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deepanshudey
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91ede3b
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Parent(s):
3fb2465
Add application file
Browse files- app.py +92 -0
- requirements.txt +9 -0
app.py
ADDED
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# This page allows the user to view a list of members
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# By default, the output will be a streamlit rendered pandas dataframe
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# But there is also an option to render the output in raw HTML so that
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# the member's profile URL can be visited by clicking on the
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# "Profile" hyperlink that is only available in the raw HTML version.
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import psycopg2
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import os
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import pandas as pd
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import streamlit as st
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# Obtain username/password saved as environment variables
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user = 'project'
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pwd = 'project'
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# @st.cache prevents the streamlit app from executing redundant processes
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# repeatedly that are expensive such as database connections or reading input
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@st.cache(allow_output_mutation=True)
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def get_query_results():
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""" A function that returns a table of members.
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Until streamlit provides a way to pageinate results,
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maximum of 1000 rows will be returned.
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Output can be either a streamlit rendered dataframe
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or raw HTML version. Raw HTML version will provide
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a hyperlink that will take you directly to the person's
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company profile page. This can be used to double-check
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that the profile URL has been correctly generated.
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"""
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# Connect to the PostgreSQL database server
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with psycopg2.connect(host='127.0.0.1',
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port='5433',
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database='project',
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user=user,
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password=pwd) as conn:
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sql = """
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SELECT
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*
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FROM
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public.basic_member_info
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ORDER BY
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last_name
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LIMIT 1000
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"""
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# Execute query and return results as a pandas dataframe
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df = pd.read_sql(sql, conn, index_col=None)
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# Define a function to create a "Profile" hyperlink
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def createProfileHref(url: str):
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""" Function to create a new column that converts URL as HTML hyperlink """
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value = '<a href="' + url + '"' + "/>Profile</a>"
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return value
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# Apply the function we created above and create our new hyperlink column
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df['profile_href'] = df['web_url'].apply(createProfileHref)
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# Change order of dataframe columns
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df = df[['profile_href', 'first_name', 'last_name', 'web_id',
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'web_url', 'is_ahm']]
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return df
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##
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def write():
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""" Writes content to the app """
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st.title("Get Members Data from PostgreSQL")
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# Check to see if checkbox was checked or not (boolean) and will be used to
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# determine if the output should be a streamlit dataframe or raw HTML.
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html = st.checkbox(
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'OPTIONAL: Render output as raw html to access the \"Profile\" hyperlink. ' +
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'Otherwise, just click on Execute botton.',
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False)
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# Define what happens when user clicks on the "Execute" button
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if st.button("Execute"):
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'''
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### Query results:
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'''
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if html:
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# Render or display the raw HTML version of the dataframe
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st.write(get_query_results().to_html(escape=False, index=False), unsafe_allow_html=True)
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else:
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# Render or display the streamlit dataframe
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st.dataframe(get_query_results())
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if __name__ == "__main__":
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write()
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requirements.txt
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psycopg2
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streamlit
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pandas
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requests
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huggingface_hub
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torch==1.9.0
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scikit-learn==0.24.2
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seaborn==0.11.2
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numpy==1.21.2
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