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Browse files- app.py +222 -0
- requirements.txt +4 -0
app.py
ADDED
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from dotenv import load_dotenv
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import base64
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import streamlit as st
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import os
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import io
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import PyPDF2 as pdf
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import json
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import google.generativeai as genai
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# Load environment variables
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load_dotenv()
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# Configure Google Generative AI
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genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
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def get_missing_keywords(resume_text, jd_text):
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# Tokenize the job description text
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jd_keywords = set(jd_text.lower().split())
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# Tokenize the resume text
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resume_keywords = set(resume_text.lower().split())
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# Identify missing keywords from JD in the resume
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missing_keywords = jd_keywords - resume_keywords
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return list(missing_keywords)
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def summarize_job_description(jd_text):
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# Split job description into sentences
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sentences = jd_text.split('.')
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# Take the first few sentences as the summary
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summary = '. '.join(sentences[:3]) # Change the number to adjust summary length
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return summary
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def get_gemini_repsonse(resume_text, jd_text, option):
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input_prompt = f"""
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Hey Act Like a skilled or very experienced ATS (Application Tracking System)
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with a deep understanding of the tech field, software engineering, data science,
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data analysis, and big data engineering. Your task is to evaluate the resume based
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on the given job description. You must consider the job market is very competitive
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and you should provide the best assistance for improving the resumes.
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Assign the percentage Matching based on JD and the missing keywords with high accuracy.
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resume:{resume_text}
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description:{jd_text}
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option:{option}
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I want the response in one single string having the structure
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{{"JD Match":"%","MissingKeywords":[],"Profile Summary":""}}
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"""
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model = genai.GenerativeModel('gemini-pro')
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response = model.generate_content(input_prompt)
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parsed_response = json.loads(response.text)
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if option == "Review Resume":
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return resume_text
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elif option == "%age Match":
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return f"The resume matches the job description by {parsed_response['JD Match']}."
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elif option == "Missing Elements":
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missing_elements = get_missing_keywords(resume_text, jd_text)
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if missing_elements:
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return f"The following elements are missing in the resume as required in the job description: {', '.join(missing_elements)}"
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else:
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return "All required elements are present in the resume."
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elif option == "Summarize JD":
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return summarize_job_description(jd_text)
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def input_pdf_text(uploaded_file):
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reader = pdf.PdfReader(uploaded_file)
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text = ""
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for page in reader.pages:
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text += page.extract_text()
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return text
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# Set background color and padding
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st.markdown(
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"""
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<style>
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body {
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background-color: #add8e6; /* Light blue background */
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color: #333333;
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font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
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}
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.stButton button {
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border-radius: 25px; /* Rounded border for buttons */
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width: 150px;
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padding: 10px 20px;
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border: none;
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cursor: pointer;
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transition: all 0.3s ease;
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background-color: #add8e6; /* Light blue color for buttons */
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color: white;
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}
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.stButton button:hover {
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background-color: #87ceeb; /* Darker blue color on hover */
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}
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.radio-button-container .css-hgdyqz {
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display: flex;
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flex-direction: row;
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}
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.radio-button-container .css-17e50e2 label {
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margin-right: 20px;
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}
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.footer {
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background-color: #add8e6; /* Light blue color */
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color: white;
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padding: 20px;
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text-align: center;
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border-radius: 10px;
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}
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.footer a {
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color: white;
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text-decoration: none;
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margin: 0 10px;
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}
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.line {
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width: 100%;
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margin-top: 10px;
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border-top: 1px solid white;
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}
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.powered-by {
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margin-top: 20px;
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font-size: 14px;
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display: flex;
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align-items: center;
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justify-content: center;
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}
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.powered-by img {
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width: 20px;
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height: 20px;
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margin-right: 5px;
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}
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.title {
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font-size: 36px; /* Increased font size */
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padding: 20px;
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border-radius: 15px;
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background-color: #add8e6; /* Light blue color for title */
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color: white;
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text-align: center;
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text-shadow: 2px 2px #333333; /* Adding text shadow effect */
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}
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.job-description {
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border-radius: 15px;
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padding: 20px;
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background-color: #ffffff; /* White color for job description */
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margin-bottom: 20px;
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}
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.upload-resume {
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border-radius: 15px;
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padding: 20px;
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background-color: #ffffff; /* White color for resume upload */
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}
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.image-container {
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margin-top: 20px; /* Added margin to create a gap */
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text-align: center;
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}
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.image-container img {
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margin-bottom: 20px; /* Added margin below the image */
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}
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.bright-text {
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font-weight: bold; /* Make text bold */
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color: #ff5733; /* Make text colorful */
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}
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</style>
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""",
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unsafe_allow_html=True,
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)
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# Image Container with Gap
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st.markdown("<div class='image-container'><img src='https://media.geeksforgeeks.org/wp-content/uploads/20240108181204/Top-10-AI-Resume-Assessment-Tools-copy.webp' style='max-width: 100%;'></div>", unsafe_allow_html=True)
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# Job Description Input
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st.markdown("---")
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st.subheader("Job Description")
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jd = st.text_area("Paste the Job Description", height=100)
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uploaded_file = st.file_uploader("Upload Your Resume (PDF)", type="pdf", help="Please upload the PDF file of your resume.")
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# Options Selection
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st.markdown("---")
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st.subheader("Select Option")
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options = ["Review Resume",
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"%age Match",
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"Missing Elements",
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"Summarize JD"]
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selected_option = st.radio("", options, index=0)
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# Analyze Button
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st.markdown("---")
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if st.button("Analyze", key="analyze_button"): # Key added to the button to change color on each click
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if uploaded_file is not None and jd != "":
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resume_text = input_pdf_text(uploaded_file)
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response = get_gemini_repsonse(resume_text, jd, selected_option)
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st.subheader(response)
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if selected_option == "Review Resume":
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st.markdown("---")
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st.subheader("Resume Preview:")
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st.write(resume_text) # Display processed resume text
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else:
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st.warning("Please upload the resume and paste the job description before submitting.")
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# Footer
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# Image URL
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image_url = "https://cdn.pixabay.com/photo/2023/08/15/14/05/banner-8192025_960_720.png"
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# Image HTML
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image_html = f'<img src="{image_url}" style="max-width: 100%; border-radius: 10px;">'
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# Footer with Image and Light Blue Color
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footer_with_image_light_blue = f"""
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<div class="footer"> <!-- Light blue background color -->
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<div class="image-container">{image_html}</div> <!-- Moved the image to the footer -->
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<div class="line"></div>
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<div class="connect-text bright-text">Connect with me at</div> <!-- Added Connect with me text with bright color -->
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<a href="https://github.com/FasilHameed" target="_blank"><img src="https://img.icons8.com/plasticine/30/000000/github.png" alt="GitHub"></a>
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<a href="https://www.linkedin.com/in/faisal--hameed/" target="_blank"><img src="https://img.icons8.com/plasticine/30/000000/linkedin.png" alt="LinkedIn"></a>
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<a href="tel:+917006862681"><img src="https://img.icons8.com/plasticine/30/000000/phone.png" alt="Phone"></a>
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<a href="mailto:faisalhameed763@gmail.com"><img src="https://img.icons8.com/plasticine/30/000000/gmail.png" alt="Gmail"></a>
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<div class="line"></div>
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<div class="powered-by bright-text">Powered By <img src="https://img.icons8.com/clouds/30/000000/gemini.png" alt="Gemini"> Gemini π« and Streamlit π</div> <!-- Bright color for powered by text -->
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</div>
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"""
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# Render Footer with Image and Light Blue Color
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st.markdown(footer_with_image_light_blue, unsafe_allow_html=True)
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requirements.txt
ADDED
@@ -0,0 +1,4 @@
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|
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1 |
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PyPDF2
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2 |
+
google.generativeai
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3 |
+
python-dotenv
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4 |
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Streamlit
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