42.8,14.2,209,4700,female,2007
-Gentoo,Biscoe,45.1,14.5,207,5050,female,2007
-Gentoo,Biscoe,59.6,17,230,6050,male,2007
-Gentoo,Biscoe,49.1,14.8,220,5150,female,2008
-Gentoo,Biscoe,48.4,16.3,220,5400,male,2008
-Gentoo,Biscoe,42.6,13.7,213,4950,female,2008
-Gentoo,Biscoe,44.4,17.3,219,5250,male,2008
-Gentoo,Biscoe,44,13.6,208,4350,female,2008
-Gentoo,Biscoe,48.7,15.7,208,5350,male,2008
-Gentoo,Biscoe,42.7,13.7,208,3950,female,2008
-Gentoo,Biscoe,49.6,16,225,5700,male,2008
-Gentoo,Biscoe,45.3,13.7,210,4300,female,2008
-Gentoo,Biscoe,49.6,15,216,4750,male,2008
-Gentoo,Biscoe,50.5,15.9,222,5550,male,2008
-Gentoo,Biscoe,43.6,13.9,217,4900,female,2008
-Gentoo,Biscoe,45.5,13.9,210,4200,female,2008
-Gentoo,Biscoe,50.5,15.9,225,5400,male,2008
-Gentoo,Biscoe,44.9,13.3,213,5100,female,2008
-Gentoo,Biscoe,45.2,15.8,215,5300,male,2008
-Gentoo,Biscoe,46.6,14.2,210,4850,female,2008
-Gentoo,Biscoe,48.5,14.1,220,5300,male,2008
-Gentoo,Biscoe,45.1,14.4,210,4400,female,2008
-Gentoo,Biscoe,50.1,15,225,5000,male,2008
-Gentoo,Biscoe,46.5,14.4,217,4900,female,2008
-Gentoo,Biscoe,45,15.4,220,5050,male,2008
-Gentoo,Biscoe,43.8,13.9,208,4300,female,2008
-Gentoo,Biscoe,45.5,15,220,5000,male,2008
-Gentoo,Biscoe,43.2,14.5,208,4450,female,2008
-Gentoo,Biscoe,50.4,15.3,224,5550,male,2008
-Gentoo,Biscoe,45.3,13.8,208,4200,female,2008
-Gentoo,Biscoe,46.2,14.9,221,5300,male,2008
-Gentoo,Biscoe,45.7,13.9,214,4400,female,2008
-Gentoo,Biscoe,54.3,15.7,231,5650,male,2008
-Gentoo,Biscoe,45.8,14.2,219,4700,female,2008
-Gentoo,Biscoe,49.8,16.8,230,5700,male,2008
-Gentoo,Biscoe,46.2,14.4,214,4650,NA,2008
-Gentoo,Biscoe,49.5,16.2,229,5800,male,2008
-Gentoo,Biscoe,43.5,14.2,220,4700,female,2008
-Gentoo,Biscoe,50.7,15,223,5550,male,2008
-Gentoo,Biscoe,47.7,15,216,4750,female,2008
-Gentoo,Biscoe,46.4,15.6,221,5000,male,2008
-Gentoo,Biscoe,48.2,15.6,221,5100,male,2008
-Gentoo,Biscoe,46.5,14.8,217,5200,female,2008
-Gentoo,Biscoe,46.4,15,216,4700,female,2008
-Gentoo,Biscoe,48.6,16,230,5800,male,2008
-Gentoo,Biscoe,47.5,14.2,209,4600,female,2008
-Gentoo,Biscoe,51.1,16.3,220,6000,male,2008
-Gentoo,Biscoe,45.2,13.8,215,4750,female,2008
-Gentoo,Biscoe,45.2,16.4,223,5950,male,2008
-Gentoo,Biscoe,49.1,14.5,212,4625,female,2009
-Gentoo,Biscoe,52.5,15.6,221,5450,male,2009
-Gentoo,Biscoe,47.4,14.6,212,4725,female,2009
-Gentoo,Biscoe,50,15.9,224,5350,male,2009
-Gentoo,Biscoe,44.9,13.8,212,4750,female,2009
-Gentoo,Biscoe,50.8,17.3,228,5600,male,2009
-Gentoo,Biscoe,43.4,14.4,218,4600,female,2009
-Gentoo,Biscoe,51.3,14.2,218,5300,male,2009
-Gentoo,Biscoe,47.5,14,212,4875,female,2009
-Gentoo,Biscoe,52.1,17,230,5550,male,2009
-Gentoo,Biscoe,47.5,15,218,4950,female,2009
-Gentoo,Biscoe,52.2,17.1,228,5400,male,2009
-Gentoo,Biscoe,45.5,14.5,212,4750,female,2009
-Gentoo,Biscoe,49.5,16.1,224,5650,male,2009
-Gentoo,Biscoe,44.5,14.7,214,4850,female,2009
-Gentoo,Biscoe,50.8,15.7,226,5200,male,2009
-Gentoo,Biscoe,49.4,15.8,216,4925,male,2009
-Gentoo,Biscoe,46.9,14.6,222,4875,female,2009
-Gentoo,Biscoe,48.4,14.4,203,4625,female,2009
-Gentoo,Biscoe,51.1,16.5,225,5250,male,2009
-Gentoo,Biscoe,48.5,15,219,4850,female,2009
-Gentoo,Biscoe,55.9,17,228,5600,male,2009
-Gentoo,Biscoe,47.2,15.5,215,4975,female,2009
-Gentoo,Biscoe,49.1,15,228,5500,male,2009
-Gentoo,Biscoe,47.3,13.8,216,4725,NA,2009
-Gentoo,Biscoe,46.8,16.1,215,5500,male,2009
-Gentoo,Biscoe,41.7,14.7,210,4700,female,2009
-Gentoo,Biscoe,53.4,15.8,219,5500,male,2009
-Gentoo,Biscoe,43.3,14,208,4575,female,2009
-Gentoo,Biscoe,48.1,15.1,209,5500,male,2009
-Gentoo,Biscoe,50.5,15.2,216,5000,female,2009
-Gentoo,Biscoe,49.8,15.9,229,5950,male,2009
-Gentoo,Biscoe,43.5,15.2,213,4650,female,2009
-Gentoo,Biscoe,51.5,16.3,230,5500,male,2009
-Gentoo,Biscoe,46.2,14.1,217,4375,female,2009
-Gentoo,Biscoe,55.1,16,230,5850,male,2009
-Gentoo,Biscoe,44.5,15.7,217,4875,NA,2009
-Gentoo,Biscoe,48.8,16.2,222,6000,male,2009
-Gentoo,Biscoe,47.2,13.7,214,4925,female,2009
-Gentoo,Biscoe,NA,NA,NA,NA,NA,2009
-Gentoo,Biscoe,46.8,14.3,215,4850,female,2009
-Gentoo,Biscoe,50.4,15.7,222,5750,male,2009
-Gentoo,Biscoe,45.2,14.8,212,5200,female,2009
-Gentoo,Biscoe,49.9,16.1,213,5400,male,2009
-Chinstrap,Dream,46.5,17.9,192,3500,female,2007
-Chinstrap,Dream,50,19.5,196,3900,male,2007
-Chinstrap,Dream,51.3,19.2,193,3650,male,2007
-Chinstrap,Dream,45.4,18.7,188,3525,female,2007
-Chinstrap,Dream,52.7,19.8,197,3725,male,2007
-Chinstrap,Dream,45.2,17.8,198,3950,female,2007
-Chinstrap,Dream,46.1,18.2,178,3250,female,2007
-Chinstrap,Dream,51.3,18.2,197,3750,male,2007
-Chinstrap,Dream,46,18.9,195,4150,female,2007
-Chinstrap,Dream,51.3,19.9,198,3700,male,2007
-Chinstrap,Dream,46.6,17.8,193,3800,female,2007
-Chinstrap,Dream,51.7,20.3,194,3775,male,2007
-Chinstrap,Dream,47,17.3,185,3700,female,2007
-Chinstrap,Dream,52,18.1,201,4050,male,2007
-Chinstrap,Dream,45.9,17.1,190,3575,female,2007
-Chinstrap,Dream,50.5,19.6,201,4050,male,2007
-Chinstrap,Dream,50.3,20,197,3300,male,2007
-Chinstrap,Dream,58,17.8,181,3700,female,2007
-Chinstrap,Dream,46.4,18.6,190,3450,female,2007
-Chinstrap,Dream,49.2,18.2,195,4400,male,2007
-Chinstrap,Dream,42.4,17.3,181,3600,female,2007
-Chinstrap,Dream,48.5,17.5,191,3400,male,2007
-Chinstrap,Dream,43.2,16.6,187,2900,female,2007
-Chinstrap,Dream,50.6,19.4,193,3800,male,2007
-Chinstrap,Dream,46.7,17.9,195,3300,female,2007
-Chinstrap,Dream,52,19,197,4150,male,2007
-Chinstrap,Dream,50.5,18.4,200,3400,female,2008
-Chinstrap,Dream,49.5,19,200,3800,male,2008
-Chinstrap,Dream,46.4,17.8,191,3700,female,2008
-Chinstrap,Dream,52.8,20,205,4550,male,2008
-Chinstrap,Dream,40.9,16.6,187,3200,female,2008
-Chinstrap,Dream,54.2,20.8,201,4300,male,2008
-Chinstrap,Dream,42.5,16.7,187,3350,female,2008
-Chinstrap,Dream,51,18.8,203,4100,male,2008
-Chinstrap,Dream,49.7,18.6,195,3600,male,2008
-Chinstrap,Dream,47.5,16.8,199,3900,female,2008
-Chinstrap,Dream,47.6,18.3,195,3850,female,2008
-Chinstrap,Dream,52,20.7,210,4800,male,2008
-Chinstrap,Dream,46.9,16.6,192,2700,female,2008
-Chinstrap,Dream,53.5,19.9,205,4500,male,2008
-Chinstrap,Dream,49,19.5,210,3950,male,2008
-Chinstrap,Dream,46.2,17.5,187,3650,female,2008
-Chinstrap,Dream,50.9,19.1,196,3550,male,2008
-Chinstrap,Dream,45.5,17,196,3500,female,2008
-Chinstrap,Dream,50.9,17.9,196,3675,female,2009
-Chinstrap,Dream,50.8,18.5,201,4450,male,2009
-Chinstrap,Dream,50.1,17.9,190,3400,female,2009
-Chinstrap,Dream,49,19.6,212,4300,male,2009
-Chinstrap,Dream,51.5,18.7,187,3250,male,2009
-Chinstrap,Dream,49.8,17.3,198,3675,female,2009
-Chinstrap,Dream,48.1,16.4,199,3325,female,2009
-Chinstrap,Dream,51.4,19,201,3950,male,2009
-Chinstrap,Dream,45.7,17.3,193,3600,female,2009
-Chinstrap,Dream,50.7,19.7,203,4050,male,2009
-Chinstrap,Dream,42.5,17.3,187,3350,female,2009
-Chinstrap,Dream,52.2,18.8,197,3450,male,2009
-Chinstrap,Dream,45.2,16.6,191,3250,female,2009
-Chinstrap,Dream,49.3,19.9,203,4050,male,2009
-Chinstrap,Dream,50.2,18.8,202,3800,male,2009
-Chinstrap,Dream,45.6,19.4,194,3525,female,2009
-Chinstrap,Dream,51.9,19.5,206,3950,male,2009
-Chinstrap,Dream,46.8,16.5,189,3650,female,2009
-Chinstrap,Dream,45.7,17,195,3650,female,2009
-Chinstrap,Dream,55.8,19.8,207,4000,male,2009
-Chinstrap,Dream,43.5,18.1,202,3400,female,2009
-Chinstrap,Dream,49.6,18.2,193,3775,male,2009
-Chinstrap,Dream,50.8,19,210,4100,male,2009
-Chinstrap,Dream,50.2,18.7,198,3775,female,2009