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titlethumbnailshort_descriptiongame_urlgenreplatformpublisherdeveloperrelease_datefreetogame_profile_url
0Tarislandhttps://www.freetogame.com/g/582/thumbnail.jpgA cross-platform MMORPG developed by Level Inf...https://www.freetogame.com/open/tarislandMMORPGPC (Windows)TencentLevel Infinite2024-06-22https://www.freetogame.com/tarisland
1Overwatch 2https://www.freetogame.com/g/540/thumbnail.jpgA hero-focused first-person team shooter from ...https://www.freetogame.com/open/overwatch-2ShooterPC (Windows)Activision BlizzardBlizzard Entertainment2022-10-04https://www.freetogame.com/overwatch-2
2PUBG: BATTLEGROUNDShttps://www.freetogame.com/g/516/thumbnail.jpgGet into the action in one of the longest runn...https://www.freetogame.com/open/pubgShooterPC (Windows)KRAFTON, Inc.KRAFTON, Inc.2022-01-12https://www.freetogame.com/pubg
3Enlistedhttps://www.freetogame.com/g/508/thumbnail.jpgGet ready to command your own World War II mil...https://www.freetogame.com/open/enlistedShooterPC (Windows)Gaijin EntertainmentDarkflow Software2021-04-08https://www.freetogame.com/enlisted
4Genshin Impacthttps://www.freetogame.com/g/475/thumbnail.jpgIf you’ve been looking for a game to scratch t...https://www.freetogame.com/open/genshin-impactAction RPGPC (Windows)miHoYomiHoYo2020-09-28https://www.freetogame.com/genshin-impact
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323Ragnarok Onlinehttps://www.freetogame.com/g/335/thumbnail.jpgA popular fantasy MMORPG, back to the golden a...https://www.freetogame.com/open/ragnarok-onlineMMORPGPC (Windows)Gravity InteractiveGravity Interactive2003-06-01https://www.freetogame.com/ragnarok-online
324Entropia Universehttps://www.freetogame.com/g/17/thumbnail.jpgA 3D MMO Multi Virtual World Real Cash Economy...https://www.freetogame.com/open/entropia-universeMMORPGPC (Windows)MindArkMindArk2003-01-30https://www.freetogame.com/entropia-universe
325Anarchy Onlinehttps://www.freetogame.com/g/336/thumbnail.jpgA free to play Sci-Fi MMO that has withstood t...https://www.freetogame.com/open/anarchy-onlineMMORPGPC (Windows)FuncomFuncom2001-06-27https://www.freetogame.com/anarchy-online
326The Lord of the Rings Onlinehttps://www.freetogame.com/g/251/thumbnail.jpgA free to play MMORPG set in the world of J.R....https://www.freetogame.com/open/lotroMMORPGPC (Windows)Warner Bros. Interactive EntertainmentTurbine, Inc.2001-04-24https://www.freetogame.com/lotro
327Tibiahttps://www.freetogame.com/g/339/thumbnail.jpgA old-school free-to-play massively multiplaye...https://www.freetogame.com/open/tibiaMMORPGPC (Windows)CipSoftCipSoft1997-01-07https://www.freetogame.com/tibia
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" ], "text/plain": [ " title \\\n", "0 Tarisland \n", "1 Overwatch 2 \n", "2 PUBG: BATTLEGROUNDS \n", "3 Enlisted \n", "4 Genshin Impact \n", ".. ... \n", "323 Ragnarok Online \n", "324 Entropia Universe \n", "325 Anarchy Online \n", "326 The Lord of the Rings Online \n", "327 Tibia \n", "\n", " thumbnail \\\n", "0 https://www.freetogame.com/g/582/thumbnail.jpg \n", "1 https://www.freetogame.com/g/540/thumbnail.jpg \n", "2 https://www.freetogame.com/g/516/thumbnail.jpg \n", "3 https://www.freetogame.com/g/508/thumbnail.jpg \n", "4 https://www.freetogame.com/g/475/thumbnail.jpg \n", ".. ... \n", "323 https://www.freetogame.com/g/335/thumbnail.jpg \n", "324 https://www.freetogame.com/g/17/thumbnail.jpg \n", "325 https://www.freetogame.com/g/336/thumbnail.jpg \n", "326 https://www.freetogame.com/g/251/thumbnail.jpg \n", "327 https://www.freetogame.com/g/339/thumbnail.jpg \n", "\n", " short_description \\\n", "0 A cross-platform MMORPG developed by Level Inf... \n", "1 A hero-focused first-person team shooter from ... \n", "2 Get into the action in one of the longest runn... \n", "3 Get ready to command your own World War II mil... \n", "4 If you’ve been looking for a game to scratch t... \n", ".. ... \n", "323 A popular fantasy MMORPG, back to the golden a... \n", "324 A 3D MMO Multi Virtual World Real Cash Economy... \n", "325 A free to play Sci-Fi MMO that has withstood t... \n", "326 A free to play MMORPG set in the world of J.R.... \n", "327 A old-school free-to-play massively multiplaye... \n", "\n", " game_url genre \\\n", "0 https://www.freetogame.com/open/tarisland MMORPG \n", "1 https://www.freetogame.com/open/overwatch-2 Shooter \n", "2 https://www.freetogame.com/open/pubg Shooter \n", "3 https://www.freetogame.com/open/enlisted Shooter \n", "4 https://www.freetogame.com/open/genshin-impact Action RPG \n", ".. ... ... \n", "323 https://www.freetogame.com/open/ragnarok-online MMORPG \n", "324 https://www.freetogame.com/open/entropia-universe MMORPG \n", "325 https://www.freetogame.com/open/anarchy-online MMORPG \n", "326 https://www.freetogame.com/open/lotro MMORPG \n", "327 https://www.freetogame.com/open/tibia MMORPG \n", "\n", " platform publisher \\\n", "0 PC (Windows) Tencent \n", "1 PC (Windows) Activision Blizzard \n", "2 PC (Windows) KRAFTON, Inc. \n", "3 PC (Windows) Gaijin Entertainment \n", "4 PC (Windows) miHoYo \n", ".. ... ... \n", "323 PC (Windows) Gravity Interactive \n", "324 PC (Windows) MindArk \n", "325 PC (Windows) Funcom \n", "326 PC (Windows) Warner Bros. Interactive Entertainment \n", "327 PC (Windows) CipSoft \n", "\n", " developer release_date \\\n", "0 Level Infinite 2024-06-22 \n", "1 Blizzard Entertainment 2022-10-04 \n", "2 KRAFTON, Inc. 2022-01-12 \n", "3 Darkflow Software 2021-04-08 \n", "4 miHoYo 2020-09-28 \n", ".. ... ... \n", "323 Gravity Interactive 2003-06-01 \n", "324 MindArk 2003-01-30 \n", "325 Funcom 2001-06-27 \n", "326 Turbine, Inc. 2001-04-24 \n", "327 CipSoft 1997-01-07 \n", "\n", " freetogame_profile_url \n", "0 https://www.freetogame.com/tarisland \n", "1 https://www.freetogame.com/overwatch-2 \n", "2 https://www.freetogame.com/pubg \n", "3 https://www.freetogame.com/enlisted \n", "4 https://www.freetogame.com/genshin-impact \n", ".. ... \n", "323 https://www.freetogame.com/ragnarok-online \n", "324 https://www.freetogame.com/entropia-universe \n", "325 https://www.freetogame.com/anarchy-online \n", "326 https://www.freetogame.com/lotro \n", "327 https://www.freetogame.com/tibia \n", "\n", "[328 rows x 10 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Dataframe = pd.read_csv(\"/home/ayush/Documents/AI/Machine_Learning/Projects/Game-recommender/Dataset/free-games.csv\")\n", "Dataframe" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "c5Yj2WfP0RzB", "outputId": "8e3132cb-ac26-4bcc-8fda-eeed3025acc0" }, "outputs": [ { "data": { "text/plain": [ "array(['MMORPG', 'Shooter', 'Action RPG', 'Battle Royale', 'ARPG',\n", " 'MMOARPG', 'Fighting', 'MOBA', 'Card', 'Action Game', 'Strategy',\n", " 'Action', 'Sports', 'Racing', 'Card Game', 'MMO', 'Social',\n", " 'Fantasy'], dtype=object)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Dataframe['genre'].unique()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "DWUYQwEY0pmR", "outputId": "186208cf-76b4-40c8-8d28-74b4cb73a5cc" }, "outputs": [ { "data": { "text/plain": [ "291" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Dataframe['developer'].nunique()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZGXETIGF2jsW", "outputId": "57b1e0f4-607c-4ae9-a7e3-eb218575c6ca" }, "outputs": [ { "data": { "text/plain": [ "263" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Dataframe['publisher'].nunique()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 398 }, "id": "dBco25-z3GCm", "outputId": "a0f70169-aa17-4a3d-b8b3-be1a65cd39b0" }, "outputs": [ { "data": { "text/plain": [ "title 0\n", "thumbnail 0\n", "short_description 0\n", "game_url 0\n", "genre 0\n", "platform 0\n", "publisher 0\n", "developer 0\n", "release_date 0\n", "freetogame_profile_url 0\n", "dtype: int64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Dataframe.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Y2bJuH9p31Pb", "outputId": "f578979d-4c0e-45f8-e804-ffec20ca408d" }, "outputs": [ { "data": { "text/html": [ "
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titlethumbnailshort_descriptiongame_urlgenreplatformpublisherdeveloperrelease_datefreetogame_profile_url
1Overwatch 2https://www.freetogame.com/g/540/thumbnail.jpgA hero-focused first-person team shooter from ...https://www.freetogame.com/open/overwatch-2ShooterPC (Windows)Activision BlizzardBlizzard Entertainment2022-10-04https://www.freetogame.com/overwatch-2
2PUBG: BATTLEGROUNDShttps://www.freetogame.com/g/516/thumbnail.jpgGet into the action in one of the longest runn...https://www.freetogame.com/open/pubgShooterPC (Windows)KRAFTON, Inc.KRAFTON, Inc.2022-01-12https://www.freetogame.com/pubg
3Enlistedhttps://www.freetogame.com/g/508/thumbnail.jpgGet ready to command your own World War II mil...https://www.freetogame.com/open/enlistedShooterPC (Windows)Gaijin EntertainmentDarkflow Software2021-04-08https://www.freetogame.com/enlisted
10Crossouthttps://www.freetogame.com/g/5/thumbnail.jpgA post-apocalyptic MMO vehicle combat game!https://www.freetogame.com/open/crossoutShooterPC (Windows)TargemGaijin2017-05-30https://www.freetogame.com/crossout
11World of Warshipshttps://www.freetogame.com/g/9/thumbnail.jpgA 3D free to play naval action-themed MMO from...https://www.freetogame.com/open/world-of-warshipsShooterPC (Windows)WargamingWargaming2015-07-02https://www.freetogame.com/world-of-warships
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282theHunterhttps://www.freetogame.com/g/291/thumbnail.jpgAn MMO shooter where players can hunt 22 diffe...https://www.freetogame.com/open/thehunterShooterPC (Windows)Expansive Worlds , Avalanche StudiosExpansive Worlds , Avalanche Studios2009-03-05https://www.freetogame.com/thehunter
289Ace Onlinehttps://www.freetogame.com/g/319/thumbnail.jpgA free to play fast action 3D sci-fi MMO where...https://www.freetogame.com/open/ace-onlineShooterPC (Windows)Suba GamesMasangSoft2008-08-29https://www.freetogame.com/ace-online
297Team Fortress 2https://www.freetogame.com/g/310/thumbnail.jpgValve's iconic class-based free-to-play first-...https://www.freetogame.com/open/team-fortress-2ShooterPC (Windows)ValveValve2007-10-10https://www.freetogame.com/team-fortress-2
301Crossfirehttps://www.freetogame.com/g/15/thumbnail.jpgA first person tactical shooter with a huge se...https://www.freetogame.com/open/crossfireShooterPC (Windows)Neowiz GamesSmileGate2007-05-03https://www.freetogame.com/crossfire
302Teeworldshttps://www.freetogame.com/g/313/thumbnail.jpgA free to play retro multiplayer online shoote...https://www.freetogame.com/open/teeworldsShooterPC (Windows)Teeworlds TeamTeeworlds Team2007-05-27https://www.freetogame.com/teeworlds
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" ], "text/plain": [ " title thumbnail \\\n", "1 Overwatch 2 https://www.freetogame.com/g/540/thumbnail.jpg \n", "2 PUBG: BATTLEGROUNDS https://www.freetogame.com/g/516/thumbnail.jpg \n", "3 Enlisted https://www.freetogame.com/g/508/thumbnail.jpg \n", "10 Crossout https://www.freetogame.com/g/5/thumbnail.jpg \n", "11 World of Warships https://www.freetogame.com/g/9/thumbnail.jpg \n", ".. ... ... \n", "282 theHunter https://www.freetogame.com/g/291/thumbnail.jpg \n", "289 Ace Online https://www.freetogame.com/g/319/thumbnail.jpg \n", "297 Team Fortress 2 https://www.freetogame.com/g/310/thumbnail.jpg \n", "301 Crossfire https://www.freetogame.com/g/15/thumbnail.jpg \n", "302 Teeworlds https://www.freetogame.com/g/313/thumbnail.jpg \n", "\n", " short_description \\\n", "1 A hero-focused first-person team shooter from ... \n", "2 Get into the action in one of the longest runn... \n", "3 Get ready to command your own World War II mil... \n", "10 A post-apocalyptic MMO vehicle combat game! \n", "11 A 3D free to play naval action-themed MMO from... \n", ".. ... \n", "282 An MMO shooter where players can hunt 22 diffe... \n", "289 A free to play fast action 3D sci-fi MMO where... \n", "297 Valve's iconic class-based free-to-play first-... \n", "301 A first person tactical shooter with a huge se... \n", "302 A free to play retro multiplayer online shoote... \n", "\n", " game_url genre platform \\\n", "1 https://www.freetogame.com/open/overwatch-2 Shooter PC (Windows) \n", "2 https://www.freetogame.com/open/pubg Shooter PC (Windows) \n", "3 https://www.freetogame.com/open/enlisted Shooter PC (Windows) \n", "10 https://www.freetogame.com/open/crossout Shooter PC (Windows) \n", "11 https://www.freetogame.com/open/world-of-warships Shooter PC (Windows) \n", ".. ... ... ... \n", "282 https://www.freetogame.com/open/thehunter Shooter PC (Windows) \n", "289 https://www.freetogame.com/open/ace-online Shooter PC (Windows) \n", "297 https://www.freetogame.com/open/team-fortress-2 Shooter PC (Windows) \n", "301 https://www.freetogame.com/open/crossfire Shooter PC (Windows) \n", "302 https://www.freetogame.com/open/teeworlds Shooter PC (Windows) \n", "\n", " publisher \\\n", "1 Activision Blizzard \n", "2 KRAFTON, Inc. \n", "3 Gaijin Entertainment \n", "10 Targem \n", "11 Wargaming \n", ".. ... \n", "282 Expansive Worlds , Avalanche Studios \n", "289 Suba Games \n", "297 Valve \n", "301 Neowiz Games \n", "302 Teeworlds Team \n", "\n", " developer release_date \\\n", "1 Blizzard Entertainment 2022-10-04 \n", "2 KRAFTON, Inc. 2022-01-12 \n", "3 Darkflow Software 2021-04-08 \n", "10 Gaijin 2017-05-30 \n", "11 Wargaming 2015-07-02 \n", ".. ... ... \n", "282 Expansive Worlds , Avalanche Studios 2009-03-05 \n", "289 MasangSoft 2008-08-29 \n", "297 Valve 2007-10-10 \n", "301 SmileGate 2007-05-03 \n", "302 Teeworlds Team 2007-05-27 \n", "\n", " freetogame_profile_url \n", "1 https://www.freetogame.com/overwatch-2 \n", "2 https://www.freetogame.com/pubg \n", "3 https://www.freetogame.com/enlisted \n", "10 https://www.freetogame.com/crossout \n", "11 https://www.freetogame.com/world-of-warships \n", ".. ... \n", "282 https://www.freetogame.com/thehunter \n", "289 https://www.freetogame.com/ace-online \n", "297 https://www.freetogame.com/team-fortress-2 \n", "301 https://www.freetogame.com/crossfire \n", "302 https://www.freetogame.com/teeworlds \n", "\n", "[93 rows x 10 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def genreRecommender(genre):\n", " if genre in Dataframe['genre'].values:\n", " return Dataframe[Dataframe['genre'] == genre]\n", "\n", "genreRecommender(\"Shooter\")\n", "# h = genreRecommender(\"Shooter\")\n", "# h[\"genre\"].unique()\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "km8A28Qp5xn1" }, "outputs": [], "source": [ "homedf = Dataframe.head(50)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "Qb4EfTlI-rA9" }, "outputs": [], "source": [ "import pickle\n", "pickle.dump(homedf,open(\"homedf.pkl\",\"wb\"))\n", "pickle.dump(Dataframe,open(\"Maindf.pkl\",\"wb\"))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "7UzAM5hn_qRm" }, "outputs": [], "source": [] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 0 }