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Books-Recommendation-System

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pranavagrawal commited on Sep 10, 2023

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f11c347

1 Parent(s): 48c6649

app files

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Files changed (11) hide show

.idea/.gitignore +8 -0
Dockerfile +12 -0
books.pkl +3 -0
main.py +76 -0
popular_books.pkl +3 -0
pt.pkl +3 -0
requirements.txt +4 -0
similarity_scores.pkl +3 -0
templates/all.html +58 -0
templates/index.html +66 -0
templates/recommend.html +73 -0

.idea/.gitignore ADDED Viewed

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+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml

Dockerfile ADDED Viewed

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+FROM python:3.9
+WORKDIR /code
+COPY ./requirements.txt /code/requirements.txt
+RUN pip python.exe -m pip install --upgrade pip
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+COPY . .
+CMD ["gunicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]

books.pkl ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:016d6dfd03e12b3ea03e517b958bd9057027c6b4358f171731ce13471e9299de
+size 71737055

main.py ADDED Viewed

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+from flask import Flask, render_template, request, jsonify
+import pandas as pd
+import numpy as np
+# Load your data
+popular_df = pd.read_pickle("popular_books.pkl")
+pt = pd.read_pickle("pt.pkl")
+books = pd.read_pickle("books.pkl")
+similarity_scores = pd.read_pickle("similarity_scores.pkl")
+app = Flask(__name__)
+# Function to retrieve book suggestions based on user input
+def get_suggestions(query):
+    # Replace this with your logic to fetch book suggestions
+    # For example, you can search for book titles or authors that match the query
+    suggestions = []
+    for title in books["Book-Title"]:
+        if query.lower() in title.lower():
+            suggestions.append(title)
+    return suggestions
+@app.route("/")
+def home():
+    return render_template("index.html", book_name=popular_df["Book-Title"].to_list(),
+                           author_name=popular_df["Book-Author"].to_list(),
+                           image=popular_df["Image-URL-M"].to_list(),
+                           votes=popular_df["num_ratings"].to_list(),
+                           rating=popular_df["avg_ratings"].to_list()
+                           )
+@app.route("/recommend")
+def recommend_ui():
+    return render_template("recommend.html")
+@app.route('/recommend_books', methods=['post'])
+def recommend():
+    user_input = request.form.get('user_input')
+    index = np.where(pt.index == user_input)[0][0]
+    similar_items = sorted(list(enumerate(similarity_scores[index])), key=lambda x: x[1], reverse=True)[1:5]
+    data = []
+    for i in similar_items:
+        item = []
+        temp_df = books[books['Book-Title'] == pt.index[i[0]]]
+        item.extend(temp_df.drop_duplicates('Book-Title')['Book-Title'].to_list())
+        item.extend(temp_df.drop_duplicates('Book-Title')['Book-Author'].to_list())
+        item.extend(temp_df.drop_duplicates('Book-Title')['Image-URL-M'].to_list())
+        data.append(item)
+    return render_template('recommend.html', data=data)
+@app.route("/books", methods=["GET"])
+def all_books():
+    return render_template("all.html", book_name=books["Book-Title"].to_list(),
+                           author_name=books["Book-Author"].to_list(),
+                           image=books["Image-URL-M"].to_list()
+                           )
+@app.route('/get_suggestions')
+def suggestions():
+    query = request.args.get('query')
+    suggestions = get_suggestions(query)
+    return jsonify(suggestions)
+if __name__ == "__main__":
+    app.run(debug=True)

popular_books.pkl ADDED Viewed

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8862d266fb9a8c51da5dd7d9e2be1ac10045fe902ee0f0a6b24d362719301823
+size 14235

pt.pkl ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:f661040b419c55d55e158a18856b2a76efe02f7e3670da09fb9922e87bf59291
+size 14030021

requirements.txt ADDED Viewed

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+gunicorn
+pandas
+numpy
+flask

similarity_scores.pkl ADDED Viewed

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+version https://git-lfs.github.com/spec/v1
+oid sha256:aeff922803acddd309426db6a91cfd087649a3819db5d660ff25e0597c53e072
+size 3987651

templates/all.html ADDED Viewed

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+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Book Recommender System</title>
+    <link href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css" rel="stylesheet">
+    <style>
+        .book-card {
+            margin-top: 20px;
+        }
+    </style>
+</head>
+<body>
+<header>
+    <nav class="navbar navbar-expand-lg bg-light">
+        <div class="container">
+            <a class="navbar-brand" href="/">Book Recommender System</a>
+            <button class="navbar-toggler" type="button" data-bs-toggle="collapse"
+                    data-bs-target="#navbarSupportedContent"
+                    aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
+                <span class="navbar-toggler-icon"></span>
+            </button>
+            <div class="collapse navbar-collapse" id="navbarSupportedContent">
+                <ul class="navbar-nav me-auto mb-2 mb-lg-0">
+                    <li class="nav-item">
+                        <a class="nav-link active" aria-current="page" href="/">Home</a>
+                    </li>
+                    <li class="nav-item">
+                        <a class="nav-link active" aria-current="page" href="/recommend">Recommend</a>
+                    </li>
+                    <li class="nav-item">
+                        <a class="nav-link active" aria-current="page" href="/books">All Books</a>
+                    </li>
+                </ul>
+            </div>
+        </div>
+    </nav>
+</header>
+<main>
+    <div class="container">
+        {% for i in range(book_name|length) %}
+            <div class="col-md-3 book-card">
+                <div class="card-body">
+                    <img src="{{ image[i] }}" alt="Book Cover">
+                    <h6 style="margin-top: 20px">{{ book_name[i] }}</h6>
+                    <p>{{ author_name[i] }}</p>
+                </div>
+            </div>
+        {% endfor %}
+    </div>
+</main>
+<script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.min.js"></script>
+</body>
+</html>

templates/index.html ADDED Viewed

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+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Book Recommender System</title>
+    <link href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css" rel="stylesheet">
+    <style>
+        .book-card {
+            margin-top: 50px;
+        }
+    </style>
+</head>
+<body>
+<header>
+    <nav class="navbar navbar-expand-lg bg-light">
+        <div class="container">
+            <a class="navbar-brand" href="/">Book Recommender System</a>
+            <button class="navbar-toggler" type="button" data-bs-toggle="collapse"
+                    data-bs-target="#navbarSupportedContent"
+                    aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
+                <span class="navbar-toggler-icon"></span>
+            </button>
+            <div class="collapse navbar-collapse" id="navbarSupportedContent">
+                <ul class="navbar-nav me-auto mb-2 mb-lg-0">
+                    <li class="nav-item">
+                        <a class="nav-link active" aria-current="page" href="/">Home</a>
+                    </li>
+                    <li class="nav-item">
+                        <a class="nav-link active" aria-current="page" href="/recommend">Recommend</a>
+                    </li>
+                    <li class="nav-item">
+                        <a class="nav-link active" aria-current="page" href="/books">All Books</a>
+                    </li>
+                </ul>
+            </div>
+        </div>
+    </nav>
+</header>
+<main>
+    <div class="container">
+        <div class="row">
+            <div class="col-md-12">
+                <h1 style="font-size: 50px">Top 100 Books</h1>
+            </div>
+            {% for i in range(book_name|length) %}
+            <div class="col-md-3 book-card">
+                <div class="card-body">
+                    <img src="{{ image[i] }}" alt="Book Cover">
+                    <h6 style="margin-top: 20px">{{ book_name[i] }}</h6>
+                    <p>{{ author_name[i] }}</p>
+                    <p><b>Votes:</b> {{ votes[i] }}</p>
+                    <p><b>Ratings:</b> {{ "%.2f"%rating[i] }}</p>
+                </div>
+            </div>
+            {% endfor %}
+        </div>
+    </div>
+</main>
+<script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/js/bootstrap.min.js"></script>
+</body>
+</html>

templates/recommend.html ADDED Viewed

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+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Book Recommender System</title>
+    <link href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css" rel="stylesheet">
+    <style>
+        .book-card {
+            margin-top: 50px;
+        }
+    </style>
+</head>
+<body>
+<header>
+    <nav class="navbar navbar-expand-lg bg-light">
+        <div class="container">
+            <a class="navbar-brand" href="/">Book Recommender System</a>
+            <button class="navbar-toggler" type="button" data-bs-toggle="collapse"
+                    data-bs-target="#navbarSupportedContent"
+                    aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation">
+                <span class="navbar-toggler-icon"></span>
+            </button>
+            <div class="collapse navbar-collapse" id="navbarSupportedContent">
+                <ul class="navbar-nav me-auto mb-2 mb-lg-0">
+                    <li class="nav-item">
+                        <a class="nav-link active" aria-current="page" href="/">Home</a>
+                    </li>
+                    <li class="nav-item">
+                        <a class="nav-link active" aria-current="page" href="/recommend">Recommend</a>
+                    </li>
+                    <li class="nav-item">
+                        <a class="nav-link active" aria-current="page" href="/books">All Books</a>
+                    </li>
+                </ul>
+            </div>
+        </div>
+    </nav>
+</header>
+<main>
+    <div class="container">
+        <div class="row">
+            <div class="col-md-12">
+                <h1 style="font-size: 50px">Recommend Books</h1>
+                <form action="/recommend_books" method="post">
+                    <input name="user_input" type="text" class="form-control"><br>
+                    <input type="submit" class="btn btn-lg btn-warning">
+                </form>
+            </div>
+            {% if data %}
+                {% for i in data %}
+                    <div class="col-md-3" style="margin-top:50px">
+                        <div class="card-body">
+                            <img src="{{ i[2] }}">
+                            <p>{{ i[0] }}</p>
+                            <h4>{{ i[1] }}</h4>
+                        </div>
+                    </div>
+                {% endfor %}
+            {% endif %}
+        </div>
+    </div>
+</main>
+</body>
+</html>