Upload app.py

app.py

@@ -24,8 +24,7 @@ st.set_page_config(layout="wide")
 with st.sidebar:
   st.header('Welcome to the Airbnb Investment Tool!')
   nav = st.selectbox('Navigation', ['Heuristic Pricing', 
-                                    'Investment Analysis',
-                                    'Customer View'])
+                                    'Investment Analysis'])
 
 #-----------------------------------------
 # Additional Functions
@@ -137,7 +136,7 @@ def investment_tool(house_price, loan_amount, loan_period, percentage_loan_inter
 
 #-----------------------------------------
 # Load Airbnb listings data
-df_raw = pd.read_csv("data/listings_sf_withamenities.csv")
+df_raw = pd.read_csv("/content/drive/MyDrive/NUS Business/DBA4811/Final Project/data/listings_sf_withamenities.csv")
 df = df_raw.copy()
 gdf = geopandas.GeoDataFrame(
     df, 
@@ -192,8 +191,9 @@ if nav == 'Heuristic Pricing':
           else:
             col3, col4 = st.columns(2)
             with col3:
-              df_nearby_stats = gdf_nearby_listings[["price"]].describe()
-              st.table(df_nearby_stats)
+              df_nearby_stats = gdf_nearby_listings[["price"]].describe().round(2)
+              df_nearby_stats.columns = pd.Index(["value"])
+              st.dataframe(df_nearby_stats.style.format("{:.2f}"))
             with col4:
               # Plot Stats
               fig = plt.figure(figsize=(10, 4))
@@ -254,12 +254,4 @@ if nav == 'Investment Analysis':
         plt.ylabel('Amount')
         plt.title('Loan Balance')
         plt.legend(('Loan Balance Remaining','Cumulative Principal Paid', 'Cumulative Interest Paid'))
-        st.pyplot(fig)
-
-if nav == "Customer View":
-    st.markdown("<h3 style='text-align: center; color:grey;'>Airbnb &#127968;</h3>", unsafe_allow_html=True)
-    st.text('')
-    p_title('Customer View')
-
-    customer_tableau_embed_code = "<div class='tableauPlaceholder' id='viz1650723513927' style='position: relative'><noscript><a href='#'><img alt=' ' src='https:&#47;&#47;public.tableau.com&#47;static&#47;images&#47;Da&#47;Dashboard_1_16505589498970&#47;EDA&#47;1_rss.png' style='border: none' /></a></noscript><object class='tableauViz'  style='display:none;'><param name='host_url' value='https%3A%2F%2Fpublic.tableau.com%2F' /> <param name='embed_code_version' value='3' /> <param name='site_root' value='' /><param name='name' value='Dashboard_1_16505589498970&#47;EDA' /><param name='tabs' value='yes' /><param name='toolbar' value='yes' /><param name='static_image' value='https:&#47;&#47;public.tableau.com&#47;static&#47;images&#47;Da&#47;Dashboard_1_16505589498970&#47;EDA&#47;1.png' /> <param name='animate_transition' value='yes' /><param name='display_static_image' value='yes' /><param name='display_spinner' value='yes' /><param name='display_overlay' value='yes' /><param name='display_count' value='yes' /><param name='language' value='en-US' /></object></div>                <script type='text/javascript'>                    var divElement = document.getElementById('viz1650723513927');                    var vizElement = divElement.getElementsByTagName('object')[0];                    if ( divElement.offsetWidth > 800 ) { vizElement.style.width='1600px';vizElement.style.height='1150px';} else if ( divElement.offsetWidth > 500 ) { vizElement.style.width='1600px';vizElement.style.height='1150px';} else { vizElement.style.width='100%';vizElement.style.height='2850px';}                     var scriptElement = document.createElement('script');                    scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js';                    vizElement.parentNode.insertBefore(scriptElement, vizElement);                </script>"
-    st.components.v1.html(customer_tableau_embed_code, height=2000, scrolling=True)
+        st.pyplot(fig)