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Browse files- Requirements.txt.txt +4 -0
- app.py +85 -0
Requirements.txt.txt
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streamlit==1.35.0
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pandas==2.2.2
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seaborn==0.13.2
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matplotlib==3.8.4
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app.py
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import streamlit as st
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import pandas as pd
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import seaborn as sns
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import matplotlib.pyplot as plt
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# Apply the default theme and activate color codes
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sns.set_theme()
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sns.set(color_codes=True)
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################### import dataset
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penguins = sns.load_dataset("penguins")
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########### set the title and subtitle
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st.title("Differences between penguins")
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st.subheader("My flipper is longer!!!")
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########## we add image
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st.image("https://raw.githubusercontent.com/allisonhorst/palmerpenguins/main/man/figures/lter_penguins.png")
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############## we create filters for our interactive plot
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with st.sidebar:
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st.subheader("Filters")
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all_species = sorted(penguins["species"].dropna().unique().tolist())
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selected_species = st.multiselect(
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"Species to show",
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options=all_species,
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default=all_species,
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)
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feature_options = {
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"Flipper length (mm)": "flipper_length_mm",
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"Bill length (mm)": "bill_length_mm",
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"Bill depth (mm)": "bill_depth_mm",
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"Body mass (g)": "body_mass_g",
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}
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feature_label = st.selectbox("Feature (x-axis)", list(feature_options.keys()))
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x_col = feature_options[feature_label]
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# KDE options
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fill = st.checkbox("Shade area", value=True)
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bw_adjust = st.slider("Smoothing (bw_adjust)", 0.2, 2.0, 1.0, 0.1)
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common_norm = st.checkbox("Normalize across species", value=False)
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if not selected_species:
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st.info("Select at least one species to display the plot.")
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else:
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data = penguins[penguins["species"].isin(selected_species)].dropna(subset=[x_col])
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g = sns.displot(
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data=data,
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x=x_col,
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kind="kde",
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hue="species",
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fill=fill,
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bw_adjust=bw_adjust,
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common_norm=common_norm,
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height=4,
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aspect=1.6,
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)
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fig = g.fig if hasattr(g, "fig") else g.figure
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st.pyplot(fig)
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plt.close(fig)
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######## add button to save image
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from io import BytesIO
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buf = BytesIO()
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fig.savefig(buf, format="png", dpi=200, bbox_inches="tight")
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buf.seek(0)
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st.download_button(
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"Save image",
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data=buf,
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file_name=f"penguins_{x_col}.png",
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mime="image/png",
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)
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########### Footer
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st.caption("Developed for SDS M1 course.")
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