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diff --git a/SDGP2025_23029627/sdd/SD/Gaant-Chart.xlsx b/SDGP2025_23029627/sdd/SD/Gaant-Chart.xlsx
new file mode 100644
index 0000000000000000000000000000000000000000..a56a8048736afbda4117026b2c8c57dee3490817
Binary files /dev/null and b/SDGP2025_23029627/sdd/SD/Gaant-Chart.xlsx differ
diff --git a/SDGP2025_23029627/sdd/SD/__pycache__/crypto_utils.cpython-310.pyc b/SDGP2025_23029627/sdd/SD/__pycache__/crypto_utils.cpython-310.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..82f8761579c113f587a6e6f20774924b7b39a3e0
Binary files /dev/null and b/SDGP2025_23029627/sdd/SD/__pycache__/crypto_utils.cpython-310.pyc differ
diff --git a/SDGP2025_23029627/sdd/SD/app.py b/SDGP2025_23029627/sdd/SD/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..46d06d5078364fb02d451fb2116a76d35c39934d
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/app.py
@@ -0,0 +1,430 @@
+from flask import Flask, render_template, request, jsonify, redirect, url_for, session, flash
+from flask_sqlalchemy import SQLAlchemy
+import os
+import pandas as pd
+import joblib  # Ensure joblib is imported
+import numpy as np  # Ensure numpy is imported
+import csv
+from werkzeug.utils import secure_filename
+from werkzeug.security import generate_password_hash, check_password_hash
+from functools import wraps
+from reportlab.pdfgen import canvas
+import io
+from reportlab.lib.pagesizes import A4
+from reportlab.lib import colors
+from reportlab.lib.styles import getSampleStyleSheet
+from reportlab.platypus import SimpleDocTemplate, Table, TableStyle, Paragraph
+from datetime import datetime
+from flask import send_file
+from flask import send_from_directory
+from crypto_utils import encrypt_value, decrypt_value
+
+model = joblib.load("dietitian_referral_model.pkl")
+scaler = joblib.load("scaler.pkl")
+
+app = Flask(__name__)
+app.config['SQLALCHEMY_DATABASE_URI'] = 'mysql://root:Immortal10!!@localhost/hospital_db'
+app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = False
+app.secret_key = 'a_more_persistent_secret_key'
+
+db = SQLAlchemy(app)
+
+
+# Define the doctors table model
+class Doctor(db.Model):
+    __tablename__ = 'doctors'
+    doctor_id = db.Column(db.Integer, primary_key=True)
+    first_name = db.Column(db.String(50))
+    last_name = db.Column(db.String(50))
+    email = db.Column(db.String(100))
+    password = db.Column(db.String(255))
+    specialty = db.Column(db.String(100))
+
+class FeedingDashboardData(db.Model):
+    __tablename__ = 'feeding_dashboard_data'
+    encounterId = db.Column(db.Integer, primary_key=True)
+    end_tidal_co2 = db.Column(db.Text)
+    feed_vol = db.Column(db.Text)
+    feed_vol_adm = db.Column(db.Text)
+    fio2 = db.Column(db.Text)
+    fio2_ratio = db.Column(db.Text)
+    insp_time = db.Column(db.Text)
+    oxygen_flow_rate = db.Column(db.Text)
+    peep = db.Column(db.Text)
+    pip = db.Column(db.Text)
+    resp_rate = db.Column(db.Text)
+    sip = db.Column(db.Text)
+    tidal_vol = db.Column(db.Text)
+    tidal_vol_actual = db.Column(db.Text)
+    tidal_vol_kg = db.Column(db.Text)
+    tidal_vol_spontaneous = db.Column(db.Text)
+    bmi = db.Column(db.Text)
+    referral = db.Column(db.Integer)
+    ml_predicted_referral = db.Column(db.Integer, nullable=True)  # <-- Add this column
+
+    
+@app.route('/')
+def index():
+    return redirect(url_for('login'))
+
+
+def login_required(f):
+    @wraps(f)
+    def decorated_function(*args, **kwargs):
+        if 'doctor_id' not in session:
+            flash("Please log in to access this page.", "info")
+            return redirect(url_for('login'))
+        return f(*args, **kwargs)
+    return decorated_function
+
+@app.route('/signup', methods=['GET', 'POST'])
+def signup():
+    if request.method == 'POST':
+        try:
+            first_name = request.form['first_name']
+            last_name = request.form['last_name']
+            email = request.form['email']
+            password = request.form['password']
+            specialty = request.form.get('specialty')
+
+            # Logging form data to verify correctness
+            print(f"Received form data: {first_name}, {last_name}, {email}, {specialty}")
+
+            # Hash the password for secure storage
+            hashed_password = generate_password_hash(password, method='pbkdf2:sha256')
+
+            # Create and add the new doctor
+            new_doctor = Doctor(
+                first_name=first_name,
+                last_name=last_name,
+                email=email,
+                password=hashed_password,
+                specialty=specialty
+            )
+
+            db.session.add(new_doctor)
+            db.session.commit()
+
+            flash("Account created successfully! Please log in.", "success")
+            print("Account created successfully")
+            return redirect(url_for('login'))
+        except Exception as e:
+            db.session.rollback()
+            print(f"Error creating account: {e}")
+            flash(f"Error creating account: {e}", "danger")
+
+    return render_template('signup.html')
+
+
+
+@app.route('/login', methods=['GET', 'POST'])
+def login():
+    if request.method == 'POST':
+        email = request.form['email']
+        password = request.form['password']
+        
+        # Fetch the doctor by email
+        doctor = Doctor.query.filter_by(email=email).first()
+        
+        # Check password hash
+        if doctor and check_password_hash(doctor.password, password):
+            session['doctor_id'] = doctor.doctor_id  # Store doctor ID in session
+            flash("Login successful!", "success")
+            return redirect(url_for('dashboard'))
+        
+        flash("Invalid email or password", "danger")
+
+    return render_template('login.html')
+
+
+
+@app.route('/dashboard')
+@login_required
+def dashboard():
+    return render_template('dashboard.html')
+
+
+@app.route('/logout')
+def logout():
+    session.clear()
+    flash("You have been logged out.", "info")
+    return redirect(url_for('login'))
+
+
+
+@app.route('/upload_csv', methods=['POST'])
+def upload_csv():
+    if 'file' not in request.files:
+        return jsonify({"error": "No file part in the request"}), 400
+
+    file = request.files['file']
+    if file.filename == '':
+        return jsonify({"error": "No selected file"}), 400
+
+    filename = secure_filename(file.filename)
+    upload_folder = app.config.get('UPLOAD_FOLDER', 'uploads')
+
+    if not os.path.exists(upload_folder):
+        os.makedirs(upload_folder)
+
+    filepath = os.path.join(upload_folder, filename)
+    file.save(filepath)
+
+    try:
+        with open(filepath, newline='') as csvfile:
+            csv_data = csv.reader(csvfile)
+            next(csv_data)  # Skip header row
+
+            for row in csv_data:
+                if len(row) != 18:
+                    return jsonify({"error": "CSV format is incorrect"}), 400
+
+                # Check if encounterId already exists
+                existing_entry = FeedingDashboardData.query.filter_by(encounterId=row[0]).first()
+                if existing_entry:
+                    print(f"Skipping duplicate entry for Encounter ID {row[0]}")
+                    continue  # Skip inserting duplicate
+
+                # Convert to float, use 0 for missing values
+                feature_values = np.array([float(row[i]) if row[i] else 0.0 for i in range(1, 17)]).reshape(1, -1)
+
+                # Apply feature names to prevent Scikit-learn warning
+                feature_names = [
+                    "end_tidal_co2", "feed_vol", "feed_vol_adm", "fio2", "fio2_ratio",
+                    "insp_time", "oxygen_flow_rate", "peep", "pip", "resp_rate",
+                    "sip", "tidal_vol", "tidal_vol_actual", "tidal_vol_kg",
+                    "tidal_vol_spontaneous", "bmi"
+                ]
+                feature_df = pd.DataFrame(feature_values, columns=feature_names)
+                # Transform using scaler
+                scaled_features = scaler.transform(feature_df)
+                ml_prediction = model.predict(scaled_features)[0]  # Get ML prediction
+
+                print(f"Predicted Referral for Encounter {row[0]}: {ml_prediction}")  # ✅ Debug: Print Prediction
+
+                # Insert only if it does not exist
+                new_entry = FeedingDashboardData(
+                    encounterId=row[0],
+                    end_tidal_co2=row[1],
+                    feed_vol=row[2],
+                    feed_vol_adm=row[3],
+                    fio2=row[4],
+                    fio2_ratio=row[5],
+                    insp_time=row[6],
+                    oxygen_flow_rate=row[7],
+                    peep=row[8],
+                    pip=row[9],
+                    resp_rate=row[10],
+                    sip=row[11],
+                    tidal_vol=row[12],
+                    tidal_vol_actual=row[13],
+                    tidal_vol_kg=row[14],
+                    tidal_vol_spontaneous=row[15],
+                    bmi = encrypt_value(row[16]),
+                    referral=row[17],
+                    ml_predicted_referral=int(ml_prediction) if ml_prediction is not None else 0
+                )
+                db.session.add(new_entry)
+
+            db.session.commit()
+            print("✅ All ML predictions saved to database!")  # ✅ Debugging confirmation
+
+    except Exception as e:
+        print("Error:", e)
+        return jsonify({"error": f"An error occurred while processing the CSV file: {str(e)}"}), 500
+
+    return jsonify({"status": "CSV data uploaded successfully"}), 200
+
+
+
+
+@app.route('/api/patient_data', methods=['GET'])
+def get_patient_data():
+    show_referred = request.args.get("referred", "false").lower() == "true"
+    show_ml_predicted = request.args.get("ml_predicted", "false").lower() == "true"
+
+    query = FeedingDashboardData.query
+
+    if show_referred and not show_ml_predicted:
+        # Show only referred patients (ignore ML prediction)
+        query = query.filter(FeedingDashboardData.referral == 1)
+
+    elif show_ml_predicted and not show_referred:
+        # Show only ML-predicted referred patients
+        query = query.filter(FeedingDashboardData.ml_predicted_referral == 1)
+
+    elif show_referred and show_ml_predicted:
+        # Show both referred & ML-predicted patients
+        query = query.filter(
+            (FeedingDashboardData.referral == 1) | (FeedingDashboardData.ml_predicted_referral == 1)
+        )
+
+    data = query.all()
+
+    # Modify response to include a "highlight" flag
+    return jsonify([
+        {
+            "encounterId": entry.encounterId,
+            "end_tidal_co2": entry.end_tidal_co2,
+            "feed_vol": entry.feed_vol,
+            "feed_vol_adm": entry.feed_vol_adm,
+            "fio2": entry.fio2,
+            "fio2_ratio": entry.fio2_ratio,
+            "insp_time": entry.insp_time,
+            "oxygen_flow_rate": entry.oxygen_flow_rate,
+            "peep": entry.peep,
+            "pip": entry.pip,
+            "resp_rate": entry.resp_rate,
+            "sip": entry.sip,
+            "tidal_vol": entry.tidal_vol,
+            "tidal_vol_actual": entry.tidal_vol_actual,
+            "tidal_vol_kg": entry.tidal_vol_kg,
+            "tidal_vol_spontaneous": entry.tidal_vol_spontaneous,
+            "bmi": decrypt_value(entry.bmi) if entry.bmi.strip() else "N/A",
+            "referral": entry.referral,
+            "ml_predicted_referral": entry.ml_predicted_referral,
+            "highlight": (entry.ml_predicted_referral == 1 and show_ml_predicted)  # Highlight only when ML checkbox is on
+        }
+        for entry in data
+    ])
+
+
+
+
+
+@app.route('/api/generate_graphical_report')
+def generate_graphical_report_data():
+    data = FeedingDashboardData.query.all()
+    # Format data for graphical report
+    response_data = [{
+        "encounterId": entry.encounterId,
+        "end_tidal_co2": entry.end_tidal_co2,
+        "feed_vol": entry.feed_vol,
+        "feed_vol_adm": entry.feed_vol_adm,
+        "fio2": entry.fio2,
+        "fio2_ratio": entry.fio2_ratio,
+        "insp_time": entry.insp_time,
+        "oxygen_flow_rate": entry.oxygen_flow_rate,
+        "peep": entry.peep,
+        "pip": entry.pip,
+        "resp_rate": entry.resp_rate,
+        "sip": entry.sip,
+        "tidal_vol": entry.tidal_vol,
+        "tidal_vol_actual": entry.tidal_vol_actual,
+        "tidal_vol_kg": entry.tidal_vol_kg,
+        "tidal_vol_spontaneous": entry.tidal_vol_spontaneous,
+        "bmi": entry.bmi
+    } for entry in data]
+    
+    return jsonify(response_data)
+
+@app.route('/generate_summary_pdf', methods=['GET'])
+def generate_summary_pdf():
+    data = FeedingDashboardData.query.all()
+    
+    if not data:
+        return "No data available to generate the report", 400
+
+    # ✅ Ensure directory exists
+    reports_folder = os.path.join(app.root_path, "static", "reports")
+    os.makedirs(reports_folder, exist_ok=True)  # Creates folder if missing
+
+    pdf_filename = "patient_summary_report.pdf"
+    pdf_path = os.path.join(reports_folder, pdf_filename)
+
+    # ✅ Create PDF
+    doc = SimpleDocTemplate(pdf_path, pagesize=A4)
+    elements = []
+    
+    styles = getSampleStyleSheet()
+    title = Paragraph("<b>Comprehensive Patient Summary Report</b>", styles["Title"])
+    elements.append(title)
+    
+    date_info = Paragraph(f"Generated on: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}", styles["Normal"])
+    elements.append(date_info)
+
+    elements.append(Paragraph("<b>Summary Statistics:</b>", styles["Heading2"]))
+
+    # ✅ Total Counts
+    total_patients = len(data)
+    total_referred = sum(1 for entry in data if entry.referral == 1)
+    ml_referred = sum(1 for entry in data if entry.ml_predicted_referral == 1)
+
+    summary_data = [
+        ["Metric", "Value"],
+        ["Total Patients", total_patients],
+        ["Total Referred Patients", total_referred],
+        ["ML-Predicted Referrals", ml_referred]
+    ]
+
+    summary_table = Table(summary_data)
+    summary_table.setStyle(TableStyle([
+        ('BACKGROUND', (0, 0), (-1, 0), colors.grey),
+        ('TEXTCOLOR', (0, 0), (-1, 0), colors.whitesmoke),
+        ('ALIGN', (0, 0), (-1, -1), 'CENTER'),
+        ('FONTNAME', (0, 0), (-1, 0), 'Helvetica-Bold'),
+        ('BOTTOMPADDING', (0, 0), (-1, 0), 10),
+        ('GRID', (0, 0), (-1, -1), 0.5, colors.grey)
+    ]))
+
+    elements.append(summary_table)
+
+    # ✅ Add space before next section
+    elements.append(Paragraph("<br/><br/>", styles["Normal"]))
+    elements.append(Paragraph("<b>Average Patient Indicators:</b>", styles["Heading2"]))
+
+    # ✅ Averages for key indicators
+    indicators = [
+        "end_tidal_co2", "feed_vol", "feed_vol_adm", "fio2", "fio2_ratio",
+        "insp_time", "oxygen_flow_rate", "peep", "pip", "resp_rate",
+        "sip", "tidal_vol", "tidal_vol_actual", "tidal_vol_kg",
+        "tidal_vol_spontaneous", "bmi"
+    ]
+
+    avg_data = [["Indicator", "Average"]]
+    
+    for indicator in indicators:
+        values = []
+        for entry in data:
+            try:
+                raw_value = getattr(entry, indicator, 0) or 0
+                if indicator == "bmi":
+                    decrypted_value = decrypt_value(raw_value)
+                    values.append(float(decrypted_value))
+                else:
+                    values.append(float(raw_value))
+            except Exception as e:
+                print(f"⚠️ Error with indicator '{indicator}' for encounter {entry.encounterId}: {e}")
+                values.append(0.0)  # default fallback if something goes wrong
+        avg_value = round(sum(values) / len(values), 2) if values else 0
+        avg_data.append([indicator.replace("_", " ").title(), avg_value])
+
+
+    avg_table = Table(avg_data)
+    avg_table.setStyle(TableStyle([
+        ('BACKGROUND', (0, 0), (-1, 0), colors.lightgrey),
+        ('TEXTCOLOR', (0, 0), (-1, 0), colors.black),
+        ('ALIGN', (0, 0), (-1, -1), 'CENTER'),
+        ('FONTNAME', (0, 0), (-1, 0), 'Helvetica-Bold'),
+        ('BOTTOMPADDING', (0, 0), (-1, 0), 8),
+        ('GRID', (0, 0), (-1, -1), 0.5, colors.black)
+    ]))
+
+    elements.append(avg_table)
+
+    # ✅ Build PDF
+    doc.build(elements)
+
+    # ✅ Return file as download
+    return send_file(pdf_path, as_attachment=True, mimetype='application/pdf')
+
+
+
+
+
+
+if __name__ == '__main__':
+    # Create tables if they don't exist
+    with app.app_context():
+        db.create_all()
+    app.run(debug=True)
\ No newline at end of file
diff --git a/SDGP2025_23029627/sdd/SD/crypto_utils.py b/SDGP2025_23029627/sdd/SD/crypto_utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..5d83901351d32366b3529b2548e1d50a442de80b
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/crypto_utils.py
@@ -0,0 +1,19 @@
+import os
+from cryptography.fernet import Fernet
+from dotenv import load_dotenv
+
+load_dotenv()  # Load variables from .env
+
+encryption_key = os.getenv("ENCRYPTION_KEY")
+
+# Safety check
+if not encryption_key:
+    raise ValueError("ENCRYPTION_KEY not found in environment variables!")
+
+fernet = Fernet(encryption_key)
+
+def encrypt_value(value):
+    return fernet.encrypt(value.encode()).decode()
+
+def decrypt_value(encrypted_value):
+    return fernet.decrypt(encrypted_value.encode()).decode()
diff --git a/SDGP2025_23029627/sdd/SD/static/dashboard.css b/SDGP2025_23029627/sdd/SD/static/dashboard.css
new file mode 100644
index 0000000000000000000000000000000000000000..7450da097e109b36c675559fa36178cd00a14611
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/static/dashboard.css
@@ -0,0 +1,322 @@
+.app {
+  display: flex;
+  flex-direction: column;
+  font-family: 'Arial', sans-serif; /* Added font for consistency */
+}
+
+.navbar {
+  display: flex;
+  justify-content: space-between;
+  align-items: center; /* Center items vertically */
+  padding: 15px 20px; /* Increased padding for a more spacious feel */
+  background-color: #3f51b5; /* Primary color */
+  color: white;
+  box-shadow: 0 2px 5px rgba(0, 0, 0, 0.1); /* Added subtle shadow for depth */
+}
+
+.summary {
+  display: flex;
+  justify-content: center; /* Center the boxes horizontally */
+  gap: 30px; /* Increased gap for better spacing */
+  margin: 20px 0; /* Increased margin for spacing */
+  text-align: center;
+}
+
+.upload-confirmation-box {
+  position: fixed;
+  top: 20px;
+  right: 20px;
+  background: rgba(50, 50, 50, 0.9); /* Soft, calm dark background */
+  color: #fff;
+  padding: 15px 20px;
+  border-radius: 8px;
+  box-shadow: 0 4px 8px rgba(0, 0, 0, 0.2);
+  display: flex;
+  align-items: center;
+  gap: 12px;
+  font-family: 'Arial', sans-serif;
+  z-index: 1000;
+  opacity: 0;
+  transform: translateY(-20px);
+  animation: fade-in 0.5s forwards;
+}
+
+.confirmation-content {
+  display: flex;
+  align-items: center;
+  gap: 10px;
+}
+
+.upload-confirmation-box h3 {
+  margin: 0;
+  font-size: 16px;
+  font-weight: bold;
+}
+
+.upload-confirmation-box p {
+  margin: 5px 0 0;
+  font-size: 14px;
+  color: #ccc;
+}
+
+@keyframes fade-in {
+  from {
+      opacity: 0;
+      transform: translateY(-20px);
+  }
+  to {
+      opacity: 1;
+      transform: translateY(0);
+  }
+}
+
+.fade-out {
+  animation: fade-out 0.5s forwards;
+}
+
+@keyframes fade-out {
+  from {
+      opacity: 1;
+  }
+  to {
+      opacity: 0;
+  }
+}
+
+
+.summary-box {
+  background-color: #e0f7fa; /* Very light blue background */
+  padding: 20px; /* Increased padding for better spacing */
+  border-radius: 20px; /* More rounded corners */
+  box-shadow: 0 8px 15px rgba(0, 0, 0, 0.1); /* Increased shadow for floating effect */
+  transition: transform 0.3s ease, box-shadow 0.3s ease; /* Smooth hover transitions */
+}
+
+.summary-box:hover {
+  transform: translateY(-5px); /* Larger lift effect on hover */
+  box-shadow: 0 12px 20px rgba(0, 0, 0, 0.15); /* Increased shadow on hover */
+}
+
+.small-box {
+  width: 150px; /* Increased width for readability */
+}
+
+.summary-box h3 {
+  font-size: 1.1em; /* Slightly larger heading */
+  color: #3b5998; /* Consistent color for headings */
+  margin-bottom: 15px; /* Increased spacing below heading */
+}
+
+.summary-box p {
+  font-size: 2em; /* Increased size for emphasis */
+  margin: 0;
+}
+
+.summary-box span {
+  color: #777; /* Subtle color for percentage change */
+  font-size: 0.9em; /* Smaller font size for percentages */
+}
+
+#zoom-meeting-btn {
+  background-color: #e0f7fa; /* Matching light blue background */
+  padding: 20px; /* Increased padding for better spacing */
+  border-radius: 20px; /* More rounded corners */
+  box-shadow: 0 8px 15px rgba(0, 0, 0, 0.1); /* Increased shadow for floating effect */
+  transition: transform 0.3s ease, box-shadow 0.3s ease;
+}
+
+#zoom-meeting-btn:hover {
+  transform: translateY(-5px); /* Same floating effect */
+  box-shadow: 0 12px 20px rgba(0, 0, 0, 0.15); /* Consistent hover shadow */
+}
+
+.main-content {
+  display: flex;
+  justify-content: space-between; /* Space sections apart */
+  padding: 20px; /* Increased padding for a cleaner look */
+}
+
+.patient-list, .patient-data, .reports {
+  width: 45%;
+  background-color: #fff; /* White background for contrast */
+  border-radius: 10px; /* Rounded corners for sections */
+  padding: 15px; /* Padding inside sections */
+  box-shadow: 0 2px 5px rgba(0, 0, 0, 0.1); /* Added shadow for depth */
+}
+
+/* Patient Table Styles */
+.table-container {
+  max-height: 200px; /* Limit height for scrolling */
+  overflow-y: auto;
+  border: 1px solid #ccc;
+  border-radius: 10px; /* Rounded corners for the table container */
+  margin-top: 15px; /* Spacing above table */
+}
+
+.table-container table {
+  width: 100%;
+  border-collapse: collapse;
+}
+
+.table-container th,
+.table-container td {
+  border: 1px solid #ddd;
+  padding: 10px; /* Increased padding for better readability */
+  text-align: left;
+}
+
+.table-container th {
+  background-color: #f2f2f2; /* Light background for header */
+  position: sticky;
+  top: 0;
+  z-index: 1;
+}
+
+.search-box {
+  margin-bottom: 15px; /* Increased margin for spacing */
+}
+
+.search-box input {
+  padding: 10px; /* Increased padding */
+  width: 100%;
+  box-sizing: border-box;
+  border: 1px solid #ccc; /* Border color */
+  border-radius: 4px; /* Rounded corners for input */
+  transition: border-color 0.3s; /* Transition for border color on focus */
+}
+
+.search-box input:focus {
+  border-color: #3f51b5; /* Change border color on focus */
+}
+
+/* Button Styling */
+
+/* CSV Upload Button */
+#upload-btn {
+  background-color: #e0f7fa; /* Light blue background */
+  color: #3f51b5; /* Primary text color */
+  padding: 12px 30px; /* Add padding */
+  border: none; /* Remove borders */
+  border-radius: 50px; /* Fully rounded corners */
+  cursor: pointer; /* Pointer cursor on hover */
+  box-shadow: 0 4px 10px rgba(0, 0, 0, 0.1); /* Floating shadow effect */
+  transition: background-color 0.3s ease, transform 0.3s ease; /* Smooth transitions */
+}
+
+#upload-btn:hover {
+  background-color: #b2ebf2; /* Slightly darker light blue on hover */
+  transform: translateY(-3px); /* Slight lift effect */
+}
+
+#generate-graphical-report-btn {
+  background-color: #e0f7fa; /* Light blue background */
+  color: #3f51b5; /* Primary text color */
+  padding: 12px 30px; /* Add padding */
+  border: none; /* Remove borders */
+  border-radius: 50px; /* Fully rounded corners */
+  cursor: pointer; /* Pointer cursor on hover */
+  box-shadow: 0 4px 10px rgba(0, 0, 0, 0.1); /* Floating shadow effect */
+  transition: background-color 0.3s ease, transform 0.3s ease; /* Smooth transitions */
+}
+
+#generate-graphical-report-btn:hover {
+  background-color: #b2ebf2; /* Slightly darker light blue on hover */
+  transform: translateY(-3px); /* Slight lift effect */
+}
+
+#generate-summary-pdf-btn {
+  background-color: #e0f7fa; /* Light blue background */
+  color: #3f51b5; /* Primary text color */
+  padding: 12px 30px; /* Add padding */
+  border: none; /* Remove borders */
+  border-radius: 50px; /* Fully rounded corners */
+  cursor: pointer; /* Pointer cursor on hover */
+  box-shadow: 0 4px 10px rgba(0, 0, 0, 0.1); /* Floating shadow effect */
+  transition: background-color 0.3s ease, transform 0.3s ease; /* Smooth transitions */
+}
+#generate-summary-pdf-btn:hover {
+  background-color: #b2ebf2; /* Slightly darker light blue on hover */
+  transform: translateY(-3px); /* Slight lift effect */
+}
+/* Generate Summary Report Button */
+#generate-summary-report-btn {
+  background-color: #e0f7fa; /* Light blue background */
+  color: #3f51b5; /* Primary text color */
+  padding: 12px 30px; /* Add padding */
+  border: none; /* Remove borders */
+  border-radius: 50px; /* Fully rounded corners */
+  cursor: pointer; /* Pointer cursor on hover */
+  box-shadow: 0 4px 10px rgba(0, 0, 0, 0.1); /* Floating shadow effect */
+  transition: background-color 0.3s ease, transform 0.3s ease; /* Smooth transitions */
+}
+
+#generate-summary-report-btn:hover {
+  background-color: #b2ebf2; /* Slightly darker light blue on hover */
+  transform: translateY(-3px); /* Slight lift effect */
+}
+
+
+.logout-btn {
+  background-color: #e0f7fa; /* Light blue background */
+  color: #3f51b5; /* Primary text color */
+  padding: 12px 30px; /* Add padding */
+  border: none; /* Remove borders */
+  border-radius: 50px; /* Fully rounded corners */
+  cursor: pointer; /* Pointer cursor on hover */
+  box-shadow: 0 4px 10px rgba(0, 0, 0, 0.1); /* Floating shadow effect */
+  transition: background-color 0.3s ease, transform 0.3s ease; /* Smooth transitions */
+
+}
+
+.logout-btn:hover {
+  background-color: #b2ebf2; /* Slightly darker light blue on hover */
+  transform: translateY(-3px); /* Slight lift effect */
+}
+
+
+.upload-spinner-wrapper {
+  display: none;
+  margin-top: 15px;
+  text-align: center;
+  font-weight: 500;
+  color: #ffffff;
+}
+
+.upload-wrapper {
+  display: flex;
+  align-items: center;
+  gap: 10px;
+}
+
+.spinner-group {
+  display: none; /* hidden until upload starts */
+  align-items: center;
+}
+
+.nav-buttons {
+  display: flex;
+  align-items: center;
+  justify-content: flex-end;
+  gap: 15px;
+}
+
+.upload-area {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+}
+
+.spinner {
+  border: 4px solid #f3f3f3;
+  border-top: 4px solid #3498db;
+  border-radius: 50%;
+  width: 20px;
+  height: 20px;
+  animation: spin 1s linear infinite;
+}
+
+/* Spinner animation */
+@keyframes spin {
+  0% { transform: rotate(0deg); }
+  100% { transform: rotate(360deg); }
+}
diff --git a/SDGP2025_23029627/sdd/SD/static/dashboard.js b/SDGP2025_23029627/sdd/SD/static/dashboard.js
new file mode 100644
index 0000000000000000000000000000000000000000..32a36c0a5795dd09fc8d43f9053d93c9ddc31242
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/static/dashboard.js
@@ -0,0 +1,463 @@
+document.addEventListener('DOMContentLoaded', () => {
+    const uploadBtn = document.getElementById('upload-btn');
+    const csvUploadInput = document.getElementById('csv-upload');
+    const searchInput = document.getElementById('search-input');
+    const showReferredCheckbox = document.getElementById('show-referred');
+    const generateGraphicalReportBtn = document.querySelector('.reports button:nth-child(2)');
+    const generateSummaryReportBtn = document.querySelector('.reports button:nth-child(3)'); 
+
+    let patientsData = [];
+    let displayedData = []; // New variable to keep track of displayed data separately
+
+    // When the button is clicked, trigger the hidden file input
+    // ✅ Only handle Upload CSV button click
+    uploadBtn.addEventListener('click', () => {
+        csvUploadInput.click();
+    });
+
+    // ✅ These should be outside, not nested
+    generateGraphicalReportBtn.addEventListener('click', generateGraphicalReport);
+    generateSummaryReportBtn.addEventListener('click', generateSummaryReport);
+
+    // ✅ Only run if login button exists
+    const loginButton = document.getElementById('login-button');
+    if (loginButton) {
+        loginButton.onclick = function () {
+            window.location.href = '/login';
+        };
+    }
+
+    csvUploadInput.addEventListener('change', (event) => {
+        const file = event.target.files[0];
+        if (file) {
+            // ✅ Show the spinner
+            document.getElementById('upload-spinner').style.display = 'block'; // ✅
+    
+            const formData = new FormData();
+            formData.append('file', file);
+    
+            fetch('/upload_csv', {
+                method: 'POST',
+                body: formData
+            })
+            .then(response => response.json())
+            .then(data => {
+                // ✅ Hide the spinner
+                document.getElementById('upload-spinner').style.display = 'none';
+
+    
+                if (data.status === "CSV data uploaded successfully") {
+                    fetchDataFromDatabase();
+                    showUploadConfirmation();
+                } else {
+                    showError("Error: CSV upload failed.");
+                }
+            })
+            .catch(error => {
+                // ✅ Hide the spinner on error too
+                document.getElementById('upload-spinner').style.display = 'block';
+                console.error('Error uploading file:', error);
+                showError("Error: Could not upload CSV.");
+            });
+        }
+    });
+    
+    
+    
+
+    // Fetch data from the database
+    let originalPatientsData = []; // Store unmodified original data
+
+    function fetchDataFromDatabase() {
+        fetch('/api/patient_data')
+            .then(response => response.json())
+            .then(data => {
+                patientsData = data;
+                originalPatientsData = JSON.parse(JSON.stringify(data)); // Deep copy
+                displayedData = [...patientsData]; 
+                
+                displayCSVContents(displayedData);  // ✅ Show table updates
+                updateSummaryBoxes();  // ✅ Update registered patients & referrals
+            })
+            .catch(error => console.error('Error fetching data:', error));
+    }
+    
+    
+    function showUploadConfirmation() {
+        // Create the notification container
+        const confirmationDiv = document.createElement("div");
+        confirmationDiv.id = "upload-confirmation";
+        confirmationDiv.innerHTML = `
+            <div class="confirmation-content">
+                <svg width="40" height="40" viewBox="0 0 24 24" fill="none" stroke="green" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
+                    <circle cx="12" cy="12" r="10"></circle>
+                    <path d="M9 12l2 2 4-4"></path>
+                </svg>
+                <div>
+                    <h3>CSV Uploaded Successfully</h3>
+                    <p>Your data has been processed and added to the system.</p>
+                </div>
+            </div>
+        `;
+    
+        confirmationDiv.classList.add("upload-confirmation-box");
+        document.body.appendChild(confirmationDiv);
+    
+        // ✅ Fetch and update data in the background
+        fetchDataFromDatabase();
+    
+        // ❌ Remove the confirmation box smoothly after 6 seconds
+        setTimeout(() => {
+            confirmationDiv.classList.add("fade-out"); // Start fade out animation
+            setTimeout(() => confirmationDiv.remove(), 500); // Remove after animation
+        }, 6000);
+    }
+    
+    
+// ❌ Function to show a nice error pop-up if upload fails
+    function showError(message) {
+        Swal.fire({
+            title: "Upload Failed",
+            text: message,
+            icon: "error",
+            confirmButtonText: "Try Again",
+            showCloseButton: true,
+        });
+    }
+
+
+    // Listen for changes in search input and checkbox for filtering
+    searchInput.addEventListener('input', filterTable);
+    showReferredCheckbox.addEventListener('change', filterTable);
+
+    // Display data in the table with click event for each row
+    function displayCSVContents(data) {
+        const tableBody = document.querySelector('#patient-table tbody');
+        tableBody.innerHTML = '';  // Clear previous rows
+    
+        data.forEach(entry => {
+            const row = tableBody.insertRow();
+    
+            // ✅ Highlight ML-referred patients **only when ML is selected**
+            if (document.getElementById('show-ml-referred').checked && entry.ml_predicted_referral == 1) {
+                row.style.backgroundColor = "#ffeeba"; // Light yellow highlight
+                row.style.fontWeight = "bold";
+            }
+    
+            row.insertCell(0).textContent = entry.encounterId;
+            row.insertCell(1).textContent = entry.end_tidal_co2;
+            row.insertCell(2).textContent = entry.feed_vol;
+            row.insertCell(3).textContent = entry.feed_vol_adm;
+            row.insertCell(4).textContent = entry.fio2;
+            row.insertCell(5).textContent = entry.fio2_ratio;
+            row.insertCell(6).textContent = entry.insp_time;
+            row.insertCell(7).textContent = entry.oxygen_flow_rate;
+            row.insertCell(8).textContent = entry.peep;
+            row.insertCell(9).textContent = entry.pip;
+            row.insertCell(10).textContent = entry.resp_rate;
+            row.insertCell(11).textContent = entry.sip;
+            row.insertCell(12).textContent = entry.tidal_vol;
+            row.insertCell(13).textContent = entry.tidal_vol_actual;
+            row.insertCell(14).textContent = entry.tidal_vol_kg;
+            row.insertCell(15).textContent = entry.tidal_vol_spontaneous;
+            row.insertCell(16).textContent = entry.bmi;
+            row.insertCell(17).textContent = entry.referral;
+    
+            // ✅ Fix: Attach event listener to each row
+            row.addEventListener("click", function() {
+                displayPatientData(entry);  // Show patient details when clicking row
+            });
+        });
+    }
+    
+    
+    function displayPatientData(patient) {
+        const patientDataSection = document.querySelector('.patient-data');
+        patientDataSection.innerHTML = `
+            <h2>Patient Data:</h2>
+            <p>Encounter ID: ${patient.encounterId}</p>
+            <p>End Tidal CO2: ${patient.end_tidal_co2}</p>
+            <p>Feed Volume: ${patient.feed_vol}</p>
+            <p>Feed Volume Administered: ${patient.feed_vol_adm}</p>
+            <p>FiO2: ${patient.fio2}</p>
+            <p>FiO2 Ratio: ${patient.fio2_ratio}</p>
+            <p>Inspiration Time: ${patient.insp_time}</p>
+            <p>Oxygen Flow Rate: ${patient.oxygen_flow_rate}</p>
+            <p>PEEP: ${patient.peep}</p>
+            <p>PIP: ${patient.pip}</p>
+            <p>Respiratory Rate: ${patient.resp_rate}</p>
+            <p>SIP: ${patient.sip}</p>
+            <p>Tidal Volume: ${patient.tidal_vol}</p>
+            <p>Tidal Volume Actual: ${patient.tidal_vol_actual}</p>
+            <p>Tidal Volume per KG: ${patient.tidal_vol_kg}</p>
+            <p>Tidal Volume Spontaneous: ${patient.tidal_vol_spontaneous}</p>
+            <p>BMI: ${patient.bmi}</p>
+            <p>Referral: ${patient.referral}</p>
+        `;
+    
+        // Call generateGraph with the patient data to render the chart
+        generateGraph([
+            patient.encounterId, 
+            patient.end_tidal_co2, 
+            patient.feed_vol, 
+            patient.feed_vol_adm, 
+            patient.fio2, 
+            patient.fio2_ratio, 
+            patient.insp_time, 
+            patient.oxygen_flow_rate, 
+            patient.peep, 
+            patient.pip, 
+            patient.resp_rate, 
+            patient.sip, 
+            patient.tidal_vol, 
+            patient.tidal_vol_actual, 
+            patient.tidal_vol_kg, 
+            patient.tidal_vol_spontaneous, 
+            patient.bmi
+        ]);
+    }
+    
+
+    // Function to update the summary boxes with counts of unique registered patients and referrals
+    function updateSummaryBoxes() {
+        const uniqueEncounters = new Set();
+        const uniqueReferredEncounters = new Set();
+    
+        patientsData.forEach(patient => {
+            const encounterId = patient.encounterId;
+            uniqueEncounters.add(encounterId); // ✅ Count unique patients
+    
+            // ✅ Check if the patient is referred (either manually or ML-predicted)
+            if (patient.referral == 1 || patient.referral == "1.0" || patient.ml_predicted_referral == 1) {
+                uniqueReferredEncounters.add(encounterId);
+            }
+        });
+    
+        // ✅ Update the counts dynamically
+        document.getElementById('registered-patients-count').textContent = uniqueEncounters.size;
+        document.getElementById('referrals-count').textContent = uniqueReferredEncounters.size;
+    }
+    
+    const showMLReferredCheckbox = document.getElementById('show-ml-referred');
+    showMLReferredCheckbox.addEventListener('change', filterTable);
+
+
+    // Function to filter the table based on search input and checkbox
+    function filterTable() {
+        const searchValue = searchInput.value.toLowerCase();
+        const showReferred = showReferredCheckbox.checked;
+        const showMLReferred = document.getElementById('show-ml-referred').checked;
+    
+        if (showMLReferred) {
+            // When ML Referral is selected, filter only ML-predicted referrals
+            displayedData = originalPatientsData.filter(entry => entry.ml_predicted_referral == 1);
+            
+            // Change referral column to 1 for these patients
+            displayedData.forEach(entry => {
+                entry.referral = 1; // Force referral to 1 when ML is selected
+            });
+        } else {
+            // Restore original data when ML checkbox is unchecked
+            displayedData = JSON.parse(JSON.stringify(originalPatientsData)); // Reset to original CSV data
+        }
+    
+        // Apply search and referral filters
+        displayedData = displayedData.filter(entry => {
+            const matchesSearch = entry.encounterId.toString().toLowerCase().includes(searchValue);
+            const isReferred = entry.referral == 1 || entry.referral == "1.0";
+    
+            if (showReferred) {
+                return matchesSearch && isReferred;
+            }
+            return matchesSearch;
+        });
+    
+        displayCSVContents(displayedData);
+    }    
+    
+    
+    
+    
+});
+
+// Function to generate a graph for the selected patient
+function generateGraph(patient) {
+    // Prepare data for the graph
+    const labels = [
+        'End Tidal CO2', 'Feed Volume', 'Feed Volume Administered', 'FiO2', 'FiO2 Ratio',
+        'Inspiration Time', 'Oxygen Flow Rate', 'PEEP', 'PIP', 'Respiratory Rate', 'SIP',
+        'Tidal Volume', 'Tidal Volume Actual', 'Tidal Volume per KG', 'Tidal Volume Spontaneous', 'BMI'
+    ];
+
+    const values = patient.slice(1, 17).map(value => parseFloat(value)); // Convert string to float for graph data
+
+    // Generate chart container if it doesn't exist
+    let chartContainer = document.getElementById('chartContainer');
+
+    if (!chartContainer) {
+        const chartDiv = document.createElement('div');
+        chartDiv.id = 'chartContainer';
+        chartDiv.innerHTML = '<canvas id="patientChart"></canvas>';
+        document.querySelector('.main-content').appendChild(chartDiv);  // Add it under main content
+    } else {
+        // If the chart already exists, destroy it
+        if (window.patientChart) {
+            window.patientChart.destroy();
+        }
+    }
+
+    const ctx = document.getElementById('patientChart').getContext('2d');
+
+    // Create a new chart and store it in the window object
+    window.patientChart = new Chart(ctx, {
+        type: 'bar',
+        data: {
+            labels: labels,
+            datasets: [{
+                label: `Patient: ${patient[0]}`, // Corrected chart label
+                data: values,
+                backgroundColor: 'rgba(75, 192, 192, 0.2)',
+                borderColor: 'rgba(75, 192, 192, 1)',
+                borderWidth: 1
+            }]
+        },
+        options: {
+            responsive: true,
+            maintainAspectRatio: false,
+            scales: {
+                y: {
+                    beginAtZero: true
+                }
+            }
+        }
+    });
+}
+
+// Function to generate a summary report for the uploaded CSV
+function generateSummaryReport() {
+    fetch('/api/generate_summary_report')
+        .then(response => response.json())
+        .then(summaryData => {
+            const { total_patients, referred_patients, avg_feed_volume, avg_fio2 } = summaryData;
+
+            // Update the summary report section in the HTML
+            const summaryDiv = document.getElementById('summaryReport') || createSummaryReport();
+            summaryDiv.innerHTML = `
+                <h3>Summary Report</h3>
+                <p>Total Patients: ${total_patients}</p>
+                <p>Referred Patients: ${referred_patients}</p>
+                <p>Average Feed Volume: ${avg_feed_volume} ml</p>
+                <p>Average FiO2: ${avg_fio2}</p>
+            `;
+        })
+        .catch(error => console.error('Error generating summary report:', error));
+}
+
+// Function to create a summary report div if it doesn't exist
+function createSummaryReport() {
+    const reportSection = document.querySelector('.reports');
+    const summaryDiv = document.createElement('div');
+    summaryDiv.id = 'summaryReport';
+    reportSection.appendChild(summaryDiv);
+    return summaryDiv;
+}
+
+
+
+function generateGraphicalReport() {
+    fetch('/api/generate_graphical_report')
+        .then(response => response.json())
+        .then(patientsData => {
+            const labels = [
+                'End Tidal CO2', 'Feed Volume', 'Feed Volume Administered', 'FiO2', 'FiO2 Ratio',
+                'Inspiration Time', 'Oxygen Flow Rate', 'PEEP', 'PIP', 'Respiratory Rate', 'SIP',
+                'Tidal Volume', 'Tidal Volume Actual', 'Tidal Volume per KG', 'Tidal Volume Spontaneous', 'BMI'
+            ];
+
+            // Aggregate data from all patients for each metric
+            const aggregatedData = Array(labels.length).fill(0);
+            patientsData.forEach(patient => {
+                const values = [
+                    patient.end_tidal_co2, patient.feed_vol, patient.feed_vol_adm, patient.fio2,
+                    patient.fio2_ratio, patient.insp_time, patient.oxygen_flow_rate, patient.peep,
+                    patient.pip, patient.resp_rate, patient.sip, patient.tidal_vol, patient.tidal_vol_actual,
+                    patient.tidal_vol_kg, patient.tidal_vol_spontaneous, patient.bmi
+                ].map(value => parseFloat(value) || 0);
+
+                values.forEach((val, index) => {
+                    aggregatedData[index] += val;
+                });
+            });
+
+            let reportChartContainer = document.getElementById('reportChartContainer');
+            if (!reportChartContainer) {
+                const reportChartDiv = document.createElement('div');
+                reportChartDiv.id = 'reportChartContainer';
+                reportChartDiv.innerHTML = '<canvas id="reportChart" style="width: 100%; height: 600px;"></canvas>';
+                document.querySelector('.reports').appendChild(reportChartDiv);
+            } else {
+                if (window.reportChart) window.reportChart.destroy();
+            }
+
+            const ctx = document.getElementById('reportChart').getContext('2d');
+            window.reportChart = new Chart(ctx, {
+                type: 'bar',
+                data: {
+                    labels: labels,
+                    datasets: [{
+                        label: 'Aggregate Data for All Patients',
+                        data: aggregatedData,
+                        backgroundColor: 'rgba(54, 162, 235, 0.2)',
+                        borderColor: 'rgba(54, 162, 235, 1)',
+                        borderWidth: 1
+                    }]
+                },
+                options: {
+                    responsive: true,
+                    maintainAspectRatio: false,
+                    scales: {
+                        y: { beginAtZero: true }
+                    }
+                }
+            });
+        })
+        .catch(error => console.error('Error generating graphical report:', error));
+    
+}
+
+document.addEventListener('DOMContentLoaded', () => {
+    document.getElementById('generate-summary-pdf-btn').addEventListener('click', () => {
+        fetch('/generate_summary_pdf')
+            .then(response => {
+                if (!response.ok) {
+                    throw new Error("Failed to generate PDF");
+                }
+                return response.blob();
+            })
+            .then(blob => {
+                const url = window.URL.createObjectURL(blob);
+                const a = document.createElement('a');
+                a.href = url;
+                a.download = 'patient_summary_report.pdf'; // ✅ Download PDF
+                document.body.appendChild(a);
+                a.click();
+                window.URL.revokeObjectURL(url);
+            })
+            .catch(error => {
+                console.error('Error generating PDF:', error);
+            });
+    });
+});
+
+
+
+
+
+
+
+const zoomMeetingBtn = document.getElementById('zoom-meeting-btn');
+
+zoomMeetingBtn.addEventListener('click', () => {
+    const zoomMeetingUrl = "https://zoom.us/join"; // Replace with your Zoom meeting link
+    window.open(zoomMeetingUrl, '_blank'); // Open the Zoom link in a new tab
+});
\ No newline at end of file
diff --git a/SDGP2025_23029627/sdd/SD/static/login.css b/SDGP2025_23029627/sdd/SD/static/login.css
new file mode 100644
index 0000000000000000000000000000000000000000..d3cad6b212bf516c14c779665ae9ce9dd21080af
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/static/login.css
@@ -0,0 +1,116 @@
+/* General Reset */
+* {
+    margin: 0;
+    padding: 0;
+    box-sizing: border-box;
+}
+
+body {
+    font-family: Arial, sans-serif;
+    background-color: #f4f4f9;
+    display: flex;
+    justify-content: center;
+    align-items: center;
+    height: 100vh;
+}
+
+.container {
+    width: 400px;
+    background-color: white;
+    padding: 20px;
+    border-radius: 10px;
+    box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1);
+    text-align: center;
+}
+
+h1 {
+    color: #3b5998;
+    margin-bottom: 20px;
+}
+
+.login-section, .create-user-section {
+    display: flex;
+    flex-direction: column;
+}
+
+form {
+    margin-bottom: 20px;
+}
+
+/* Label styles */
+label {
+    font-size: 1em;
+    color: #333;
+}
+
+/* Input and select field styles */
+input,
+select {
+    width: 100%;
+    padding: 10px;
+    margin-top: 5px;
+    margin-bottom: 15px;
+    border: 1px solid #ccc;
+    border-radius: 5px;
+    font-size: 1em;
+    background-color: #fff;
+    box-shadow: inset 0 1px 3px rgba(0, 0, 0, 0.1);
+}
+
+/* Specialty dropdown styles to match input fields */
+select {
+    appearance: none; /* Hide default dropdown arrow */
+    background-image: url('data:image/svg+xml;charset=US-ASCII,%3csvg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 4 5"%3e%3cpath fill="%23999" d="M2 0L0 2h4z"%3e%3c/svg%3e');
+    background-repeat: no-repeat;
+    background-position: right 10px center;
+    background-size: 10px;
+    cursor: pointer;
+}
+
+/* Button styles */
+button {
+    width: 100%;
+    padding: 10px;
+    background-color: #3b5998;
+    color: white;
+    border: none;
+    border-radius: 5px;
+    cursor: pointer;
+    transition: background-color 0.3s;
+}
+
+button:hover {
+    background-color: #334d84;
+}
+
+/* Signup section and prompt */
+.signup-section {
+    margin-top: 15px;
+}
+
+.signup-section p {
+    font-size: 1em;
+    color: #666;
+}
+
+.signup-section button {
+    margin-top: 10px;
+}
+
+.signup-section button:hover {
+    background-color: #2e4e78;
+}
+
+.create-user-section p {
+    font-size: 0.9em;
+    color: #666;
+}
+
+.create-user-section a {
+    color: #3b5998;
+    text-decoration: none;
+}
+
+.create-user-section a:hover {
+    text-decoration: underline;
+}
diff --git a/SDGP2025_23029627/sdd/SD/static/pxfuel.com.jpg b/SDGP2025_23029627/sdd/SD/static/pxfuel.com.jpg
new file mode 100644
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diff --git a/SDGP2025_23029627/sdd/SD/static/reports/patient_summary_report.pdf b/SDGP2025_23029627/sdd/SD/static/reports/patient_summary_report.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..3eeeb2ca9e9f8a420e2abc543d72a90d2684c7d8
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/static/reports/patient_summary_report.pdf
@@ -0,0 +1,74 @@
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diff --git a/SDGP2025_23029627/sdd/SD/tempCodeRunnerFile.py b/SDGP2025_23029627/sdd/SD/tempCodeRunnerFile.py
new file mode 100644
index 0000000000000000000000000000000000000000..915026e2d71e704045fa02a382a4c88e88580d62
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/tempCodeRunnerFile.py
@@ -0,0 +1,296 @@
+from flask import Flask, render_template, request, jsonify, redirect, url_for, session, flash
+from flask_sqlalchemy import SQLAlchemy
+import os
+import csv
+from werkzeug.utils import secure_filename
+from werkzeug.security import generate_password_hash, check_password_hash
+from functools import wraps
+
+app = Flask(__name__)
+app.config['SQLALCHEMY_DATABASE_URI'] = 'mysql://root:Am_20462046@localhost/hospital_db'
+app.config['SQLALCHEMY_TRACK_MODIFICATIONS'] = False
+app.secret_key = 'a_more_persistent_secret_key'
+
+db = SQLAlchemy(app)
+
+
+# Define the doctors table model
+class Doctor(db.Model):
+    __tablename__ = 'doctors'
+    doctor_id = db.Column(db.Integer, primary_key=True)
+    first_name = db.Column(db.String(50))
+    last_name = db.Column(db.String(50))
+    email = db.Column(db.String(100))
+    password = db.Column(db.String(255))
+    specialty = db.Column(db.String(100))
+
+# Define the feeding_dashboard_data table model
+class FeedingDashboardData(db.Model):
+    __tablename__ = 'feeding_dashboard_data'
+    encounterId = db.Column(db.Integer, primary_key=True)
+    end_tidal_co2 = db.Column(db.Text)
+    feed_vol = db.Column(db.Text)
+    feed_vol_adm = db.Column(db.Text)
+    fio2 = db.Column(db.Text)
+    fio2_ratio = db.Column(db.Text)
+    insp_time = db.Column(db.Text)
+    oxygen_flow_rate = db.Column(db.Text)
+    peep = db.Column(db.Text)
+    pip = db.Column(db.Text)
+    resp_rate = db.Column(db.Text)
+    sip = db.Column(db.Text)
+    tidal_vol = db.Column(db.Text)
+    tidal_vol_actual = db.Column(db.Text)
+    tidal_vol_kg = db.Column(db.Text)
+    tidal_vol_spontaneous = db.Column(db.Text)
+    bmi = db.Column(db.Text)
+    referral = db.Column(db.Integer)
+    
+@app.route('/')
+def index():
+    return redirect(url_for('login'))
+
+
+def login_required(f):
+    @wraps(f)
+    def decorated_function(*args, **kwargs):
+        if 'doctor_id' not in session:
+            flash("Please log in to access this page.", "info")
+            return redirect(url_for('login'))
+        return f(*args, **kwargs)
+    return decorated_function
+
+@app.route('/signup', methods=['GET', 'POST'])
+def signup():
+    if request.method == 'POST':
+        try:
+            first_name = request.form['first_name']
+            last_name = request.form['last_name']
+            email = request.form['email']
+            password = request.form['password']
+            specialty = request.form.get('specialty')
+
+            # Logging form data to verify correctness
+            print(f"Received form data: {first_name}, {last_name}, {email}, {specialty}")
+
+            # Hash the password for secure storage
+            hashed_password = generate_password_hash(password, method='pbkdf2:sha256')
+
+            # Create and add the new doctor
+            new_doctor = Doctor(
+                first_name=first_name,
+                last_name=last_name,
+                email=email,
+                password=hashed_password,
+                specialty=specialty
+            )
+
+            db.session.add(new_doctor)
+            db.session.commit()
+
+            flash("Account created successfully! Please log in.", "success")
+            print("Account created successfully")
+            return redirect(url_for('login'))
+        except Exception as e:
+            db.session.rollback()
+            print(f"Error creating account: {e}")
+            flash(f"Error creating account: {e}", "danger")
+
+    return render_template('signup.html')
+
+
+
+@app.route('/login', methods=['GET', 'POST'])
+def login():
+    if request.method == 'POST':
+        email = request.form['email']
+        password = request.form['password']
+        
+        # Fetch the doctor by email
+        doctor = Doctor.query.filter_by(email=email).first()
+        
+        # Check password hash
+        if doctor and check_password_hash(doctor.password, password):
+            session['doctor_id'] = doctor.doctor_id  # Store doctor ID in session
+            flash("Login successful!", "success")
+            return redirect(url_for('dashboard'))
+        
+        flash("Invalid email or password", "danger")
+
+    return render_template('login.html')
+
+
+
+@app.route('/dashboard')
+@login_required
+def dashboard():
+    return render_template('dashboard.html')
+
+
+@app.route('/logout')
+def logout():
+    session.clear()
+    flash("You have been logged out.", "info")
+    return redirect(url_for('login'))
+
+
+
+
+# Route to handle CSV upload and save data to the database
+@app.route('/upload_csv', methods=['POST'])
+def upload_csv():
+    # Ensure 'file' is in the request
+    if 'file' not in request.files:
+        return jsonify({"error": "No file part in the request"}), 400
+
+    file = request.files['file']
+    if file.filename == '':
+        return jsonify({"error": "No selected file"}), 400
+
+    # Sanitize filename
+    filename = secure_filename(file.filename)
+    upload_folder = app.config.get('UPLOAD_FOLDER', 'uploads')
+
+    # Create the upload folder if it doesn't exist
+    if not os.path.exists(upload_folder):
+        os.makedirs(upload_folder)
+
+    # Save the file securely
+    filepath = os.path.join(upload_folder, filename)
+    file.save(filepath)
+
+    # Try reading the CSV file and inserting data
+    try:
+        with open(filepath, newline='') as csvfile:
+            csv_data = csv.reader(csvfile)
+            next(csv_data)  # Skip header row if present
+
+            # Process each row in the CSV
+            for row in csv_data:
+                if len(row) != 18:
+                    return jsonify({"error": "CSV format is incorrect"}), 400
+
+                print("Row data:", row)
+
+                new_entry = FeedingDashboardData(
+                    encounterId=row[0],
+                    end_tidal_co2=row[1],
+                    feed_vol=row[2],
+                    feed_vol_adm=row[3],
+                    fio2=row[4],
+                    fio2_ratio=row[5],
+                    insp_time=row[6],
+                    oxygen_flow_rate=row[7],
+                    peep=row[8],
+                    pip=row[9],
+                    resp_rate=row[10],
+                    sip=row[11],
+                    tidal_vol=row[12],
+                    tidal_vol_actual=row[13],
+                    tidal_vol_kg=row[14],
+                    tidal_vol_spontaneous=row[15],
+                    bmi=row[16],
+                    referral=row[17]
+                )
+                db.session.add(new_entry)
+
+            # Commit changes to the database
+            db.session.commit()
+
+    except Exception as e:
+        print("Error:", e)
+        return jsonify({"error": f"An error occurred while processing the CSV file: {str(e)}"}), 500
+
+    # Confirm successful upload
+    return jsonify({"status": "CSV data uploaded successfully"}), 200
+
+
+@app.route('/api/patient_data', methods=['GET'])
+def get_patient_data():
+    data = FeedingDashboardData.query.all()
+    return jsonify([{
+        "encounterId": entry.encounterId,
+        "end_tidal_co2": entry.end_tidal_co2,
+        "feed_vol": entry.feed_vol,
+        "feed_vol_adm": entry.feed_vol_adm,
+        "fio2": entry.fio2,
+        "fio2_ratio": entry.fio2_ratio,
+        "insp_time": entry.insp_time,
+        "oxygen_flow_rate": entry.oxygen_flow_rate,
+        "peep": entry.peep,
+        "pip": entry.pip,
+        "resp_rate": entry.resp_rate,
+        "sip": entry.sip,
+        "tidal_vol": entry.tidal_vol,
+        "tidal_vol_actual": entry.tidal_vol_actual,
+        "tidal_vol_kg": entry.tidal_vol_kg,
+        "tidal_vol_spontaneous": entry.tidal_vol_spontaneous,
+        "bmi": entry.bmi,
+        "referral": entry.referral
+    } for entry in data])
+
+
+@app.route('/api/generate_graphical_report')
+def generate_graphical_report_data():
+    data = FeedingDashboardData.query.all()
+    # Format data for graphical report
+    response_data = [{
+        "encounterId": entry.encounterId,
+        "end_tidal_co2": entry.end_tidal_co2,
+        "feed_vol": entry.feed_vol,
+        "feed_vol_adm": entry.feed_vol_adm,
+        "fio2": entry.fio2,
+        "fio2_ratio": entry.fio2_ratio,
+        "insp_time": entry.insp_time,
+        "oxygen_flow_rate": entry.oxygen_flow_rate,
+        "peep": entry.peep,
+        "pip": entry.pip,
+        "resp_rate": entry.resp_rate,
+        "sip": entry.sip,
+        "tidal_vol": entry.tidal_vol,
+        "tidal_vol_actual": entry.tidal_vol_actual,
+        "tidal_vol_kg": entry.tidal_vol_kg,
+        "tidal_vol_spontaneous": entry.tidal_vol_spontaneous,
+        "bmi": entry.bmi
+    } for entry in data]
+    
+    return jsonify(response_data)
+
+@app.route('/api/generate_summary_report')
+def generate_summary_report():
+    data = FeedingDashboardData.query.all()
+    
+    # Initialize summary variables
+    total_patients = len(data)
+    referred_patients = 0
+    feed_volume_sum = 0.0
+    fio2_sum = 0.0
+
+    # Calculate the required summary statistics
+    for entry in data:
+        if entry.referral == 1 or entry.referral == "1.0":
+            referred_patients += 1
+        feed_volume_sum += float(entry.feed_vol) if entry.feed_vol else 0.0
+        fio2_sum += float(entry.fio2) if entry.fio2 else 0.0
+
+    # Calculate averages
+    avg_feed_volume = (feed_volume_sum / total_patients) if total_patients > 0 else 0.0
+    avg_fio2 = (fio2_sum / total_patients) if total_patients > 0 else 0.0
+
+    # Prepare the summary data to send as JSON
+    summary_data = {
+        "total_patients": total_patients,
+        "referred_patients": referred_patients,
+        "avg_feed_volume": round(avg_feed_volume, 2),
+        "avg_fio2": round(avg_fio2, 2)
+    }
+
+    return jsonify(summary_data)
+
+
+
+if __name__ == '__main__':
+    # Create tables if they don't exist
+    with app.app_context():
+        db.create_all()
+    app.run(debug=True)
\ No newline at end of file
diff --git a/SDGP2025_23029627/sdd/SD/templates/dashboard.html b/SDGP2025_23029627/sdd/SD/templates/dashboard.html
new file mode 100644
index 0000000000000000000000000000000000000000..907c909f2add0bfac90b16ad7b5d3894a9222f22
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/templates/dashboard.html
@@ -0,0 +1,170 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Feeding Dashboard</title>
+    <!-- Link to CSS file -->
+    <link rel="stylesheet" href="{{ url_for('static', filename='dashboard.css') }}">
+        <!-- SweetAlert2 for pop-up notifications -->
+    <script src="https://cdn.jsdelivr.net/npm/sweetalert2@11"></script>
+
+</head>
+<body>
+    <div class="app">
+        <header class="navbar">
+            <h1>Feeding Dashboard</h1>
+            <nav>
+            
+            </nav>
+            <div class="nav-buttons">
+                <input type="file" id="csv-upload" style="display:none" accept=".csv" />
+            
+                <!-- ✅ Button + Spinner Wrapper -->
+                <div class="upload-area">
+                    <div id="upload-spinner" class="spinner" style="display: none;"></div>
+                    <button class="csv-upload" id="upload-btn">Upload CSV</button>
+                </div>
+            
+                <!-- Logout button stays here -->
+                <a href="{{ url_for('logout') }}" class="logout-btn">Logout</a>
+            </div>
+            
+            
+            
+        
+            <!-- ✅ Ensure this confirmation message exists -->
+            <div id="upload-confirmation" style="display: none; color: green; font-weight: bold; margin-top: 10px;">
+                CSV file uploaded successfully!
+            </div>
+        </header>
+        
+
+        <!-- Summary Section -->
+        <section class="summary">
+            <div class="summary-box small-box">
+                <h3>Registered Patients</h3>
+                <p id="registered-patients-count">0</p>
+                <span>+8% since 2024</span>
+            </div>
+            <div class="summary-box small-box">
+                <h3>Referrals</h3>
+                <p id="referrals-count">0</p>
+                <span>-2% since 2024</span>
+            </div>
+            <button id="zoom-meeting-btn">Create Zoom Meeting</button> <!-- New Button -->
+        </section>
+
+        <main class="main-content">
+            <!-- Patient List Section -->
+            <section class="patient-list">
+                <h2>Patient List</h2>
+                <!-- Search Box -->
+                <div class="search-box">
+                    <input type="text" id="search-input" placeholder="Search by Encounter ID" />
+                </div>
+                <div class="table-container">
+                    <table id="patient-table">
+                        <thead>
+                            <tr>
+                                <th>Encounter ID</th>
+                                <th>End Tidal CO2</th>
+                                <th>Feed Volume</th>
+                                <th>Feed Volume Administered</th>
+                                <th>FiO2</th>
+                                <th>FiO2 Ratio</th>
+                                <th>Inspiration Time</th>
+                                <th>Oxygen Flow Rate</th>
+                                <th>PEEP</th>
+                                <th>PIP</th>
+                                <th>Respiratory Rate</th>
+                                <th>SIP</th>
+                                <th>Tidal Volume</th>
+                                <th>Tidal Volume Actual</th>
+                                <th>Tidal Volume per KG</th>
+                                <th>Tidal Volume Spontaneous</th>
+                                <th>BMI</th>
+                                <th>Referral Status</th>
+                            </tr>
+                        </thead>                        
+                        <tbody>
+                            <!-- Rows will be added dynamically -->
+                        </tbody>
+                    </table>
+                </div>
+                <!-- Filter Option -->
+                <div class="filter">
+                    <label>
+                        <input type="checkbox" id="show-referred" />
+                        Show Referred Patients Only
+                    </label>
+
+                    <label>
+                        <input type="checkbox" id="show-ml-referred" />
+                        Show ML-Predicted Referral
+                    </label>
+                    
+                </div>
+
+                <!-- Reports Section -->
+                <section class="reports">
+                    <h2>Reports</h2>
+                    <button id="generate-graphical-report-btn">Generate Graphical Report</button>
+
+                    <button id="generate-summary-pdf-btn">Download Summary Report</button>
+
+                </section>
+            </section>
+
+            <!-- Individual Patient Data Section -->
+            <section class="patient-data">
+                <h2>Patient Data:</h2>
+                <p>Encounter ID:</p>
+                <p>End Tidal CO2:</p>
+                <p>Feed Volume:</p>
+                <p>Feed Volume Administered:</p>
+                <p>FiO2:</p>
+                <p>FiO2 Ratio:</p>
+                <p>Inspiration Time:</p>
+                <p>Oxygen Flow Rate:</p>
+                <p>PEEP:</p>
+                <p>PIP:</p>
+                <p>Respiratory Rate:</p>
+                <p>SIP:</p>
+                <p>Tidal Volume:</p>
+                <p>Tidal Volume Actual:</p>
+                <p>Tidal Volume per KG:</p>
+                <p>Tidal Volume Spontaneous:</p>
+                <p>BMI:</p>
+                <p>Referral:</p>
+
+                <!-- Container for the graph -->
+                <div id="chartContainer" style="display:none;">
+                    <canvas id="patientChart"></canvas>
+                </div>
+            </section>
+        </main>
+
+        <!-- Include JavaScript -->
+        <script src="https://cdn.jsdelivr.net/npm/chart.js"></script>
+        <script src="{{ url_for('static', filename='dashboard.js') }}"></script>
+        <script>
+            document.addEventListener("DOMContentLoaded", () => {
+                {% with messages = get_flashed_messages(with_categories=true) %}
+                    {% if messages %}
+                        {% for category, message in messages %}
+                            Swal.fire({
+                                icon: "{{ 'error' if category == 'danger' else category }}",
+                                title: "{{ 'Oops!' if category == 'danger' else '' }}",
+                                text: "{{ message }}",
+                                confirmButtonColor: '#3085d6'
+                            });
+                        {% endfor %}
+                    {% endif %}
+                {% endwith %}
+            });
+        </script>
+    </div>
+
+</body>
+</html>
\ No newline at end of file
diff --git a/SDGP2025_23029627/sdd/SD/templates/login.html b/SDGP2025_23029627/sdd/SD/templates/login.html
new file mode 100644
index 0000000000000000000000000000000000000000..91b27ce230b46c2e5d358ed8eb28113ffd661cd2
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/templates/login.html
@@ -0,0 +1,56 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Doctor Login</title>
+    <link rel="stylesheet" href="{{ url_for('static', filename='login.css') }}">
+    <script src="https://cdn.jsdelivr.net/npm/sweetalert2@11"></script>
+</head>
+<body>
+    <div class="container">
+        <h1>Doctor Login</h1>
+        <div class="login-section">
+            <!-- Added action and method attributes -->
+            <form id="login-form" action="{{ url_for('login') }}" method="POST">
+                <div class="input-field">
+                    <label for="email">Email:</label>
+                    <!-- Added name attribute to retrieve in Flask -->
+                    <input type="text" id="email" name="email" placeholder="Enter your email" required>
+                </div>
+
+                <div class="input-field">
+                    <label for="password">Password:</label>
+                    <!-- Added name attribute to retrieve in Flask -->
+                    <input type="password" id="password" name="password" placeholder="Enter your password" required>
+                </div>
+
+                <button type="submit" class="submit-btn">Login</button>
+            </form>
+
+            <div class="signup-section">
+                <p>New Doctor?</p>
+                <button id="signup-button" onclick="window.location.href='{{ url_for('signup') }}'">Sign Up</button>
+            </div>
+        </div>
+    </div>
+
+    <script src="{{ url_for('static', filename='dashboard.js') }}"></script>
+
+    {% with messages = get_flashed_messages(with_categories=true) %}
+      {% if messages %}
+        <script>
+          {% for category, message in messages %}
+            Swal.fire({
+              icon: "{{ 'error' if category == 'danger' else category }}",
+              title: "{{ '' if category == 'danger' else 'Success' }}",
+              text: "{{ message }}",
+              timer: 2000,
+              showConfirmButton: false
+            });
+          {% endfor %}
+        </script>
+      {% endif %}
+    {% endwith %}
+</body>
+</html>
diff --git a/SDGP2025_23029627/sdd/SD/templates/signup.html b/SDGP2025_23029627/sdd/SD/templates/signup.html
new file mode 100644
index 0000000000000000000000000000000000000000..03b65fd32f3e93014b6d676d129456767fd301d3
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/templates/signup.html
@@ -0,0 +1,59 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Create Doctor Account</title>
+    <link rel="stylesheet" href="{{ url_for('static', filename='login.css') }}">
+</head>
+<body>
+    <div class="container">
+        <h1>Create Account</h1>
+        <form id="create-user-form" class="signup-form" action="{{ url_for('signup') }}" method="POST">
+            <div class="input-field">
+                <label for="new-firstname">First Name:</label>
+                <input type="text" id="new-firstname" name="first_name" placeholder="Enter your first name" required>
+            </div>
+            
+            <div class="input-field">
+                <label for="new-lastname">Last Name:</label>
+                <input type="text" id="new-lastname" name="last_name" placeholder="Enter your last name" required>
+            </div>
+            
+            <div class="input-field">
+                <label for="email">Email:</label>
+                <input type="email" id="email" name="email" placeholder="Enter Your Email" required>
+            </div>
+            
+            <div class="input-field">
+                <label for="specialty">Specialty:</label>
+                <select id="specialty" name="specialty" required>
+                    <option value="" disabled selected>Select your specialty</option>
+                    <option value="cardiologist">Cardiologist</option>
+                    <option value="dermatologist">Dermatologist</option>
+                    <option value="neurologist">Neurologist</option>
+                    <option value="pediatrician">Pediatrician</option>
+                    <option value="orthopedic-surgeon">Orthopedic Surgeon</option>
+                    <option value="endocrinologist">Endocrinologist</option>
+                </select>
+            </div>
+            
+            <div class="input-field">
+                <label for="new-password">Password:</label>
+                <input type="password" id="new-password" name="password" placeholder="Create a password" required>
+            </div>
+            
+            <div class="input-field">
+                <label for="confirm-password">Confirm Password:</label>
+                <input type="password" id="confirm-password" name="confirm_password" placeholder="Confirm password" required>
+            </div>
+            
+            <button type="submit" class="submit-btn">Create Account</button>
+        </form>
+        <button id="login-button" onclick="window.location.href='{{ url_for('login') }}'">Login here</button>
+
+    </div>
+
+    <script src="dashboard.js"></script>
+</body>
+</html>
\ No newline at end of file
diff --git a/SDGP2025_23029627/sdd/SD/trainingmodel.py b/SDGP2025_23029627/sdd/SD/trainingmodel.py
new file mode 100644
index 0000000000000000000000000000000000000000..0a4f63ea6b87f033b19c29a4c1412bf821a5b968
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/trainingmodel.py
@@ -0,0 +1,67 @@
+import pandas as pd
+import joblib
+import os
+from sklearn.model_selection import train_test_split
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.preprocessing import StandardScaler
+import mysql.connector
+
+model = joblib.load("dietitian_referral_model.pkl")
+scaler = joblib.load("scaler.pkl")
+
+# ✅ Database Configuration (Modify if needed)
+DB_CONFIG = {
+    "host": "localhost",
+    "user": "root",
+    "password": "Immortal10!!",  # Replace with your actual password
+    "database": "hospital_db"
+}
+
+# ✅ Step 1: Connect to the MySQL Database and Load Data
+try:
+    conn = mysql.connector.connect(**DB_CONFIG)
+    query = "SELECT * FROM feeding_dashboard_data;"
+    df = pd.read_sql(query, conn)
+    conn.close()
+    print("\n🟢 Successfully loaded data from MySQL database.")
+
+except Exception as e:
+    print(f"\n❌ Database Connection Error: {e}")
+    exit()
+
+# ✅ Step 2: Define Features & Target
+features = [
+    "end_tidal_co2", "feed_vol", "feed_vol_adm", "fio2", "fio2_ratio",
+    "insp_time", "oxygen_flow_rate", "peep", "pip", "resp_rate",
+    "sip", "tidal_vol", "tidal_vol_actual", "tidal_vol_kg",
+    "tidal_vol_spontaneous", "bmi"
+]
+target = "referral"
+
+# ✅ Step 3: Drop rows where target is missing
+df = df.dropna(subset=[target])
+
+# ✅ Step 4: Handle Missing Values in Features
+df[features] = df[features].apply(pd.to_numeric, errors='coerce')  # Convert to numeric
+df.fillna(df.median(), inplace=True)  # Replace missing values with median
+
+# ✅ Step 5: Extract Features (X) and Target (y)
+X = df[features]
+y = df[target].astype(int)  # Ensure target is integer
+
+# ✅ Step 6: Scale Features for Better Model Performance
+scaler = StandardScaler()
+X_scaled = scaler.fit_transform(X)
+
+# ✅ Step 7: Split Data into Training and Testing Sets
+X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)
+
+# ✅ Step 8: Train Model
+model = RandomForestClassifier(n_estimators=100, random_state=42, class_weight="balanced")
+model.fit(X_train, y_train)
+
+# ✅ Step 9: Save Model & Scaler
+joblib.dump(model, "dietitian_referral_model.pkl")
+joblib.dump(scaler, "scaler.pkl")
+
+print("\n🚀 **Training complete! Model & scaler saved successfully.**")
diff --git a/SDGP2025_23029627/sdd/SD/uploads/Feeding_Dashboard_data.csv b/SDGP2025_23029627/sdd/SD/uploads/Feeding_Dashboard_data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f531b67a1221c5c232b13338e91348f02e2f5a8c
--- /dev/null
+++ b/SDGP2025_23029627/sdd/SD/uploads/Feeding_Dashboard_data.csv
@@ -0,0 +1,5387 @@
+encounterId,end_tidal_co2,feed_vol,feed_vol_adm,fio2,fio2_ratio,insp_time,oxygen_flow_rate,peep,pip,resp_rate,sip,tidal_vol,tidal_vol_actual,tidal_vol_kg,tidal_vol_spon,bmi,referral
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diff --git a/SDGP2025_23029627/sdd/dietitian_referral_model.pkl b/SDGP2025_23029627/sdd/dietitian_referral_model.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..5f3412d3fa5c7cf23043dad1e30f32ffcf0fe330
Binary files /dev/null and b/SDGP2025_23029627/sdd/dietitian_referral_model.pkl differ
diff --git a/SDGP2025_23029627/sdd/key.py b/SDGP2025_23029627/sdd/key.py
new file mode 100644
index 0000000000000000000000000000000000000000..b1360758365066cafe248204bf085ebc8e821992
--- /dev/null
+++ b/SDGP2025_23029627/sdd/key.py
@@ -0,0 +1,2 @@
+from cryptography.fernet import Fernet
+print(Fernet.generate_key().decode())
diff --git a/SDGP2025_23029627/sdd/scaler.pkl b/SDGP2025_23029627/sdd/scaler.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..8f56f140414453a6c779b7c97e89a20d41c88609
Binary files /dev/null and b/SDGP2025_23029627/sdd/scaler.pkl differ
diff --git a/SDGP2025_23029627/sdd/uploads/Feeding_Dashboard_data.csv b/SDGP2025_23029627/sdd/uploads/Feeding_Dashboard_data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f531b67a1221c5c232b13338e91348f02e2f5a8c
--- /dev/null
+++ b/SDGP2025_23029627/sdd/uploads/Feeding_Dashboard_data.csv
@@ -0,0 +1,5387 @@
+encounterId,end_tidal_co2,feed_vol,feed_vol_adm,fio2,fio2_ratio,insp_time,oxygen_flow_rate,peep,pip,resp_rate,sip,tidal_vol,tidal_vol_actual,tidal_vol_kg,tidal_vol_spon,bmi,referral
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diff --git a/SDGP2025_23029627/sdd/uploads/Feeding_Dashboard_data_2.csv b/SDGP2025_23029627/sdd/uploads/Feeding_Dashboard_data_2.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f531b67a1221c5c232b13338e91348f02e2f5a8c
--- /dev/null
+++ b/SDGP2025_23029627/sdd/uploads/Feeding_Dashboard_data_2.csv
@@ -0,0 +1,5387 @@
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diff --git a/SDGP2025_23029627/sdd/uploads/fbref-2025-03-15.csv b/SDGP2025_23029627/sdd/uploads/fbref-2025-03-15.csv
new file mode 100644
index 0000000000000000000000000000000000000000..224642927c8b89a34a56d26cd6835382f84499d2
--- /dev/null
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+https://fbref.com/en/matches/304dc26b/Arsenal-Brighton-and-Hove-Albion-October-1-2017-Premier-League,2017-10-01,12:00,Matchweek 7,Sun,Home,W,2,2.4,https://fbref.com/en/squads/d07537b9/2017-2018/Brighton-and-Hove-Albion-Stats,Brighton,0.4,0,64,"59,378",https://fbref.com/en/players/71672fa0/Petr-Cech,Petr Čech,3-4-3,4-5-1,Kevin Friend
+https://fbref.com/en/matches/f18931d9/Watford-Arsenal-October-14-2017-Premier-League,2017-10-14,17:30,Matchweek 8,Sat,Away,L,1,2,https://fbref.com/en/squads/2abfe087/2017-2018/Watford-Stats,Watford,1.0,1.6,54,"20,384",https://fbref.com/en/players/5be28712/Per-Mertesacker,Per Mertesacker,3-4-3,3-4-3,Niel Swarbrick
+https://fbref.com/en/matches/73da64ff/Everton-Arsenal-October-22-2017-Premier-League,2017-10-22,13:30,Matchweek 9,Sun,Away,W,5,2,https://fbref.com/en/squads/d3fd31cc/2017-2018/Everton-Stats,Everton,3.5,1.0,67,"39,189",https://fbref.com/en/players/5be28712/Per-Mertesacker,Per Mertesacker,3-4-3,3-4-3,Craig Pawson
+https://fbref.com/en/matches/3424d0e6/Arsenal-Swansea-City-October-28-2017-Premier-League,2017-10-28,15:00,Matchweek 10,Sat,Home,W,2,1,https://fbref.com/en/squads/fb10988f/2017-2018/Swansea-City-Stats,Swansea City,2.0,0.9,72,"59,493",https://fbref.com/en/players/5be28712/Per-Mertesacker,Per Mertesacker,3-4-3,3-5-2,Lee Mason
+https://fbref.com/en/matches/03da14dd/Manchester-City-Arsenal-November-5-2017-Premier-League,2017-11-05,14:15,Matchweek 11,Sun,Away,L,1,3,https://fbref.com/en/squads/b8fd03ef/2017-2018/Manchester-City-Stats,Manchester City,0.3,1.8,43,"54,286",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,3-4-3,4-3-3,Michael Oliver
+https://fbref.com/en/matches/ae345878/North-London-Derby-Arsenal-Tottenham-Hotspur-November-18-2017-Premier-League,2017-11-18,12:30,Matchweek 12,Sat,Home,W,2,2.1,https://fbref.com/en/squads/361ca564/2017-2018/Tottenham-Hotspur-Stats,Tottenham,0.7,0,43,"59,530",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,3-4-3,3-5-2,Mike Dean
+https://fbref.com/en/matches/0ad47126/Burnley-Arsenal-November-26-2017-Premier-League,2017-11-26,14:00,Matchweek 13,Sun,Away,W,1,1.8,https://fbref.com/en/squads/943e8050/2017-2018/Burnley-Stats,Burnley,0.4,0,64,"21,722",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,3-4-3,4-4-1-1,Lee Mason
+https://fbref.com/en/matches/5765760d/Arsenal-Huddersfield-Town-November-29-2017-Premier-League,2017-11-29,19:45,Matchweek 14,Wed,Home,W,5,4.0,https://fbref.com/en/squads/f5922ca5/2017-2018/Huddersfield-Town-Stats,Huddersfield,0.5,0,69,"59,285",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,3-4-3,3-4-3,Graham Scott
+https://fbref.com/en/matches/baa538cc/Arsenal-Manchester-United-December-2-2017-Premier-League,2017-12-02,17:30,Matchweek 15,Sat,Home,L,1,3,https://fbref.com/en/squads/19538871/2017-2018/Manchester-United-Stats,Manchester Utd,4.7,1.8,75,"59,547",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,3-4-3,3-4-1-2,Andre Marriner
+https://fbref.com/en/matches/8a233cbd/Southampton-Arsenal-December-10-2017-Premier-League,2017-12-10,12:00,Matchweek 16,Sun,Away,D,1,1,https://fbref.com/en/squads/33c895d4/2017-2018/Southampton-Stats,Southampton,0.7,1.3,67,"31,643",https://fbref.com/en/players/5be28712/Per-Mertesacker,Per Mertesacker,3-4-3,4-2-3-1,Robert Madley
+https://fbref.com/en/matches/2f10aa8f/West-Ham-United-Arsenal-December-13-2017-Premier-League,2017-12-13,20:00,Matchweek 17,Wed,Away,D,1.0,0.4,https://fbref.com/en/squads/7c21e445/2017-2018/West-Ham-United-Stats,West Ham,"56,921",0,69,0,https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-3-3,5-3-2,Jonathan Moss
+https://fbref.com/en/matches/2d7430b9/Arsenal-Newcastle-United-December-16-2017-Premier-League,2017-12-16,15:00,Matchweek 18,Sat,Home,W,1,1.8,https://fbref.com/en/squads/b2b47a98/2017-2018/Newcastle-United-Stats,Newcastle Utd,0.3,0,71,"59,379",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-3-3,4-4-2,Stuart Attwell
+https://fbref.com/en/matches/12c55371/Arsenal-Liverpool-December-22-2017-Premier-League,2017-12-22,19:45,Matchweek 19,Fri,Home,D,3,3,https://fbref.com/en/squads/822bd0ba/2017-2018/Liverpool-Stats,Liverpool,1.2,2.0,54,"59,409",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-2-3-1,4-2-3-1,Martin Atkinson
+https://fbref.com/en/matches/f0510a2c/Crystal-Palace-Arsenal-December-28-2017-Premier-League,2017-12-28,20:00,Matchweek 20,Thu,Away,W,3,2,https://fbref.com/en/squads/47c64c55/2017-2018/Crystal-Palace-Stats,Crystal Palace,1.8,1.3,64,"25,762",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,3-4-3,4-4-2,Michael Oliver
+https://fbref.com/en/matches/1d0f3208/West-Bromwich-Albion-Arsenal-December-31-2017-Premier-League,2017-12-31,16:30,Matchweek 21,Sun,Away,D,1,1,https://fbref.com/en/squads/60c6b05f/2017-2018/West-Bromwich-Albion-Stats,West Brom,0.9,1.5,65,"26,223",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,3-4-3,5-3-2,Mike Dean
+https://fbref.com/en/matches/cea73804/North-West-London-Derby-Arsenal-Chelsea-January-3-2018-Premier-League,2018-01-03,19:45,Matchweek 22,Wed,Home,D,2,2,https://fbref.com/en/squads/cff3d9bb/2017-2018/Chelsea-Stats,Chelsea,1.2,3.0,58,"59,379",https://fbref.com/en/players/71672fa0/Petr-Cech,Petr Čech,3-4-3,3-5-1-1,Anthony Taylor
+https://fbref.com/en/matches/085a3a26/Bournemouth-Arsenal-January-14-2018-Premier-League,2018-01-14,13:30,Matchweek 23,Sun,Away,L,1,2,https://fbref.com/en/squads/4ba7cbea/2017-2018/Bournemouth-Stats,Bournemouth,1.1,0.8,59,"10,836",https://fbref.com/en/players/71672fa0/Petr-Cech,Petr Čech,3-4-3,3-4-3,Kevin Friend
+https://fbref.com/en/matches/65607b87/Arsenal-Crystal-Palace-January-20-2018-Premier-League,2018-01-20,15:00,Matchweek 24,Sat,Home,W,4,1,https://fbref.com/en/squads/47c64c55/2017-2018/Crystal-Palace-Stats,Crystal Palace,2.9,0.6,63,"59,386",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-1-4-1,4-4-2,Chris Kavanagh
+https://fbref.com/en/matches/d42b1f12/Swansea-City-Arsenal-January-30-2018-Premier-League,2018-01-30,19:45,Matchweek 25,Tue,Away,L,1,3,https://fbref.com/en/squads/fb10988f/2017-2018/Swansea-City-Stats,Swansea City,1.3,2.1,74,"20,819",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-3-3,5-4-1,Lee Mason
+https://fbref.com/en/matches/ac69ef1b/Arsenal-Everton-February-3-2018-Premier-League,2018-02-03,17:30,Matchweek 26,Sat,Home,W,5,1,https://fbref.com/en/squads/d3fd31cc/2017-2018/Everton-Stats,Everton,2.6,1.2,57,"59,306",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-2-3-1,3-4-3,Niel Swarbrick
+https://fbref.com/en/matches/9be2b4a6/North-London-Derby-Tottenham-Hotspur-Arsenal-February-10-2018-Premier-League,2018-02-10,12:30,Matchweek 27,Sat,Away,L,1,0.6,https://fbref.com/en/squads/361ca564/2017-2018/Tottenham-Hotspur-Stats,Tottenham,2.6,0,50,"83,222",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-3-3,4-2-3-1,Anthony Taylor
+https://fbref.com/en/matches/7a4e4ce6/Arsenal-Manchester-City-March-1-2018-Premier-League,2018-03-01,19:45,Matchweek 28,Thu,Home,L,3,1.3,https://fbref.com/en/squads/b8fd03ef/2017-2018/Manchester-City-Stats,Manchester City,1.5,0,46,"58,420",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-2-3-1,4-3-3,Andre Marriner
+https://fbref.com/en/matches/42457283/Brighton-and-Hove-Albion-Arsenal-March-4-2018-Premier-League,2018-03-04,13:30,Matchweek 29,Sun,Away,L,1,2,https://fbref.com/en/squads/d07537b9/2017-2018/Brighton-and-Hove-Albion-Stats,Brighton,1.2,1.2,67,"30,620",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-2-3-1,4-4-1-1,Stuart Attwell
+https://fbref.com/en/matches/9eba55b6/Arsenal-Watford-March-11-2018-Premier-League,2018-03-11,13:30,Matchweek 30,Sun,Home,W,3,2.2,https://fbref.com/en/squads/2abfe087/2017-2018/Watford-Stats,Watford,1.4,0,59,"59,131",https://fbref.com/en/players/71672fa0/Petr-Cech,Petr Čech,4-2-3-1,4-2-3-1,Martin Atkinson
+https://fbref.com/en/matches/9c1a218b/Arsenal-Stoke-City-April-1-2018-Premier-League,2018-04-01,13:30,Matchweek 32,Sun,Home,W,3,3.3,https://fbref.com/en/squads/17892952/2017-2018/Stoke-City-Stats,Stoke City,0.4,0,69,"59,371",https://fbref.com/en/players/9c318325/Jack-Wilshere,Jack Wilshere,4-2-3-1,4-4-1-1,Craig Pawson
+https://fbref.com/en/matches/dd1ec108/Arsenal-Southampton-April-8-2018-Premier-League,2018-04-08,14:15,Matchweek 33,Sun,Home,W,3,2,https://fbref.com/en/squads/33c895d4/2017-2018/Southampton-Stats,Southampton,1.6,2.0,64,"59,374",https://fbref.com/en/players/71672fa0/Petr-Cech,Petr Čech,4-2-3-1,3-4-3,Andre Marriner
+https://fbref.com/en/matches/a4ac40df/Newcastle-United-Arsenal-April-15-2018-Premier-League,2018-04-15,13:30,Matchweek 34,Sun,Away,L,1,2,https://fbref.com/en/squads/b2b47a98/2017-2018/Newcastle-United-Stats,Newcastle Utd,1.2,0.8,71,"52,210",https://fbref.com/en/players/71672fa0/Petr-Cech,Petr Čech,4-3-3,4-4-1-1,Anthony Taylor
+https://fbref.com/en/matches/183dc99a/Arsenal-West-Ham-United-April-22-2018-Premier-League,2018-04-22,13:30,Matchweek 35,Sun,Home,W,4,1,https://fbref.com/en/squads/7c21e445/2017-2018/West-Ham-United-Stats,West Ham,1.8,0.8,67,"59,422",https://fbref.com/en/players/f5efb153/Laurent-Koscielny,Laurent Koscielny,4-3-3,3-4-3,Lee Mason
+https://fbref.com/en/matches/5b587217/Manchester-United-Arsenal-April-29-2018-Premier-League,2018-04-29,16:30,Matchweek 36,Sun,Away,L,1,2,https://fbref.com/en/squads/19538871/2017-2018/Manchester-United-Stats,Manchester Utd,0.5,1.7,41,"75,035",https://fbref.com/en/players/e61b8aee/Granit-Xhaka,Granit Xhaka,4-2-3-1,4-3-3,Kevin Friend
+https://fbref.com/en/matches/c8c42b05/Arsenal-Burnley-May-6-2018-Premier-League,2018-05-06,16:30,Matchweek 37,Sun,Home,W,5,2.6,https://fbref.com/en/squads/943e8050/2017-2018/Burnley-Stats,Burnley,0.3,0,63,"59,540",https://fbref.com/en/players/71672fa0/Petr-Cech,Petr Čech,4-3-3,4-4-1-1,Andre Marriner
+https://fbref.com/en/matches/825733ff/Leicester-City-Arsenal-May-9-2018-Premier-League,2018-05-09,19:45,Matchweek 31,Wed,Away,L,1,3,https://fbref.com/en/squads/a2d435b3/2017-2018/Leicester-City-Stats,Leicester City,1.4,2.2,59,"32,095",https://fbref.com/en/players/71672fa0/Petr-Cech,Petr Čech,4-3-3,4-4-2,Graham Scott
+https://fbref.com/en/matches/7c431214/Huddersfield-Town-Arsenal-May-13-2018-Premier-League,2018-05-13,15:00,Matchweek 38,Sun,Away,W,1,2.0,https://fbref.com/en/squads/f5922ca5/2017-2018/Huddersfield-Town-Stats,Huddersfield,1.7,0,55,"24,122",https://fbref.com/en/players/ef619b0b/Aaron-Ramsey,Aaron Ramsey,4-3-3,5-3-2,Michael Oliver