├── .gitignore
├── LICENSE
├── Procfile
├── README.md
├── Text Summarizer.gif
├── app.py
├── cover.png
├── licence.jpg
├── requirements.txt
├── static
    └── cover.png
└── templates
    └── index1.html


/.gitignore:
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1 | *.agdai
2 | MAlonzo/**
3 | 


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/LICENSE:
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 1 | BSD 2-Clause License
 2 | 
 3 | Copyright (c) 2020, K Dheeraj  Kumar
 4 | All rights reserved.
 5 | 
 6 | Redistribution and use in source and binary forms, with or without
 7 | modification, are permitted provided that the following conditions are met:
 8 | 
 9 | 1. Redistributions of source code must retain the above copyright notice, this
10 |    list of conditions and the following disclaimer.
11 | 
12 | 2. Redistributions in binary form must reproduce the above copyright notice,
13 |    this list of conditions and the following disclaimer in the documentation
14 |    and/or other materials provided with the distribution.
15 | 
16 | THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
17 | AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
18 | IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
19 | DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
20 | FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
21 | DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
22 | SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
23 | CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
24 | OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
25 | OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
26 | 


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/Procfile:
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1 | web: gunicorn app:app
2 | 


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/README.md:
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 1 | ![Alt Text](https://github.com/DheerajKumar97/Text-Summarizer-Flask-Deployment/blob/master/cover.png)
 2 | <br>
 3 | # Text-Summarizer-Flask-Deployment
 4 | # Deployment Demo
 5 | 
 6 | ![Alt Text](https://github.com/DheerajKumar97/Text-Summarizer-Flask-Deployment/blob/master/Text%20Summarizer.gif)
 7 | <br><br>
 8 | # Table Of Contents
 9 | - [Project Goal](#Project-Goal)
10 | - [Project Motivation](#Project-Motivation)
11 | - [Requirements Installation](#Requirements-Installation)
12 | - [File Sections](#File-Sections)
13 | - [Technologies Used](#Technologies-Used)
14 | - [License](#License)
15 | 
16 | # Project Goal
17 | 
18 |  **This Project is to designed to Summarize the given text and return the summarized text to user using PYTHON,FLASK,HTML**
19 | 
20 | # Project Motivation
21 | 
22 | **While we browsing in internet we have to study more topics each and every topics should be covered so to reduce the effort instead of studing whole things just we can study the breif of that content**
23 | 
24 | # Requirements Installation
25 | 
26 | **The Code is written in Python 3.7. If you don't have Python installed you can find it here. If you are using a lower version of Python you can upgrade using the pip package, ensuring you have the latest version of pip. To install the required packages and libraries, run this command in the project directory after cloning the repository**
27 | 
28 |     pip install -r requirements.txt
29 |     
30 | # The Python file has following sections:
31 | 
32 | ## IPL Score Prediction.py
33 | 
34 | 1- **Data Preprocessing** 
35 | 
36 | 2- **Bag of Words Model**
37 | 
38 | 3- **Sentence Similarity** 
39 | 
40 | 4- **Building Smilarity Matrix**
41 | 
42 | 5- **Generating Summary**
43 | 
44 | # Technologies Used
45 | 
46 | ![Alt Text](https://github.com/DheerajKumar97/IPL-Score-Prediction-with-Flask-Dep
47 | loyment-Heroku/blob/master/static/p1.jpg)
48 | ![Alt Text](https://github.com/DheerajKumar97/IPL-Score-Prediction-with-Flask-Deployment-Heroku/blob/master/static/p2.png)
49 | ![Alt Text](https://github.com/DheerajKumar97/IPL-Score-Prediction-with-Flask-Deployment-Heroku/blob/master/static/p3.png)
50 | 
51 | # License
52 | 
53 | ![Alt Text](https://github.com/DheerajKumar97/Text-Summarizer-Flask-Deployment/blob/master/licence.jpg)
54 | <br>
55 | CopyRight 2020 DHEERAJ KUMAR
56 | 
57 |       https://opensource.org/licenses/MIT
58 |       
59 | Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.
60 | 


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/Text Summarizer.gif:
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https://raw.githubusercontent.com/DheerajKumar97/Text-Summarizer-Flask-Deployment/f4b28758636083305da7c5d5400b83131371311b/Text Summarizer.gif


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/app.py:
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  1 | from nltk.corpus import stopwords
  2 | import numpy as np
  3 | import networkx as nx
  4 | import regex
  5 | from flask import Flask, request, jsonify, render_template
  6 | import nltk
  7 | # nltk.download('stopwords')
  8 | 
  9 | def read_article(data):
 10 | 
 11 |     article = data.split(". ")
 12 |     sentences = []
 13 |     for sentence in article:
 14 |         review = regex.sub("[^A-Za-z0-9]",' ', sentence)
 15 |         sentences.append(review.replace("[^a-zA-Z]", " ").split(" "))        
 16 |     sentences.pop()     
 17 |     return sentences
 18 | 
 19 | def sentence_similarity(sent1, sent2, stopwords=None):
 20 |     if stopwords is None:
 21 |         stopwords = []
 22 |  
 23 |     sent1 = [w.lower() for w in sent1]
 24 |     sent2 = [w.lower() for w in sent2]
 25 |  
 26 |     all_words = list(set(sent1 + sent2))
 27 |  
 28 |     vector1 = [0] * len(all_words) #makes a vector of len all_words
 29 |     vector2 = [0] * len(all_words)
 30 |  
 31 |     # build the vector for the first sentence
 32 |     for w in sent1:
 33 |         if w in stopwords:
 34 |             continue
 35 |         vector1[all_words.index(w)] += 1
 36 |  
 37 |     # build the vector for the second sentence
 38 |     for w in sent2:
 39 |         if w in stopwords:
 40 |             continue
 41 |         vector2[all_words.index(w)] += 1
 42 |  
 43 |     return 1 - nltk.cluster.util.cosine_distance(vector1, vector2)
 44 | 
 45 | def build_similarity_matrix(sentences, stop_words):
 46 |     # Create an empty similarity matrix
 47 |     similarity_matrix = np.zeros((len(sentences), len(sentences)))
 48 |  
 49 |     for idx1 in range(len(sentences)):
 50 |         for idx2 in range(len(sentences)):
 51 |             if idx1 == idx2: #ignore if both are same sentences
 52 |                 continue 
 53 |             similarity_matrix[idx1][idx2] = sentence_similarity(sentences[idx1], sentences[idx2], stop_words)
 54 | 
 55 |     return similarity_matrix
 56 | 
 57 | 
 58 | def generate_summary(file_name, top_n=10):
 59 |     stop_words = stopwords.words('english')
 60 |     summarize_text = []
 61 | 
 62 |     # Step 1 - Read text anc split it
 63 |     sentences =  read_article(file_name)
 64 |     
 65 |     # Step 2 - Generate Similary Martix across sentences
 66 |     sentence_similarity_martix = build_similarity_matrix(sentences, stop_words)
 67 | 
 68 |     # Step 3 - Rank sentences in similarity martix
 69 |     sentence_similarity_graph = nx.from_numpy_array(sentence_similarity_martix)
 70 |     scores = nx.pagerank(sentence_similarity_graph)
 71 | 
 72 |     # Step 4 - Sort the rank and pick top sentences
 73 |     ranked_sentence = sorted(((scores[i],s) for i,s in enumerate(sentences)), reverse=True)    
 74 | #     print("\n\n---------------\nIndexes of top ranked_sentence order are ", ranked_sentence)    
 75 | 
 76 |     for i in range(top_n):
 77 |       summarize_text.append(" ".join(ranked_sentence[i][1]))
 78 | 
 79 |     # Step 5 - Offcourse, output the summarize texr
 80 |     # print("\n")
 81 |     # print("*"*140)
 82 |     # print("\n\nSUMMARY: \n---------\n\n", ". ".join(summarize_text))
 83 |     a = ". ".join(summarize_text)
 84 |     return a
 85 | 
 86 | #----------FLASK-----------------------------#
 87 | 
 88 | app = Flask(__name__)
 89 | @app.route('/templates', methods =['POST'])
 90 | def original_text_form():
 91 | 		text = request.form['input_text']
 92 | 		number_of_sent = request.form['num_sentences']
 93 | # 		print("TEXT:\n",text)
 94 | 		summary = generate_summary(text,int(number_of_sent))
 95 | # 		print("*"*30)
 96 | # 		print(summary)
 97 | 		return render_template('index1.html', title = "Summarizer", original_text = text, output_summary = summary, num_sentences = 5)
 98 | 
 99 | @app.route('/')
100 | def homepage():
101 | 	title = "TEXT summarizer"
102 | 	return render_template('index1.html', title = title)
103 | 
104 | if __name__ == "__main__":
105 | 	app.debug = True
106 | 	app.run()
107 | 


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/cover.png:
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https://raw.githubusercontent.com/DheerajKumar97/Text-Summarizer-Flask-Deployment/f4b28758636083305da7c5d5400b83131371311b/cover.png


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/licence.jpg:
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https://raw.githubusercontent.com/DheerajKumar97/Text-Summarizer-Flask-Deployment/f4b28758636083305da7c5d5400b83131371311b/licence.jpg


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/requirements.txt:
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 1 | Flask==1.1.1
 2 | gunicorn==19.9.0
 3 | itsdangerous==1.1.0
 4 | Jinja2==2.10.1
 5 | MarkupSafe==1.1.1
 6 | Werkzeug==0.15.5
 7 | numpy>=1.9.2
 8 | scipy>=0.15.1
 9 | scikit-learn>=0.18
10 | matplotlib>=1.4.3
11 | pandas>=0.19
12 | nltk>=3.4.5
13 | regex>=2.5.82
14 | networkx==2.3
15 | 
16 | 
17 | 


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/static/cover.png:
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https://raw.githubusercontent.com/DheerajKumar97/Text-Summarizer-Flask-Deployment/f4b28758636083305da7c5d5400b83131371311b/static/cover.png


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/templates/index1.html:
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  1 | <!DOCTYPE html>
  2 | <head>
  3 |     <head>
  4 |         <meta charset="utf-8">
  5 |         <title>First Innings Score Predictor</title>
  6 |         <link rel="shortcut icon" href="{{ url_for('static', filename='ipl-favicon.ico') }}">
  7 |         <link rel="stylesheet" type="text/css" href="{{ url_for('static', filename='styles.css') }}">
  8 |         <script src="https://kit.fontawesome.com/5f3f547070.js" crossorigin="anonymous"></script>
  9 |         <link href="https://fonts.googleapis.com/css2?family=Open+Sans:wght@300&display=swap" rel="stylesheet">
 10 |         <meta charset="UTF-8">
 11 |   <meta name="viewport" content="width=device-width" />
 12 |   <title>Glitch</title>
 13 |   <link href='https://fonts.googleapis.com/css?family=Oswald' rel='stylesheet' type='text/css'>
 14 |   <link rel="stylesheet" href="style.css" />
 15 |  <meta charset="utf-8">
 16 |   <meta name="viewport" content="width=device-width, initial-scale=1">
 17 |   <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css">
 18 |   <script src="https://ajax.googleapis.com/ajax/libs/jquery/4.4.1/jquery.min.js"></script>
 19 |   <script src="https://cdnjs.cloudflare.com/ajax/libs/popper.js/1.14.7/umd/popper.min.js"></script>
 20 |   <script src="https://maxcdn.bootstrapcdn.com/bootstrap/4.3.1/js/bootstrap.min.js"></script>
 21 |   <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.min.css">
 22 | <title>Home</title>
 23 | 	<!-- <link rel="stylesheet" type="text/css" href="../static/css/styles.css"> -->
 24 | 	<link rel="stylesheet" type="text/css" href="{{ url_for('static', filename='css/styles.css') }}">
 25 | 
 26 |   <style>
 27 | #ip4 {
 28 |     border-radius: 30px 60px 40px;
 29 |     border: 4px solid blue;
 30 |     padding: 20px; 
 31 |     width: 400px;
 32 |     height: 80px; 
 33 | }
 34 | </style>
 35 | 
 36 |    </head>
 37 |  <nav class="navbar navbar-expand-sm bg-dark fixed-top">
 38 |   <a class="navbar-brand"><b><font color="white">Text Summarizer</font></b></a>
 39 |   <a class="navbar-brand"><b><font size="2" color="white">BY DHEERAJ KUMAR</font></b></a>
 40 |   <ul class="navbar-nav" >
 41 |     <li class="nav-item">
 42 |     </li>
 43 |     <li class="nav-item">
 44 |     </li>
 45 |   </ul>
 46 | </nav>
 47 | <div class="dh ">
 48 |                             <img class="image-width" src="{{ url_for('static', filename='cover.png') }}" alt="Kolkata Knight Riders">
 49 | 
 50 | <body>
 51 | <style> 
 52 |             .dh { 
 53 |                 width:100%; 
 54 |                 height:200px; 
 55 |             } 
 56 |             img{ 
 57 |                 width:100%; 
 58 |                 height:200px; 
 59 |             } 
 60 | </style>
 61 | 
 62 | <!-- --------------->
 63 | <style>
 64 | 
 65 | body { 
 66 | 	width: 100%;
 67 | 	height:10%;
 68 | 	font-family: 'Open Sans', sans-serif;
 69 | 	background:#ff2600; 
 70 | 	color: #fff;
 71 | 	font-size: 28px;
 72 | 	text-align:center;
 73 | 	letter-spacing:1.2px;
 74 | 	
 75 | }
 76 | 
 77 | </style>
 78 | 
 79 | 	<meta charset="utf-8">
 80 | 	<meta name="viewport" content="width=device-width, initial-scale=1">
 81 | 	
 82 | 
 83 | 	<!-- Latest compiled and minified CSS -->
 84 | 	<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.7/css/bootstrap.min.css">
 85 | 
 86 | 	<!-- jQuery library -->
 87 | 	<script src="https://ajax.googleapis.com/ajax/libs/jquery/4.2.1/jquery.min.js"></script>
 88 | 
 89 | 	<!-- Latest compiled JavaScript -->
 90 | 	<script src="https://maxcdn.bootstrapcdn.com/bootstrap/4.3.7/js/bootstrap.min.js"></script>
 91 | 	
 92 | 	<link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css" rel="stylesheet"/>
 93 | 	<link rel="stylesheet" href="css/style.css" />
 94 | 
 95 | </head>
 96 | 
 97 | <style>
 98 | #ip4 {
 99 |     border-radius: 25px 80px 10px;
100 |     border: 6px solid #609;
101 |     padding: 20px; 
102 |     width: 600px;
103 |     height: 245px; 
104 | }
105 | </style>
106 | <style>
107 | 
108 |     #input {
109 |       background: blue;
110 |     }
111 | 
112 |     body{
113 |       background: blue;
114 |       margin: 0;
115 |     } 
116 | 
117 | #sumform{
118 |       background: white;
119 |     }
120 | 
121 |     body{
122 |       background: blue;
123 |       margin: 0;
124 |     } 
125 | 
126 |     </style>
127 | <br><br>
128 | <div  class="login"> 
129 | <body>
130 | 	<section class = "input container" id = "input" >
131 | 		
132 | 		<div class="form-container jumbotron" id-"sum-section">
133 | 			<form action = "/templates" id="sumform" method = "POST">
134 | 				<p>Enter the text you wish to summarize:</p>
135 | 	
136 |                                 <textarea name = "input_text" id = "input_text" rows="6" cols="30" required="required" 
137 |                                  value = "{{request.form['input_text']}}" id="ip4"></textarea>
138 | 				<p>Enter the number of sentences you like to be outputted in summary: </p>
139 | 				<p>
140 | 					<input type="number" name = "num_sentences" pattern = 
141 | 					"[0-9]+" min = "1" max = "100" required >
142 | 				</p>
143 | 				<p>
144 | 					<input type="submit"  class="btn btn-success btn-md" value="Submit">
145 | 				</p>
146 | 				<!-- <h2> my summary</h2> -->
147 | 				<h4>Summarized Text: </h4>
148 | 				<textbox name="output_text" id="output_text" maxlength="500000" style="width:900px; 
149 | 				height:250px">
150 | 					{% for sentence in output_summary %}
151 | 					<p>{{ output_summary }} </p>
152 | 					<!-- {% endfor %} -->
153 | 				</textbox>
154 | 				<br>
155 | 				<h4>Original Text:</h4>
156 | 				<p>{{ original_text }}</p>
157 | 			</form>
158 | 		</div>
159 | 		
160 | 	</section>
161 | </div>
162 | <br><br><br><br>
163 | </div>
164 | 
165 | <script>
166 | // When the user scrolls down 50px from the top of the document, resize the header's font size
167 | window.onscroll = function() {scrollFunction()};
168 | 
169 | function scrollFunction() {
170 |   if (document.body.scrollTop > 50 || document.documentElement.scrollTop > 50) {
171 |     document.getElementById("header").style.fontSize = "10px";
172 |   } else {
173 |     document.getElementById("header").style.fontSize = "50px";
174 |   }
175 | }
176 | </script>
177 | 
178 | 	<style>
179 | .footer {
180 |    position: fixed;
181 |    left: 0;
182 |    bottom: 0;
183 |    width: 100%;
184 |    background-color: #282828;
185 |    color: white;
186 |    text-align: center;
187 | }
188 | </style>
189 | <br><br>
190 | <div class='footer'>
191 |            <div class="footer">
192 | 
193 | 
194 | <div>
195 |   </a>
196 |   <p><font face='verdana' size='2' ><b>@ 2020  All Rights Reserved.   <a href="https://www.linkedin.com/in/dheerajkumar1997/"><button type="button" class="btn-linkedin w3-blue"><i class="fa fa-linkedin left"></i></button></a>&nbsp<a href="https://github.com/DheerajKumar97?tab=repositories"><button type="button" class="btn-github w3-white"><i class="fa fa-github left"></i></button></a>&nbsp<a href="https://wa.me/+919080883289"><button type="button" class="btn-whatsapp w3-green"><i class="fa fa-whatsapp my-float left"></i></button> </b></font></p>
197 |   </div>
198 | 
199 |            </div>
200 |         
201 | </body>
202 | </body>
203 | 
204 | </html>
205 | 


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