diff --git a/cleansing.qmd b/cleansing.qmd
index fdf68d3..3df0845 100644
--- a/cleansing.qmd
+++ b/cleansing.qmd
@@ -8,33 +8,3 @@ subtitle: "my data science portfolio"
 ## Title 2 Header
 
 [MarkDown Basics](https://quarto.org/docs/authoring/markdown-basics.html#links-images)
-
-# %% [markdown]
-# ---
-# title: Palmer Penguins
-# author: Norah Jones
-# date: 3/12/23
-# ---
-
-# %%
-#| echo: false
-import pandas as pd
-df = pd.read_csv("palmer-penguins.csv")
-
-# %% [markdown]
-"""
-## Exploring the data
-
-See @fig-bill-sizes for an exploration of bill sizes by species.
-"""
-
-# %% 
-#| label: fig-bill-sizes
-#| fig-cap: Bill Sizes by Species
-                                          
-import matplotlib.pyplot as plt           
-import seaborn as sns
-
-g = sns.FacetGrid(df, hue="species", height=3, aspect=3.5/1.5)
-g.map(plt.scatter, "bill_length_mm", "bill_depth_mm").add_legend()
-
diff --git a/competition.qmd b/competition.qmd
index 58ea138..3df0845 100644
--- a/competition.qmd
+++ b/competition.qmd
@@ -8,34 +8,3 @@ subtitle: "my data science portfolio"
 ## Title 2 Header
 
 [MarkDown Basics](https://quarto.org/docs/authoring/markdown-basics.html#links-images)
-
-#' ---
-#' title: Palmer Penguins
-#' author: Norah Jones
-#' date: 3/12/23
-#' format: html
-#' ---
-
-library(palmerpenguins)
-
-#' ## Exploring the data
-#' See @fig-bill-sizes for an exploration of bill sizes by species.
-
-#| label: fig-bill-sizes
-#| fig-cap: Bill Sizes by Species
-#| warning: false
-library(ggplot2)
-ggplot(data = penguins,
-       aes(x = bill_length_mm,
-           y = bill_depth_mm,
-           group = species)) +
-  geom_point(aes(color = species,
-                 shape = species),
-             size = 3,
-             alpha = 0.8) +
-  labs(title = "Penguin bill dimensions",
-       subtitle = "Bill length and depth for Adelie, Chinstrap and Gentoo Penguins at Palmer Station LTER",
-       x = "Bill length (mm)",
-       y = "Bill depth (mm)",
-       color = "Penguin species",
-       shape = "Penguin species")
\ No newline at end of file