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game recommender

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Files changed (8) hide show
  1. Webapp/app.py +31 -0
  2. Webapp/static/home.css +170 -0
  3. Webapp/templates/home.html +83 -0
  4. dockerfile +19 -0
  5. model/Maindf.pkl +3 -0
  6. model/freegameRecommender.ipynb +780 -0
  7. model/homedf.pkl +3 -0
  8. requirements.txt +39 -0
Webapp/app.py ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from flask import Flask,render_template,request
2
+ import pickle
3
+
4
+ app = Flask(__name__, template_folder='templates', static_folder='static', static_url_path='/')
5
+
6
+ with open('model/homedf.pkl', 'rb') as file:
7
+ homedf = pickle.load(file)
8
+ with open('model/Maindf.pkl', 'rb') as file:
9
+ Maindf = pickle.load(file)
10
+
11
+ @app.route('/')
12
+ def home():
13
+ return render_template("home.html",
14
+ title = list(homedf["title"].values),
15
+ image = list(homedf["thumbnail"].values),
16
+ short_description = list(homedf["short_description"].values),
17
+ game_url = list(homedf["game_url"].values),
18
+ genre = list(homedf["genre"].values),
19
+ platform = list(homedf["platform"].values),
20
+ publisher = list(homedf["publisher"].values),
21
+ developer = list(homedf["developer"].values),
22
+ release_date = list(homedf["release_date"].values),
23
+ freetogame_profile_url = list(homedf["freetogame_profile_url"].values),
24
+ )
25
+
26
+ @app.route('/genre')
27
+ def genre():
28
+ pass
29
+
30
+ if __name__ == "__main__":
31
+ app.run(host='0.0.0.0', debug=True)
Webapp/static/home.css ADDED
@@ -0,0 +1,170 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ html {
2
+ scroll-behavior: smooth;
3
+ }
4
+
5
+ body {
6
+ background-color: rgb(36, 41, 46);
7
+ margin: 0;
8
+ }
9
+
10
+ a:link {
11
+ color: white;
12
+ /* Unvisited link */
13
+ }
14
+
15
+ a:visited {
16
+ color: white;
17
+ /* Visited link */
18
+ }
19
+
20
+ a:hover {
21
+ color: white;
22
+ /* On mouse hover */
23
+ }
24
+
25
+ a:active {
26
+ color: white;
27
+ /* Active (clicked) link */
28
+ }
29
+
30
+ div.container1 {
31
+ padding: 20px 23px 0px 23px;
32
+ }
33
+
34
+ header.navBar {
35
+ display: flex;
36
+ justify-content: space-between;
37
+ }
38
+
39
+ a.logo {
40
+ font-size: 2.2em;
41
+ display: flex;
42
+ gap: 8px;
43
+ text-decoration: none;
44
+ align-items: center;
45
+ }
46
+
47
+ span.greyColor {
48
+ color: gray;
49
+ }
50
+
51
+ a span.logoName {
52
+ font-family: "Bonheur Royale", serif;
53
+ font-weight: 900;
54
+ font-size: 2.5rem;
55
+ font-style: normal;
56
+ color: #ffd000;
57
+ }
58
+
59
+ ul.menu {
60
+ display: flex;
61
+ gap: 20px;
62
+ list-style-type: none;
63
+ font-family: "Jaro", sans-serif;
64
+ font-optical-sizing: auto;
65
+ font-weight: 400;
66
+ font-style: normal;
67
+
68
+ }
69
+ .hed{
70
+ font-family: "Jaro", sans-serif;
71
+ font-optical-sizing: auto;
72
+ font-weight: 400;
73
+ font-style: normal;
74
+ margin: 70px 70px;
75
+ text-align: center;
76
+ font-size: 3rem;
77
+ }
78
+
79
+ ul.menu li a:hover {
80
+ color: #20ff00;
81
+ transform: translateY(-3px);
82
+ transition: all .3s ease 0s;
83
+
84
+ }
85
+
86
+ .decoration {
87
+ text-decoration: none;
88
+ }
89
+
90
+ div.container2 h3{
91
+ font-family: "Jaro", sans-serif;
92
+ font-optical-sizing: auto;
93
+ font-weight: 400;
94
+ }
95
+ div.container2 {
96
+ display: flex;
97
+ flex-direction: row;
98
+ margin: 70px 70px;
99
+ justify-content: center;
100
+ font-style: normal;
101
+ flex-wrap: wrap;
102
+ }
103
+
104
+ div.card {
105
+ width: 15vw;
106
+ margin: 5px 5px 5px 5px;
107
+ padding: 30px 30px 30px 30px;
108
+ border: 1px solid gray;
109
+ border-radius: 12px;
110
+ box-sizing: border-box;
111
+ height: 50vh;
112
+ }
113
+
114
+ div.card img {
115
+ width: 232px;
116
+ border-radius: 12px;
117
+ /* margin-left: 25px; */
118
+ height: 140px;
119
+ }
120
+
121
+ .long-text {
122
+ overflow-wrap: break-word; /* Wrap long words */
123
+ white-space: normal;
124
+ }
125
+ .dot{
126
+ overflow: hidden;
127
+ white-space: nowrap;
128
+ text-overflow: ellipsis;
129
+ }
130
+
131
+
132
+ .containerContactMe7{
133
+ display: flex;
134
+ /* justify-content:baseline ; */
135
+ margin: 60px 60px 60px 250px;
136
+
137
+
138
+ }
139
+ .name{
140
+ display: flex;
141
+ align-items: center;
142
+ }
143
+
144
+
145
+ i{
146
+ margin: 12px;
147
+ font-size: 40px;
148
+ }
149
+ .AboutMain{
150
+ font-family: "Jaro", sans-serif;
151
+ font-optical-sizing: auto;
152
+ font-weight: 400;
153
+ font-style: normal;
154
+ }
155
+ .rel{
156
+ font-size: .9rem;
157
+ }
158
+
159
+ div.btn{
160
+ display: flex;
161
+ gap: 20px;
162
+ margin-top: 30px;
163
+ }
164
+ .pad{
165
+ padding: 2px 12px 4px 12px;
166
+ border: none;
167
+ border-radius: 5px;
168
+ background-color: #4f0;
169
+
170
+ }
Webapp/templates/home.html ADDED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!DOCTYPE html>
2
+ <html lang="en">
3
+
4
+ <head>
5
+ <meta charset="UTF-8">
6
+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
7
+ <link rel="preconnect" href="https://fonts.googleapis.com">
8
+ <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
9
+ <link href="https://fonts.googleapis.com/css2?family=Bonheur+Royale&display=swap" rel="stylesheet">
10
+
11
+ <link href="https://fonts.googleapis.com/css2?family=Lacquer&display=swap" rel="stylesheet">
12
+
13
+ <link rel="preconnect" href="https://fonts.googleapis.com">
14
+ <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
15
+ <link href="https://fonts.googleapis.com/css2?family=Jaro:opsz@6..72&display=swap" rel="stylesheet">
16
+ <link rel="stylesheet" href="{{ url_for('static', filename='MainStyle.css') }}">
17
+ <link rel="stylesheet" href="{{ url_for('static', filename='home.css') }}">
18
+ <title>Game_Recommender</title>
19
+ </head>
20
+
21
+ <body>
22
+ <div class="container1">
23
+ <header class="navBar">
24
+ <a href="/" class="logo">
25
+ <span class="greyColor">
26
+
27
+ <span class="logoName">Game_Recommender</span>
28
+
29
+
30
+ </a>
31
+ <ul class="menu">
32
+ <li><a href="{{ url_for('home') }}" class="decoration">Home</a></li>
33
+ <li><a href="" class="decoration">Blank</a></li>
34
+ <li><a href="#Contact" class="decoration">Contact me</a></li>
35
+ </ul>
36
+ </header>
37
+ </div>
38
+ <h1 class="hed">Some Top Free Games </h1>
39
+ <hr style="width: 70%;">
40
+ <div class="container2">
41
+
42
+ {% for i in range(title|length) %}
43
+ <div class="card">
44
+ <img src="{{ image[i] }}" alt="">
45
+ <h3 class="long-text" >{{ title[i] }}</h3>
46
+ <p class="dot , rel">Developer : {{ developer[i] }}</p>
47
+ <p class="long-text , rel">Genre : {{ genre[i] }}</p>
48
+ <p class="long-text ,rel">Platform : {{ platform[i] }}</p>
49
+ <p class="long-text , rel">Release date : {{ release_date[i] }}</p>
50
+ <div class="btn">
51
+ <button class="pad"><a href="{{ game_url[i] }}" target="_blank" style="text-decoration: none; color: rgb(91, 31, 148);">Game</a></button>
52
+ <button class="pad"><a href="{{ freetogame_profile_url[i] }}" target="_blank" style="text-decoration: none; color: rgb(91, 31, 148)">Profile</a></button>
53
+ </div>
54
+ </div>
55
+ {% endfor %}
56
+
57
+
58
+
59
+ </div>
60
+ <div class="containerContactMe7">
61
+ <div class="greetDivision">
62
+ <div class="left">
63
+ <div class="name">
64
+ <h1 style="font-size: 3rem;" id="Contact">Contact Me</h1>
65
+ <img alt="☎️" draggable="false" src="https://cdnjs.cloudflare.com/ajax/libs/twemoji/14.0.2/72x72/260e.png" style="height: 4em; width: 4em; margin: 0px 0.05em 0px 3.1em; vertical-align: -0.1em;">
66
+ </div>
67
+ <h3 class="AboutMain">Discuss a project or just want to say hi? My Inbox is open for all.</h3>
68
+ <h1 style="font-size: 2rem;">Ayushaiml14@gmail.com</h1>
69
+ <div class="ContactsContainer1">
70
+ <a href="https://github.com/AyushAI14" target="_blank"><i
71
+ class="fa-brands fa-square-github"></i></a>
72
+ <a href="https://www.linkedin.com/in/ayush-vishwakarma-a2450a28b/" target="_blank"><i
73
+ class="fa-brands fa-linkedin"></i></a>
74
+ <a href="mailto:ayushaiml14@gmail.com" target="_blank"><i class="fa-solid fa-envelope"></i></a>
75
+ </div>
76
+ </div>
77
+
78
+ </div>
79
+ <script src="https://kit.fontawesome.com/73c3b1fe1f.js" crossorigin="anonymous"></script>
80
+
81
+ </body>
82
+
83
+ </html>
dockerfile ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Base image
2
+ FROM python:3.12-slim
3
+
4
+ # Set the working directory inside the container
5
+ WORKDIR /Game-recommender
6
+
7
+ # Copy necessary files into the container
8
+ COPY requirements.txt requirements.txt
9
+ COPY model model
10
+ COPY Webapp Webapp
11
+
12
+ # Install dependencies
13
+ RUN pip install --no-cache-dir -r requirements.txt
14
+
15
+ # Expose the required port
16
+ EXPOSE 5000
17
+
18
+ # Set the default command to run the Flask app
19
+ CMD ["python", "Webapp/app.py"]
model/Maindf.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6c29e088998dd98bcc0acb680b4fc5fe142b02c39004c3ad45e293b65c7fda4a
3
+ size 97347
model/freegameRecommender.ipynb ADDED
@@ -0,0 +1,780 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "code",
5
+ "execution_count": 4,
6
+ "metadata": {
7
+ "id": "N9aI6NG1z99y"
8
+ },
9
+ "outputs": [],
10
+ "source": [
11
+ "import pandas as pd\n",
12
+ "import numpy as np"
13
+ ]
14
+ },
15
+ {
16
+ "cell_type": "code",
17
+ "execution_count": 5,
18
+ "metadata": {
19
+ "colab": {
20
+ "base_uri": "https://localhost:8080/",
21
+ "height": 597
22
+ },
23
+ "id": "YE9FKvyH0Eoq",
24
+ "outputId": "e8b7c977-8819-4ecf-de8d-d7447a0ceb12"
25
+ },
26
+ "outputs": [
27
+ {
28
+ "data": {
29
+ "text/html": [
30
+ "<div>\n",
31
+ "<style scoped>\n",
32
+ " .dataframe tbody tr th:only-of-type {\n",
33
+ " vertical-align: middle;\n",
34
+ " }\n",
35
+ "\n",
36
+ " .dataframe tbody tr th {\n",
37
+ " vertical-align: top;\n",
38
+ " }\n",
39
+ "\n",
40
+ " .dataframe thead th {\n",
41
+ " text-align: right;\n",
42
+ " }\n",
43
+ "</style>\n",
44
+ "<table border=\"1\" class=\"dataframe\">\n",
45
+ " <thead>\n",
46
+ " <tr style=\"text-align: right;\">\n",
47
+ " <th></th>\n",
48
+ " <th>title</th>\n",
49
+ " <th>thumbnail</th>\n",
50
+ " <th>short_description</th>\n",
51
+ " <th>game_url</th>\n",
52
+ " <th>genre</th>\n",
53
+ " <th>platform</th>\n",
54
+ " <th>publisher</th>\n",
55
+ " <th>developer</th>\n",
56
+ " <th>release_date</th>\n",
57
+ " <th>freetogame_profile_url</th>\n",
58
+ " </tr>\n",
59
+ " </thead>\n",
60
+ " <tbody>\n",
61
+ " <tr>\n",
62
+ " <th>0</th>\n",
63
+ " <td>Tarisland</td>\n",
64
+ " <td>https://www.freetogame.com/g/582/thumbnail.jpg</td>\n",
65
+ " <td>A cross-platform MMORPG developed by Level Inf...</td>\n",
66
+ " <td>https://www.freetogame.com/open/tarisland</td>\n",
67
+ " <td>MMORPG</td>\n",
68
+ " <td>PC (Windows)</td>\n",
69
+ " <td>Tencent</td>\n",
70
+ " <td>Level Infinite</td>\n",
71
+ " <td>2024-06-22</td>\n",
72
+ " <td>https://www.freetogame.com/tarisland</td>\n",
73
+ " </tr>\n",
74
+ " <tr>\n",
75
+ " <th>1</th>\n",
76
+ " <td>Overwatch 2</td>\n",
77
+ " <td>https://www.freetogame.com/g/540/thumbnail.jpg</td>\n",
78
+ " <td>A hero-focused first-person team shooter from ...</td>\n",
79
+ " <td>https://www.freetogame.com/open/overwatch-2</td>\n",
80
+ " <td>Shooter</td>\n",
81
+ " <td>PC (Windows)</td>\n",
82
+ " <td>Activision Blizzard</td>\n",
83
+ " <td>Blizzard Entertainment</td>\n",
84
+ " <td>2022-10-04</td>\n",
85
+ " <td>https://www.freetogame.com/overwatch-2</td>\n",
86
+ " </tr>\n",
87
+ " <tr>\n",
88
+ " <th>2</th>\n",
89
+ " <td>PUBG: BATTLEGROUNDS</td>\n",
90
+ " <td>https://www.freetogame.com/g/516/thumbnail.jpg</td>\n",
91
+ " <td>Get into the action in one of the longest runn...</td>\n",
92
+ " <td>https://www.freetogame.com/open/pubg</td>\n",
93
+ " <td>Shooter</td>\n",
94
+ " <td>PC (Windows)</td>\n",
95
+ " <td>KRAFTON, Inc.</td>\n",
96
+ " <td>KRAFTON, Inc.</td>\n",
97
+ " <td>2022-01-12</td>\n",
98
+ " <td>https://www.freetogame.com/pubg</td>\n",
99
+ " </tr>\n",
100
+ " <tr>\n",
101
+ " <th>3</th>\n",
102
+ " <td>Enlisted</td>\n",
103
+ " <td>https://www.freetogame.com/g/508/thumbnail.jpg</td>\n",
104
+ " <td>Get ready to command your own World War II mil...</td>\n",
105
+ " <td>https://www.freetogame.com/open/enlisted</td>\n",
106
+ " <td>Shooter</td>\n",
107
+ " <td>PC (Windows)</td>\n",
108
+ " <td>Gaijin Entertainment</td>\n",
109
+ " <td>Darkflow Software</td>\n",
110
+ " <td>2021-04-08</td>\n",
111
+ " <td>https://www.freetogame.com/enlisted</td>\n",
112
+ " </tr>\n",
113
+ " <tr>\n",
114
+ " <th>4</th>\n",
115
+ " <td>Genshin Impact</td>\n",
116
+ " <td>https://www.freetogame.com/g/475/thumbnail.jpg</td>\n",
117
+ " <td>If you’ve been looking for a game to scratch t...</td>\n",
118
+ " <td>https://www.freetogame.com/open/genshin-impact</td>\n",
119
+ " <td>Action RPG</td>\n",
120
+ " <td>PC (Windows)</td>\n",
121
+ " <td>miHoYo</td>\n",
122
+ " <td>miHoYo</td>\n",
123
+ " <td>2020-09-28</td>\n",
124
+ " <td>https://www.freetogame.com/genshin-impact</td>\n",
125
+ " </tr>\n",
126
+ " <tr>\n",
127
+ " <th>...</th>\n",
128
+ " <td>...</td>\n",
129
+ " <td>...</td>\n",
130
+ " <td>...</td>\n",
131
+ " <td>...</td>\n",
132
+ " <td>...</td>\n",
133
+ " <td>...</td>\n",
134
+ " <td>...</td>\n",
135
+ " <td>...</td>\n",
136
+ " <td>...</td>\n",
137
+ " <td>...</td>\n",
138
+ " </tr>\n",
139
+ " <tr>\n",
140
+ " <th>323</th>\n",
141
+ " <td>Ragnarok Online</td>\n",
142
+ " <td>https://www.freetogame.com/g/335/thumbnail.jpg</td>\n",
143
+ " <td>A popular fantasy MMORPG, back to the golden a...</td>\n",
144
+ " <td>https://www.freetogame.com/open/ragnarok-online</td>\n",
145
+ " <td>MMORPG</td>\n",
146
+ " <td>PC (Windows)</td>\n",
147
+ " <td>Gravity Interactive</td>\n",
148
+ " <td>Gravity Interactive</td>\n",
149
+ " <td>2003-06-01</td>\n",
150
+ " <td>https://www.freetogame.com/ragnarok-online</td>\n",
151
+ " </tr>\n",
152
+ " <tr>\n",
153
+ " <th>324</th>\n",
154
+ " <td>Entropia Universe</td>\n",
155
+ " <td>https://www.freetogame.com/g/17/thumbnail.jpg</td>\n",
156
+ " <td>A 3D MMO Multi Virtual World Real Cash Economy...</td>\n",
157
+ " <td>https://www.freetogame.com/open/entropia-universe</td>\n",
158
+ " <td>MMORPG</td>\n",
159
+ " <td>PC (Windows)</td>\n",
160
+ " <td>MindArk</td>\n",
161
+ " <td>MindArk</td>\n",
162
+ " <td>2003-01-30</td>\n",
163
+ " <td>https://www.freetogame.com/entropia-universe</td>\n",
164
+ " </tr>\n",
165
+ " <tr>\n",
166
+ " <th>325</th>\n",
167
+ " <td>Anarchy Online</td>\n",
168
+ " <td>https://www.freetogame.com/g/336/thumbnail.jpg</td>\n",
169
+ " <td>A free to play Sci-Fi MMO that has withstood t...</td>\n",
170
+ " <td>https://www.freetogame.com/open/anarchy-online</td>\n",
171
+ " <td>MMORPG</td>\n",
172
+ " <td>PC (Windows)</td>\n",
173
+ " <td>Funcom</td>\n",
174
+ " <td>Funcom</td>\n",
175
+ " <td>2001-06-27</td>\n",
176
+ " <td>https://www.freetogame.com/anarchy-online</td>\n",
177
+ " </tr>\n",
178
+ " <tr>\n",
179
+ " <th>326</th>\n",
180
+ " <td>The Lord of the Rings Online</td>\n",
181
+ " <td>https://www.freetogame.com/g/251/thumbnail.jpg</td>\n",
182
+ " <td>A free to play MMORPG set in the world of J.R....</td>\n",
183
+ " <td>https://www.freetogame.com/open/lotro</td>\n",
184
+ " <td>MMORPG</td>\n",
185
+ " <td>PC (Windows)</td>\n",
186
+ " <td>Warner Bros. Interactive Entertainment</td>\n",
187
+ " <td>Turbine, Inc.</td>\n",
188
+ " <td>2001-04-24</td>\n",
189
+ " <td>https://www.freetogame.com/lotro</td>\n",
190
+ " </tr>\n",
191
+ " <tr>\n",
192
+ " <th>327</th>\n",
193
+ " <td>Tibia</td>\n",
194
+ " <td>https://www.freetogame.com/g/339/thumbnail.jpg</td>\n",
195
+ " <td>A old-school free-to-play massively multiplaye...</td>\n",
196
+ " <td>https://www.freetogame.com/open/tibia</td>\n",
197
+ " <td>MMORPG</td>\n",
198
+ " <td>PC (Windows)</td>\n",
199
+ " <td>CipSoft</td>\n",
200
+ " <td>CipSoft</td>\n",
201
+ " <td>1997-01-07</td>\n",
202
+ " <td>https://www.freetogame.com/tibia</td>\n",
203
+ " </tr>\n",
204
+ " </tbody>\n",
205
+ "</table>\n",
206
+ "<p>328 rows × 10 columns</p>\n",
207
+ "</div>"
208
+ ],
209
+ "text/plain": [
210
+ " title \\\n",
211
+ "0 Tarisland \n",
212
+ "1 Overwatch 2 \n",
213
+ "2 PUBG: BATTLEGROUNDS \n",
214
+ "3 Enlisted \n",
215
+ "4 Genshin Impact \n",
216
+ ".. ... \n",
217
+ "323 Ragnarok Online \n",
218
+ "324 Entropia Universe \n",
219
+ "325 Anarchy Online \n",
220
+ "326 The Lord of the Rings Online \n",
221
+ "327 Tibia \n",
222
+ "\n",
223
+ " thumbnail \\\n",
224
+ "0 https://www.freetogame.com/g/582/thumbnail.jpg \n",
225
+ "1 https://www.freetogame.com/g/540/thumbnail.jpg \n",
226
+ "2 https://www.freetogame.com/g/516/thumbnail.jpg \n",
227
+ "3 https://www.freetogame.com/g/508/thumbnail.jpg \n",
228
+ "4 https://www.freetogame.com/g/475/thumbnail.jpg \n",
229
+ ".. ... \n",
230
+ "323 https://www.freetogame.com/g/335/thumbnail.jpg \n",
231
+ "324 https://www.freetogame.com/g/17/thumbnail.jpg \n",
232
+ "325 https://www.freetogame.com/g/336/thumbnail.jpg \n",
233
+ "326 https://www.freetogame.com/g/251/thumbnail.jpg \n",
234
+ "327 https://www.freetogame.com/g/339/thumbnail.jpg \n",
235
+ "\n",
236
+ " short_description \\\n",
237
+ "0 A cross-platform MMORPG developed by Level Inf... \n",
238
+ "1 A hero-focused first-person team shooter from ... \n",
239
+ "2 Get into the action in one of the longest runn... \n",
240
+ "3 Get ready to command your own World War II mil... \n",
241
+ "4 If you’ve been looking for a game to scratch t... \n",
242
+ ".. ... \n",
243
+ "323 A popular fantasy MMORPG, back to the golden a... \n",
244
+ "324 A 3D MMO Multi Virtual World Real Cash Economy... \n",
245
+ "325 A free to play Sci-Fi MMO that has withstood t... \n",
246
+ "326 A free to play MMORPG set in the world of J.R.... \n",
247
+ "327 A old-school free-to-play massively multiplaye... \n",
248
+ "\n",
249
+ " game_url genre \\\n",
250
+ "0 https://www.freetogame.com/open/tarisland MMORPG \n",
251
+ "1 https://www.freetogame.com/open/overwatch-2 Shooter \n",
252
+ "2 https://www.freetogame.com/open/pubg Shooter \n",
253
+ "3 https://www.freetogame.com/open/enlisted Shooter \n",
254
+ "4 https://www.freetogame.com/open/genshin-impact Action RPG \n",
255
+ ".. ... ... \n",
256
+ "323 https://www.freetogame.com/open/ragnarok-online MMORPG \n",
257
+ "324 https://www.freetogame.com/open/entropia-universe MMORPG \n",
258
+ "325 https://www.freetogame.com/open/anarchy-online MMORPG \n",
259
+ "326 https://www.freetogame.com/open/lotro MMORPG \n",
260
+ "327 https://www.freetogame.com/open/tibia MMORPG \n",
261
+ "\n",
262
+ " platform publisher \\\n",
263
+ "0 PC (Windows) Tencent \n",
264
+ "1 PC (Windows) Activision Blizzard \n",
265
+ "2 PC (Windows) KRAFTON, Inc. \n",
266
+ "3 PC (Windows) Gaijin Entertainment \n",
267
+ "4 PC (Windows) miHoYo \n",
268
+ ".. ... ... \n",
269
+ "323 PC (Windows) Gravity Interactive \n",
270
+ "324 PC (Windows) MindArk \n",
271
+ "325 PC (Windows) Funcom \n",
272
+ "326 PC (Windows) Warner Bros. Interactive Entertainment \n",
273
+ "327 PC (Windows) CipSoft \n",
274
+ "\n",
275
+ " developer release_date \\\n",
276
+ "0 Level Infinite 2024-06-22 \n",
277
+ "1 Blizzard Entertainment 2022-10-04 \n",
278
+ "2 KRAFTON, Inc. 2022-01-12 \n",
279
+ "3 Darkflow Software 2021-04-08 \n",
280
+ "4 miHoYo 2020-09-28 \n",
281
+ ".. ... ... \n",
282
+ "323 Gravity Interactive 2003-06-01 \n",
283
+ "324 MindArk 2003-01-30 \n",
284
+ "325 Funcom 2001-06-27 \n",
285
+ "326 Turbine, Inc. 2001-04-24 \n",
286
+ "327 CipSoft 1997-01-07 \n",
287
+ "\n",
288
+ " freetogame_profile_url \n",
289
+ "0 https://www.freetogame.com/tarisland \n",
290
+ "1 https://www.freetogame.com/overwatch-2 \n",
291
+ "2 https://www.freetogame.com/pubg \n",
292
+ "3 https://www.freetogame.com/enlisted \n",
293
+ "4 https://www.freetogame.com/genshin-impact \n",
294
+ ".. ... \n",
295
+ "323 https://www.freetogame.com/ragnarok-online \n",
296
+ "324 https://www.freetogame.com/entropia-universe \n",
297
+ "325 https://www.freetogame.com/anarchy-online \n",
298
+ "326 https://www.freetogame.com/lotro \n",
299
+ "327 https://www.freetogame.com/tibia \n",
300
+ "\n",
301
+ "[328 rows x 10 columns]"
302
+ ]
303
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304
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305
+ "metadata": {},
306
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307
+ }
308
+ ],
309
+ "source": [
310
+ "Dataframe = pd.read_csv(\"/home/ayush/Documents/AI/Machine_Learning/Projects/Game-recommender/Dataset/free-games.csv\")\n",
311
+ "Dataframe"
312
+ ]
313
+ },
314
+ {
315
+ "cell_type": "code",
316
+ "execution_count": 6,
317
+ "metadata": {
318
+ "colab": {
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+ "base_uri": "https://localhost:8080/"
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+ },
321
+ "id": "c5Yj2WfP0RzB",
322
+ "outputId": "8e3132cb-ac26-4bcc-8fda-eeed3025acc0"
323
+ },
324
+ "outputs": [
325
+ {
326
+ "data": {
327
+ "text/plain": [
328
+ "array(['MMORPG', 'Shooter', 'Action RPG', 'Battle Royale', 'ARPG',\n",
329
+ " 'MMOARPG', 'Fighting', 'MOBA', 'Card', 'Action Game', 'Strategy',\n",
330
+ " 'Action', 'Sports', 'Racing', 'Card Game', 'MMO', 'Social',\n",
331
+ " 'Fantasy'], dtype=object)"
332
+ ]
333
+ },
334
+ "execution_count": 6,
335
+ "metadata": {},
336
+ "output_type": "execute_result"
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+ }
338
+ ],
339
+ "source": [
340
+ "Dataframe['genre'].unique()"
341
+ ]
342
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343
+ {
344
+ "cell_type": "code",
345
+ "execution_count": 7,
346
+ "metadata": {
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+ "execution_count": 7,
361
+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
364
+ ],
365
+ "source": [
366
+ "Dataframe['developer'].nunique()"
367
+ ]
368
+ },
369
+ {
370
+ "cell_type": "code",
371
+ "execution_count": 8,
372
+ "metadata": {
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+ "colab": {
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+ "id": "ZGXETIGF2jsW",
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+ "outputs": [
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+ {
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+ "263"
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+ "metadata": {},
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+ "output_type": "execute_result"
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+ }
390
+ ],
391
+ "source": [
392
+ "Dataframe['publisher'].nunique()"
393
+ ]
394
+ },
395
+ {
396
+ "cell_type": "code",
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+ "execution_count": 9,
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+ "metadata": {
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+ {
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+ "data": {
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+ "text/plain": [
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+ "title 0\n",
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+ "thumbnail 0\n",
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+ "short_description 0\n",
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+ "genre 0\n",
415
+ "platform 0\n",
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+ "developer 0\n",
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+ "release_date 0\n",
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+ "freetogame_profile_url 0\n",
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+ "dtype: int64"
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+ "execution_count": 9,
424
+ "metadata": {},
425
+ "output_type": "execute_result"
426
+ }
427
+ ],
428
+ "source": [
429
+ "Dataframe.isnull().sum()"
430
+ ]
431
+ },
432
+ {
433
+ "cell_type": "code",
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+ "execution_count": 10,
435
+ "metadata": {
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+ "<style scoped>\n",
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+ " <thead>\n",
462
+ " <tr style=\"text-align: right;\">\n",
463
+ " <th></th>\n",
464
+ " <th>title</th>\n",
465
+ " <th>thumbnail</th>\n",
466
+ " <th>short_description</th>\n",
467
+ " <th>game_url</th>\n",
468
+ " <th>genre</th>\n",
469
+ " <th>platform</th>\n",
470
+ " <th>publisher</th>\n",
471
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472
+ " <th>release_date</th>\n",
473
+ " <th>freetogame_profile_url</th>\n",
474
+ " </tr>\n",
475
+ " </thead>\n",
476
+ " <tbody>\n",
477
+ " <tr>\n",
478
+ " <th>1</th>\n",
479
+ " <td>Overwatch 2</td>\n",
480
+ " <td>https://www.freetogame.com/g/540/thumbnail.jpg</td>\n",
481
+ " <td>A hero-focused first-person team shooter from ...</td>\n",
482
+ " <td>https://www.freetogame.com/open/overwatch-2</td>\n",
483
+ " <td>Shooter</td>\n",
484
+ " <td>PC (Windows)</td>\n",
485
+ " <td>Activision Blizzard</td>\n",
486
+ " <td>Blizzard Entertainment</td>\n",
487
+ " <td>2022-10-04</td>\n",
488
+ " <td>https://www.freetogame.com/overwatch-2</td>\n",
489
+ " </tr>\n",
490
+ " <tr>\n",
491
+ " <th>2</th>\n",
492
+ " <td>PUBG: BATTLEGROUNDS</td>\n",
493
+ " <td>https://www.freetogame.com/g/516/thumbnail.jpg</td>\n",
494
+ " <td>Get into the action in one of the longest runn...</td>\n",
495
+ " <td>https://www.freetogame.com/open/pubg</td>\n",
496
+ " <td>Shooter</td>\n",
497
+ " <td>PC (Windows)</td>\n",
498
+ " <td>KRAFTON, Inc.</td>\n",
499
+ " <td>KRAFTON, Inc.</td>\n",
500
+ " <td>2022-01-12</td>\n",
501
+ " <td>https://www.freetogame.com/pubg</td>\n",
502
+ " </tr>\n",
503
+ " <tr>\n",
504
+ " <th>3</th>\n",
505
+ " <td>Enlisted</td>\n",
506
+ " <td>https://www.freetogame.com/g/508/thumbnail.jpg</td>\n",
507
+ " <td>Get ready to command your own World War II mil...</td>\n",
508
+ " <td>https://www.freetogame.com/open/enlisted</td>\n",
509
+ " <td>Shooter</td>\n",
510
+ " <td>PC (Windows)</td>\n",
511
+ " <td>Gaijin Entertainment</td>\n",
512
+ " <td>Darkflow Software</td>\n",
513
+ " <td>2021-04-08</td>\n",
514
+ " <td>https://www.freetogame.com/enlisted</td>\n",
515
+ " </tr>\n",
516
+ " <tr>\n",
517
+ " <th>10</th>\n",
518
+ " <td>Crossout</td>\n",
519
+ " <td>https://www.freetogame.com/g/5/thumbnail.jpg</td>\n",
520
+ " <td>A post-apocalyptic MMO vehicle combat game!</td>\n",
521
+ " <td>https://www.freetogame.com/open/crossout</td>\n",
522
+ " <td>Shooter</td>\n",
523
+ " <td>PC (Windows)</td>\n",
524
+ " <td>Targem</td>\n",
525
+ " <td>Gaijin</td>\n",
526
+ " <td>2017-05-30</td>\n",
527
+ " <td>https://www.freetogame.com/crossout</td>\n",
528
+ " </tr>\n",
529
+ " <tr>\n",
530
+ " <th>11</th>\n",
531
+ " <td>World of Warships</td>\n",
532
+ " <td>https://www.freetogame.com/g/9/thumbnail.jpg</td>\n",
533
+ " <td>A 3D free to play naval action-themed MMO from...</td>\n",
534
+ " <td>https://www.freetogame.com/open/world-of-warships</td>\n",
535
+ " <td>Shooter</td>\n",
536
+ " <td>PC (Windows)</td>\n",
537
+ " <td>Wargaming</td>\n",
538
+ " <td>Wargaming</td>\n",
539
+ " <td>2015-07-02</td>\n",
540
+ " <td>https://www.freetogame.com/world-of-warships</td>\n",
541
+ " </tr>\n",
542
+ " <tr>\n",
543
+ " <th>...</th>\n",
544
+ " <td>...</td>\n",
545
+ " <td>...</td>\n",
546
+ " <td>...</td>\n",
547
+ " <td>...</td>\n",
548
+ " <td>...</td>\n",
549
+ " <td>...</td>\n",
550
+ " <td>...</td>\n",
551
+ " <td>...</td>\n",
552
+ " <td>...</td>\n",
553
+ " <td>...</td>\n",
554
+ " </tr>\n",
555
+ " <tr>\n",
556
+ " <th>282</th>\n",
557
+ " <td>theHunter</td>\n",
558
+ " <td>https://www.freetogame.com/g/291/thumbnail.jpg</td>\n",
559
+ " <td>An MMO shooter where players can hunt 22 diffe...</td>\n",
560
+ " <td>https://www.freetogame.com/open/thehunter</td>\n",
561
+ " <td>Shooter</td>\n",
562
+ " <td>PC (Windows)</td>\n",
563
+ " <td>Expansive Worlds , Avalanche Studios</td>\n",
564
+ " <td>Expansive Worlds , Avalanche Studios</td>\n",
565
+ " <td>2009-03-05</td>\n",
566
+ " <td>https://www.freetogame.com/thehunter</td>\n",
567
+ " </tr>\n",
568
+ " <tr>\n",
569
+ " <th>289</th>\n",
570
+ " <td>Ace Online</td>\n",
571
+ " <td>https://www.freetogame.com/g/319/thumbnail.jpg</td>\n",
572
+ " <td>A free to play fast action 3D sci-fi MMO where...</td>\n",
573
+ " <td>https://www.freetogame.com/open/ace-online</td>\n",
574
+ " <td>Shooter</td>\n",
575
+ " <td>PC (Windows)</td>\n",
576
+ " <td>Suba Games</td>\n",
577
+ " <td>MasangSoft</td>\n",
578
+ " <td>2008-08-29</td>\n",
579
+ " <td>https://www.freetogame.com/ace-online</td>\n",
580
+ " </tr>\n",
581
+ " <tr>\n",
582
+ " <th>297</th>\n",
583
+ " <td>Team Fortress 2</td>\n",
584
+ " <td>https://www.freetogame.com/g/310/thumbnail.jpg</td>\n",
585
+ " <td>Valve's iconic class-based free-to-play first-...</td>\n",
586
+ " <td>https://www.freetogame.com/open/team-fortress-2</td>\n",
587
+ " <td>Shooter</td>\n",
588
+ " <td>PC (Windows)</td>\n",
589
+ " <td>Valve</td>\n",
590
+ " <td>Valve</td>\n",
591
+ " <td>2007-10-10</td>\n",
592
+ " <td>https://www.freetogame.com/team-fortress-2</td>\n",
593
+ " </tr>\n",
594
+ " <tr>\n",
595
+ " <th>301</th>\n",
596
+ " <td>Crossfire</td>\n",
597
+ " <td>https://www.freetogame.com/g/15/thumbnail.jpg</td>\n",
598
+ " <td>A first person tactical shooter with a huge se...</td>\n",
599
+ " <td>https://www.freetogame.com/open/crossfire</td>\n",
600
+ " <td>Shooter</td>\n",
601
+ " <td>PC (Windows)</td>\n",
602
+ " <td>Neowiz Games</td>\n",
603
+ " <td>SmileGate</td>\n",
604
+ " <td>2007-05-03</td>\n",
605
+ " <td>https://www.freetogame.com/crossfire</td>\n",
606
+ " </tr>\n",
607
+ " <tr>\n",
608
+ " <th>302</th>\n",
609
+ " <td>Teeworlds</td>\n",
610
+ " <td>https://www.freetogame.com/g/313/thumbnail.jpg</td>\n",
611
+ " <td>A free to play retro multiplayer online shoote...</td>\n",
612
+ " <td>https://www.freetogame.com/open/teeworlds</td>\n",
613
+ " <td>Shooter</td>\n",
614
+ " <td>PC (Windows)</td>\n",
615
+ " <td>Teeworlds Team</td>\n",
616
+ " <td>Teeworlds Team</td>\n",
617
+ " <td>2007-05-27</td>\n",
618
+ " <td>https://www.freetogame.com/teeworlds</td>\n",
619
+ " </tr>\n",
620
+ " </tbody>\n",
621
+ "</table>\n",
622
+ "<p>93 rows × 10 columns</p>\n",
623
+ "</div>"
624
+ ],
625
+ "text/plain": [
626
+ " title thumbnail \\\n",
627
+ "1 Overwatch 2 https://www.freetogame.com/g/540/thumbnail.jpg \n",
628
+ "2 PUBG: BATTLEGROUNDS https://www.freetogame.com/g/516/thumbnail.jpg \n",
629
+ "3 Enlisted https://www.freetogame.com/g/508/thumbnail.jpg \n",
630
+ "10 Crossout https://www.freetogame.com/g/5/thumbnail.jpg \n",
631
+ "11 World of Warships https://www.freetogame.com/g/9/thumbnail.jpg \n",
632
+ ".. ... ... \n",
633
+ "282 theHunter https://www.freetogame.com/g/291/thumbnail.jpg \n",
634
+ "289 Ace Online https://www.freetogame.com/g/319/thumbnail.jpg \n",
635
+ "297 Team Fortress 2 https://www.freetogame.com/g/310/thumbnail.jpg \n",
636
+ "301 Crossfire https://www.freetogame.com/g/15/thumbnail.jpg \n",
637
+ "302 Teeworlds https://www.freetogame.com/g/313/thumbnail.jpg \n",
638
+ "\n",
639
+ " short_description \\\n",
640
+ "1 A hero-focused first-person team shooter from ... \n",
641
+ "2 Get into the action in one of the longest runn... \n",
642
+ "3 Get ready to command your own World War II mil... \n",
643
+ "10 A post-apocalyptic MMO vehicle combat game! \n",
644
+ "11 A 3D free to play naval action-themed MMO from... \n",
645
+ ".. ... \n",
646
+ "282 An MMO shooter where players can hunt 22 diffe... \n",
647
+ "289 A free to play fast action 3D sci-fi MMO where... \n",
648
+ "297 Valve's iconic class-based free-to-play first-... \n",
649
+ "301 A first person tactical shooter with a huge se... \n",
650
+ "302 A free to play retro multiplayer online shoote... \n",
651
+ "\n",
652
+ " game_url genre platform \\\n",
653
+ "1 https://www.freetogame.com/open/overwatch-2 Shooter PC (Windows) \n",
654
+ "2 https://www.freetogame.com/open/pubg Shooter PC (Windows) \n",
655
+ "3 https://www.freetogame.com/open/enlisted Shooter PC (Windows) \n",
656
+ "10 https://www.freetogame.com/open/crossout Shooter PC (Windows) \n",
657
+ "11 https://www.freetogame.com/open/world-of-warships Shooter PC (Windows) \n",
658
+ ".. ... ... ... \n",
659
+ "282 https://www.freetogame.com/open/thehunter Shooter PC (Windows) \n",
660
+ "289 https://www.freetogame.com/open/ace-online Shooter PC (Windows) \n",
661
+ "297 https://www.freetogame.com/open/team-fortress-2 Shooter PC (Windows) \n",
662
+ "301 https://www.freetogame.com/open/crossfire Shooter PC (Windows) \n",
663
+ "302 https://www.freetogame.com/open/teeworlds Shooter PC (Windows) \n",
664
+ "\n",
665
+ " publisher \\\n",
666
+ "1 Activision Blizzard \n",
667
+ "2 KRAFTON, Inc. \n",
668
+ "3 Gaijin Entertainment \n",
669
+ "10 Targem \n",
670
+ "11 Wargaming \n",
671
+ ".. ... \n",
672
+ "282 Expansive Worlds , Avalanche Studios \n",
673
+ "289 Suba Games \n",
674
+ "297 Valve \n",
675
+ "301 Neowiz Games \n",
676
+ "302 Teeworlds Team \n",
677
+ "\n",
678
+ " developer release_date \\\n",
679
+ "1 Blizzard Entertainment 2022-10-04 \n",
680
+ "2 KRAFTON, Inc. 2022-01-12 \n",
681
+ "3 Darkflow Software 2021-04-08 \n",
682
+ "10 Gaijin 2017-05-30 \n",
683
+ "11 Wargaming 2015-07-02 \n",
684
+ ".. ... ... \n",
685
+ "282 Expansive Worlds , Avalanche Studios 2009-03-05 \n",
686
+ "289 MasangSoft 2008-08-29 \n",
687
+ "297 Valve 2007-10-10 \n",
688
+ "301 SmileGate 2007-05-03 \n",
689
+ "302 Teeworlds Team 2007-05-27 \n",
690
+ "\n",
691
+ " freetogame_profile_url \n",
692
+ "1 https://www.freetogame.com/overwatch-2 \n",
693
+ "2 https://www.freetogame.com/pubg \n",
694
+ "3 https://www.freetogame.com/enlisted \n",
695
+ "10 https://www.freetogame.com/crossout \n",
696
+ "11 https://www.freetogame.com/world-of-warships \n",
697
+ ".. ... \n",
698
+ "282 https://www.freetogame.com/thehunter \n",
699
+ "289 https://www.freetogame.com/ace-online \n",
700
+ "297 https://www.freetogame.com/team-fortress-2 \n",
701
+ "301 https://www.freetogame.com/crossfire \n",
702
+ "302 https://www.freetogame.com/teeworlds \n",
703
+ "\n",
704
+ "[93 rows x 10 columns]"
705
+ ]
706
+ },
707
+ "execution_count": 10,
708
+ "metadata": {},
709
+ "output_type": "execute_result"
710
+ }
711
+ ],
712
+ "source": [
713
+ "def genreRecommender(genre):\n",
714
+ " if genre in Dataframe['genre'].values:\n",
715
+ " return Dataframe[Dataframe['genre'] == genre]\n",
716
+ "\n",
717
+ "genreRecommender(\"Shooter\")\n",
718
+ "# h = genreRecommender(\"Shooter\")\n",
719
+ "# h[\"genre\"].unique()\n"
720
+ ]
721
+ },
722
+ {
723
+ "cell_type": "code",
724
+ "execution_count": 11,
725
+ "metadata": {
726
+ "id": "km8A28Qp5xn1"
727
+ },
728
+ "outputs": [],
729
+ "source": [
730
+ "homedf = Dataframe.head(50)"
731
+ ]
732
+ },
733
+ {
734
+ "cell_type": "code",
735
+ "execution_count": 12,
736
+ "metadata": {
737
+ "id": "Qb4EfTlI-rA9"
738
+ },
739
+ "outputs": [],
740
+ "source": [
741
+ "import pickle\n",
742
+ "pickle.dump(homedf,open(\"homedf.pkl\",\"wb\"))\n",
743
+ "pickle.dump(Dataframe,open(\"Maindf.pkl\",\"wb\"))"
744
+ ]
745
+ },
746
+ {
747
+ "cell_type": "code",
748
+ "execution_count": null,
749
+ "metadata": {
750
+ "id": "7UzAM5hn_qRm"
751
+ },
752
+ "outputs": [],
753
+ "source": []
754
+ }
755
+ ],
756
+ "metadata": {
757
+ "colab": {
758
+ "provenance": []
759
+ },
760
+ "kernelspec": {
761
+ "display_name": "env",
762
+ "language": "python",
763
+ "name": "python3"
764
+ },
765
+ "language_info": {
766
+ "codemirror_mode": {
767
+ "name": "ipython",
768
+ "version": 3
769
+ },
770
+ "file_extension": ".py",
771
+ "mimetype": "text/x-python",
772
+ "name": "python",
773
+ "nbconvert_exporter": "python",
774
+ "pygments_lexer": "ipython3",
775
+ "version": "3.12.3"
776
+ }
777
+ },
778
+ "nbformat": 4,
779
+ "nbformat_minor": 0
780
+ }
model/homedf.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:b918451a455659f8ef45626e811638080dd06e0fc61ccbb02a0ef81f9f9129bd
3
+ size 15047
requirements.txt ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ asttokens==3.0.0
2
+ blinker==1.9.0
3
+ click==8.1.8
4
+ comm==0.2.2
5
+ debugpy==1.8.11
6
+ decorator==5.1.1
7
+ executing==2.1.0
8
+ Flask==3.1.0
9
+ ipykernel==6.29.5
10
+ ipython
11
+ itsdangerous==2.2.0
12
+ jedi==0.19.2
13
+ Jinja2==3.1.5
14
+ jupyter_client==8.6.3
15
+ jupyter_core==5.7.2
16
+ MarkupSafe==3.0.2
17
+ matplotlib-inline==0.1.7
18
+ nest-asyncio==1.6.0
19
+ numpy
20
+ packaging==24.2
21
+ pandas==2.2.3
22
+ parso==0.8.4
23
+ pexpect==4.9.0
24
+ platformdirs==4.3.6
25
+ prompt_toolkit==3.0.48
26
+ psutil==6.1.1
27
+ ptyprocess==0.7.0
28
+ pure_eval==0.2.3
29
+ Pygments==2.18.0
30
+ python-dateutil==2.9.0.post0
31
+ pytz==2024.2
32
+ pyzmq==26.2.0
33
+ six==1.17.0
34
+ stack-data==0.6.3
35
+ tornado==6.4.2
36
+ traitlets==5.14.3
37
+ tzdata==2024.2
38
+ wcwidth==0.2.13
39
+ Werkzeug==3.1.3