Spaces:
Running
Running
Upload 4 files
Browse files- app.py +41 -0
- spam.pkl +3 -0
- templates/index.html +94 -0
- vector.pkl +3 -0
app.py
ADDED
|
@@ -0,0 +1,41 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from flask import Flask, request, render_template
|
| 2 |
+
import joblib
|
| 3 |
+
import numpy as np
|
| 4 |
+
|
| 5 |
+
# Initialize the Flask application
|
| 6 |
+
app = Flask(__name__)
|
| 7 |
+
|
| 8 |
+
# Load the trained model and TF-IDF vectorizer
|
| 9 |
+
model = joblib.load('spam.pkl')
|
| 10 |
+
vectorizer = joblib.load('vector.pkl')
|
| 11 |
+
|
| 12 |
+
@app.route('/', methods=['GET', 'POST'])
|
| 13 |
+
def index():
|
| 14 |
+
if request.method == 'POST':
|
| 15 |
+
# Get the comment from the form
|
| 16 |
+
comment = request.form['comment']
|
| 17 |
+
|
| 18 |
+
# Debug: Print the received comment
|
| 19 |
+
print(f"Received comment: {comment}")
|
| 20 |
+
|
| 21 |
+
# Transform the comment using the loaded vectorizer
|
| 22 |
+
comment_transformed = vectorizer.transform([comment])
|
| 23 |
+
|
| 24 |
+
# Debug: Print the transformed comment
|
| 25 |
+
print(f"Transformed comment: {comment_transformed.toarray()}")
|
| 26 |
+
|
| 27 |
+
# Predict using the loaded model
|
| 28 |
+
prediction = model.predict(comment_transformed)
|
| 29 |
+
|
| 30 |
+
# Debug: Print the prediction
|
| 31 |
+
print(f"Prediction: {prediction}")
|
| 32 |
+
|
| 33 |
+
# Determine if it's spam or not
|
| 34 |
+
result = 'SPAM' if prediction == 'Spam' else 'NOT-SPAM'
|
| 35 |
+
|
| 36 |
+
return render_template('index.html', comment=comment, result=result)
|
| 37 |
+
|
| 38 |
+
return render_template('index.html')
|
| 39 |
+
|
| 40 |
+
if __name__ == '__main__':
|
| 41 |
+
app.run(debug=True)
|
spam.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:972763aa315963feea4c13e302e16a04a411bb38d7163e93dca4cdfdeb49132a
|
| 3 |
+
size 21607
|
templates/index.html
ADDED
|
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
<!DOCTYPE html>
|
| 2 |
+
<html lang="en">
|
| 3 |
+
<head>
|
| 4 |
+
<meta charset="UTF-8">
|
| 5 |
+
<meta name="viewport" content="width=device-width, initial-scale=1.0">
|
| 6 |
+
<title>Spam Comment Detection</title>
|
| 7 |
+
<style>
|
| 8 |
+
body {
|
| 9 |
+
font-family: Arial, sans-serif;
|
| 10 |
+
background-color: #f4f4f9;
|
| 11 |
+
margin: 0;
|
| 12 |
+
padding: 0;
|
| 13 |
+
display: flex;
|
| 14 |
+
justify-content: center;
|
| 15 |
+
align-items: center;
|
| 16 |
+
min-height: 100vh;
|
| 17 |
+
color: #333;
|
| 18 |
+
}
|
| 19 |
+
.container {
|
| 20 |
+
background-color: #fff;
|
| 21 |
+
padding: 20px;
|
| 22 |
+
border-radius: 8px;
|
| 23 |
+
box-shadow: 0 2px 10px rgba(0, 0, 0, 0.1);
|
| 24 |
+
max-width: 500px;
|
| 25 |
+
width: 90%;
|
| 26 |
+
text-align: center;
|
| 27 |
+
animation: fadeIn 1s ease-in-out;
|
| 28 |
+
}
|
| 29 |
+
h1 {
|
| 30 |
+
margin-bottom: 20px;
|
| 31 |
+
}
|
| 32 |
+
label {
|
| 33 |
+
display: block;
|
| 34 |
+
margin-bottom: 10px;
|
| 35 |
+
font-weight: bold;
|
| 36 |
+
}
|
| 37 |
+
textarea {
|
| 38 |
+
width: 100%;
|
| 39 |
+
padding: 10px;
|
| 40 |
+
border-radius: 5px;
|
| 41 |
+
border: 1px solid #ccc;
|
| 42 |
+
margin-bottom: 20px;
|
| 43 |
+
resize: vertical;
|
| 44 |
+
min-height: 100px;
|
| 45 |
+
transition: all 0.3s ease;
|
| 46 |
+
}
|
| 47 |
+
textarea:focus {
|
| 48 |
+
border-color: #007BFF;
|
| 49 |
+
box-shadow: 0 0 8px rgba(0, 123, 255, 0.2);
|
| 50 |
+
}
|
| 51 |
+
input[type="submit"] {
|
| 52 |
+
background-color: #007BFF;
|
| 53 |
+
color: white;
|
| 54 |
+
border: none;
|
| 55 |
+
padding: 10px 20px;
|
| 56 |
+
border-radius: 5px;
|
| 57 |
+
cursor: pointer;
|
| 58 |
+
font-size: 16px;
|
| 59 |
+
transition: background-color 0.3s ease;
|
| 60 |
+
}
|
| 61 |
+
input[type="submit"]:hover {
|
| 62 |
+
background-color: #0056b3;
|
| 63 |
+
}
|
| 64 |
+
.result {
|
| 65 |
+
margin-top: 20px;
|
| 66 |
+
font-size: 18px;
|
| 67 |
+
animation: fadeIn 1s ease-in-out;
|
| 68 |
+
}
|
| 69 |
+
@keyframes fadeIn {
|
| 70 |
+
from {
|
| 71 |
+
opacity: 0;
|
| 72 |
+
}
|
| 73 |
+
to {
|
| 74 |
+
opacity: 1;
|
| 75 |
+
}
|
| 76 |
+
}
|
| 77 |
+
</style>
|
| 78 |
+
</head>
|
| 79 |
+
<body>
|
| 80 |
+
<div class="container">
|
| 81 |
+
<h1>Spam Comment Detection</h1>
|
| 82 |
+
<form method="POST">
|
| 83 |
+
<label for="comment">Enter your comment:</label>
|
| 84 |
+
<textarea id="comment" name="comment" rows="1" cols="1" placeholder="Type your comment here..."></textarea><br>
|
| 85 |
+
<input type="submit" value="Check">
|
| 86 |
+
</form>
|
| 87 |
+
{% if result %}
|
| 88 |
+
<div class="result">
|
| 89 |
+
<h2>Result: {{ result }}</h2>
|
| 90 |
+
</div>
|
| 91 |
+
{% endif %}
|
| 92 |
+
</div>
|
| 93 |
+
</body>
|
| 94 |
+
</html>
|
vector.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5e2ca94b965ba804d25758adf1f1aba9f70820111e84e934eb5f62ee6b2eee72
|
| 3 |
+
size 7540
|