replaced profiling with sweetviz

app.py

@@ -12,8 +12,9 @@
 import pandas as pd
 import base64
 import SessionState
+# Load the LDA model from gensim
 import preprocessor as pp
-from pandas_profiling import ProfileReport
+import sweetviz as sv
 import streamlit.components.v1 as components
 
 # ----------------------------------------------
@@ -204,7 +205,7 @@ def structured_data_app():
                   "Structured data analysis is an important step ",
                   "in AI model development or Data Analysis. This app ",
                   "offers visualisation of descriptive statistics of a ",
-                  "csv input file by using the pandas profiling package.")
+                  "csv input file by using the sweetviz package.")
 
     # Side panel setup
     # Step 1 includes Uploading 
@@ -219,13 +220,19 @@ def structured_data_app():
     st.subheader('Choose data to analyse :alembic:')
     data,txt  = check_input_method(data_input_mthd)
 
-    st.subheader('A preview of input data is below, please select plot to start analysis :bar_chart:')
+    st.subheader('A preview of input data is below, please wait for data to be analyzed :bar_chart:')
     st.write(data.head(5))
 
-    profile = ProfileReport(data, title='Your input data profile report').to_html()
+    my_report = sv.analyze(data)
+
+    my_report.show_html(layout='vertical',
+                        open_browser=False)
 
+    #profile = ProfileReport(data, title='Your input data profile report').to_html()
+    display = open("SWEETVIZ_REPORT.html", 'r', encoding='utf-8')
+    source_code = display.read() 
     # display html page in streamlit
-    components.html(profile, height = 800, scrolling=True) 
+    components.html(source_code, height = 600, scrolling=True) 
 
 def text_data_app():
 

requirements.txt

@@ -75,7 +75,6 @@ numexpr==2.7.1
 numpy==1.20.0rc1
 packaging==20.8
 pandas==1.1.5
-pandas-profiling
 pandocfilters==1.4.3
 parso==0.7.1
 pickleshare==0.7.5
@@ -115,6 +114,7 @@ smmap==3.0.4
 spacy==2.3.5
 srsly==1.0.5
 streamlit==0.73.1
+sweetviz
 terminado==0.9.1
 testpath==0.4.4
 textblob==0.15.3