Upload 2 files
Browse files- app.py +57 -0
- requirements.txt +5 -0
app.py
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import os
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import shutil
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import gdown
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import pandas as pd
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import plotly.express as px
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import streamlit as st
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@st.cache
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def get_data():
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# Download file from Google Drive
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# This file is based on data from: http://insideairbnb.com/get-the-data/
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file_id_1 = "1rsxDntx9CRSyDMy_fLHEI5Np4lB153sa"
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downloaded_file_1 = "listings.pkl"
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gdown.download(id=file_id_1, output=downloaded_file_1)
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# Read a Python Pickle file
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return pd.read_pickle("listings.pkl")
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df = get_data()
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st.title("The Airbnb dataset of Amsterdam")
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st.markdown(
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"The dataset contains slight modifications with regards to the original for illustrative purposes"
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)
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st.dataframe(df.head(100))
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st.text("The dataset was retrieved using the following code:")
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st.code(
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"""
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@st.cache
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def get_data():
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# Download file from Google Drive
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# This file is based on data from: http://insideairbnb.com/get-the-data/
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file_id_1 = "1f6o9IeaieH_xXyghjnREfl2dC44pIUc4"
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downloaded_file_1 = "listings.pkl"
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gdown.download(id=file_id_1, output=downloaded_file_1)
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# Read a Python Pickle file
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return pd.read_pickle("listings.pkl")
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""",
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language="python",
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)
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st.markdown(
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"*Let's take a closer look at the supposed relation between **price_in_dollar** and **review_scores_rating**.*"
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)
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st.plotly_chart(
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px.scatter(
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df,
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x="price_in_dollar",
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y="review_scores_rating",
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trendline="ols",
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trendline_color_override="orange",
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)
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)
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requirements.txt
ADDED
@@ -0,0 +1,5 @@
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pandas
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streamlit
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plotly
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gdown
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statsmodels
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