THIS is complete project of our new model

front.py

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+from flask import Flask, render_template, request
+import pandas as pd
+import sklearn
+import itertools
+import numpy as np
+import seaborn as sb
+import re
+import nltk
+import pickle
+from sklearn.feature_extraction.text import TfidfVectorizer
+from matplotlib import pyplot as plt
+from sklearn.linear_model import PassiveAggressiveClassifier
+from nltk.stem import WordNetLemmatizer
+from nltk.corpus import stopwords
+
+app = Flask(__name__,template_folder='./templates',static_folder='./static')
+
+loaded_model = pickle.load(open('model.pkl', 'rb'))
+lemmatizer = WordNetLemmatizer()
+stpwrds = set(stopwords.words('english'))
+tfidf_v = TfidfVectorizer()
+corpus = []
+
+def fake_news_det(news):
+    review = news
+    review = re.sub(r'[^a-zA-Z\s]', '', review)
+    review = review.lower()
+    review = nltk.word_tokenize(review)
+    for y in review :
+        if y not in stpwrds :
+            corpus.append(lemmatizer.lemmatize(y))
+    input_data = [' '.join(corpus)]
+    vectorized_input_data = tfidf_v.transform(input_data)
+    prediction = loaded_model.predict(vectorized_input_data)
+    if prediction[0] == 0:
+        print("Prediction of the News :  Looking Fake⚠ News📰 ")
+    else:
+        print("Prediction of the News : Looking Real News📰 ")
+
+@app.route('/')
+def home():
+    return render_template('index.html')
+
+
+
+@app.route('/predict', methods=['POST'])
+def predict():
+    if request.method == 'POST':
+        message = request.form['news']
+        pred = fake_news_det(message)
+        print(pred)
+        return render_template('index.html', prediction=pred)
+    else:
+        return render_template('index.html', prediction="Something went wrong")
+
+
+
+if __name__ == '__main__':
+    app.run(debug=True)

li-scroller.css

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+/* liScroll styles */
+
+.tickercontainer{width:100%; height:30px; margin:0; padding:0; overflow:hidden; padding-top:2px}
+.tickercontainer .mask{left:10px; overflow:hidden; position:relative; top:0; width:100%; height:20px; overflow:hidden; margin-top:4px}
+ul.newsticker{position:relative; left:750px; font:bold 10px Verdana; list-style-type:none; margin:0; padding:0}
+ul.newsticker li{float:left; margin:0; padding:0}
+ul.newsticker a{white-space:nowrap; padding:0; color:#fff; margin:0 50px 0 0}
+ul.newsticker a:hover{text-decoration:underline}
+ul.newsticker span{margin:0 10px 0 0}
+ul.newsticker a > img{height:20px; margin-right:5px; width:25px}

project.css

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+body
+{
+	background-image: url(https://cdn.hipwallpaper.com/i/55/28/yTersM.jpg);
+}
+.fnd
+{
+	text-align: center;
+	color: #d62750;
+	font-size: 2.0em;
+	margin-top: 0px;
+
+}
+.how
+{
+	margin-left: 250px; 
+	padding-top: ;
+	font-size: 30px;
+	color: #ccbf87;
+}
+
+.name{
+	align-content: center;
+  width: 50%;
+  height: 150px;
+  margin-left: 250px;
+  margin-top: 10px;
+  padding: 12px 20px;
+  box-sizing: border-box;
+  border: 2px solid #ccc;
+  border-radius: 4px;
+  background-color: #f8f8f8;
+  resize: none;
+}
+
+.btn-success
+{
+	margin-left: 250px;
+	background: ;
+    height: 40px;
+    width: 100px;
+    font-size: 1.5em;
+    border-radius: 10px;
+     border-color: #0a58ca;
+
+}
+.btn-primary
+{
+	margin-left: 250px;
+	background: red;
+    height: 40px;
+    width: 100px;
+    font-size: 1.5em;
+    border-radius: 10px;
+
+}
+
+#prediction
+{
+	margin-left: 250px;
+	font-size: 1.5em;
+	color: #ccffff;
+}
+
+
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+

theme.css

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+.scrollToTop{background-color:#d083cf; color:#fff}
+.scrollToTop:hover, .scrollToTop:focus{background-color:#fff; color:#d083cf; border-color:1px solid #d083cf}
+.logo > span{color:#d083cf}
+.navbar-inverse .navbar-nav > li > a:hover, .navbar-inverse .navbar-nav > li > a:focus{background-color:#d083cf}
+.navbar-inverse .navbar-nav > .active > a, .navbar-inverse .navbar-nav > .active > a:hover, .navbar-inverse .navbar-nav > .active > a:focus{background-color:#d083cf}
+.dropdown-menu > li > a:hover, .dropdown-menu > li > a:focus{background-color:#d083cf}
+.navbar-inverse .navbar-nav > .open > a, .navbar-inverse .navbar-nav > .open > a:hover, .navbar-inverse .navbar-nav > .open > a:focus{background-color:#d083cf}
+.dropdown-menu > li > a:hover, .dropdown-menu > li > a:focus{background-color:#d083cf}
+.navbar-inverse .navbar-nav > .open > a, .navbar-inverse .navbar-nav > .open > a:hover, .navbar-inverse .navbar-nav > .open > a:focus{background-color:#d083cf}
+.latest_newsarea span{background:none repeat scroll 0 0 #d083cf}
+.latest_post > h2 span{background:none repeat scroll 0 0 #d083cf}
+#prev-button{color:#d083cf}
+#next-button{color:#d083cf}
+.single_post_content > h2 span{background:none repeat scroll 0 0 #d083cf}
+.single_sidebar > h2 span{ background:none repeat scroll 0 0 #d083cf}
+.bsbig_fig figcaption a:hover{color:#d083cf}
+.spost_nav .media-body > a:hover{color:#d083cf}
+.cat-item a:hover{background-color:#d083cf}
+.nav-tabs > li > a:hover, .nav-tabs > li > a:focus{background-color:#d083cf}
+.nav-tabs > li.active > a, .nav-tabs > li.active > a:hover, .nav-tabs > li.active > a:focus{background-color:#d083cf}
+.single_sidebar > ul > li a:hover{color:#d083cf}
+.footer_widget > h2:hover{color:#d083cf}
+.tag_nav li a:hover{color:#d083cf; border-color:#d083cf}
+.copyright a:hover{color:#d083cf}
+.post_commentbox a:hover, .post_commentbox span:hover{color:#d083cf}
+.breadcrumb{border-left:10px solid #d083cf}
+.single_page_content ul li:before{background-color:#d083cf}
+.single_page_content h2, .single_page_content h3, .single_page_content h4, .single_page_content h5, .single_page_content h6{color:#d083cf}
+.nav-slit .icon-wrap{background-color:#d083cf}
+.nav-slit h3{background:#d083cf}
+.catgArchive{background-color:#d083cf}
+.error_page > h3{color:#d083cf}
+.error_page > span{background:none repeat scroll 0 0 #d083cf}
+.error_page > a{background-color:#d083cf}
+.contact_area > h2{background-color:#d083cf}
+.contact_form input[type="submit"]{background-color:#d083cf}
+.contact_form input[type="submit"]:hover{background-color:#fff; color:#d083cf}
+.related_post > h2 i{color:#d083cf}
+.form-control:focus{border-color:#d083cf;  box-shadow:0 0px 1px #d083cf inset,0 0 5px #d083cf}