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Create app.py

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  1. app.py +59 -0
app.py ADDED
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+ import streamlit as st
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+ import google.generativeai as gemini_pro
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+ import pandas as pd
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+ from io import StringIO
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+
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+ # Initialize Google Generative AI Gemini-pro model
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+ gemini_pro.initialize(api_key='YOUR_GOOGLE_API_KEY')
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+
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+ def analyze_resume(resume_text):
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+ # Using the Gemini-pro model to analyze the resume
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+ response = gemini_pro.analyze_text(resume_text)
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+ return response
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+
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+ def extract_skills(resume_text):
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+ # Extract skills from resume text
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+ response = gemini_pro.extract_entities(resume_text, entity_type='skills')
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+ skills = [entity['text'] for entity in response['entities']]
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+ return skills
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+
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+ def match_job_description(resume_text, job_description):
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+ # Match resume with job description
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+ response = gemini_pro.compare_texts(resume_text, job_description)
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+ score = response['similarity_score']
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+ return score
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+
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+ # Streamlit application layout
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+ st.title('Resume Analyzer for Recruiters')
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+
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+ st.header('Upload Resume')
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+ uploaded_file = st.file_uploader('Choose a file', type=['pdf', 'docx', 'txt'])
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+
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+ if uploaded_file is not None:
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+ # Extract text from uploaded file
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+ stringio = StringIO(uploaded_file.getvalue().decode("utf-8"))
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+ resume_text = stringio.read()
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+
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+ st.subheader('Resume Text')
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+ st.write(resume_text)
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+
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+ st.subheader('Analyze Resume')
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+ if st.button('Analyze'):
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+ analysis_result = analyze_resume(resume_text)
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+ st.write('Analysis Result:', analysis_result)
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+
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+ st.subheader('Extract Skills')
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+ if st.button('Extract Skills'):
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+ skills = extract_skills(resume_text)
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+ st.write('Skills:', skills)
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+
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+ st.subheader('Match with Job Description')
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+ job_description = st.text_area('Enter Job Description')
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+ if st.button('Match'):
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+ score = match_job_description(resume_text, job_description)
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+ st.write('Match Score:', score)
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+
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+ st.sidebar.header('About')
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+ st.sidebar.write("""
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+ This application uses the Google Generative AI Gemini-pro model to analyze resumes, extract key skills, and match resumes with job descriptions. It helps recruiters quickly evaluate candidates and streamline the recruitment process.
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+ """)