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Browse files- Dockerfile +11 -0
- app.py +82 -0
- requirements.txt +0 -0
- templates/index.html +119 -0
Dockerfile
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FROM python:3.10
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RUN apt-get update && apt-get install -y ffmpeg
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COPY requirements.txt /app/requirements.txt
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RUN pip install --no-cache-dir -r /app/requirements.txt
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COPY . /app
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WORKDIR /app
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CMD ["python", "app.py"]
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app.py
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from flask import Flask, render_template, request
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import os
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import subprocess
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from speech_recognition import Recognizer, AudioFile
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from werkzeug.utils import secure_filename
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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from deepmultilingualpunctuation import PunctuationModel
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app = Flask(__name__)
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yuklenen_dosyalar = "uploads"
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app.config["yuklenen_dosyalar"] = yuklenen_dosyalar
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dosya_turleri = {"mp3", "m4a"}
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# Modelleri yükle
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tokenizer = AutoTokenizer.from_pretrained("csebuetnlp/mT5_multilingual_XLSum")
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model = AutoModelForSeq2SeqLM.from_pretrained("csebuetnlp/mT5_multilingual_XLSum")
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punct_model = PunctuationModel(model="oliverguhr/fullstop-punctuation-multilingual-sonar-base")
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def metin_duzenleme(text):
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text = text.strip()
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try:
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return punct_model.restore_punctuation(text)
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except Exception as e:
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print("Noktalama hatası:", e)
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return text
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def metin_ozetleme(text):
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girilen_metin = "tr: " + text
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girilenler = tokenizer([girilen_metin], return_tensors="pt", max_length=10000, truncation=True)
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summary_ids = model.generate(
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girilenler["input_ids"],
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max_length=1000,
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min_length=1,
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length_penalty=1.0,
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num_beams=4,
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early_stopping=True
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)
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return tokenizer.decode(summary_ids[0], skip_special_tokens=True)
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def uygun_turler(filename):
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return "." in filename and filename.rsplit(".", 1)[1].lower() in dosya_turleri
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def convert_mp3_to_wav(mp3_path):
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wav_path = mp3_path.rsplit('.', 1)[0] + '.wav'
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subprocess.run(['ffmpeg', '-i', mp3_path, wav_path, '-y'], stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL)
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return wav_path
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def ses_donusturucu(wav_path):
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recognizer = Recognizer()
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with AudioFile(wav_path) as source:
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ses = recognizer.record(source)
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try:
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return recognizer.recognize_google(ses, language="tr-TR")
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except Exception as e:
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return f"Ses tanıma hatası: {e}"
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@app.route("/", methods=["GET", "POST"])
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def index():
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if request.method == "POST":
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if "file" not in request.files:
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return "Dosya bulunamadı."
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file = request.files["file"]
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if file.filename == "":
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return "Dosya seçilmedi."
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if file and uygun_turler(file.filename):
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filename = secure_filename(file.filename)
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file_path = os.path.join(app.config["yuklenen_dosyalar"], filename)
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file.save(file_path)
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wav_path = convert_mp3_to_wav(file_path)
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raw_text = ses_donusturucu(wav_path)
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metin = metin_duzenleme(raw_text)
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ozet = metin_ozetleme(metin)
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return render_template("index.html", metin=metin, ozet=ozet)
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return render_template("index.html")
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if __name__ == "__main__":
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if not os.path.exists(yuklenen_dosyalar):
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os.makedirs(yuklenen_dosyalar)
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port = int(os.environ.get("PORT", 7860)) # Hugging Face için 7860 port
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app.run(host="0.0.0.0", port=port, debug=False)
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requirements.txt
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Binary file (204 Bytes). View file
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templates/index.html
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<!DOCTYPE html>
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<html lang="tr">
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<head>
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<meta charset="UTF-8">
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<title>🎙️Transkript</title>
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<link href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css" rel="stylesheet">
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<style>
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html, body {
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margin: 0;
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padding: 0;
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height: 100%;
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font-family: "cursive";
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overflow: hidden;
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display: flex;
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justify-content: center;
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align-items: center;
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}
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#particles-js {
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position: fixed;
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width: 100%;
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height: 100%;
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background-color: #0d1b2a;
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z-index: -1;
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}
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.container {
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max-width: 1000px;
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width: 95%;
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background: rgba(176, 26, 26, 0.459);
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padding: 50px;
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border-radius: 20px;
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box-shadow: 0 0 30px rgba(255, 255, 255, 0.3);
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z-index: 1;
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color: #fff;
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}
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.output-box {
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margin-top: 15px;
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background: #e9ecef;
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padding: 10px;
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border-radius: 10px;
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white-space: pre-wrap;
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max-height: 300px;
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overflow-y: auto;
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color: #000;
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}
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.output-box h2,
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.output-box h3,
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.output-box p {
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margin-top: 5px;
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margin-bottom: 5px;
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}
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</style>
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</head>
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<body>
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<div id="particles-js"></div>
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<div class="container">
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<h2 class="text-center mb-4">🎙️ Ses Dosyasını Metne Dönüştür</h2>
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<form method="POST" enctype="multipart/form-data">
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<div class="mb-3">
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<label for="file" class="form-label">Ses Dosyası Seç (.mp3)</label>
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<input class="form-control" type="file" name="file" id="file" required>
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</div>
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<div class="d-grid">
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<button type="submit" class="btn btn-primary btn-lg">Yükle ve Dönüştür</button>
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</div>
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</form>
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{% if metin %}
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<div class="output-box mt-1">
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<h5>🎧 Dönüştürülen Metin:</h5>
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<p>{{ metin }}</p>
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</div>
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{% if ozet %}
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<div class="output-box mt-4">
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<h5>📝 Metnin Özeti:</h5>
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<p>{{ ozet }}</p>
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</div>
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{% endif %}
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{% endif %}
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</div>
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<p style="position: fixed; bottom: 20px; left: 20px; color:#ffffff;">Designer by: Burak Tuğrul Aşık & Tarık Kahraman</p>
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<script src="https://cdn.jsdelivr.net/npm/particles.js"></script>
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<script>
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particlesJS('particles-js', {
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"particles": {
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"number": { "value": 90, "density": { "enable": true, "value_area": 800 } },
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"color": { "value": "#ffffff" },
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"shape": { "type": "star", "stroke": { "width": 0, "color": "#ffffff" }, "polygon": { "nb_sides": 5 } },
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"opacity": { "value": 0.5, "random": false },
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"size": { "value": 3, "random": false },
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"line_linked": { "enable": true, "distance": 150, "color": "#ffffff", "opacity": 0.4, "width": 1 },
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"move": { "enable": true, "speed": 1, "direction": "none", "random": false, "straight": false, "out_mode": "out", "bounce": false }
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},
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"interactivity": {
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"detect_on": "canvas",
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"events": {
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"onhover": { "enable": true, "mode": "repulse" },
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"onclick": { "enable": true, "mode": "push" },
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"resize": true
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},
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"modes": {
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"repulse": { "distance": 100, "duration": 0.4 },
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"push": { "particles_nb": 4 }
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}
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},
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"retina_detect": true
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});
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</script>
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</body>
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</html>
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