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‎data/data.csv

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‎data/spam.csv

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‎data/spam__detector.sql

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‎main.py

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from flask import Flask, render_template, request
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from flask_sqlalchemy import SQLAlchemy
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# import pandas as pd
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import pymysql
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pymysql.install_as_MySQLdb()
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app = Flask(__name__)
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db = SQLAlchemy(app)
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app.secret_key = 'my precious'
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# connect flask sqlalchemy to app
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db_user = "root"
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db_password = ""
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db_host = "localhost"
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db_name = "spam_detector"
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app.config['SQLALCHEMY_DATABASE_URI'] = 'mysql://' + db_user + ':' + db_password + '@' + db_host + '/' + db_name
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class Spam_Detector(db.Model):
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d_id = db.Column(db.Integer, primary_key=True, autoincrement=True)
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spam_or_ham = db.Column(db.String(11), unique=False, nullable=False)
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data = db.Column(db.String(1000), unique=False, nullable=False)
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db.create_all()
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# f = pd.read_csv("data/data.csv" ,encoding='latin1')
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#
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# for index in f.index:
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# spam_or_ham = f["spam_or_ham"][index]
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# data = f["data"][index]
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#
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# d = Spam_Detector(spam_or_ham = spam_or_ham , data=data)
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# db.session.add(d)
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# db.session.commit()
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@app.route("/", methods=["GET", 'POST'])
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def home():
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return render_template("home.html")
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@app.route("/result", methods=['POST'])
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def homer():
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user_input = request.form.get("user_input")
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search = "%{}%".format(user_input)
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fetched_data = Spam_Detector.query.filter(Spam_Detector.data.like(search)).all()
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spam_count = 0
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ham_count = 0
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for data in fetched_data:
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if data.spam_or_ham == "spam":
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spam_count += 1
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else:
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ham_count += 1
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numerator = 0
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denominator = 0
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if spam_count > ham_count:
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numerator = ham_count
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denominator = spam_count
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else:
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numerator = spam_count
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denominator = ham_count
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try:
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spam_per = abs(((numerator / denominator) * 100))
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except:
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spam_per = 0
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if spam_count > ham_count:
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spam_per = abs(spam_per - 100)
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spam_per = round(spam_per, 2)
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ham_per = round(abs(spam_per - 100), 2)
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return render_template("result.html", spam_count=spam_count, ham_count=ham_count, spam_per=spam_per,
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ham_per=ham_per)
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@app.route("/about", methods=['GET', 'POST'])
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def about():
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return render_template("about.html")
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app.run(debug=True, host="0.0.0.0")

‎requirements.txt

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‎static/images/spam_filter.png

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‎static/main.bff24adf2375a62a4452.js

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‎static/style.b973ef58d3fd736d16d2.css

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‎templates/about.html

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‎templates/home.html

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<!DOCTYPE html>
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<html lang="en" class="">
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<head>
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<meta charset="utf-8">
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<title>Spam Detector</title>
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<script>
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if (localStorage.getItem('dark-mode') == 'true' || !('dark-mode' in localStorage)) {
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document.querySelector('html').classList.add('dark');
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} else {
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document.querySelector('html').classList.remove('dark');
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}
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</script>
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<link href="static/style.b973ef58d3fd736d16d2.css" rel="stylesheet">
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</head>
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<body class="pa dh ly pj me mw pk">
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<!-- Page wrapper -->
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<div class="uh fp ao lu">
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<!-- Site header -->
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<header class="ii au ib">
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<div class="ax ss ht yo">
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<div class="uh fm fw ae">
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<div class="fr om"> <a class="ul" href="/" aria-label="Cruip"> <svg class="ap uj"
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viewBox="0 0 32 32" xmlns="http://www.w3.org/2000/svg">
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<defs>
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<linearGradient x1="26%" y1="100%" x2="100%" y2="100%" id="logo_a">
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<stop stop-color="#3ABAB4" offset="0%"></stop>
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<stop stop-color="#7F9CF5" offset="100%"></stop>
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</linearGradient>
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<linearGradient x1="26%" y1="100%" x2="100%" y2="100%" id="logo_b">
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<stop stop-color="#3ABAB4" offset="0%"></stop>
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<stop stop-color="#3ABAB4" stop-opacity="0" offset="100%"></stop>
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</linearGradient>
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</defs>
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<path d="M32 16h-8a8 8 0 10-16 0H0C0 7.163 7.163 0 16 0s16 7.163 16 16z"
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fill="url(#logo_a)"></path>
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<path d="M32 16c0 8.837-7.163 16-16 16S0 24.837 0 16h8a8 8 0 1016 0h8z"
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fill="url(#logo_b)"></path>
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</svg> </a> </div>
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<nav class="uv bn bp">
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<ul class="uh fi fd fm pv">
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<li> <a class="text-gray-600 vp dark--text-gray-300 ga hh ho uh fm d_ dz vr"
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href="/">HOME</a> </li>
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<li> <a class="text-gray-600 vp dark--text-gray-300 ga hh ho uh fm d_ dz vr"
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href="/about">ABOUT</a> </li>
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</ul>
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<div class="form-switch uh fp fb sx"> <input type="checkbox" name="light-switch"
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id="light-switch-desktop" class="light-switch it"> <label class="is"
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for="light-switch-desktop"> <span class="is ce co cv mf mb rc iw"
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aria-hidden="true"></span> <svg class="ii io" width="44" height="24"
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viewBox="0 0 44 24" xmlns="http://www.w3.org/2000/svg">
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<g class="cx text-white" fill-rule="nonzero" opacity=".88">
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<path
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d="M32 8a.5.5 0 00.5-.5v-1a.5.5 0 10-1 0v1a.5.5 0 00.5.5zM35.182 9.318a.5.5 0 00.354-.147l.707-.707a.5.5 0 00-.707-.707l-.707.707a.5.5 0 00.353.854zM37.5 11.5h-1a.5.5 0 100 1h1a.5.5 0 100-1zM35.536 14.829a.5.5 0 00-.707.707l.707.707a.5.5 0 00.707-.707l-.707-.707zM32 16a.5.5 0 00-.5.5v1a.5.5 0 101 0v-1a.5.5 0 00-.5-.5zM28.464 14.829l-.707.707a.5.5 0 00.707.707l.707-.707a.5.5 0 00-.707-.707zM28 12a.5.5 0 00-.5-.5h-1a.5.5 0 100 1h1a.5.5 0 00.5-.5zM28.464 9.171a.5.5 0 00.707-.707l-.707-.707a.5.5 0 00-.707.707l.707.707z">
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</path>
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<circle cx="32" cy="12" r="3"></circle>
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<circle fill-opacity=".4" cx="12" cy="12" r="6"></circle>
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<circle fill-opacity=".88" cx="12" cy="12" r="3"></circle>
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</g>
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</svg> <span class="it">Switch to light / dark version</span> </label> </div>
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</nav>
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<div class="up bi" x-data="{ expanded: false }">
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<div class="form-switch uh fp fb ob ow"> <input type="checkbox" name="light-switch"
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id="light-switch-mobile" class="light-switch it"> <label class="is"
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for="light-switch-mobile"> <span class="is ce co cv mf mb rc iw"
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aria-hidden="true"></span> <svg class="ii io" width="44" height="24"
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viewBox="0 0 44 24" xmlns="http://www.w3.org/2000/svg">
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<g class="cx text-white" fill-rule="nonzero" opacity=".88">
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<path
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d="M32 8a.5.5 0 00.5-.5v-1a.5.5 0 10-1 0v1a.5.5 0 00.5.5zM35.182 9.318a.5.5 0 00.354-.147l.707-.707a.5.5 0 00-.707-.707l-.707.707a.5.5 0 00.353.854zM37.5 11.5h-1a.5.5 0 100 1h1a.5.5 0 100-1zM35.536 14.829a.5.5 0 00-.707.707l.707.707a.5.5 0 00.707-.707l-.707-.707zM32 16a.5.5 0 00-.5.5v1a.5.5 0 101 0v-1a.5.5 0 00-.5-.5zM28.464 14.829l-.707.707a.5.5 0 00.707.707l.707-.707a.5.5 0 00-.707-.707zM28 12a.5.5 0 00-.5-.5h-1a.5.5 0 100 1h1a.5.5 0 00.5-.5zM28.464 9.171a.5.5 0 00.707-.707l-.707-.707a.5.5 0 00-.707.707l.707.707z">
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</path>
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<circle cx="32" cy="12" r="3"></circle>
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<circle fill-opacity=".4" cx="12" cy="12" r="6"></circle>
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<circle fill-opacity=".88" cx="12" cy="12" r="3"></circle>
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</g>
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</svg> <span class="it">Switch to light / dark version</span> </label> </div> <button
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class="rv" :class="{ 'active': expanded }" @click.stop="expanded = !expanded"
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aria-controls="mobile-nav" :aria-expanded="expanded"> <span class="it">Menu</span> <svg
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class="ad uq cx pj vp dark--text-gray-300 ga d_ dz vr" viewBox="0 0 24 24"
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xmlns="http://www.w3.org/2000/svg">
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<rect y="4" width="24" height="2" rx="1"></rect>
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<rect y="11" width="24" height="2" rx="1"></rect>
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<rect y="18" width="24" height="2" rx="1"></rect>
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</svg> </button>
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<nav id="mobile-nav" class="ir ip at iy if au fe ok la ly me rl rd"
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@click.outside="expanded = false" @keydown.escape.window="expanded = false"
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x-show="expanded" x-transition:enter="d_ vi vt nv" x-transition:enter-start="db na"
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x-transition:enter-end="opacity--100 nm" x-transition:leave="d_ vi vt"
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x-transition:leave-start="opacity--100" x-transition:leave-end="db" x-cloak="">
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<div class="hp hj hq"> <svg class="ap uj" viewBox="0 0 32 32"
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xmlns="http://www.w3.org/2000/svg">
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<defs>
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<linearGradient x1="26%" y1="100%" x2="100%" y2="100%" id="menulogo_a">
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<stop stop-color="#3ABAB4" offset="0%"></stop>
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<stop stop-color="#7F9CF5" offset="100%"></stop>
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</linearGradient>
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<linearGradient x1="26%" y1="100%" x2="100%" y2="100%" id="menulogo_b">
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<stop stop-color="#3ABAB4" offset="0%"></stop>
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<stop stop-color="#3ABAB4" stop-opacity="0" offset="100%"></stop>
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</linearGradient>
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</defs>
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<path d="M32 16h-8a8 8 0 10-16 0H0C0 7.163 7.163 0 16 0s16 7.163 16 16z"
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fill="url(#menulogo_a)"></path>
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<path d="M32 16c0 8.837-7.163 16-16 16S0 24.837 0 16h8a8 8 0 1016 0h8z"
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fill="url(#menulogo_b)"></path>
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</svg>
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<ul>
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<br>
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<li> <a class="uh text-gray-600 vp dark--text-gray-300 ga ho" href="/">HOME</a>
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</li>
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<li> <a class="uh text-gray-600 vp dark--text-gray-300 ga ho"
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href="/about">ABOUT</a> </li>
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</ul>
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</div>
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</nav>
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</div>
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</div>
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</div>
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</header>
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<br><br>
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<!-- Page content -->
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<main class="fi">
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<!-- Page illustration -->
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<div class="is ax ss um in ig" aria-hidden="true">
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<svg class="ii ip il nv ng ur gt" width="800" height="502" fill="none"
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xmlns="http://www.w3.org/2000/svg">
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<circle cx="400" cy="102" r="400" fill="url(#heroglow_paint0_radial)" fill-opacity=".6"></circle>
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<circle cx="209" cy="289" r="170" fill="url(#heroglow_paint1_radial)" fill-opacity=".4"></circle>
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<defs>
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<radialGradient id="heroglow_paint0_radial" cx="0" cy="0" r="1" gradientUnits="userSpaceOnUse"
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gradientTransform="rotate(90 149 251) scale(315.089)">
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<stop stop-color="#3ABAB4"></stop>
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<stop offset="1" stop-color="#3ABAB4" stop-opacity=".01"></stop>
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</radialGradient>
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<radialGradient id="heroglow_paint1_radial" cx="0" cy="0" r="1" gradientUnits="userSpaceOnUse"
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gradientTransform="rotate(90 -40 249) scale(133.913)">
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<stop stop-color="#667EEA"></stop>
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<stop offset="1" stop-color="#667EEA" stop-opacity=".01"></stop>
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</radialGradient>
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</defs>
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</svg>
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</div>
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<!-- Page sections -->
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<section>
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<div class="ax ss ht yo">
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<div class="pn wi" style="margin-top:50px">
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<div class="br bm bw xw fm">
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<div class="ym wd sp yx po wo">
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<h1 class="h1 ke sm pf pg" data-aos="fade-down">Spam or Ham</h1>
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<p class="pl text-gray-600 dark--text-gray-400" data-aos="fade-down"
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data-aos-delay="150">Classify the Message,SMS,Email in One-Click</p>
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<form class="os" data-aos="fade-down" data-aos-delay="300" method="post"
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action="/result">
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<div class="uh fp yt fb fe ss gq yw">
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<textarea type="tel" class="ri au sw gd gv" name="user_input"
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placeholder="Text here" required></textarea>
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<button type="submit" class="re text-white bg-teal-500 vu fr" href="#0">Spam or
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Ham</button>
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</div>
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</form>
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<ul class="fe gq ss bc text-gray-600 dark--text-gray-400 os oq" data-aos="fade-down"
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data-aos-delay="450">
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<li class="uh fm sw"> <svg class="aa ug cx text-teal-400 oj fr" viewBox="0 0 12 12"
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xmlns="http://www.w3.org/2000/svg">
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<path
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d="M10.28 2.28L3.989 8.575 1.695 6.28A1 1 0 00.28 7.695l3 3a1 1 0 001.414 0l7-7A1 1 0 0010.28 2.28z">
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</path>
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</svg> <span>Classify Spam or Ham!</span> </li>
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<li class="uh fm sw"> <svg class="aa ug cx text-teal-400 oj fr" viewBox="0 0 12 12"
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xmlns="http://www.w3.org/2000/svg">
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<path
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d="M10.28 2.28L3.989 8.575 1.695 6.28A1 1 0 00.28 7.695l3 3a1 1 0 001.414 0l7-7A1 1 0 0010.28 2.28z">
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</path>
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</svg> <span>Get Accuracy!</span> </li>
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<li class="uh fm sw"> <svg class="aa ug cx text-teal-400 oj fr" viewBox="0 0 12 12"
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xmlns="http://www.w3.org/2000/svg">
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<path
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d="M10.28 2.28L3.989 8.575 1.695 6.28A1 1 0 00.28 7.695l3 3a1 1 0 001.414 0l7-7A1 1 0 0010.28 2.28z">
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</path>
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</svg> <span>Classify in Single Click!</span> </li>
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</ul>
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</div>
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<div class="yg wv po wu" x-data="{ modalExpanded: false }" data-aos="fade-up"
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data-aos-delay="450">
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<div class="up is fb fm">
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<img width="544" height="674" aria-hidden="true" style="opacity:0">
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<img class="ii" src="static/images/spam_filter.png"
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style="max-width:150%; margin-top:-60px">
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</a>
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</div>
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</div>
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</div>
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</div>
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</div>
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</section>
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</main>
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</div>
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<script src="static/main.bff24adf2375a62a4452.js"></script>
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</body>
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</html>

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