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import os | |
import shutil | |
import gdown | |
import pandas as pd | |
import plotly.express as px | |
import streamlit as st | |
def get_data(): | |
# Download file from Google Drive | |
# This file is based on data from: http://insideairbnb.com/get-the-data/ | |
file_id_1 = "1rsxDntx9CRSyDMy_fLHEI5Np4lB153sa" | |
downloaded_file_1 = "listings.pkl" | |
gdown.download(id=file_id_1, output=downloaded_file_1) | |
# Read a Python Pickle file | |
return pd.read_pickle("listings.pkl") | |
df = get_data() | |
st.title("The Airbnb dataset of Amsterdam") | |
st.markdown( | |
"The dataset contains slight modifications with regards to the original for illustrative purposes" | |
) | |
st.dataframe(df.head(100)) | |
st.text("The dataset was retrieved using the following code:") | |
st.code( | |
""" | |
@st.cache | |
def get_data(): | |
# Download file from Google Drive | |
# This file is based on data from: http://insideairbnb.com/get-the-data/ | |
file_id_1 = "1f6o9IeaieH_xXyghjnREfl2dC44pIUc4" | |
downloaded_file_1 = "listings.pkl" | |
gdown.download(id=file_id_1, output=downloaded_file_1) | |
# Read a Python Pickle file | |
return pd.read_pickle("listings.pkl") | |
""", | |
language="python", | |
) | |
st.markdown( | |
"*Let's take a closer look at the supposed relation between **price_in_dollar** and **review_scores_rating**.*" | |
) | |
st.plotly_chart( | |
px.scatter( | |
df, | |
x="price_in_dollar", | |
y="review_scores_rating", | |
trendline="ols", | |
trendline_color_override="orange", | |
) | |
) | |